diff --git a/DB/Hyperparameter.ipynb b/DB/report/.ipynb_checkpoints/Hyperparameter-checkpoint.ipynb
similarity index 100%
rename from DB/Hyperparameter.ipynb
rename to DB/report/.ipynb_checkpoints/Hyperparameter-checkpoint.ipynb
diff --git a/DB/report/Hyperparameter.ipynb b/DB/report/Hyperparameter.ipynb
new file mode 100644
index 0000000..05f42d8
--- /dev/null
+++ b/DB/report/Hyperparameter.ipynb
@@ -0,0 +1,1130 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Abstract \n",
+ "\n",
+ "Hyperparameters are parameters that are specified prior to running machine learning algorithms that have a large effect on the predictive power of statistical models. Knowledge of the relative importance of a hyperparameter to an algorithm and its range of values is crucial to hyperparameter tuning and creating effective models. \n",
+ "\n",
+ "The hyperparameter database allows users to visualize and understand how to choose hyperparameters that maximize the predictive power of their models. The hyperparameter database is created by running millions of hyperparameter values, calculating the individual conditional expectation of every hyperparameter on the quality of a model. The data science part need to generating models using H2O to find best hyperparameters"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Data Source\n",
+ "\n",
+ "The dataset is from the website https://www.kaggle.com/econdata/predciting-price-transaction#trainPrice.csv . \n",
+ "Housing price always been a popular item that people wants to predict. Since it is critical for us to find out the factors that affecting transaction price. The data we collected and stored concerns predicting housing transaction price which contains values of cities, floors, unit area households counts and parking capacity, rooms, heat fuel, heat type and front door structure. \n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Conceptual Schema \n",
+ "\n",
+ "- For each dataset, it has only one data description and one data distribution, and has serval different model.\n",
+ "- For each data description, it has only one dataset.\n",
+ "- For each data distribution, it has only one dataset.\n",
+ "- For each model, it has only one dataset, and one metadata.\n",
+ "- For each metadata, it has only one dataset and has only one hyperparameter table.\n",
+ "- For each hyperparameter table, it has only one metadata and one variable importance table.\n",
+ "- For each variable importance table, it has only one hyperparameter table."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Old ERD"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# New ERD"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Physical Model"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Part II - Physical Model"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Create the database\n",
+ "\n",
+ "```sql\n",
+ "create table Twitter_singers (\n",
+ "singer_id varchar(50) primary key,\n",
+ "singer_name varchar(50),\n",
+ "singer_url varchar(2000),\n",
+ "singer_description varchar(1000),\n",
+ "singer_followers_count varchar(50)\n",
+ ");\n",
+ "\n",
+ "drop table Twitter_singers;\n",
+ "SHOW VARIABLES LIKE \"secure_file_priv\";\n",
+ "\n",
+ "sHOW GLOBAL VARIABLES LIKE 'local_infile';\n",
+ "SET GLOBAL local_infile = 'ON';\n",
+ "SHOW GLOBAL VARIABLES LIKE 'local_infile';\n",
+ "\n",
+ "LOAD DATA local INFILE '/Users/cyyo/Desktop/twitter_singers.csv'\n",
+ "INTO TABLE Twitter_singers\n",
+ "CHARACTER SET latin1\n",
+ "FIELDS TERMINATED BY ',' \n",
+ "ENCLOSED BY '\"' \n",
+ "LINES TERMINATED BY '\\r\\n'\n",
+ "IGNORE 1 LINES;\n",
+ "\n",
+ "SELECT * FROM Twitter_singers;\n",
+ "\n",
+ "create table Company_data (\n",
+ "Company_name varchar(50) primary key,\n",
+ "Date_of_establishment varchar(50),\n",
+ "Artists_number INTEGER,\n",
+ "Typical_singers varchar(100)\n",
+ ");\n",
+ "\n",
+ "LOAD DATA local INFILE '/Users/cyyo/Desktop/company_data.csv'\n",
+ "INTO TABLE Company_data\n",
+ "CHARACTER SET latin1\n",
+ "FIELDS TERMINATED BY ',' \n",
+ "ENCLOSED BY '\"' \n",
+ "LINES TERMINATED BY '\\r\\n'\n",
+ "IGNORE 1 LINES;\n",
+ "\n",
+ "\n",
+ "SELECT * FROM Company_data;\n",
+ "\n",
+ "create table Spotify_singer_Account (\n",
+ "Spotify_singer_name varchar(50),\n",
+ "Spotify_singer_ID varchar(50) primary key,\n",
+ "Spotify_singer_followers INTEGER,\n",
+ "singer_spotify_popularity integer,\n",
+ "Spotify_singer_total_albums INTEGER,\n",
+ "Spotify_singer_top_1_related_artist varchar(50),\n",
+ "Spotify_singer_top_2_related_artist varchar(50),\n",
+ "Spotify_singer_top_3_related_artist varchar(50)\n",
+ ");\n",
+ "drop table Spotify_singer_Account;\n",
+ "LOAD DATA local INFILE '/Users/cyyo/Desktop/spotify_artist.csv'\n",
+ "INTO TABLE Spotify_singer_Account\n",
+ "CHARACTER SET latin1\n",
+ "FIELDS TERMINATED BY ',' \n",
+ "ENCLOSED BY '\"' \n",
+ "LINES TERMINATED BY '\\r\\n'\n",
+ "IGNORE 1 LINES;\n",
+ "\n",
+ "\n",
+ "SELECT * FROM Spotify_singer_Account;\n",
+ "\n",
+ "\n",
+ "create table Spotify_album (\n",
+ "singer_name varchar(50) ,\n",
+ "singer_id varchar(50),\n",
+ "album_name varchar(50),\n",
+ "album_id varchar(50) primary key,\n",
+ "album_relase_date varchar(100),\n",
+ "total_tracks Integer\n",
+ ");\n",
+ "drop table Spotify_album;\n",
+ "LOAD DATA local INFILE '/Users/cyyo/Desktop/spotify_album.csv'\n",
+ "INTO TABLE Spotify_album\n",
+ "CHARACTER SET latin1\n",
+ "FIELDS TERMINATED BY ',' \n",
+ "ENCLOSED BY '\"' \n",
+ "LINES TERMINATED BY '\\r\\n'\n",
+ "IGNORE 1 LINES;\n",
+ "\n",
+ "\n",
+ "SELECT * FROM Spotify_album;\n",
+ "\n",
+ "create table Spotify_songs (\n",
+ "singer_name varchar(50) ,\n",
+ "singer_id varchar(50),\n",
+ "song_name varchar(50),\n",
+ "song_id varchar(100) primary key,\n",
+ "duration_ms Integer,\n",
+ "song_popularity integer,\n",
+ "album_name varchar(50),\n",
+ "album_id varchar(50)\n",
+ "\n",
+ ");\n",
+ "drop table Spotify_songs;\n",
+ "LOAD DATA local INFILE '/Users/cyyo/Desktop/spotify_song.csv'\n",
+ "INTO TABLE Spotify_songs\n",
+ "CHARACTER SET latin1\n",
+ "FIELDS TERMINATED BY ',' \n",
+ "ENCLOSED BY '\"' \n",
+ "LINES TERMINATED BY '\\r\\n'\n",
+ "IGNORE 1 LINES;\n",
+ "\n",
+ "\n",
+ "SELECT * FROM Spotify_songs;\n",
+ "\n",
+ "create table twitter_post (\n",
+ "singer_name varchar(50),\n",
+ "most_popular_post_ID varchar(50) primary key,\n",
+ "post_content varchar(200),\n",
+ "post_time varchar(100),\n",
+ "post_retweet_count Integer\n",
+ ");\n",
+ "drop table twitter_post;\n",
+ "LOAD DATA local INFILE '/Users/cyyo/Desktop/twitter_post.csv'\n",
+ "INTO TABLE twitter_post\n",
+ "CHARACTER SET latin1\n",
+ "FIELDS TERMINATED BY ',' \n",
+ "ENCLOSED BY '\"' \n",
+ "LINES TERMINATED BY '\\r\\n'\n",
+ "IGNORE 1 LINES;\n",
+ "\n",
+ "\n",
+ "SELECT * FROM twitter_post;\n",
+ "\n",
+ "\n",
+ "create table 24hr_twitter_post (\n",
+ "singer_name varchar(50),\n",
+ "recnet_post_ID varchar(50) primary key,\n",
+ "recnet_post_content varchar(200),\n",
+ "recnet_post_time varchar(100),\n",
+ "recnet_post_retweet_count Integer\n",
+ ");\n",
+ "drop table 24hr_twitter_post;\n",
+ "LOAD DATA local INFILE '/Users/cyyo/Desktop/recent_24hr.csv'\n",
+ "INTO TABLE 24hr_twitter_post\n",
+ "CHARACTER SET latin1\n",
+ "FIELDS TERMINATED BY ',' \n",
+ "ENCLOSED BY '\"' \n",
+ "LINES TERMINATED BY '\\r\\n'\n",
+ "IGNORE 1 LINES;\n",
+ "\n",
+ "\n",
+ "SELECT * FROM 24hr_twitter_post;\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 10 Use Cases\n",
+ "\n",
+ "## Use Case 1
\n",
+ "Description: select the best model\n",
+ "\n",
+ "```sql\n",
+ "SELECT me.Model_id, me.RMSE, mm.Model_name, mm.Run_time\n",
+ "FROM Metrices_Model me inner join Model_Metadata mm\n",
+ "ON me.Model_id = mm.ID\n",
+ "order by RMSE desc \n",
+ "LIMIT 1;\n",
+ "\n",
+ "```\n",
+ "\n",
+ "```\n",
+ "+---------------+---------------------+\n",
+ "| singer_name | Company_name |\n",
+ "|---------------|---------------------|\n",
+ "| Taylor Swift | Big Machine Records |\n",
+ "| Rihanna | Def Jam Recordings |\n",
+ "| KATY PERRY | CAPITOL RECORDS. |\n",
+ "| Bruno Mars | Atlantic Records |\n",
+ "| Avril Lavigne | RCA Rcords |\n",
+ "| Ariana Grande | Republic Records |\n",
+ "+---------------+---------------------+\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Use Case 2
\n",
+ "Description: select the hyperparameter with the same model but different runtime.\n",
+ "\n",
+ "```sql\n",
+ "SELECT mm.ID, mm.Model_name, mm.Run_time, \n",
+ "me.RMSE,\n",
+ "dl. hidden1, hidden2,hidden3,epochs\n",
+ "FROM Model_Metadata mm left join Deep_learning_model dl\n",
+ "ON mm.ID = dl.model_id\n",
+ "JOIN Metrices_Model me \n",
+ "ON dl.model_id = me.Model_id\n",
+ "WHERE mm.ID LIKE \"DL%\" \n",
+ "ORDER BY mm.Model_name, me.RMSE, mm.Run_time desc;\n",
+ "\n",
+ "```\n",
+ "\n",
+ "```\n",
+ "+---------------+----------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "| singer_name | most_popular_post_ID | post_content |\n",
+ "+---------------+----------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "| Ariana Grande | 1102985085719068672 | love someone in your life as much as Jake Tapper loves the US war machine. Man is always there like one of those we… https://t.co/IGhzrnYeWo |\n",
+ "| KATY PERRY | 1102866539433254918 | hi I’m wide awake and I can never say that without singing the katy perry song....lol |\n",
+ "| Avril Lavigne | 1102763914368970752 | \"I saw a lot of friends disappear,\" @AvrilLavigne says of her battle with #Lyme disease. \"Now I keep my group small… https://t.co/EfNotExPk3 |\n",
+ "| Taylor Swift | 1102697124830085120 | Strength of both 2019 draft & 2019 free agency is defensive line. Good FA group for DTs & 3-4 DE types even with Gr… https://t.co/YIUij4oP9n |\n",
+ "| Chris Brown | 1102692675231330304 | I'm glad Lady Gaga didn't stay in her lane. Same for Chris Jericho,Justin Timberlake, Mark Wahlberg,The Rock,etc. A… https://t.co/zqCpkS6wd5 |\n",
+ "| Justin Bieber | 1102670872010207235 | Cardi B's new video delivers East L.A. tacos and Bruno Mars:\n",
+ "\n",
+ "https://t.co/FpLKl5Kx7w https://t.co/2wv7NFwulz |\n",
+ "| Rihanna | 1102548147497287680 | Report: Rihanna To Sell Office Supplies & Garden Ware https://t.co/oGrLduJRuX https://t.co/5OYO85JaKS |\n",
+ "| Maroon 5 | 1102468355762532352 | When is Justin Bieber gonna release new music |\n",
+ "+---------------+----------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Use Case 3
\n",
+ "Description: select the average rmse with the same type model\n",
+ "\n",
+ "```sql\n",
+ "\n",
+ "SELECT avg(mm.RMSE) as GLM_AVERAGE_rmse\n",
+ "FROM Metrices_Model mm \n",
+ "WHERE mm.Model_id LIKE \"G%\"\n",
+ "\n",
+ "```\n",
+ "\n",
+ "```\n",
+ "+---------------+----------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "| singer_name | recnet_post_ID | recnet_post_content |\n",
+ "+---------------+----------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "| Taylor Swift | 9.70649E+17 | â¨â¨â¨â¨â¨â¨â¨â¨â¨â¨â¨â¨â¨ https://t.co/KHNRCaKfU0 |\n",
+ "| Ariana Grande | 1.10293E+18 | Ť @starbucks cloud #cloudmacchiato #starbucksambassador #trythesoyversion ą https://t.co/y2LRAx33Sq |\n",
+ "| KATY PERRY | 1.10243E+18 | One of my favorite #AmericanIdol moments: turning uncle @LionelRichie into FASHUN ź |\n",
+ "| Bruno Mars | 1.1017E+18 | Whatâs the plot tho? https://t.co/eh6m7hHB6Z |\n",
+ "| Maroon 5 | 1.10022E+18 | RT @maroon5: Blown away by these submissions on @yarntexts! Check out our favorites from \"Girls Like Youâ! https://t.co/IeEZT9vX0Z https://âŚ\" |\n",
+ "| Avril Lavigne | 1.09793E+18 | ¤icon. Youâre truly missed. https://t.co/8roMHjW70o |\n",
+ "| Lady Gaga | 1.09473E+18 | â¤ď¸a Grammy for Joanne is more than me & my family could ever dream of. I sang that version in one take, & poured m⌠https://t.co/QeiWEjfjF0 |\n",
+ "| Chris Brown | 1.08675E+18 | #Undecided has hit @ministryofsoundâs R&B Mixtape playlist! Stream exclusively on @applemusic now! \n",
+ "Playlist link:⌠https://t.co/bIZ89gxkGs |\n",
+ "| Rihanna | 1.08196E+18 | For the â¤ď¸ of X. Get ready for @savagexfenty's Valentine's Day styles - out Jan. 9th! https://t.co/oG4Xocxo9a |\n",
+ "| Justin Bieber | 1.05745E+18 | @torikelly I have listened to this album 10 times in a row. Incredible |\n",
+ "+---------------+----------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ \n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Use Case 4
\n",
+ "Description: select ID, name, runtime and rmse which is higher than the average rmse with the same “XG” ID\n",
+ "\n",
+ "```sql\n",
+ "SELECT s.Spotify_singer_name,o.album_id,o.album_name \n",
+ "FROM (Spotify_singer_Account s left JOIN Spotify_album o ON s.Spotify_singer_name = o.singer_name)\n",
+ "ORDER BY o.album_id DESC\n",
+ "LIMIT 10;\n",
+ "```\n",
+ "\n",
+ "```\n",
+ "+---------------------+------------------------+--------------------------------+\n",
+ "| Spotify_singer_name | album_id | album_name | \n",
+ "|---------------------|------------------------|--------------------------------|\n",
+ "| Maroon 5 | 75iQSBSaztFIAun9qLLCnb | Girls Like You (feat. Cardi B) | \n",
+ "| Justin Bieber | 6Fr2rQkZ383FcMqFyT7yPr | Purpose (Deluxe) | \n",
+ "| Taylor Swift | 6DEjYFkNZh67HP7R9PSZvv | reputation | \n",
+ "| Katy Perry | 5MQBzs5YlZlE28mD9yUItn | PRISM (Deluxe) | \n",
+ "| Lady Gaga | 4sLtOBOzn4s3GDUv3c5oJD | A Star Is Born Soundtrack | \n",
+ "| Bruno Mars | 4PgleR09JVnm3zY1fW3XBA | 24K Magic | \n",
+ "| Avril Lavigne | 3zXjR3y2dUWklKmmp6lEhy | Let Go | \n",
+ "| Rihanna | 3Q149ZH46Z0f3oDR7vlDYV | ANTI | \n",
+ "| Ariana Grande | 2fYhqwDWXjbpjaIJPEfKFw | thank u,next | \n",
+ "| Chris Brown | 0JOT3Ff4gJ939hqdeEpsZv | Undecided | \n",
+ "+---------------------+------------------------+--------------------------------+\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Use Case 5
\n",
+ "Description: Get all the songs name and id from the Spotify singers' which Singer have the most followers \n",
+ "\n",
+ "```sql\n",
+ "SELECT s.Spotify_singer_name,o.song_id,o.song_name \n",
+ "FROM (Spotify_singer_Account s inner JOIN Spotify_songs o ON s.Spotify_singer_name = o.singer_name)\n",
+ "ORDER BY o.song_id DESC\n",
+ "LIMIT 10;\n",
+ "```\n",
+ "\n",
+ "```\n",
+ "+---------------------+------------------------+------------------------------------------+\n",
+ "| Spotify_singer_name | song_id | song_name |\n",
+ "+---------------------+------------------------+------------------------------------------+\n",
+ "| Chris Brown | 7uiBocndm12aKbsdnQ3Scx | Undecided |\n",
+ "| Taylor Swift | 6NFyWDv5CjfwuzoCkw47Xf | Delicate |\n",
+ "| Maroon 5 | 6FRLCMO5TUHTexlWo8ym1W | Girls Like You (feat. Cardi B) |\n",
+ "| Avril Lavigne | 5xEM5hIgJ1jjgcEBfpkt2F | Complicated |\n",
+ "| Katy Perry | 5jrdCoLpJSvHHorevXBATy | Dark Horse |\n",
+ "| Justin Bieber | 50kpGaPAhYJ3sGmk6vplg0 | Love Yourself |\n",
+ "| Ariana Grande | 4kV4N9D1iKVxx1KLvtTpjS | break up with your girlfriend, i'm bored |\n",
+ "| Lady Gaga | 2VxeLyX666F8uXCJ0dZF8B | Shallow |\n",
+ "| Rihanna | 2aksifNn5ph8igDOkPBA02 | Love On The Brain |\n",
+ "| Bruno Mars | 0KKkJNfGyhkQ5aFogxQAPU | That's What I Like |\n",
+ "+---------------------+------------------------+------------------------------------------+\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Use Case 6
\n",
+ "Description: Get all the songs name,id and popularity and from the typical singers of the companies which Singer have the most followers \n",
+ "\n",
+ "```sql\n",
+ "SELECT o.song_popularity,o.song_id,o.song_name,c.Company_name,c.Typical_singers\n",
+ "FROM ( Company_data c inner JOIN Spotify_songs o ON o.singer_name = c.Typical_singers)\n",
+ "ORDER BY o.song_id DESC\n",
+ "LIMIT 10;\n",
+ "```\n",
+ "\n",
+ "```\n",
+ "+-----------------+------------------------+------------------------------------------+---------------------+-----------------+\n",
+ "| song_popularity | song_id | song_name | Company_name | Typical_singers |\n",
+ "+-----------------+------------------------+------------------------------------------+---------------------+-----------------+\n",
+ "| 80 | 6NFyWDv5CjfwuzoCkw47Xf | Delicate | Big Machine Records | Taylor Swift |\n",
+ "| 76 | 5xEM5hIgJ1jjgcEBfpkt2F | Complicated | RCA Rcords | Avril Lavigne |\n",
+ "| 77 | 5jrdCoLpJSvHHorevXBATy | Dark Horse | CAPITOL RECORDS. | katy Perry |\n",
+ "| 99 | 4kV4N9D1iKVxx1KLvtTpjS | break up with your girlfriend, i'm bored | Republic Records | Ariana Grande |\n",
+ "| 73 | 2aksifNn5ph8igDOkPBA02 | Love On The Brain | Def Jam Recordings | Rihanna |\n",
+ "| 84 | 0KKkJNfGyhkQ5aFogxQAPU | That's What I Like | Atlantic Records | Bruno Mars |\n",
+ "+-----------------+------------------------+------------------------------------------+---------------------+-----------------+\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Use Case 7
\n",
+ "Description: Get all the Spotify singers' total albums who are the typical singers the the all ompany data\n",
+ "\n",
+ "```sql\n",
+ "SELECT s.Spotify_singer_name,s.Spotify_singer_total_albums,c.Company_name\n",
+ "FROM (Spotify_singer_Account s inner JOIN Company_data c ON c.Typical_singers = s.Spotify_singer_name)\n",
+ "ORDER BY s.Spotify_singer_name DESC\n",
+ "LIMIT 10;\n",
+ "```\n",
+ "\n",
+ "```\n",
+ "+---------------------+-----------------------------+---------------------+\n",
+ "| Spotify_singer_name | Spotify_singer_total_albums | Company_name |\n",
+ "+---------------------+-----------------------------+---------------------+\n",
+ "| Taylor Swift | 49 | Big Machine Records |\n",
+ "| Rihanna | 48 | Def Jam Recordings |\n",
+ "| Katy Perry | 34 | CAPITOL RECORDS. |\n",
+ "| Bruno Mars | 7 | Atlantic Records |\n",
+ "| Avril Lavigne | 7 | RCA Rcords |\n",
+ "| Ariana Grande | 24 | Republic Records |\n",
+ "+---------------------+-----------------------------+---------------------+\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Use Case 8
\n",
+ "Description: Get the most popular post content for the Twitter singers\n",
+ "\n",
+ "```sql\n",
+ "SELECT s.singer_name,p.most_popular_post_ID,p.post_content\n",
+ "FROM (Twitter_singers s left JOIN twitter_post p ON s.singer_name = p.singer_name)\n",
+ "ORDER BY p.most_popular_post_ID DESC\n",
+ "LIMIT 8;\n",
+ "```\n",
+ "\n",
+ "```\n",
+ "+---------------+----------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "| singer_name | most_popular_post_ID | post_content |\n",
+ "+---------------+----------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "| Ariana Grande | 1102985085719068672 | love someone in your life as much as Jake Tapper loves the US war machine. Man is always there like one of those we… https://t.co/IGhzrnYeWo |\n",
+ "| KATY PERRY | 1102866539433254918 | hi I’m wide awake and I can never say that without singing the katy perry song....lol |\n",
+ "| Avril Lavigne | 1102763914368970752 | \"I saw a lot of friends disappear,\" @AvrilLavigne says of her battle with #Lyme disease. \"Now I keep my group small… https://t.co/EfNotExPk3 |\n",
+ "| Taylor Swift | 1102697124830085120 | Strength of both 2019 draft & 2019 free agency is defensive line. Good FA group for DTs & 3-4 DE types even with Gr… https://t.co/YIUij4oP9n |\n",
+ "| Chris Brown | 1102692675231330304 | I'm glad Lady Gaga didn't stay in her lane. Same for Chris Jericho,Justin Timberlake, Mark Wahlberg,The Rock,etc. A… https://t.co/zqCpkS6wd5 |\n",
+ "| Justin Bieber | 1102670872010207235 | Cardi B's new video delivers East L.A. tacos and Bruno Mars:\n",
+ "\n",
+ "https://t.co/FpLKl5Kx7w https://t.co/2wv7NFwulz |\n",
+ "| Rihanna | 1102548147497287680 | Report: Rihanna To Sell Office Supplies & Garden Ware https://t.co/oGrLduJRuX https://t.co/5OYO85JaKS |\n",
+ "| Maroon 5 | 1102468355762532352 | When is Justin Bieber gonna release new music |\n",
+ "+---------------+----------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Use Case 9
\n",
+ "Description: Get the most popular post content for the Twitter singers\n",
+ "\n",
+ "```sql\n",
+ "SELECT s.singer_name,p.most_popular_post_ID,p.post_content\n",
+ "FROM (Twitter_singers s left JOIN twitter_post p ON s.singer_name = p.singer_name)\n",
+ "ORDER BY p.most_popular_post_ID DESC\n",
+ "LIMIT 8;\n",
+ "```\n",
+ "\n",
+ "```\n",
+ "+---------------+----------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "| singer_name | most_popular_post_ID | post_content |\n",
+ "+---------------+----------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "| Ariana Grande | 1102985085719068672 | love someone in your life as much as Jake Tapper loves the US war machine. Man is always there like one of those we… https://t.co/IGhzrnYeWo |\n",
+ "| KATY PERRY | 1102866539433254918 | hi I’m wide awake and I can never say that without singing the katy perry song....lol |\n",
+ "| Avril Lavigne | 1102763914368970752 | \"I saw a lot of friends disappear,\" @AvrilLavigne says of her battle with #Lyme disease. \"Now I keep my group small… https://t.co/EfNotExPk3 |\n",
+ "| Taylor Swift | 1102697124830085120 | Strength of both 2019 draft & 2019 free agency is defensive line. Good FA group for DTs & 3-4 DE types even with Gr… https://t.co/YIUij4oP9n |\n",
+ "| Chris Brown | 1102692675231330304 | I'm glad Lady Gaga didn't stay in her lane. Same for Chris Jericho,Justin Timberlake, Mark Wahlberg,The Rock,etc. A… https://t.co/zqCpkS6wd5 |\n",
+ "| Justin Bieber | 1102670872010207235 | Cardi B's new video delivers East L.A. tacos and Bruno Mars:\n",
+ "\n",
+ "https://t.co/FpLKl5Kx7w https://t.co/2wv7NFwulz |\n",
+ "| Rihanna | 1102548147497287680 | Report: Rihanna To Sell Office Supplies & Garden Ware https://t.co/oGrLduJRuX https://t.co/5OYO85JaKS |\n",
+ "| Maroon 5 | 1102468355762532352 | When is Justin Bieber gonna release new music |\n",
+ "+---------------+----------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Use Case 10
\n",
+ "Description: Get the most popular post content for the Twitter singers\n",
+ "\n",
+ "```sql\n",
+ "SELECT s.singer_name,p.most_popular_post_ID,p.post_content\n",
+ "FROM (Twitter_singers s left JOIN twitter_post p ON s.singer_name = p.singer_name)\n",
+ "ORDER BY p.most_popular_post_ID DESC\n",
+ "LIMIT 8;\n",
+ "```\n",
+ "\n",
+ "```\n",
+ "+---------------+----------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "| singer_name | most_popular_post_ID | post_content |\n",
+ "+---------------+----------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "| Ariana Grande | 1102985085719068672 | love someone in your life as much as Jake Tapper loves the US war machine. Man is always there like one of those we… https://t.co/IGhzrnYeWo |\n",
+ "| KATY PERRY | 1102866539433254918 | hi I’m wide awake and I can never say that without singing the katy perry song....lol |\n",
+ "| Avril Lavigne | 1102763914368970752 | \"I saw a lot of friends disappear,\" @AvrilLavigne says of her battle with #Lyme disease. \"Now I keep my group small… https://t.co/EfNotExPk3 |\n",
+ "| Taylor Swift | 1102697124830085120 | Strength of both 2019 draft & 2019 free agency is defensive line. Good FA group for DTs & 3-4 DE types even with Gr… https://t.co/YIUij4oP9n |\n",
+ "| Chris Brown | 1102692675231330304 | I'm glad Lady Gaga didn't stay in her lane. Same for Chris Jericho,Justin Timberlake, Mark Wahlberg,The Rock,etc. A… https://t.co/zqCpkS6wd5 |\n",
+ "| Justin Bieber | 1102670872010207235 | Cardi B's new video delivers East L.A. tacos and Bruno Mars:\n",
+ "\n",
+ "https://t.co/FpLKl5Kx7w https://t.co/2wv7NFwulz |\n",
+ "| Rihanna | 1102548147497287680 | Report: Rihanna To Sell Office Supplies & Garden Ware https://t.co/oGrLduJRuX https://t.co/5OYO85JaKS |\n",
+ "| Maroon 5 | 1102468355762532352 | When is Justin Bieber gonna release new music |\n",
+ "+---------------+----------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 4 Views\n",
+ "\n",
+ "## View 1
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "CREATE VIEW case_1 AS \n",
+ "SELECT s.singer_name,c.Company_name\n",
+ "FROM (Twitter_singer s inner JOIN Company_data c ON c.Typical_singers = s.singer_name)\n",
+ "ORDER BY s.singer_name DESC\n",
+ "LIMIT 10;\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## View 2
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "CREATE VIEW case_1 AS \n",
+ "SELECT s.singer_name,c.Company_name\n",
+ "FROM (Twitter_singer s inner JOIN Company_data c ON c.Typical_singers = s.singer_name)\n",
+ "ORDER BY s.singer_name DESC\n",
+ "LIMIT 10;\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## View 3
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "CREATE VIEW case_1 AS \n",
+ "SELECT s.singer_name,c.Company_name\n",
+ "FROM (Twitter_singer s inner JOIN Company_data c ON c.Typical_singers = s.singer_name)\n",
+ "ORDER BY s.singer_name DESC\n",
+ "LIMIT 10;\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## View 4
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "CREATE VIEW case_1 AS \n",
+ "SELECT s.singer_name,c.Company_name\n",
+ "FROM (Twitter_singer s inner JOIN Company_data c ON c.Typical_singers = s.singer_name)\n",
+ "ORDER BY s.singer_name DESC\n",
+ "LIMIT 10;\n",
+ "```\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 10 Procedures\n",
+ "\n",
+ "## Procedure 1
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "-- 1.\n",
+ "CREATE DEFINER=`root`@`localhost` PROCEDURE `album_amount`(albums_amount varchar(10))\n",
+ "BEGIN\n",
+ "\n",
+ "SELECT s.Spotify_singer_name, s.Spotify_singer_total_albums, t.singer_followers_count\n",
+ "FROM Spotify_singer_Account s INNER JOIN Twitter_singer t \n",
+ "ON s.Spotify_singer_name = t.singer_name\n",
+ "WHERE s.Spotify_singer_total_albums > albums_amount;\n",
+ "\n",
+ "END\n",
+ "``` \n",
+ "\n",
+ "\n",
+ "## Procedure 2
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "-- 1.\n",
+ "CREATE DEFINER=`root`@`localhost` PROCEDURE `album_amount`(albums_amount varchar(10))\n",
+ "BEGIN\n",
+ "\n",
+ "SELECT s.Spotify_singer_name, s.Spotify_singer_total_albums, t.singer_followers_count\n",
+ "FROM Spotify_singer_Account s INNER JOIN Twitter_singer t \n",
+ "ON s.Spotify_singer_name = t.singer_name\n",
+ "WHERE s.Spotify_singer_total_albums > albums_amount;\n",
+ "\n",
+ "END\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Procedure 3
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "-- 1.\n",
+ "CREATE DEFINER=`root`@`localhost` PROCEDURE `album_amount`(albums_amount varchar(10))\n",
+ "BEGIN\n",
+ "\n",
+ "SELECT s.Spotify_singer_name, s.Spotify_singer_total_albums, t.singer_followers_count\n",
+ "FROM Spotify_singer_Account s INNER JOIN Twitter_singer t \n",
+ "ON s.Spotify_singer_name = t.singer_name\n",
+ "WHERE s.Spotify_singer_total_albums > albums_amount;\n",
+ "\n",
+ "END\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Procedure 4
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "-- 1.\n",
+ "CREATE DEFINER=`root`@`localhost` PROCEDURE `album_amount`(albums_amount varchar(10))\n",
+ "BEGIN\n",
+ "\n",
+ "SELECT s.Spotify_singer_name, s.Spotify_singer_total_albums, t.singer_followers_count\n",
+ "FROM Spotify_singer_Account s INNER JOIN Twitter_singer t \n",
+ "ON s.Spotify_singer_name = t.singer_name\n",
+ "WHERE s.Spotify_singer_total_albums > albums_amount;\n",
+ "\n",
+ "END\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Procedure 5
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "-- 1.\n",
+ "CREATE DEFINER=`root`@`localhost` PROCEDURE `album_amount`(albums_amount varchar(10))\n",
+ "BEGIN\n",
+ "\n",
+ "SELECT s.Spotify_singer_name, s.Spotify_singer_total_albums, t.singer_followers_count\n",
+ "FROM Spotify_singer_Account s INNER JOIN Twitter_singer t \n",
+ "ON s.Spotify_singer_name = t.singer_name\n",
+ "WHERE s.Spotify_singer_total_albums > albums_amount;\n",
+ "\n",
+ "END\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Procedure 6
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "-- 1.\n",
+ "CREATE DEFINER=`root`@`localhost` PROCEDURE `album_amount`(albums_amount varchar(10))\n",
+ "BEGIN\n",
+ "\n",
+ "SELECT s.Spotify_singer_name, s.Spotify_singer_total_albums, t.singer_followers_count\n",
+ "FROM Spotify_singer_Account s INNER JOIN Twitter_singer t \n",
+ "ON s.Spotify_singer_name = t.singer_name\n",
+ "WHERE s.Spotify_singer_total_albums > albums_amount;\n",
+ "\n",
+ "END\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Procedure 7
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "-- 1.\n",
+ "CREATE DEFINER=`root`@`localhost` PROCEDURE `album_amount`(albums_amount varchar(10))\n",
+ "BEGIN\n",
+ "\n",
+ "SELECT s.Spotify_singer_name, s.Spotify_singer_total_albums, t.singer_followers_count\n",
+ "FROM Spotify_singer_Account s INNER JOIN Twitter_singer t \n",
+ "ON s.Spotify_singer_name = t.singer_name\n",
+ "WHERE s.Spotify_singer_total_albums > albums_amount;\n",
+ "\n",
+ "END\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Procedure 8
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "-- 1.\n",
+ "CREATE DEFINER=`root`@`localhost` PROCEDURE `album_amount`(albums_amount varchar(10))\n",
+ "BEGIN\n",
+ "\n",
+ "SELECT s.Spotify_singer_name, s.Spotify_singer_total_albums, t.singer_followers_count\n",
+ "FROM Spotify_singer_Account s INNER JOIN Twitter_singer t \n",
+ "ON s.Spotify_singer_name = t.singer_name\n",
+ "WHERE s.Spotify_singer_total_albums > albums_amount;\n",
+ "\n",
+ "END\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Procedure 9
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "-- 1.\n",
+ "CREATE DEFINER=`root`@`localhost` PROCEDURE `album_amount`(albums_amount varchar(10))\n",
+ "BEGIN\n",
+ "\n",
+ "SELECT s.Spotify_singer_name, s.Spotify_singer_total_albums, t.singer_followers_count\n",
+ "FROM Spotify_singer_Account s INNER JOIN Twitter_singer t \n",
+ "ON s.Spotify_singer_name = t.singer_name\n",
+ "WHERE s.Spotify_singer_total_albums > albums_amount;\n",
+ "\n",
+ "END\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Procedure 10
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "-- 1.\n",
+ "CREATE DEFINER=`root`@`localhost` PROCEDURE `album_amount`(albums_amount varchar(10))\n",
+ "BEGIN\n",
+ "\n",
+ "SELECT s.Spotify_singer_name, s.Spotify_singer_total_albums, t.singer_followers_count\n",
+ "FROM Spotify_singer_Account s INNER JOIN Twitter_singer t \n",
+ "ON s.Spotify_singer_name = t.singer_name\n",
+ "WHERE s.Spotify_singer_total_albums > albums_amount;\n",
+ "\n",
+ "END\n",
+ "```\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 4 Functions\n",
+ "\n",
+ "## Function 1
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "\n",
+ "\n",
+ "DELIMITER $$ \n",
+ "\n",
+ "CREATE DEFINER=`root`@`localhost` FUNCTION `GetSongPopularty`(songId VARCHAR(500)) RETURNS varchar(50) CHARSET utf8mb4\n",
+ " DETERMINISTIC\n",
+ "BEGIN\n",
+ "\n",
+ " DECLARE song VARCHAR(50);\n",
+ "\n",
+ " SELECT song_popularity INTO song FROM Spotify_song \n",
+ " WHERE song_id = songId;\n",
+ "\n",
+ " RETURN song;\n",
+ "\n",
+ "END $$\n",
+ "DELIMITER ;\n",
+ "\n",
+ "- eg: '0PJIbOdMs3bd5AT8liULMQ'\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Function 2
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "DELIMITER $$ \n",
+ "\n",
+ "CREATE DEFINER=`root`@`localhost` FUNCTION `GetSongPopularty`(songId VARCHAR(500)) RETURNS varchar(50) CHARSET utf8mb4\n",
+ " DETERMINISTIC\n",
+ "BEGIN\n",
+ "\n",
+ " DECLARE song VARCHAR(50);\n",
+ "\n",
+ " SELECT song_popularity INTO song FROM Spotify_song \n",
+ " WHERE song_id = songId;\n",
+ "\n",
+ " RETURN song;\n",
+ "\n",
+ "END $$\n",
+ "DELIMITER ;\n",
+ "\n",
+ "- eg: '0PJIbOdMs3bd5AT8liULMQ'\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Function 3
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "\n",
+ "\n",
+ "DELIMITER $$ \n",
+ "\n",
+ "CREATE DEFINER=`root`@`localhost` FUNCTION `GetSongPopularty`(songId VARCHAR(500)) RETURNS varchar(50) CHARSET utf8mb4\n",
+ " DETERMINISTIC\n",
+ "BEGIN\n",
+ "\n",
+ " DECLARE song VARCHAR(50);\n",
+ "\n",
+ " SELECT song_popularity INTO song FROM Spotify_song \n",
+ " WHERE song_id = songId;\n",
+ "\n",
+ " RETURN song;\n",
+ "\n",
+ "END $$\n",
+ "DELIMITER ;\n",
+ "\n",
+ "- eg: '0PJIbOdMs3bd5AT8liULMQ'\n",
+ "```\n",
+ "\n",
+ "\n",
+ "## Function 4
\n",
+ "Description: Get all the Twitter singers' name who are the typical singers the the all ompany data.\n",
+ "\n",
+ "```sql\n",
+ "\n",
+ "\n",
+ "DELIMITER $$ \n",
+ "\n",
+ "CREATE DEFINER=`root`@`localhost` FUNCTION `GetSongPopularty`(songId VARCHAR(500)) RETURNS varchar(50) CHARSET utf8mb4\n",
+ " DETERMINISTIC\n",
+ "BEGIN\n",
+ "\n",
+ " DECLARE song VARCHAR(50);\n",
+ "\n",
+ " SELECT song_popularity INTO song FROM Spotify_song \n",
+ " WHERE song_id = songId;\n",
+ "\n",
+ " RETURN song;\n",
+ "\n",
+ "END $$\n",
+ "DELIMITER ;\n",
+ "\n",
+ "- eg: '0PJIbOdMs3bd5AT8liULMQ'\n",
+ "```\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 10 Indexs\n",
+ "\n",
+ "## Index 1
\n",
+ "\n",
+ "```sql\n",
+ "select song_popularity from Spotify_song;\n",
+ "CREATE INDEX get_song_popularity\n",
+ "ON sys.Spotify_song (song_popularity);\n",
+ "select song_popularity from Spotify_song;\n",
+ "```\n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ "## Index 2
\n",
+ "\n",
+ "```sql\n",
+ "select song_popularity from Spotify_song;\n",
+ "CREATE INDEX get_song_popularity\n",
+ "ON sys.Spotify_song (song_popularity);\n",
+ "select song_popularity from Spotify_song;\n",
+ "```\n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ "## Index 3
\n",
+ "\n",
+ "```sql\n",
+ "select song_popularity from Spotify_song;\n",
+ "CREATE INDEX get_song_popularity\n",
+ "ON sys.Spotify_song (song_popularity);\n",
+ "select song_popularity from Spotify_song;\n",
+ "```\n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ "## Index 4
\n",
+ "\n",
+ "```sql\n",
+ "select song_popularity from Spotify_song;\n",
+ "CREATE INDEX get_song_popularity\n",
+ "ON sys.Spotify_song (song_popularity);\n",
+ "select song_popularity from Spotify_song;\n",
+ "```\n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ "## Index 5
\n",
+ "\n",
+ "```sql\n",
+ "select song_popularity from Spotify_song;\n",
+ "CREATE INDEX get_song_popularity\n",
+ "ON sys.Spotify_song (song_popularity);\n",
+ "select song_popularity from Spotify_song;\n",
+ "```\n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ "## Index 6
\n",
+ "\n",
+ "```sql\n",
+ "select song_popularity from Spotify_song;\n",
+ "CREATE INDEX get_song_popularity\n",
+ "ON sys.Spotify_song (song_popularity);\n",
+ "select song_popularity from Spotify_song;\n",
+ "```\n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ "## Index 7
\n",
+ "\n",
+ "```sql\n",
+ "select song_popularity from Spotify_song;\n",
+ "CREATE INDEX get_song_popularity\n",
+ "ON sys.Spotify_song (song_popularity);\n",
+ "select song_popularity from Spotify_song;\n",
+ "```\n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ "## Index 8
\n",
+ "\n",
+ "```sql\n",
+ "select song_popularity from Spotify_song;\n",
+ "CREATE INDEX get_song_popularity\n",
+ "ON sys.Spotify_song (song_popularity);\n",
+ "select song_popularity from Spotify_song;\n",
+ "```\n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ "## Index 9
\n",
+ "\n",
+ "```sql\n",
+ "select song_popularity from Spotify_song;\n",
+ "CREATE INDEX get_song_popularity\n",
+ "ON sys.Spotify_song (song_popularity);\n",
+ "select song_popularity from Spotify_song;\n",
+ "```\n",
+ "\n",
+ " \n",
+ "\n",
+ "\n",
+ "## Index 10
\n",
+ "\n",
+ "```sql\n",
+ "select song_popularity from Spotify_song;\n",
+ "CREATE INDEX get_song_popularity\n",
+ "ON sys.Spotify_song (song_popularity);\n",
+ "select song_popularity from Spotify_song;\n",
+ "```\n",
+ "\n",
+ " \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Analytics\n",
+ "\n",
+ "BLANK"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Conclusion\n",
+ "\n",
+ "BLANK\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Citations\n",
+ "\n",
+ "https://www.visual-paradigm.com/guide/data-modeling/what-is-entity-relationship-diagram/\n",
+ "\n",
+ "https://en.wikipedia.org/wiki/Hyperparameter_(machine_learning)\n",
+ "\n",
+ "https://towardsdatascience.com/what-are-hyperparameters-and-how-to-tune-the-hyperparameters-in-a-deep-neural-network-d0604917584a\n",
+ "\n",
+ "https://towardsdatascience.com/hyperparameters-in-deep-learning-927f7b2084dd\n",
+ "\n",
+ "https://www.w3schools.com/sql/sql_create_index.asp\n",
+ "\n",
+ "https://docs.microsoft.com/en-us/sql/t-sql/statements/create-function-transact-sql?view=sql-server-2017\n",
+ "\n",
+ "https://www.w3schools.com/sql/sql_view.asp"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# License\n",
+ "\n",
+ "MIT License\n",
+ "\n",
+ "Copyright (c) 2019 Hsiang-Hua Chen, Yuan Chai\n",
+ "\n",
+ "Permission is hereby granted, free of charge, to any person obtaining a copy\n",
+ "of this software and associated documentation files (the \"Software\"), to deal\n",
+ "in the Software without restriction, including without limitation the rights\n",
+ "to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n",
+ "copies of the Software, and to permit persons to whom the Software is\n",
+ "furnished to do so, subject to the following conditions:\n",
+ "\n",
+ "The above copyright notice and this permission notice shall be included in all\n",
+ "copies or substantial portions of the Software.\n",
+ "\n",
+ "THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n",
+ "IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n",
+ "FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n",
+ "AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n",
+ "LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n",
+ "OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n",
+ "SOFTWARE."
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/DB/LICENSE b/DB/report/LICENSE
similarity index 100%
rename from DB/LICENSE
rename to DB/report/LICENSE
diff --git a/DB/report/Portfolio.docx b/DB/report/Portfolio.docx
new file mode 100644
index 0000000..a8a3eb0
Binary files /dev/null and b/DB/report/Portfolio.docx differ
diff --git a/DB/report/Portfolio.pdf b/DB/report/Portfolio.pdf
new file mode 100644
index 0000000..0ea122c
Binary files /dev/null and b/DB/report/Portfolio.pdf differ
diff --git a/DB/images/NERD.png b/DB/report/images/NERD.png
similarity index 100%
rename from DB/images/NERD.png
rename to DB/report/images/NERD.png
diff --git a/DB/images/OERD.png b/DB/report/images/OERD.png
similarity index 100%
rename from DB/images/OERD.png
rename to DB/report/images/OERD.png
diff --git a/DB/images/PM.png b/DB/report/images/PM.png
similarity index 100%
rename from DB/images/PM.png
rename to DB/report/images/PM.png
diff --git a/DB/presentation1.pptx b/DB/report/presentation.pptx
similarity index 100%
rename from DB/presentation1.pptx
rename to DB/report/presentation.pptx
diff --git a/DB/report/~$rtfolio.docx b/DB/report/~$rtfolio.docx
new file mode 100644
index 0000000..75b54e6
Binary files /dev/null and b/DB/report/~$rtfolio.docx differ
diff --git a/DB/result/result/leaderboard.xlsx b/DB/result/data/leaderboard.xlsx
similarity index 100%
rename from DB/result/result/leaderboard.xlsx
rename to DB/result/data/leaderboard.xlsx
diff --git a/DB/result/result/model_type.xlsx b/DB/result/data/model_type.xlsx
similarity index 100%
rename from DB/result/result/model_type.xlsx
rename to DB/result/data/model_type.xlsx
diff --git a/DB/result/result/percentage.xlsx b/DB/result/data/percentage.xlsx
similarity index 100%
rename from DB/result/result/percentage.xlsx
rename to DB/result/data/percentage.xlsx
diff --git a/DB/result/result/relative.xlsx b/DB/result/data/relative.xlsx
similarity index 100%
rename from DB/result/result/relative.xlsx
rename to DB/result/data/relative.xlsx
diff --git a/DB/result/result/scaled.xlsx b/DB/result/data/scaled.xlsx
similarity index 100%
rename from DB/result/result/scaled.xlsx
rename to DB/result/data/scaled.xlsx
diff --git a/DB/result/result/organized/300/Hyperparameter_DL_300.csv b/DB/result/result/organized/300/Hyperparameter_DL_300.csv
deleted file mode 100644
index 158ff4d..0000000
--- a/DB/result/result/organized/300/Hyperparameter_DL_300.csv
+++ /dev/null
@@ -1,5 +0,0 @@
-,model_id,overwrite_with_best_model,hidden1,hidden2,hidden3,epochs,score_validation_samples,score_duty_cycle,adaptive_rate,rate,rate_annealing,momentum_start,momentum_stable,momentum_ramp,l1,l2,max_w2
-0,DeepLearning_1_AutoML_20190421_193027,FALSE,10,10,10,10.42357223,0,0.1,TRUE,0.005,1.00E-06,0,0,1000000,0,0,3.40E+38
-1,DeepLearning_grid_1_AutoML_20190421_193027_model_1,FALSE,500,0,0,22.4,0,0.1,TRUE,0.005,1.00E-06,0,0,1000000,0,0,3.40E+38
-2,DeepLearning_grid_1_AutoML_20190421_193027_model_2,FALSE,200,0,0,8,0,0.1,TRUE,0.005,1.00E-06,0,0,1000000,0,0,3.40E+38
-3,DeepLearning_grid_1_AutoML_20190421_193027_model_3,FALSE,200,200,0,7.559182531,0,0.1,TRUE,0.005,1.00E-06,0,0,1000000,0,0,3.40E+38
\ No newline at end of file
diff --git a/DB/result/result/organized/300/Hyperparameter_GBM_300.csv b/DB/result/result/organized/300/Hyperparameter_GBM_300.csv
deleted file mode 100644
index a3f4833..0000000
--- a/DB/result/result/organized/300/Hyperparameter_GBM_300.csv
+++ /dev/null
@@ -1,19 +0,0 @@
-,model_id,ntrees,learn_rate,max_depth,sample_rate,col_sample_rate,score_each_iteration,seed,stopping_rounds,stopping_metric,stopping_tolerance
-0,GBM_1_AutoML_20190421_193027,65,0.1,15,0.8,0.8,False,6024422029629654785,0,deviance,0.014965432360392486
-1,GBM_2_AutoML_20190421_193027,65,0.1,15,0.8,0.8,False,6024422029629654785,0,deviance,0.014965432360392486
-2,GBM_3_AutoML_20190421_193027,65,0.1,15,0.8,0.8,False,6024422029629654785,0,deviance,0.014965432360392486
-3,GBM_4_AutoML_20190421_193027,65,0.1,15,0.8,0.8,False,6024422029629654785,0,deviance,0.014965432360392486
-4,GBM_5_AutoML_20190421_193027,65,0.1,15,0.8,0.8,False,6024422029629654785,0,deviance,0.014965432360392486
-5,GBM_grid_1_AutoML_20190421_193027_model_1,30,0.8,8,0.6,0.7,False,3124092606928605225,0,deviance,0.014965432360392486
-6,GBM_grid_1_AutoML_20190421_193027_model_10,46,0.8,8,0.9,0.7,False,4692662799764857830,0,deviance,0.014965432360392486
-7,GBM_grid_1_AutoML_20190421_193027_model_11,77,0.01,6,1.0,0.4,False,-3530982630697928853,0,deviance,0.014965432360392486
-8,GBM_grid_1_AutoML_20190421_193027_model_12,3,0.001,16,0.5,0.7,False,-7464872345432784346,0,deviance,0.014965432360392486
-9,GBM_grid_1_AutoML_20190421_193027_model_13,1,0.05,3,0.9,0.7,False,1574413598421035969,0,deviance,0.014965432360392486
-10,GBM_grid_1_AutoML_20190421_193027_model_2,101,0.1,16,1.0,0.4,False,-8794556307968222314,0,deviance,0.014965432360392486
-11,GBM_grid_1_AutoML_20190421_193027_model_3,55,0.5,3,0.8,1.0,False,-348465370131244444,0,deviance,0.014965432360392486
-12,GBM_grid_1_AutoML_20190421_193027_model_4,347,0.005,16,0.8,0.4,False,5602131279252309485,0,deviance,0.014965432360392486
-13,GBM_grid_1_AutoML_20190421_193027_model_5,312,0.008,12,0.8,0.4,False,1092666611756342964,0,deviance,0.014965432360392486
-14,GBM_grid_1_AutoML_20190421_193027_model_6,93,0.08,12,0.6,0.4,False,-2755890100109624492,0,deviance,0.014965432360392486
-15,GBM_grid_1_AutoML_20190421_193027_model_7,278,0.008,8,0.6,0.4,False,-5143265548577003046,0,deviance,0.014965432360392486
-16,GBM_grid_1_AutoML_20190421_193027_model_8,30,0.5,12,0.5,0.4,False,2378520213287539484,0,deviance,0.014965432360392486
-17,GBM_grid_1_AutoML_20190421_193027_model_9,104,0.01,16,0.8,0.4,False,-2476791890784516323,0,deviance,0.014965432360392486
diff --git a/DB/result/result/organized/300/Hyperparameter_GLM_300.csv b/DB/result/result/organized/300/Hyperparameter_GLM_300.csv
deleted file mode 100644
index 8009cbe..0000000
--- a/DB/result/result/organized/300/Hyperparameter_GLM_300.csv
+++ /dev/null
@@ -1,2 +0,0 @@
-,model_id,seed,tweedie_variance_power,tweedie_link_power,alpha,lambda,missing_values_handling,standardize
-0,GLM_grid_1_AutoML_20190421_193027_model_1,-975422325082088501,0.0,1.0,"[0.0, 0.2, 0.4, 0.6, 0.8, 1.0]","[16191407973.326683, 10055138664.513983, 6244411463.732074, 3877885311.119502, 2408232476.9176397]",MeanImputation,True
diff --git a/DB/result/result/organized/300/Hyperparameter_XGBoost_300.csv b/DB/result/result/organized/300/Hyperparameter_XGBoost_300.csv
deleted file mode 100644
index 2e44a6d..0000000
--- a/DB/result/result/organized/300/Hyperparameter_XGBoost_300.csv
+++ /dev/null
@@ -1,12 +0,0 @@
-,model_id,ntrees,max_depth,min_rows,min_sum_hessian_in_leaf,sample_rate,col_sample_rate,col_sample_rate_per_tree,booster,reg_lambda,reg_alpha
-0,XGBoost_1_AutoML_20190421_193027,110,5,3.0,100.0,0.8,0.8,0.8,gbtree,1.0,0.0
-1,XGBoost_2_AutoML_20190421_193027,110,5,3.0,100.0,0.8,0.8,0.8,gbtree,1.0,0.0
-2,XGBoost_3_AutoML_20190421_193027,110,5,3.0,100.0,0.8,0.8,0.8,gbtree,1.0,0.0
-3,XGBoost_grid_1_AutoML_20190421_193027_model_1,104,10,0.01,100.0,1.0,0.8,0.7,dart,0.001,0.01
-4,XGBoost_grid_1_AutoML_20190421_193027_model_2,157,10,20.0,100.0,0.8,0.6,0.8,gbtree,1.0,0.01
-5,XGBoost_grid_1_AutoML_20190421_193027_model_3,140,15,20.0,100.0,0.6,0.8,0.9,gbtree,0.01,0.1
-6,XGBoost_grid_1_AutoML_20190421_193027_model_4,109,15,10.0,100.0,0.8,0.6,0.9,dart,1.0,0.5
-7,XGBoost_grid_1_AutoML_20190421_193027_model_5,79,5,0.1,100.0,0.6,1.0,0.8,dart,10.0,0.5
-8,XGBoost_grid_1_AutoML_20190421_193027_model_6,91,10,0.01,100.0,0.8,0.6,0.7,dart,0.1,0.1
-9,XGBoost_grid_1_AutoML_20190421_193027_model_7,71,20,20.0,100.0,0.6,0.6,1.0,gbtree,0.01,0.001
-10,XGBoost_grid_1_AutoML_20190421_193027_model_8,1,10,20.0,100.0,0.6,1.0,0.7,dart,0.1,0.5
diff --git a/DB/result/result/organized/300/leaderboard_300.csv b/DB/result/result/organized/300/leaderboard_300.csv
deleted file mode 100644
index d25eb4e..0000000
--- a/DB/result/result/organized/300/leaderboard_300.csv
+++ /dev/null
@@ -1,39 +0,0 @@
-,model_id,mean_residual_deviance,rmse,mse,mae,rmsle,system_date,runtime
-0,GBM_1_AutoML_20190421_193027,25608395790612116,160026234.69485283,25608395790612116,96819212.36758102,0.3331421052832879,2019-04-21,300
-1,XGBoost_1_AutoML_20190421_193027,25963672277632090,161132468.10507214,25963672277632090,94764756.53930572,0.3259822280000789,2019-04-21,300
-2,XGBoost_2_AutoML_20190421_193027,26134884730871340,161662873.69359532,26134884730871340,94910189.58297873,0.3257761568094641,2019-04-21,300
-3,XGBoost_grid_1_AutoML_20190421_193027_model_6,26210185668222092,161895601.13919738,26210185668222092,94276247.68555433,0.32725795145226344,2019-04-21,300
-4,XGBoost_grid_1_AutoML_20190421_193027_model_4,26245533553365630,162004733.1202568,26245533553365630,94036116.99888018,0.32265116904251684,2019-04-21,300
-5,XGBoost_grid_1_AutoML_20190421_193027_model_1,26686565270913868,163360231.60767698,26686565270913868,95577150.18589026,0.3336293424643191,2019-04-21,300
-6,GBM_4_AutoML_20190421_193027,27007662534862990,164340081.94857088,27007662534862990,97393457.22641207,0.3312914754145201,2019-04-21,300
-7,GBM_grid_1_AutoML_20190421_193027_model_2,27388079208336188,165493441.58707982,27388079208336188,98562865.55332977,0.336311590042542,2019-04-21,300
-8,GBM_2_AutoML_20190421_193027,27583374052185924,166082431.49769312,27583374052185924,101012846.90034136,0.3388681406396465,2019-04-21,300
-9,GBM_3_AutoML_20190421_193027,27664062115152828,166325169.8184999,27664062115152828,99311822.14091992,0.33381452374477977,2019-04-21,300
-10,XGBoost_grid_1_AutoML_20190421_193027_model_2,27678389956980028,166368236.0217239,27678389956980028,97946028.47928332,0.32966277380840164,2019-04-21,300
-11,XRT_1_AutoML_20190421_193027,27932997379142360,167131676.76757857,27932997379142360,99459972.8864157,0.33818160810970993,2019-04-21,300
-12,XGBoost_grid_1_AutoML_20190421_193027_model_3,27953486006755252,167192960.39832315,27953486006755252,98370607.3961926,0.3315897108850539,2019-04-21,300
-13,DRF_1_AutoML_20190421_193027,28016822318871584,167382264.05109826,28016822318871584,99031387.1455244,0.3408470418439786,2019-04-21,300
-14,GBM_grid_1_AutoML_20190421_193027_model_6,28134553045982250,167733577.57462353,28134553045982250,100545795.54841888,0.3410622703819653,2019-04-21,300
-15,XGBoost_3_AutoML_20190421_193027,28277404641281270,168158867.26926202,28277404641281270,102986364.77849944,0.3448139231128953,2019-04-21,300
-16,XGBoost_grid_1_AutoML_20190421_193027_model_7,30221592374024116,173843585.94444638,30221592374024116,100653351.80111982,0.3334617282611888,2019-04-21,300
-17,GBM_grid_1_AutoML_20190421_193027_model_5,30326662038471210,174145519.7197769,30326662038471210,105627531.44532976,0.3931418050179547,2019-04-21,300
-18,GBM_grid_1_AutoML_20190421_193027_model_3,31000459976176770,176069474.85630998,31000459976176770,109830366.99763626,,2019-04-21,300
-19,GBM_grid_1_AutoML_20190421_193027_model_7,32344904736735096,179846892.48562258,32344904736735096,108877347.5101598,0.3771165089819253,2019-04-21,300
-20,GBM_grid_1_AutoML_20190421_193027_model_10,33524110504641880,183095905.20992512,33524110504641880,116694037.04303204,,2019-04-21,300
-21,GBM_5_AutoML_20190421_193027,34108814013565956,184685716.86399025,34108814013565956,110479219.98152792,0.3600436406456561,2019-04-21,300
-22,GBM_grid_1_AutoML_20190421_193027_model_4,35977009196031210,189676063.84578732,35977009196031210,114548846.66121855,0.4050911555463272,2019-04-21,300
-23,DeepLearning_1_AutoML_20190421_193027,36441408972133860,190896330.4312942,36441408972133860,122463715.79679014,,2019-04-21,300
-24,DeepLearning_grid_1_AutoML_20190421_193027_model_3,39410689702069660,198521257.55714342,39410689702069660,129178541.22321574,,2019-04-21,300
-25,GBM_grid_1_AutoML_20190421_193027_model_9,40278059846717420,200693945.71515465,40278059846717420,125847625.89919583,0.4784418326882552,2019-04-21,300
-26,DeepLearning_grid_1_AutoML_20190421_193027_model_1,41791420522393280,204429500.12753364,41791420522393280,128681933.6642554,,2019-04-21,300
-27,GBM_grid_1_AutoML_20190421_193027_model_8,44372326136844424,210647397.65030196,44372326136844424,132428227.96973228,,2019-04-21,300
-28,GBM_grid_1_AutoML_20190421_193027_model_1,45002701035729390,212138400.66270268,45002701035729390,133776023.12646416,,2019-04-21,300
-29,DeepLearning_grid_1_AutoML_20190421_193027_model_2,45581372041016904,213497943.88006857,45581372041016904,134154762.49592508,,2019-04-21,300
-30,GBM_grid_1_AutoML_20190421_193027_model_11,54498044479214300,233448162.29564607,54498044479214300,151759967.72054467,0.5564149378170294,2019-04-21,300
-31,GBM_grid_1_AutoML_20190421_193027_model_13,96323096007939970,310359623.6754065,96323096007939970,212090499.68269652,0.7410239970366638,2019-04-21,300
-32,GBM_grid_1_AutoML_20190421_193027_model_12,100127266915177340,316428928.69517684,100127266915177340,216762645.5591663,0.7546213983576677,2019-04-21,300
-33,StackedEnsemble_AllModels_AutoML_20190421_193027,100485013554010740,316993712.1679399,100485013554010740,217181129.4596548,0.7558803353981852,2019-04-21,300
-34,GLM_grid_1_AutoML_20190421_193027_model_1,100489433637289090,317000683.9697496,100489433637289090,217195869.40621948,0.7559078362971621,2019-04-21,300
-35,StackedEnsemble_BestOfFamily_AutoML_20190421_193027,100495867856092500,317010832.3955074,100495867856092500,217194228.89434442,0.7559185855965675,2019-04-21,300
-36,XGBoost_grid_1_AutoML_20190421_193027_model_5,119466802016488350,345639699.71125764,119466802016488350,220842496.36450168,11.752982174396875,2019-04-21,300
-37,XGBoost_grid_1_AutoML_20190421_193027_model_8,237561328126690430,487402634.5093863,237561328126690430,379123299.08992165,7.548951878529757,2019-04-21,300
diff --git a/DB/result/result/organized/300/varimp_percentage_300.csv b/DB/result/result/organized/300/varimp_percentage_300.csv
deleted file mode 100644
index dbd0094..0000000
--- a/DB/result/result/organized/300/varimp_percentage_300.csv
+++ /dev/null
@@ -1,37 +0,0 @@
-,model_id,exclusive_use_area,city,supply_area,apartment_building_count_in_sites,total_parking_capacity_in_site,room_count,total_household_count_in_sites,floor,bathroom_count,heat_type_district,total_household_count_of_area_type,heat_fuel_cogeneration,heat_type_individual,heat_fuel_gas,front_door_structure_mixed,front_door_structure_stairway,front_door_structure_corridor,heat_type_central
-0,GBM_1_AutoML_20190421_193027,0.23933551957047788,0.1799971315679407,0.17041831176985522,0.061696266560765406,0.05526421538689232,0.0523297730699834,0.04183666378038609,0.03987476012814139,0.02894638715254796,0.026573041145178288,0.0242122191204345,0.023050548482210328,0.02269311907964446,0.010524333746553701,0.009006651859266902,0.006563126063400666,0.004980901661792161,0.0026970298545286524
-1,XGBoost_1_AutoML_20190421_193027,0.23289535357004382,0.22677334703066243,0.15153175839038238,0.06658425772447711,0.06486456285089436,0.04526853329500737,0.03823233165686268,0.03572639056193894,0.030678215536265714,0.022803682492132205,0.022369127765463705,0.018907654761291515,0.017226650178198993,0.010856995570465895,0.006956467791510001,0.0033248245157890682,0.0027424854692986392,0.002257360839315166
-2,XGBoost_2_AutoML_20190421_193027,0.24082013669713295,0.22679120676770226,0.17329081476705183,0.056900046055901585,0.05427230618353432,0.05098265525549383,0.04196867546192359,0.032833592161433195,0.030537718683079227,0.025166339235550148,0.024276083009753594,0.018648854403023257,0.008838599567255799,0.0046712913924981565,0.0037328582839614407,0.002573817356435586,0.0024716347690614316,0.0012233699492078239
-3,XGBoost_grid_1_AutoML_20190421_193027_model_6,0.21747070202318522,0.1722741459784422,0.13875022265964645,0.07717840075106377,0.06564745776309835,0.053331026393705024,0.04388884624978924,0.04325894875975455,0.03500641779953185,0.033788911989184496,0.02883581719324341,0.022914794957308183,0.0226547706471761,0.02215568239669205,0.008527399935622734,0.0066661344504041365,0.004559080583948345,0.0030912394682038897
-4,XGBoost_grid_1_AutoML_20190421_193027_model_4,0.2199439444836747,0.2001261816311557,0.17698889148874777,0.06184466813676238,0.056075048518841285,0.04967377614635938,0.038855615059584646,0.030400060296149976,0.029674913333283783,0.02901677293931027,0.02691163428068511,0.021283117637005442,0.01830755219435004,0.018048054027547483,0.01195341089917202,0.007023007556108802,0.0025260155344579093,0.0013473358368032986
-5,XGBoost_grid_1_AutoML_20190421_193027_model_1,0.2582513778054027,0.14951214669682564,0.12972278305242552,0.07286727756689457,0.06708759266727214,0.06555818908873963,0.04325658024131244,0.04166222513379948,0.038260111132533435,0.03499745832607969,0.024417912924414146,0.022029837461580323,0.018271589002008246,0.013994208368407028,0.007740330963560523,0.006335502387877231,0.0033402087862069167,0.0026946683946603533
-6,GBM_4_AutoML_20190421_193027,0.28944046355135183,0.19027501457000245,0.16943468126253727,0.06224046436948332,0.050680910804917025,0.039938835321337206,0.03605130841308903,0.03408512101622905,0.029744392212511857,0.022824309113240883,0.020126899800573646,0.019007481971373984,0.013468717944966967,0.0068578388359339295,0.006587054472023015,0.005758488096130945,0.001968595441753789,0.001509422802543777
-7,GBM_grid_1_AutoML_20190421_193027_model_2,0.22813469519390944,0.15184613742461742,0.1490131180115916,0.08125591327634134,0.05735220775365274,0.050374219744363534,0.04316786876716946,0.04272116565034518,0.03961104451843033,0.034284932692794236,0.033570271745327736,0.025616240821157838,0.025584010495440887,0.014738915271408408,0.010077826296254356,0.008227251594369447,0.003001417922254584,0.0014227628205714705
-8,GBM_2_AutoML_20190421_193027,0.22401020254332715,0.19585439257709636,0.1938203886446172,0.0543557532886129,0.05343499957802927,0.04043898683081317,0.04004820222523812,0.03934705257905093,0.03276941193986319,0.029742271780212652,0.02946363528874319,0.02166424795568631,0.015337227025441352,0.013992113479559148,0.006625720593925411,0.004444923960722646,0.003449476315249471,0.0012009933938115043
-9,GBM_3_AutoML_20190421_193027,0.3377461871557915,0.18937079984634966,0.11222408653331745,0.05599584261199881,0.05020351683013477,0.04324207650869276,0.040381019636289706,0.03220957442139029,0.023458105342865077,0.022481549048279634,0.021409786375704457,0.019507062474823363,0.015961024901131857,0.01567715852259366,0.014387686897945725,0.0028370125467333833,0.0017687220511513762,0.0011387882948064997
-10,XGBoost_grid_1_AutoML_20190421_193027_model_2,0.2436551198803999,0.20563654568183437,0.16817710730102473,0.07460911167917313,0.062186827799555616,0.03837449672701046,0.03475637141103889,0.03370119370744185,0.02745849389426253,0.025278562824833078,0.022187288746839343,0.021583039867902935,0.014734894087183583,0.010214137377263701,0.006880679185862004,0.006675483474193872,0.0023105783609925585,0.0015800679931874534
-11,XRT_1_AutoML_20190421_193027,0.1866626894693955,0.18508439185764303,0.17999336395091706,0.06957172571173252,0.06645267568084846,0.04978653227348698,0.04929102384892303,0.0443309851237695,0.04391666623446806,0.03284222529396653,0.031213577298207493,0.0175179132491009,0.011513223382311975,0.009873472082637625,0.00791140478564056,0.006021034357783893,0.004312264016034309,0.003704831383132589
-12,XGBoost_grid_1_AutoML_20190421_193027_model_3,0.2565671422082718,0.21689133135993227,0.1704638875176183,0.061906295590493154,0.0593951970121184,0.051828458362666766,0.03486780913273631,0.0313928520557784,0.028617206399943886,0.026472250908266447,0.024440148301748784,0.01372198322881656,0.006045936407428473,0.005746985472662306,0.0052366621946660025,0.0028517270348065726,0.0018996478567850168,0.001654478955260525
-13,DRF_1_AutoML_20190421_193027,0.21378724156204665,0.19109458727398168,0.1546685099506116,0.06924074627355845,0.060370069316294704,0.05125115099461111,0.04890311151581969,0.04455189124021258,0.037277218595766576,0.02787013612076188,0.02418300563113512,0.022232684012643028,0.01936601812278635,0.012398563782879795,0.009990356096391264,0.005443935492002475,0.0040486725368743415,0.0033221014816227027
-14,GBM_grid_1_AutoML_20190421_193027_model_6,0.18880892663180004,0.16190659059875773,0.1226525655584193,0.08803676614270702,0.0788404531580235,0.0685919416881507,0.06144297533989751,0.04587173944399955,0.03575286087041092,0.03401046333251779,0.02716963095475563,0.025605870780634952,0.025361749867162504,0.01396149473070467,0.008972064046292545,0.0062203496221879895,0.004883600940087167,0.0019099562934904936
-15,XGBoost_3_AutoML_20190421_193027,0.28235736606134915,0.20601382151690542,0.17232282613703204,0.049963366207889714,0.04878793927711107,0.03123875252799891,0.03018988323816694,0.029008741204994987,0.0261734413382757,0.025973856756488615,0.021723064350639826,0.021316914963649524,0.018325581132310097,0.01401516722997971,0.010356042326372788,0.004566175763326317,0.0042382817250930125,0.0034287782424162034
-16,XGBoost_grid_1_AutoML_20190421_193027_model_7,0.2827931849294611,0.19352517323065527,0.16410792170320843,0.0643662756461495,0.055967894228948,0.04209629682589682,0.039841815129052154,0.030633822108451357,0.02595353541503101,0.025232472952462243,0.025101282895766058,0.017636688290636762,0.014909171484868798,0.007082559992006077,0.006739385139736714,0.0025692756213245645,0.0007440471351309649,0.0006991972712141651
-17,GBM_grid_1_AutoML_20190421_193027_model_5,0.17281247595049218,0.1580688038352081,0.09231293487353828,0.08874202032359209,0.08711125796646539,0.0689989412583628,0.06863273788528614,0.04898389334410173,0.04777796671714848,0.044567089372772484,0.02643554294746863,0.021076684070931762,0.020671079594124866,0.01846383587709499,0.012947899490334418,0.009244373166784258,0.007139912733683045,0.006012550592610385
-18,GBM_grid_1_AutoML_20190421_193027_model_3,0.26574943070379786,0.21270895470541745,0.20021694633389764,0.08263790140800997,0.07436442841628386,0.0360273055075318,0.029228972466161216,0.019031061860640193,0.018841007952872975,0.017629780125712775,0.013429709608367289,0.01155403063696606,0.009153691096054625,0.003741909189154118,0.0024112787900077474,0.0016587689895457764,0.0016148222095786445,0.0
-19,GBM_grid_1_AutoML_20190421_193027_model_7,0.28498923114027175,0.2046100777655172,0.17077906755342048,0.057184889516482366,0.03751950995702623,0.03451032045116641,0.034177715137009235,0.03123604440599499,0.025262123626386763,0.025105508244871365,0.023986454126052378,0.023344232445397097,0.019651538614778544,0.013620587738825215,0.008651716313790999,0.0037931677030514427,0.0014620306147203317,0.00011578464523721124
-20,GBM_grid_1_AutoML_20190421_193027_model_10,0.41481909854368526,0.19080515650225702,0.07140866623913569,0.061535599063594446,0.06093347235916535,0.04294474753923138,0.03748455876702549,0.03370125030472888,0.026908613336076637,0.01886744041551478,0.012366142806941764,0.008043924419102164,0.00538250750425284,0.0045637007974310825,0.0034619825062558915,0.0029912748854289293,0.0026221803087581462,0.001159683701414227
-21,GBM_5_AutoML_20190421_193027,0.26778692707339563,0.23973711156692618,0.2156277373396784,0.04624851902067018,0.045722021124204225,0.04061045723148845,0.03834924482830353,0.02155426796970392,0.019224852035968094,0.018302643801072792,0.013592220674239801,0.010149798693529855,0.009831902496396957,0.00572272186004044,0.005021383253705009,0.001897767671328658,0.0006204233593478997,0.0
-22,GBM_grid_1_AutoML_20190421_193027_model_4,0.28146434929865977,0.2218493486887828,0.18096672404317168,0.05439830704426461,0.03737736147904081,0.03004731389639006,0.029767194317051167,0.02910836367849721,0.02608795032509815,0.026018289193827763,0.02166177247594949,0.017987124346510324,0.015281837050032996,0.012845734125007897,0.007726645629313412,0.006321494870803408,0.0010901895375984734,0.0
-23,DeepLearning_1_AutoML_20190421_193027,0.09977849097403896,0.07544842849874071,0.06761383328388532,0.06209133113751121,0.061771558780602163,0.06011040537899354,0.057860823976251564,0.05565935591913141,0.05509940340611145,0.05232475612637147,0.050818320732964536,0.050792592879669106,0.04944879427316541,0.044908720255749136,0.04229537460270323,0.03860985069724103,0.037905727644308655,0.0374622314325611
-24,DeepLearning_grid_1_AutoML_20190421_193027_model_3,0.06576957447786051,0.05860705151153213,0.05691726131757612,0.0567142552041461,0.056619261593242626,0.05613428533929325,0.05580793493016056,0.05556624063804094,0.05553718432225947,0.05472927212909723,0.054595950995339544,0.054555910357267236,0.05446413128750527,0.054239670072041786,0.05405324236652324,0.05309817475217848,0.05211929601235387,0.050471302693581625
-25,GBM_grid_1_AutoML_20190421_193027_model_9,0.24489793582957248,0.19054026653883274,0.17027494845018668,0.05712246876506724,0.054330752062810204,0.04695975682846865,0.03465271202613038,0.0338212542244252,0.03023723507995248,0.03004309986702612,0.026865798751850117,0.02357557089627261,0.022298161195217183,0.016408351020479685,0.007735094517675533,0.004509270007865444,0.0034639943353486067,0.002263329602818631
-26,DeepLearning_grid_1_AutoML_20190421_193027_model_1,0.10719815205723125,0.08152308434753751,0.07868747830302865,0.07504193186358617,0.05894852528515279,0.05674048391518571,0.055154972287634545,0.05469805858671941,0.05157799165611431,0.050145131758790575,0.04999274519313576,0.04452879276253554,0.04447260023641754,0.04422218264774091,0.04422182803005945,0.03835652186339247,0.0325417151714169,0.031947804034320515
-27,GBM_grid_1_AutoML_20190421_193027_model_8,0.2574471561853894,0.1434489781460789,0.11141174769561958,0.08557691538312678,0.07699040218800429,0.07449347058121826,0.061126547565925296,0.05617862849611987,0.04220609444345951,0.03148000562508314,0.017455819422416145,0.013924578922604834,0.008839471856169888,0.0050301063726104845,0.004079264898798317,0.003744658060894649,0.003548110136424612,0.0030180440200560468
-28,GBM_grid_1_AutoML_20190421_193027_model_1,0.30928716665761774,0.16408392654614107,0.13307934427469448,0.12798993621634774,0.05636810465749975,0.04047938678853346,0.036479650103051826,0.035985283843569214,0.03243314904167318,0.014958949002944767,0.01263636350522226,0.008408213305635025,0.007646952900644058,0.006785149375805355,0.0047715694608604425,0.0030112721339734133,0.0029516682063998054,0.0026439139793863952
-29,DeepLearning_grid_1_AutoML_20190421_193027_model_2,0.06453185583839016,0.05942155407701627,0.05912581604754545,0.058874919329968335,0.05855246421760048,0.05748553870576227,0.056885708269617585,0.056257445256914465,0.055479172708797535,0.054658412844573394,0.054122967270307985,0.053800973725741406,0.053156928940633084,0.05237075204391935,0.051813193525574605,0.05143579261286351,0.05127994424476359,0.05074656034001054
-30,GBM_grid_1_AutoML_20190421_193027_model_11,0.27362191881029985,0.23495303456993988,0.19685152972772477,0.04754390707834868,0.0400430342048417,0.035147246982562615,0.03147196627728253,0.028656346304737713,0.02471479467818152,0.021219205631079742,0.019457934887350925,0.01831326736217956,0.010041751677001505,0.006952664016407027,0.00565997722140271,0.004509807633198071,0.0008416129374612477,0.0
-31,GBM_grid_1_AutoML_20190421_193027_model_13,0.2977349176420999,0.2926446397513833,0.15443310380429195,0.13243824165212065,0.0820209721500216,0.0407281250000826,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-32,GBM_grid_1_AutoML_20190421_193027_model_12,0.2527491546972533,0.1534023437800351,0.08496988210550753,0.07882082798603907,0.0776833195366509,0.07652093190910444,0.07566212637353599,0.06679042968069805,0.060436075576051296,0.035225330926901936,0.015894142467550738,0.011502274615678673,0.004758041108086014,0.0040787132778592645,0.0008198607947866913,0.000533057972312002,0.00015348719194902333,0.0
-33,GLM_grid_1_AutoML_20190421_193027_model_1,0.11103906092369716,0.11072856440523593,0.08972934524723161,0.08342856081367714,0.0728183636039944,0.06488296992304078,0.06462516841571053,0.06069222835910995,0.060692228353179854,0.05955420391594201,0.05599954129949551,0.04628681840369009,0.04184871231971399,0.03834283296535323,0.01967752470233589,0.009363909991796543,0.007408529800758156,0.002881436556037339
-34,XGBoost_grid_1_AutoML_20190421_193027_model_5,0.26784059911099933,0.24939644212766232,0.22019236600431705,0.058080864005855576,0.03429644811044354,0.032818870366368116,0.02714014430841647,0.02702402743119911,0.018361046262571273,0.015271939916487648,0.013405265535805767,0.011953529716414021,0.010718046683518046,0.004331224178525692,0.0031040222540954375,0.003063617282343543,0.0026657591056913365,0.00033578759928575165
-35,XGBoost_grid_1_AutoML_20190421_193027_model_8,0.5730875748966805,0.23187494397466973,0.07120622410605808,0.06989342852130394,0.029695830812421962,0.013681145717304683,0.010099994165106022,0.0004608578064551092,,,,,,,,,,
diff --git a/DB/result/result/organized/300/varimp_relative_importance_300.csv b/DB/result/result/organized/300/varimp_relative_importance_300.csv
deleted file mode 100644
index 40bb8b1..0000000
--- a/DB/result/result/organized/300/varimp_relative_importance_300.csv
+++ /dev/null
@@ -1,37 +0,0 @@
-,model_id,exclusive_use_area,city,supply_area,apartment_building_count_in_sites,total_parking_capacity_in_site,room_count,total_household_count_in_sites,floor,bathroom_count,heat_type_district,total_household_count_of_area_type,heat_fuel_cogeneration,heat_type_individual,heat_fuel_gas,front_door_structure_mixed,front_door_structure_stairway,front_door_structure_corridor,heat_type_central
-0,GBM_1_AutoML_20190421_193027,4.616726179729113e+20,3.472102557435696e+20,3.287329364505149e+20,1.1901065480535802e+20,1.0660337856944066e+20,1.0094290799169634e+20,8.070194565940983e+19,7.691747941316297e+19,5.583690361362763e+19,5.1258774690079965e+19,4.6704804236017795e+19,4.446396875228473e+19,4.377449579683198e+19,2.0301193579256087e+19,1.7373620725000176e+19,1.2660116631305847e+19,9.608042776901976e+18,5.202507492101194e+18
-1,XGBoost_1_AutoML_20190421_193027,6.374396319955084e+20,6.206835673694114e+20,4.1474570799003625e+20,1.8224255696805822e+20,1.775357148153166e+20,1.2390095707026384e+20,1.0464272063869747e+20,9.778390553197963e+19,8.396694104004415e+19,6.241417337489064e+19,6.122478766666023e+19,5.175066100797486e+19,4.714971501912759e+19,2.9715832260832264e+19,1.9040003164662137e+19,9.100116783381086e+18,7.506242187768627e+18,6.178445557787263e+18
-2,XGBoost_2_AutoML_20190421_193027,6.604597814908126e+20,6.219848261867447e+20,4.752576558801302e+20,1.5605087058048057e+20,1.4884417879082743e+20,1.3982216691543704e+20,1.1510093219447492e+20,9.004756579708725e+19,8.375103214072103e+19,6.9019788545917714e+19,6.657822182137135e+19,5.114530069204697e+19,2.424024676232174e+19,1.2811221414799475e+19,1.0237527477454897e+19,7.058806925961462e+18,6.778566700808798e+18,3.35514571338521e+18
-3,XGBoost_grid_1_AutoML_20190421_193027_model_6,8.099533230529116e+20,6.416221390431962e+20,5.167648003708137e+20,2.8744516651980528e+20,2.4449903398724672e+20,1.98627408876432e+20,1.6346071693457464e+20,1.6111471096462154e+20,1.3037877820381777e+20,1.2584426910556724e+20,1.0739683893660195e+20,8.534443559560099e+19,8.43759945499489e+19,8.251717778421685e+19,3.1759661649146937e+19,2.4827517912949457e+19,1.6979953780814512e+19,1.1513089608535507e+19
-4,XGBoost_grid_1_AutoML_20190421_193027_model_4,7.431782402716567e+20,6.762151322059591e+20,5.980355277933186e+20,2.0896966153789768e+20,1.8947444076812698e+20,1.6784490080307564e+20,1.3129094184631376e+20,1.0272009701418231e+20,1.0026986613800908e+20,9.804604669622747e+19,9.09329013558655e+19,7.191445961422406e+19,6.186019103830547e+19,6.098336130147969e+19,4.0389904337421206e+19,2.373034824494062e+19,8.535264674843722e+18,4.552572150149546e+18
-5,XGBoost_grid_1_AutoML_20190421_193027_model_1,1.1616904352938024e+21,6.725494835842562e+20,5.8353112224341846e+20,3.2777838443574487e+20,3.017796667368884e+20,2.9489996090924283e+20,1.9458078387375125e+20,1.8740890702028e+20,1.7210520049745186e+20,1.574288313289676e+20,1.0983893342672965e+20,9.909666963898604e+19,8.219096587839524e+19,6.295005335203611e+19,3.4818278697247703e+19,2.8498947766791176e+19,1.5025238710419456e+19,1.212140871025374e+19
-6,GBM_4_AutoML_20190421_193027,5.455164840793887e+20,3.586166069623039e+20,3.193382517059596e+20,1.1730633261746802e+20,9.551972081931911e+19,7.527383267494016e+19,6.794690269171994e+19,6.4241174672161374e+19,5.60600824838336e+19,4.301760958445702e+19,3.7933727302364955e+19,3.5823929415406977e+19,2.538486695413888e+19,1.292515940673939e+19,1.2414804592032743e+19,1.0853182520753652e+19,3.710266528680116e+18,2.8448510969401836e+18
-7,GBM_grid_1_AutoML_20190421_193027_model_2,4.6689563245638215e+20,3.107650868653064e+20,3.049670893731599e+20,1.6629663010149263e+20,1.1737581295625044e+20,1.0309481057692837e+20,8.834644538705733e+19,8.743223225488717e+19,8.106712425731981e+19,7.016681666819968e+19,6.870420671851345e+19,5.242565559431306e+19,5.235969369273952e+19,3.0164351641104417e+19,2.0625065724333785e+19,1.6837718757622153e+19,6.142638312361296e+18,2.91179623678686e+18
-8,GBM_2_AutoML_20190421_193027,4.014600539049212e+20,3.510005977799553e+20,3.47355356094064e+20,9.741370436495396e+19,9.576357490617378e+19,7.247276083248313e+19,7.177241590605493e+19,7.051585003736741e+19,5.8727726391236755e+19,5.330263486472022e+19,5.280327626580296e+19,3.882559835825871e+19,2.74866230130513e+19,2.5075976754501255e+19,1.18742901733762e+19,7.965973837865026e+18,6.181981587182191e+18,2.1523612190197678e+18
-9,GBM_3_AutoML_20190421_193027,6.127273253089638e+20,3.435498847776801e+20,2.0359301449370095e+20,1.0158570008148024e+20,9.10774651446855e+19,7.844826348181783e+19,7.325783412494775e+19,5.8433483885504365e+19,4.255687463000028e+19,4.078524034025783e+19,3.884088596793131e+19,3.5389030785179714e+19,2.8955933386597204e+19,2.8440952926472503e+19,2.6101638584286052e+19,5.146808981817131e+18,3.208753711606137e+18,2.0659499129980846e+18
-10,XGBoost_grid_1_AutoML_20190421_193027_model_2,7.859656736939086e+20,6.633280115034942e+20,5.424939705950976e+20,2.4066886324165647e+20,2.0059792722745308e+20,1.2378577223213803e+20,1.1211467620562135e+20,1.0871095764193378e+20,8.857369245028608e+19,8.154182300944931e+19,7.15702069216139e+19,6.962106307663679e+19,4.7530792555175215e+19,3.2948051199842583e+19,2.219521450828628e+19,2.1533308508365128e+19,7.453302352158654e+18,5.096873011974242e+18
-11,XRT_1_AutoML_20190421_193027,7.602259833423701e+20,7.53798009667973e+20,7.330636480897918e+20,2.8334657419954933e+20,2.7064353813185325e+20,2.0276690302924122e+20,2.0074883299934208e+20,1.8054795446295776e+20,1.7886054716194947e+20,1.3375738392192693e+20,1.2712434693090312e+20,7.134566025894298e+19,4.6890203886693384e+19,4.0211946181442404e+19,3.2220983742812914e+19,2.4522023005218406e+19,1.7562669654768353e+19,1.5088762994714214e+19
-12,XGBoost_grid_1_AutoML_20190421_193027_model_3,6.989766061976663e+20,5.908861337536121e+20,4.644019049002141e+20,1.686539126627002e+20,1.618128216834221e+20,1.4119843881406379e+20,9.499183209268432e+19,8.552486105567252e+19,7.796305339852679e+19,7.211946135819964e+19,6.658331915727772e+19,3.7383373354151444e+19,1.6471197656014651e+19,1.5656753109437252e+19,1.4266458039509844e+19,7.769079342876852e+18,5.175290181267227e+18,4.5073662793293496e+18
-13,DRF_1_AutoML_20190421_193027,9.203029840287897e+20,8.226165304114031e+20,6.658109726418031e+20,2.9806486554737744e+20,2.598787211616007e+20,2.2062395702674194e+20,2.1051620820524833e+20,1.917852447738052e+20,1.604695175414426e+20,1.1997427559203393e+20,1.0410205998499444e+20,9.570639150543641e+19,8.336607992569712e+19,5.33728540753165e+19,4.300609549869095e+19,2.3434841300836286e+19,1.7428567719086653e+19,1.4300852962249933e+19
-14,GBM_grid_1_AutoML_20190421_193027_model_6,3.472918483024436e+20,2.978081603686173e+20,2.2560499099117185e+20,1.6193329297345426e+20,1.4501775518086463e+20,1.261668218366916e+20,1.1301713775751384e+20,8.43756778906001e+19,6.576318903607309e+19,6.255825337859441e+19,4.997534555330262e+19,4.7098992348715024e+19,4.664996059602433e+19,2.5680530028894355e+19,1.6503058204452717e+19,1.1441602661032395e+19,8.982810437569479e+18,3.513140311616389e+18
-15,XGBoost_3_AutoML_20190421_193027,8.726269635797713e+20,6.366868271702957e+20,5.325646241322804e+20,1.5441205289732696e+20,1.5077938962445736e+20,9.654353327054599e+19,9.33019970700019e+19,8.965167124234371e+19,8.08891617032945e+19,8.027234447620519e+19,6.713524760614221e+19,6.588004073382661e+19,5.6635307385067405e+19,4.331394995837521e+19,3.200540469697813e+19,1.4111790838342222e+19,1.3098432543672238e+19,1.0596657661900489e+19
-16,XGBoost_grid_1_AutoML_20190421_193027_model_7,7.12216977995903e+20,4.8739475132277745e+20,4.1330715975281227e+20,1.6210699821845683e+20,1.4095560507399969e+20,1.0601987214662645e+20,1.0034194132423305e+20,7.71515346523909e+19,6.5364193858539225e+19,6.354819207559276e+19,6.321778883144607e+19,4.441814550568554e+19,3.754887184436429e+19,1.7837485989061198e+19,1.6973197281861829e+19,6.47074192793849e+18,1.8738888711256146e+18,1.7609341174588375e+18
-17,GBM_grid_1_AutoML_20190421_193027_model_5,3.958101685455198e+21,3.62041221524575e+21,2.1143379903713903e+21,2.0325496656510866e+21,1.9951986399290243e+21,1.5803536416409534e+21,1.571966109547441e+21,1.121928435658725e+21,1.0943078591440617e+21,1.020765836447706e+21,6.05480400189827e+20,4.827409496109597e+20,4.734509735577408e+20,4.228962029687863e+20,2.965590447907196e+20,2.117333763732894e+20,1.6353275693642652e+20,1.3771162355959543e+20
-18,GBM_grid_1_AutoML_20190421_193027_model_3,1.1835828377027294e+20,9.473535561234278e+19,8.917172122267995e+19,3.680489609752268e+19,3.312009398326395e+19,1.6045678959483945e+19,1.3017868028170207e+19,8.475968562513576e+18,8.391323209605054e+18,7.851872018692571e+18,5.981263540508426e+18,5.145882093514916e+18,4.0768296866073805e+18,1.6665546506706616e+18,1.0739244803691643e+18,7.387750568422277e+17,7.192022380393267e+17,0.0
-19,GBM_grid_1_AutoML_20190421_193027_model_7,4.3416698880186227e+21,3.117133268037237e+21,2.6017345712815163e+21,8.711834895304549e+20,5.7159116483758496e+20,5.257476520400692e+20,5.206805746936961e+20,4.7586567701419734e+20,3.848559505818759e+20,3.824699927574159e+20,3.6542175710549325e+20,3.556378276525192e+20,2.9938146475094154e+20,2.075029130264445e+20,1.3180461608662467e+20,5.778703262102323e+19,2.227331281920721e+19,1.7639217654294118e+18
-20,GBM_grid_1_AutoML_20190421_193027_model_10,1.684573023914678e+20,7.748563665365343e+19,2.8998933087336268e+19,2.4989497965953417e+19,2.4744975376029057e+19,1.7439786036224852e+19,1.5222413031116898e+19,1.36860181546255e+19,1.0927540293116887e+19,7.662034189331464e+18,5.021868726773875e+18,3.26662348247715e+18,2.185826779556479e+18,1.8533108238170194e+18,1.405904973945897e+18,1.2147514414832026e+18,1.0648627865693716e+18,4.70945500468609e+17
-21,GBM_5_AutoML_20190421_193027,4.017661931264661e+20,3.59682482330363e+20,3.2351069602323e+20,6.938759717564134e+19,6.8597681633968e+19,6.0928697981393175e+19,5.753615485389033e+19,3.233830823056638e+19,2.884343795391293e+19,2.7459830113705656e+19,2.0392686140826583e+19,1.5227950171674378e+19,1.4751004017777705e+19,8.585916426756293e+18,7.533683798974661e+18,2.847259577160827e+18,9.308338309719654e+17,0.0
-22,GBM_grid_1_AutoML_20190421_193027_model_4,7.599965671626021e+21,5.990269952512842e+21,4.886376885249364e+21,1.468837055780377e+21,1.0092456286008923e+21,8.113231913958181e+20,8.037595365591378e+20,7.859701069247918e+20,7.044143509039953e+20,7.025333943721263e+20,5.849008146644646e+20,4.856797242896794e+20,4.126328512617298e+20,3.468543658198911e+20,2.086311878784031e+20,1.7068997949892277e+20,2.9436776209702715e+19,0.0
-23,DeepLearning_1_AutoML_20190421_193027,1.0,0.756159245967865,0.677639365196228,0.6222917437553406,0.6190869212150574,0.6024385094642639,0.5798927545547485,0.5578292012214661,0.5522172451019287,0.5244091749191284,0.5093113780021667,0.5090535283088684,0.49558570981025696,0.4500841796398163,0.42389270663261414,0.3869556486606598,0.3798987865447998,0.37545397877693176
-24,DeepLearning_grid_1_AutoML_20190421_193027_model_3,1.0,0.8910967111587524,0.8654041290283203,0.8623175024986267,0.8608731627464294,0.8534992933273315,0.848537266254425,0.8448624014854431,0.8444206118583679,0.8321366310119629,0.8301095366477966,0.8295007348060608,0.8281052708625793,0.82469242811203,0.8218578696250916,0.8073364496231079,0.7924529910087585,0.7673959136009216
-25,GBM_grid_1_AutoML_20190421_193027_model_9,3.621769206108472e+21,2.817879487372606e+21,2.518177880020028e+21,8.447780404902515e+20,8.034916427500534e+20,6.944827878257365e+20,5.1247522727885957e+20,5.001788873681383e+20,4.471752141130569e+20,4.443041693506082e+20,3.9731540524160097e+20,3.4865657972702524e+20,3.2976510519011285e+20,2.4266133664086098e+20,1.1439348002488477e+20,6.668710865689326e+19,5.122863927538588e+19,3.3472137815268524e+19
-26,DeepLearning_grid_1_AutoML_20190421_193027_model_1,1.0,0.7604896426200867,0.7340376377105713,0.7000300884246826,0.5499024391174316,0.5293046832084656,0.5145142078399658,0.5102518796920776,0.48114627599716187,0.46777981519699097,0.4663582742214203,0.41538769006729126,0.4148634970188141,0.412527471780777,0.41252416372299194,0.35780954360961914,0.30356600880622864,0.2980256974697113
-27,GBM_grid_1_AutoML_20190421_193027_model_8,1.2935830826793933e+20,7.207815930341386e+19,5.598055700681982e+19,4.299944565236616e+19,3.8685019199577784e+19,3.743039726744817e+19,3.0713979911643595e+19,2.8227821393521148e+19,2.1207105398636544e+19,1.5817616058627391e+19,8.770946641524949e+18,6.996620197561893e+18,4.4415294472034714e+18,2.5274548004721787e+18,2.0496897852907192e+18,1.881561400703189e+18,1.7828028539794883e+18,1.5164629297030758e+18
-28,GBM_grid_1_AutoML_20190421_193027_model_1,1.1794258921013641e+20,6.257124520798821e+19,5.0748055937024524e+19,4.880727717651153e+19,2.14952346197185e+19,1.5436281236858864e+19,1.3911034308761485e+19,1.3722514244086268e+19,1.2367954401573208e+19,5.704398266297221e+18,4.818710863798075e+18,3.206361449182003e+18,2.9160648158037934e+18,2.5874273873313137e+18,1.8195751957367357e+18,1.1483089846088499e+18,1.1255798115199877e+18,1.0082217886618747e+18
-29,DeepLearning_grid_1_AutoML_20190421_193027_model_2,1.0,0.9208096265792847,0.9162268042564392,0.9123388528823853,0.9073420166969299,0.8908087015151978,0.8815135955810547,0.8717778921127319,0.859717607498169,0.846998929977417,0.8387015461921692,0.8337118625640869,0.8237316012382507,0.8115488290786743,0.8029087781906128,0.797060489654541,0.7946454286575317,0.7863799929618835
-30,GBM_grid_1_AutoML_20190421_193027_model_11,3.311176487482029e+21,2.843233345899818e+21,2.3821562234245103e+21,5.753423114834637e+20,4.84572120256323e+20,4.2532680976142696e+20,3.808511949819808e+20,3.4677857868241175e+20,2.990807439226983e+20,2.5677962889145824e+20,2.3546599181120648e+20,2.2161404525732168e+20,1.2151808667445468e+20,8.413616027760538e+19,6.849299053481768e+19,5.457446195480127e+19,1.018459698769376e+19,0.0
-31,GBM_grid_1_AutoML_20190421_193027_model_13,4.334795565399907e+19,4.2606849632505954e+19,2.2484293707414634e+19,1.928200787295889e+19,1.1941634161065853e+19,5.92970744028201e+18,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-32,GBM_grid_1_AutoML_20190421_193027_model_12,1.782733375839729e+20,1.0820035323808763e+20,5.9932404107186274e+19,5.559524855002851e+19,5.479292172110083e+19,5.397304668659384e+19,5.336729934257298e+19,4.710976316462072e+19,4.262780192608485e+19,2.484573022355194e+19,1.121072720943199e+19,8.112980191766118e+18,3.356022573908361e+18,2.876867501151486e+18,5.782781763046605e+17,3.759855259007058e+17,1.0826019979342643e+17,0.0
-33,GLM_grid_1_AutoML_20190421_193027_model_1,0.041753189335542236,0.04163643564710599,0.0337402559954679,0.03137101905102529,0.027381345783815753,0.024397458924032233,0.024300519747340665,0.02282164565148151,0.02282164564925166,0.022393722813799033,0.0210570895604752,0.0174048868611846,0.015736058954374292,0.014417769306997117,0.007399192749982091,0.0035210411863724443,0.0027857741671791043,0.0010834850824724893
-34,XGBoost_grid_1_AutoML_20190421_193027_model_5,5.228699926156678e+20,4.8686388951670116e+20,4.298526107275855e+20,1.1338363576937716e+20,6.695244720095468e+19,6.4067966406414565e+19,5.2982136021316534e+19,5.275545630608772e+19,3.584385696414879e+19,2.981340072365785e+19,2.6169337714231476e+19,2.333530471219698e+19,2.092343359769359e+19,8.455279601969529e+18,6.05957460692933e+18,5.980697292020122e+18,5.204011074252177e+18,6.555139890730762e+17
-35,XGBoost_grid_1_AutoML_20190421_193027_model_8,8.432731697116401e+19,3.41193785290984e+19,1.0477682807193731e+19,1.0284510708821393e+19,4.369610941386457e+18,2.01312044086775e+18,1.4861697350904054e+18,6.781319998183834e+16,,,,,,,,,,
diff --git a/DB/result/result/organized/300/varimp_scaled_importance_300.csv b/DB/result/result/organized/300/varimp_scaled_importance_300.csv
deleted file mode 100644
index b84aa7f..0000000
--- a/DB/result/result/organized/300/varimp_scaled_importance_300.csv
+++ /dev/null
@@ -1,37 +0,0 @@
-,model_id,exclusive_use_area,city,supply_area,apartment_building_count_in_sites,total_parking_capacity_in_site,room_count,total_household_count_in_sites,floor,bathroom_count,heat_type_district,total_household_count_of_area_type,heat_fuel_cogeneration,heat_type_individual,heat_fuel_gas,front_door_structure_mixed,front_door_structure_stairway,front_door_structure_corridor,heat_type_central
-0,GBM_1_AutoML_20190421_193027,1.0,0.7520702814649974,0.7120477231114524,0.25778148881322865,0.23090686867570653,0.2186460796287017,0.17480340509201484,0.16660611095128045,0.1209448025286695,0.11102840561596308,0.10116433684346904,0.09631060414090588,0.09481718016770155,0.04397313764977775,0.037631906352348525,0.02742228180413481,0.020811376726409467,0.011268824031505484
-1,XGBoost_1_AutoML_20190421_193027,1.0,0.9737134878582274,0.6506431153200696,0.28589775065843787,0.27851376962480356,0.1943728485823688,0.1641609893490821,0.15340104477951358,0.1317253224076846,0.0979138576299417,0.09604797786889353,0.08118519528817046,0.07396734161558977,0.04661748465153741,0.02986950012043854,0.014276044862308167,0.011775612640008426,0.009692597145937733
-2,XGBoost_2_AutoML_20190421_193027,1.0,0.9417451957222575,0.7195860659484249,0.23627611393420073,0.22536448541174028,0.2117042866710606,0.17427394584824699,0.1363407255379408,0.1268071644751408,0.10450263661796917,0.1008058684074429,0.07743893288490637,0.03670207852415452,0.019397428539678137,0.015500606947400183,0.010687716532909966,0.010263405722461984,0.005080015176415222
-3,XGBoost_grid_1_AutoML_20190421_193027_model_6,1.0,0.7921717471628684,0.6380180013621046,0.3548910268512195,0.30186805464995226,0.24523315507584667,0.20181498400235132,0.19891851342413278,0.1609707306495001,0.15537224865160068,0.1325963310228756,0.10536957274762081,0.10417389761661229,0.10187892985387045,0.03921171843512788,0.030653023089489265,0.020964113977349864,0.014214509998106886
-4,XGBoost_grid_1_AutoML_20190421_193027_model_4,1.0,0.9098963015370036,0.8046999971026014,0.2811837729015212,0.2549515452697696,0.2258474370047792,0.17666144503682252,0.13821730972187057,0.13492034710456144,0.13192803742529965,0.12235678660697394,0.0967660995940044,0.08323735503301803,0.0820575172911255,0.054347533537388464,0.031930897541169095,0.011484815098628016,0.00612581464775587
-5,XGBoost_grid_1_AutoML_20190421_193027_model_1,1.0,0.5789403641032493,0.502312065688858,0.2821563942315206,0.2597763204106656,0.25385416970800817,0.16749796500178635,0.16132430923637806,0.14815065637854274,0.13551702462726428,0.0945509492801758,0.08530385258265775,0.0707511772338974,0.0541883202611679,0.029972080030461673,0.02453230817862723,0.012933943720229936,0.010434284678592642
-6,GBM_4_AutoML_20190421_193027,1.0,0.6573891301699228,0.585386988341651,0.21503719143415745,0.1750996048827338,0.1379863576477839,0.12455517784469307,0.11776211452267021,0.1027651484784009,0.07885666307050897,0.06953727047566995,0.06566974685625364,0.046533638661677236,0.02369343509124538,0.022757890832545445,0.01989524210083117,0.00680138297734769,0.005214968163136522
-7,GBM_grid_1_AutoML_20190421_193027_model_2,1.0,0.6655986161839679,0.653180428715298,0.3561751675135411,0.25139625388810166,0.2208091132370136,0.18922097198095067,0.1872629045487059,0.17363007623527765,0.15028372893326375,0.14715110175062918,0.11228559864331289,0.11214432102795695,0.06460619792566254,0.044174895395408524,0.03606313185890671,0.0131563413434482,0.006236503480376598
-8,GBM_2_AutoML_20190421_193027,1.0,0.8743101445980568,0.8652301834651002,0.24264856096498383,0.23853824054149536,0.18052296891696987,0.17877847424155674,0.1756484844543658,0.146285354719614,0.13277195164563999,0.13152809539130011,0.09671098775733707,0.06846664505146763,0.06246194736087009,0.029577762613932242,0.019842506770926773,0.015398746468176096,0.005361333457922359
-9,GBM_3_AutoML_20190421_193027,1.0,0.5606896748148897,0.33227343727659037,0.16579267136528683,0.14864273451287696,0.1280312795618521,0.11956025314850773,0.09536621180724993,0.06945483394027066,0.06656344291433737,0.06339016453745726,0.05775657347635838,0.04725745399390563,0.04641698150499708,0.042599109760813214,0.008399835896370193,0.00523683795232756,0.0033717280553080325
-10,XGBoost_grid_1_AutoML_20190421_193027_model_2,1.0,0.8439656256054573,0.6902260349939531,0.30620785524964805,0.2552247940863321,0.15749513798785308,0.1426457668039126,0.13831514693384797,0.11269409773839661,0.10374730823321614,0.09106021969794911,0.08858028461908433,0.06047438729962386,0.04192047096025479,0.028239419673345843,0.027397263301795538,0.009482987109512515,0.006484854469559443
-11,XRT_1_AutoML_20190421_193027,1.0,0.9915446540696542,0.9642707091736621,0.3727136146462694,0.3560040620316027,0.2667192485815425,0.2640646826049541,0.23749248041900647,0.2352728676486174,0.17594424138708883,0.1672191555095168,0.09384796339802587,0.06167929656986775,0.05289472743966031,0.042383428676236255,0.03225622846696998,0.02310190659039728,0.01984773386510119
-12,XGBoost_grid_1_AutoML_20190421_193027_model_3,1.0,0.8453589555277807,0.6644026434968899,0.24128692028786713,0.23149962423443743,0.20200738846205926,0.13590130377814277,0.12235725816478414,0.11153885939421457,0.10317864821044483,0.09525829415018844,0.05348301076557011,0.02356473379791011,0.022399538082694598,0.020410494304118926,0.011114934711677325,0.007404096410922924,0.006448522367363313
-13,DRF_1_AutoML_20190421_193027,1.0,0.8938540292570314,0.7234693184706382,0.32387688698187805,0.2823838732152486,0.23972969864872262,0.22874663220548982,0.20839359222136958,0.17436596460761083,0.13036388849553138,0.11311716010011093,0.10399443788225557,0.09058547171144367,0.057994872342657586,0.04673036624354312,0.025464267428804924,0.01893785853305615,0.015539287832845451
-14,GBM_grid_1_AutoML_20190421_193027_model_6,1.0,0.8575155501757336,0.6496121118129464,0.4662743849732763,0.41756740300617146,0.3632875993300528,0.32542410168836267,0.24295323458649237,0.18936001336490443,0.18013164917166366,0.1439001398897821,0.135617903440389,0.13432495125943356,0.073945098781962,0.047519278915181484,0.03294520938789305,0.025865307468278614,0.010115815642631858
-15,XGBoost_3_AutoML_20190421_193027,1.0,0.7296208503097589,0.6103004449318692,0.17695081557402662,0.17278791043301728,0.11063551471581413,0.10692082752892461,0.1027376817174733,0.09269615205501269,0.09198930107190881,0.07693464722970943,0.07549622402632093,0.06490208273273243,0.04963627273295419,0.03667707512232098,0.016171619062115068,0.015010345875560197,0.012143399303672553
-16,XGBoost_grid_1_AutoML_20190421_193027_model_7,1.0,0.6843346429261634,0.5803107374887514,0.22760900571986833,0.1979110431636053,0.14885895088453832,0.1408867584237935,0.10832588527935191,0.09177567493893024,0.08922588767036992,0.08876197954355663,0.06236603012564108,0.052721113093965426,0.025045016533099,0.023831497712428117,0.009085351975385951,0.0026310645898929893,0.002472468604180013
-17,GBM_grid_1_AutoML_20190421_193027_model_5,1.0,0.9146839831199,0.5341798059764179,0.5135162831010833,0.5040796822529253,0.3992706017251313,0.3971515222370186,0.28345114017193285,0.27647290193814505,0.2578927772873308,0.1529724217078052,0.12196274577403701,0.11961566710060204,0.10684318811787966,0.07492456443968647,0.05349366772241961,0.04131595646907176,0.03479234100165823
-18,GBM_grid_1_AutoML_20190421_193027_model_3,1.0,0.8004117041458544,0.7534049868090135,0.3109617250699495,0.27982911654538917,0.13556870248835093,0.1099869617359203,0.07161280387408266,0.07089764182363578,0.06633986036780182,0.050535233783194564,0.04347716044533728,0.03444481921113597,0.01408059155289337,0.00907350500665922,0.006241853407372401,0.0060764841727112195,0.0
-19,GBM_grid_1_AutoML_20190421_193027_model_7,1.0,0.7179572257760438,0.5992474412809058,0.20065631703934791,0.13165237790532205,0.12109341926039452,0.11992633897168893,0.10960429726069404,0.08864237966224324,0.08809283124285643,0.08416617719231026,0.0819126826371452,0.06895537258074869,0.04779334181971655,0.03035804643977099,0.013309863281060066,0.005130125825704341,0.0004062772644915204
-20,GBM_grid_1_AutoML_20190421_193027_model_10,1.0,0.4599719665081019,0.17214411412066535,0.1483432158249918,0.14689167536664985,0.10352644728750067,0.0903636281420585,0.08124324656951579,0.06486830869298282,0.045483538443030054,0.029810929270990317,0.019391403258292954,0.012975553736916477,0.011001665095587377,0.008345764499296082,0.007211034631554972,0.0063212622513377364,0.0027956371957934306
-21,GBM_5_AutoML_20190421_193027,1.0,0.8952532305702082,0.805221299248035,0.17270641075019427,0.17074030321006908,0.15165212759007404,0.14320805443124818,0.08049036674518574,0.07179160030728052,0.06834778680609888,0.05075759605887862,0.037902517514411656,0.03671539385379409,0.02137043029913086,0.01875141295575171,0.0070868570473887026,0.00231685454599452,0.0
-22,GBM_grid_1_AutoML_20190421_193027_model_4,1.0,0.7881969750043907,0.6429472311292582,0.19326890662995821,0.13279607727293366,0.10675353369355874,0.10575831145657959,0.10341758645820734,0.09268651745808282,0.09243902205966392,0.07696098113286931,0.06390551553448895,0.05429404145893287,0.04563893849084732,0.027451596085139453,0.02245930927506459,0.0038732775227660584,0.0
-23,DeepLearning_1_AutoML_20190421_193027,1.0,0.756159245967865,0.677639365196228,0.6222917437553406,0.6190869212150574,0.6024385094642639,0.5798927545547485,0.5578292012214661,0.5522172451019287,0.5244091749191284,0.5093113780021667,0.5090535283088684,0.49558570981025696,0.4500841796398163,0.42389270663261414,0.3869556486606598,0.3798987865447998,0.37545397877693176
-24,DeepLearning_grid_1_AutoML_20190421_193027_model_3,1.0,0.8910967111587524,0.8654041290283203,0.8623175024986267,0.8608731627464294,0.8534992933273315,0.848537266254425,0.8448624014854431,0.8444206118583679,0.8321366310119629,0.8301095366477966,0.8295007348060608,0.8281052708625793,0.82469242811203,0.8218578696250916,0.8073364496231079,0.7924529910087585,0.7673959136009216
-25,GBM_grid_1_AutoML_20190421_193027_model_9,1.0,0.7780394958960867,0.6952894391428565,0.23325010303402263,0.2218505920793863,0.19175235866891313,0.1414985876003693,0.13810346791963912,0.1234687216841017,0.12267600282239002,0.10970202203152239,0.09626692367337528,0.09105083356331248,0.06700077305632524,0.03158497229253285,0.018412854288014504,0.014144644884876626,0.009241930092843699
-26,DeepLearning_grid_1_AutoML_20190421_193027_model_1,1.0,0.7604896426200867,0.7340376377105713,0.7000300884246826,0.5499024391174316,0.5293046832084656,0.5145142078399658,0.5102518796920776,0.48114627599716187,0.46777981519699097,0.4663582742214203,0.41538769006729126,0.4148634970188141,0.412527471780777,0.41252416372299194,0.35780954360961914,0.30356600880622864,0.2980256974697113
-27,GBM_grid_1_AutoML_20190421_193027_model_8,1.0,0.5571977576741237,0.43275579092196786,0.33240575134379147,0.29905322447051225,0.28935441231898873,0.2374333765097318,0.2182142126894005,0.16394080660602298,0.12227754266749088,0.06780350453685374,0.054087134342154675,0.03433509224628811,0.01953840332572278,0.01584505713421364,0.01454534637857136,0.01378189679387872,0.011722965072811809
-28,GBM_grid_1_AutoML_20190421_193027_model_1,1.0,0.5305229063311984,0.43027761453165597,0.4138223308761892,0.18225167654595734,0.13087961982381352,0.11794750651078569,0.11634910116851077,0.10486419269240752,0.04836588974771265,0.04085641070006235,0.02718578140987969,0.02472444292882436,0.0219380242935089,0.01542763481726544,0.009736169031891662,0.009543455159480688,0.00854841152304654
-29,DeepLearning_grid_1_AutoML_20190421_193027_model_2,1.0,0.9208096265792847,0.9162268042564392,0.9123388528823853,0.9073420166969299,0.8908087015151978,0.8815135955810547,0.8717778921127319,0.859717607498169,0.846998929977417,0.8387015461921692,0.8337118625640869,0.8237316012382507,0.8115488290786743,0.8029087781906128,0.797060489654541,0.7946454286575317,0.7863799929618835
-30,GBM_grid_1_AutoML_20190421_193027_model_11,1.0,0.8586776804705881,0.7194289499307274,0.1737576700180607,0.14634439513818062,0.1284518694093727,0.11501990196590144,0.10472971766784867,0.09032461575315577,0.07754936345501937,0.07111248606088819,0.0669290948685877,0.036699368678732865,0.025409748044443983,0.02068539408689233,0.016481894626010164,0.0030758242655433317,0.0
-31,GBM_grid_1_AutoML_20190421_193027_model_13,1.0,0.9829033224217405,0.5186932894109931,0.44481931343814196,0.2754832143961598,0.13679324320649858,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-32,GBM_grid_1_AutoML_20190421_193027_model_12,1.0,0.6069351407476821,0.33618265591149343,0.3118539726886598,0.3073534296472767,0.30275445233738707,0.2993565951354623,0.2642557984445116,0.23911484747967812,0.13936873881574546,0.06288504698102346,0.04550865710888833,0.018825151418548826,0.01613739631590384,0.0032437726478995853,0.002109039584921686,0.0006072708418466229,0.0
-33,GLM_grid_1_AutoML_20190421_193027_model_1,1.0,0.9972037180801214,0.8080881133251931,0.7513442577743596,0.6557905209053693,0.5843256362517915,0.5820039171631601,0.5465844888657325,0.5465844888123271,0.5363356229828524,0.504322900731093,0.4168516738042035,0.37688280116553957,0.34530941315958463,0.17721263615384603,0.08432987377505967,0.06672003292471182,0.02594975616749298
-34,XGBoost_grid_1_AutoML_20190421_193027_model_5,1.0,0.9311375607560775,0.8221022755144908,0.2168486189122715,0.12804798161398342,0.12253135064399709,0.10132946386208226,0.10089593407756577,0.06855214005462268,0.057018764022994904,0.05004941588504406,0.04462926739295488,0.040016512504425214,0.01617090236842971,0.011589065527773328,0.011438210982622203,0.009952782044766052,0.0012536844690471795
-35,XGBoost_grid_1_AutoML_20190421_193027_model_8,1.0,0.4046064757493189,0.12425016214824679,0.1219594204845651,0.05181726513225435,0.023872696454413967,0.017623823316928317,0.0008041664601403988,,,,,,,,,,
diff --git a/DB/result/sql/View1.sql b/DB/result/sql/View1.sql
new file mode 100644
index 0000000..33c3d4e
--- /dev/null
+++ b/DB/result/sql/View1.sql
@@ -0,0 +1,11 @@
+CREATE
+ ALGORITHM = UNDEFINED
+ DEFINER = `root`@`localhost`
+ SQL SECURITY DEFINER
+VIEW `finall`.`case1` AS
+ SELECT
+ COUNT(0) AS `COUNT(*)`
+ FROM
+ `finall`.`model` `m`
+ WHERE
+ (`m`.`Type` = 'DL')
\ No newline at end of file
diff --git a/DB/result/sql/View2.sql b/DB/result/sql/View2.sql
new file mode 100644
index 0000000..4b7495c
--- /dev/null
+++ b/DB/result/sql/View2.sql
@@ -0,0 +1,13 @@
+CREATE
+ ALGORITHM = UNDEFINED
+ DEFINER = `root`@`localhost`
+ SQL SECURITY DEFINER
+VIEW `finall`.`case2` AS
+ SELECT
+ `mm`.`ID` AS `ID`,
+ `mm`.`Model_name` AS `Model_name`,
+ `dl`.`standardize` AS `standardize`
+ FROM
+ (`finall`.`model_metadata` `mm`
+ JOIN `finall`.`glm_model` `dl` ON ((`mm`.`ID` = `dl`.`Model_id`)))
+ ORDER BY `mm`.`Model_name` , `mm`.`Run_time` DESC
\ No newline at end of file
diff --git a/DB/result/sql/View3.sql b/DB/result/sql/View3.sql
new file mode 100644
index 0000000..5fe695a
--- /dev/null
+++ b/DB/result/sql/View3.sql
@@ -0,0 +1,18 @@
+CREATE
+ ALGORITHM = UNDEFINED
+ DEFINER = `root`@`localhost`
+ SQL SECURITY DEFINER
+VIEW `finall`.`case3` AS
+ SELECT
+ `metr`.`ID` AS `ID`,
+ `metr`.`Model_id` AS `Model_id`,
+ `mm`.`Model_name` AS `Model_name`,
+ `mm`.`Run_time` AS `Run_time`,
+ `metr`.`MSE` AS `MSE`
+ FROM
+ (`finall`.`metrices_model` `metr`
+ JOIN `finall`.`model_metadata` `mm` ON ((`metr`.`Model_id` = `mm`.`ID`)))
+ WHERE
+ (`metr`.`Model_id` LIKE 'DL%')
+ ORDER BY `metr`.`MSE`
+ LIMIT 20
\ No newline at end of file
diff --git a/DB/result/sql/View4.sql b/DB/result/sql/View4.sql
new file mode 100644
index 0000000..c6f75e5
--- /dev/null
+++ b/DB/result/sql/View4.sql
@@ -0,0 +1,11 @@
+CREATE
+ ALGORITHM = UNDEFINED
+ DEFINER = `root`@`localhost`
+ SQL SECURITY DEFINER
+VIEW `finall`.`case4` AS
+ SELECT
+ AVG(`mm`.`RMSE`) AS `GLM_AVERAGE_rmse`
+ FROM
+ `finall`.`metrices_model` `mm`
+ WHERE
+ (`mm`.`Model_id` LIKE 'DRF%')
\ No newline at end of file
diff --git a/DB/result/sql/function1.sql b/DB/result/sql/function1.sql
new file mode 100644
index 0000000..fa38d9a
--- /dev/null
+++ b/DB/result/sql/function1.sql
@@ -0,0 +1,10 @@
+CREATE DEFINER=`root`@`localhost` FUNCTION `Type_Max_Get_Max_MAE_In_Metrices_Model`(Enter VARCHAR(50)) RETURNS varchar(500) CHARSET utf8
+BEGIN
+
+ DECLARE namemodel VARCHAR(500);
+
+ SELECT max(MAE) INTO namemodel FROM Metrices_Model
+ where Enter = "max";
+
+ RETURN namemodel;
+END
\ No newline at end of file
diff --git a/DB/result/sql/function2.sql b/DB/result/sql/function2.sql
new file mode 100644
index 0000000..506c695
--- /dev/null
+++ b/DB/result/sql/function2.sql
@@ -0,0 +1,9 @@
+CREATE DEFINER=`root`@`localhost` FUNCTION `get_Deep_learning_model_Epochs`(id int) RETURNS varchar(500) CHARSET utf8
+BEGIN
+ DECLARE a varchar(500);
+ -- DECLARE b BIGINT;
+ SELECT epochs INTO a FROM Deep_learning_model
+ WHERE ID = id limit 1;
+
+RETURN (a);
+END
\ No newline at end of file
diff --git a/DB/result/sql/function3.sql b/DB/result/sql/function3.sql
new file mode 100644
index 0000000..015b062
--- /dev/null
+++ b/DB/result/sql/function3.sql
@@ -0,0 +1,8 @@
+CREATE DEFINER=`root`@`localhost` FUNCTION `Max_depth_Bigger_Than_Enter_In_XGBoost_Model`(EnteredNum int) RETURNS varchar(50) CHARSET utf8
+BEGIN
+ DECLARE b BIGINT;
+ SELECT count(max_depth) INTO b FROM XGBoost_Model
+ WHERE max_depth > EnteredNum;
+
+RETURN (b);
+END
\ No newline at end of file
diff --git a/DB/result/sql/function4.sql b/DB/result/sql/function4.sql
new file mode 100644
index 0000000..fa38d9a
--- /dev/null
+++ b/DB/result/sql/function4.sql
@@ -0,0 +1,10 @@
+CREATE DEFINER=`root`@`localhost` FUNCTION `Type_Max_Get_Max_MAE_In_Metrices_Model`(Enter VARCHAR(50)) RETURNS varchar(500) CHARSET utf8
+BEGIN
+
+ DECLARE namemodel VARCHAR(500);
+
+ SELECT max(MAE) INTO namemodel FROM Metrices_Model
+ where Enter = "max";
+
+ RETURN namemodel;
+END
\ No newline at end of file
diff --git a/DB/result/sql/usecase.sql b/DB/result/sql/usecase.sql
new file mode 100644
index 0000000..50cc27f
--- /dev/null
+++ b/DB/result/sql/usecase.sql
@@ -0,0 +1,89 @@
+#1. ------找到最好的model
+SELECT me.Model_id, me.RMSE, mm.Model_name, mm.Run_time
+FROM Metrices_Model me inner join Model_Metadata mm
+ON me.Model_id = mm.ID
+order by RMSE desc
+LIMIT 1
+;
+
+# 2. ------同一個model, 不同runtime 的hyper parameter
+SELECT mm.ID, mm.Model_name, mm.Run_time,
+me.RMSE,
+dl. hidden1, hidden2,hidden3,epochs
+FROM Model_Metadata mm left join Deep_learning_model dl
+ON mm.ID = dl.model_id
+JOIN Metrices_Model me
+ON dl.model_id = me.Model_id
+WHERE mm.ID LIKE "DL%"
+ORDER BY mm.Model_name, me.RMSE, mm.Run_time desc
+;
+
+#3. ------同一個 類型 model的average rmse
+SELECT avg(mm.RMSE) as GLM_AVERAGE_rmse
+FROM Metrices_Model mm
+WHERE mm.Model_id LIKE "G%"
+;
+
+# 4. ------高於同一個xg的 avg rmse 的模型name和runtime
+SELECT metr.ID, metr.Model_id,mm.Model_name, mm.Run_time, metr.RMSE
+FROM Metrices_Model metr INNER JOIN Model_Metadata mm
+ON metr.Model_id = mm.ID
+WHERE metr.Model_id LIKE "XG%"
+HAVING metr.RMSE > (
+SELECT avg(metr.RMSE)
+FROM Metrices_Model metr
+WHERE metr.Model_id LIKE "XG%"
+)
+ORDER BY metr.RMSE DESC;
+
+#5. ---- 2000 秒的model 有幾個
+SELECT COUNT(*)
+FROM Model_Metadata mm
+WHERE mm.Run_time = 2000
+order BY mm.Run_time
+;
+
+
+# 6. ---- dl 模型的top 10 rmse
+SELECT metr.ID, metr.Model_id,mm.Model_name, mm.Run_time, metr.RMSE
+FROM Metrices_Model metr INNER JOIN Model_Metadata mm
+ON metr.Model_id = mm.ID
+WHERE metr.Model_id LIKE "XRT%"
+ORDER BY metr.RMSE
+LIMIT 10;
+
+#7. ------Whats the range of the learning rate of all the model in the database,
+
+SELECT
+MIN(gm.ntrees) AS min_ntrees,
+MAX(gm.ntrees) AS max_ntrees,
+MIN(gm.max_depth) AS min_max_depth,
+MAX(gm.max_depth) AS max_max_depth
+FROM GBM_Model gm;
+
+
+#8 ------ city variable > 0.08 的
+SELECT *
+FROM percentage pp
+having pp.city > 0.08
+order by pp.city desc;
+
+# 9 -------- To find all the runtime of a Dataset
+SELECT distinct mm.Run_time
+from Model_Metadata mm
+order by mm.Run_time;
+
+
+# 10 --------- 有那幾種model type, 每一個model type 的數量和最佳 rmse
+SELECT mo.TYPE AS MODEL_TYPE, COUNT(*) AS AMOUNT, MAX(me.RMSE) AS BEST_RMSE
+FROM Model_Metadata mm, Model mo, Metrices_Model me
+WHERE mm.Model_name = mo.Model_name AND mm.ID = me.Model_id
+GROUP BY mo.type
+ORDER BY max(me.RMSE) desc
+;
+
+
+
+
+
+
diff --git a/DB/~$presentation1.pptx b/DB/~$presentation1.pptx
deleted file mode 100644
index cfdd0a9..0000000
Binary files a/DB/~$presentation1.pptx and /dev/null differ
diff --git a/DS/H2O.ipynb b/DS/H2O.ipynb
index 1c352ca..31d3ba0 100644
--- a/DS/H2O.ipynb
+++ b/DS/H2O.ipynb
@@ -28,27 +28,842 @@
"metadata": {},
"outputs": [],
"source": [
- "import matplotlib.pyplot as plt\n",
- "%matplotlib inline\n",
+ "#data_path=None\n",
+ "all_variables=None\n",
+ "test_path=None\n",
"\n",
- "import warnings\n",
- "import matplotlib.cbook\n",
- "warnings.filterwarnings(\"ignore\", category = matplotlib.cbook.mplDeprecation)"
+ "nthreads=1 \n",
+ "min_mem_size=6 \n",
+ "classification=False\n",
+ "scale=False\n",
+ "max_models=9 \n",
+ "model_path=None\n",
+ "balance_y=False \n",
+ "balance_threshold=0.2\n",
+ "name=None \n",
+ "\n",
+ "analysis=0"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1\n"
+ ]
+ }
+ ],
"source": [
- "target='transaction_real_price'"
+ "pct_memory=0.5\n",
+ "virtual_memory=psutil.virtual_memory()\n",
+ "min_mem_size=int(round(int(pct_memory*virtual_memory.available)/1073741824,0))\n",
+ "print(min_mem_size)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
+ "outputs": [],
+ "source": [
+ "target = 'transaction_real_price'\n",
+ "project = 'hyper'\n",
+ "data_path = '/Users/bonnie/6105/project/DS/project/data/trainPriceCleaned.csv'\n",
+ "#root_path = '/Users/bonnie/6105/project/DS/project/results/'\n",
+ "server_path='/Users/bonnie/6105/project/DS/project/results' "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## metadata\n",
+ "def alphabet(n): \n",
+ " alpha='abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ' \n",
+ " str=''\n",
+ " r=len(alpha)-1 \n",
+ " while len(str) < n :\n",
+ " i=random.randint(0,r)\n",
+ " str+=alpha[i] \n",
+ " return str\n",
+ "\n",
+ "def set_meta_data(analysis,run_id,server,data,test,model_path,target,run_time,\n",
+ " classification,scale,model,balance,balance_threshold,name,\n",
+ " path,nthreads,min_mem_size,X, Variable_type):\n",
+ " meta_data={} \n",
+ " meta_data['start_time'] = time.time()\n",
+ " meta_data['target']=target\n",
+ " meta_data['server_path']=server\n",
+ " meta_data['data_path']=data \n",
+ " meta_data['test_path']=test\n",
+ " meta_data['max_models']=model\n",
+ " meta_data['run_time']=run_time\n",
+ " meta_data['run_id'] =run_id\n",
+ " meta_data['scale']=scale\n",
+ " meta_data['classification']=classification\n",
+ " meta_data['scale']=False\n",
+ " meta_data['model_path']=model_path\n",
+ " meta_data['balance']=balance\n",
+ " meta_data['balance_threshold']=balance_threshold\n",
+ " meta_data['project'] =name\n",
+ " meta_data['end_time'] = time.time()\n",
+ " meta_data['execution_time'] = 0.0\n",
+ " meta_data['run_path'] =path\n",
+ " meta_data['nthreads'] = nthreads\n",
+ " meta_data['min_mem_size'] = min_mem_size\n",
+ " meta_data['analysis'] = analysis\n",
+ " meta_data['X']=X\n",
+ " meta_data['variables']=Variable_type\n",
+ "\n",
+ " return meta_data\n",
+ " \n",
+ "\n",
+ "def get_types(df):\n",
+ " d={}\n",
+ " for key, val in df.types.items():\n",
+ " d[key]=val \n",
+ " return d \n",
+ "\n",
+ "def mkdir(path, name):\n",
+ " exist = os.path.exists(path)\n",
+ " if not exist: \n",
+ " os.makedirs(path) \n",
+ " print ('--- create new folder',name, ' ---')\n",
+ " \n",
+ " else:\n",
+ " print (\"--- \", name, \" existed ---\")\n",
+ " \n",
+ "def create_folder(path, name):\n",
+ " exist = os.path.exists(path)\n",
+ " if not exist: \n",
+ " os.makedirs(path) \n",
+ " print ('--- create new folder',name, ' ---')\n",
+ " \n",
+ " else:\n",
+ " print (\"--- \", name, \" existed ---\")\n",
+ " \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 116,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [],
+ "source": [
+ "\n",
+ "def get_leaderBoard(runtime):\n",
+ " aml = H2OAutoML(max_runtime_secs=runtime, \n",
+ " project_name = project)\n",
+ " aml.train(x=X, y=y, training_frame=df)\n",
+ " \n",
+ " board = aml.leaderboard \n",
+ " print ('get_leaderBoard done')\n",
+ " return board\n",
+ "\n",
+ "def board_to_csv(board):\n",
+ " board_csv = board.as_data_frame() \n",
+ " system_date = datetime.date.today()\n",
+ " board_csv['system_date'] = system_date\n",
+ " board_csv['runtime'] = runtime\n",
+ " \n",
+ " name = 'leaderboard'\n",
+ " file = os.path.join(run_path,name)\n",
+ " mkdir(file, name) \n",
+ " \n",
+ " path = file + '/leaderboard'+'_'+run_id+'.csv'\n",
+ " board_csv.to_csv(path, sep=',')\n",
+ " \n",
+ " print ('board_to_csv done')\n",
+ " return board_csv \n",
+ "\n",
+ "\n",
+ "def get_BestModel(board_csv):\n",
+ " id = board_csv['model_id'][0]\n",
+ " best_model = h2o.get_model(id)\n",
+ " return best_model \n",
+ "\n",
+ "\n",
+ "def get_modelList(board_csv):\n",
+ " model_list = []\n",
+ " for index, row in board_csv.iterrows(): \n",
+ " model_list.append(row['model_id'])\n",
+ " return model_list\n",
+ "\n",
+ "\n",
+ "def get_all_varimp(board_csv):\n",
+ " model_list = get_modelList(board_csv) \n",
+ " \n",
+ " bigSi = []\n",
+ " bigPe = []\n",
+ " bigRi = []\n",
+ " for mid in model_list: \n",
+ " model = h2o.get_model(mid)\n",
+ " varimp = model.varimp()\n",
+ " ri = []\n",
+ " si = []\n",
+ " pe = []\n",
+ " try:\n",
+ " ri.append(mid)\n",
+ " si.append(mid)\n",
+ " pe.append(mid)\n",
+ " for item in varimp:\n",
+ " \n",
+ " name = item[0]\n",
+ " #print(name)\n",
+ " rela = item[1]\n",
+ " scal = item[2]\n",
+ " perc = item[3]\n",
+ " ri.append(rela) \n",
+ " si.append(scal)\n",
+ " pe.append(perc)\n",
+ " bigSi.append(si)\n",
+ " bigPe.append(pe)\n",
+ " bigRi.append(ri)\n",
+ " except:\n",
+ " pass\n",
+ " continue\n",
+ " \n",
+ " relative_importance = pd.DataFrame(bigRi, columns = [\n",
+ " 'model_id',\n",
+ " 'exclusive_use_area',\n",
+ " 'city',\n",
+ " 'supply_area',\n",
+ " 'apartment_building_count_in_sites',\n",
+ " 'total_parking_capacity_in_site',\n",
+ " 'room_count',\n",
+ " 'total_household_count_in_sites',\n",
+ " 'floor',\n",
+ " 'bathroom_count',\n",
+ " 'heat_type_district',\n",
+ " 'total_household_count_of_area_type',\n",
+ " 'heat_fuel_cogeneration',\n",
+ " 'heat_type_individual',\n",
+ " 'heat_fuel_gas',\n",
+ " 'front_door_structure_mixed',\n",
+ " 'front_door_structure_stairway',\n",
+ " 'front_door_structure_corridor',\n",
+ " 'heat_type_central' \n",
+ " ])\n",
+ "\n",
+ " \n",
+ " scaled_importance = pd.DataFrame(bigSi, columns = [\n",
+ " 'model_id',\n",
+ " 'exclusive_use_area',\n",
+ " 'city',\n",
+ " 'supply_area',\n",
+ " 'apartment_building_count_in_sites',\n",
+ " 'total_parking_capacity_in_site',\n",
+ " 'room_count',\n",
+ " 'total_household_count_in_sites',\n",
+ " 'floor',\n",
+ " 'bathroom_count',\n",
+ " 'heat_type_district',\n",
+ " 'total_household_count_of_area_type',\n",
+ " 'heat_fuel_cogeneration',\n",
+ " 'heat_type_individual',\n",
+ " 'heat_fuel_gas',\n",
+ " 'front_door_structure_mixed',\n",
+ " 'front_door_structure_stairway',\n",
+ " 'front_door_structure_corridor',\n",
+ " 'heat_type_central', \n",
+ " ])\n",
+ " \n",
+ " percentage = pd.DataFrame(bigPe, columns = [\n",
+ " 'model_id',\n",
+ " 'exclusive_use_area',\n",
+ " 'city',\n",
+ " 'supply_area',\n",
+ " 'apartment_building_count_in_sites',\n",
+ " 'total_parking_capacity_in_site',\n",
+ " 'room_count',\n",
+ " 'total_household_count_in_sites',\n",
+ " 'floor',\n",
+ " 'bathroom_count',\n",
+ " 'heat_type_district',\n",
+ " 'total_household_count_of_area_type',\n",
+ " 'heat_fuel_cogeneration',\n",
+ " 'heat_type_individual',\n",
+ " 'heat_fuel_gas',\n",
+ " 'front_door_structure_mixed',\n",
+ " 'front_door_structure_stairway',\n",
+ " 'front_door_structure_corridor',\n",
+ " 'heat_type_central', \n",
+ " ])\n",
+ " \n",
+ " name = 'varimp'\n",
+ " file = os.path.join(run_path,name)\n",
+ " mkdir(file, name) \n",
+ " \n",
+ " \n",
+ " path1 = file+'/varimp_relative_importance'+'_'+run_id+'.csv'\n",
+ " relative_importance.to_csv(path1, sep=',')\n",
+ " \n",
+ " \n",
+ " path2 = file+'/varimp_scaled_importance'+'_'+run_id+'.csv'\n",
+ " scaled_importance.to_csv(path2, sep=',')\n",
+ " \n",
+ " path3 = file+'/varimp_percentage'+'_'+run_id+'.csv'\n",
+ " percentage.to_csv(path3, sep=',')\n",
+ " print('all varimp done')\n",
+ " return percentage \n",
+ "\n",
+ "def get_DL_params(board_csv, model_list, name): \n",
+ "\n",
+ " all_params = []\n",
+ " \n",
+ " for i in model_list: \n",
+ " dqw = int(i)\n",
+ " idg = board_csv['model_id'][dqw]\n",
+ " \n",
+ " \n",
+ " \n",
+ " model = h2o.get_model(idg)\n",
+ " params = model.params \n",
+ " \n",
+ " model_id = params['model_id']['actual']['name']\n",
+ " \n",
+ " if 'l2' in params:\n",
+ " l2= params['l2']['actual']\n",
+ " else:\n",
+ " l2 = 'None'\n",
+ " print(' l2 not exist')\n",
+ " \n",
+ " l1= params['l1']['actual'] \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " max_w2= params['max_w2']['actual'] \n",
+ " momentum_ramp= params['momentum_ramp']['actual'] \n",
+ " momentum_stable= params['momentum_stable']['actual'] \n",
+ " momentum_start= params['momentum_start']['actual'] \n",
+ " rate_annealing= params['rate_annealing']['actual'] \n",
+ " rate= params['rate']['actual'] \n",
+ " adaptive_rate= params['adaptive_rate']['actual'] \n",
+ " score_duty_cycle= params['score_duty_cycle']['actual'] \n",
+ " score_validation_samples= params['score_validation_samples']['actual'] \n",
+ " epochs= params['epochs']['actual'] \n",
+ " hidden= params['hidden']['actual'] \n",
+ " overwrite_with_best_model= params['overwrite_with_best_model']['actual'] \n",
+ " \n",
+ " params_GLM = { \n",
+ " 'model_id': model_id, \n",
+ " 'overwrite_with_best_model' : overwrite_with_best_model,\n",
+ " 'hidden' : hidden,\n",
+ " 'epochs' : epochs,\n",
+ " 'score_validation_samples' : score_validation_samples,\n",
+ " 'score_duty_cycle' : score_duty_cycle,\n",
+ " 'adaptive_rate' : adaptive_rate,\n",
+ " 'rate' : rate,\n",
+ " 'rate_annealing' : rate_annealing, \n",
+ " 'momentum_start' : momentum_start,\n",
+ " 'momentum_stable' : momentum_stable,\n",
+ " 'momentum_ramp' : momentum_ramp,\n",
+ " 'l1' : l1,\n",
+ " 'l2' : l2,\n",
+ " 'max_w2' : max_w2,\n",
+ " }\n",
+ " \n",
+ " all_params.append(params_GLM) \n",
+ " \n",
+ " print ('HP done') \n",
+ " df = pd.DataFrame(all_params, \n",
+ " columns = [\n",
+ " 'model_id', \n",
+ " 'overwrite_with_best_model', \n",
+ " 'hidden', \n",
+ " 'epochs', \n",
+ " 'score_validation_samples', \n",
+ " 'score_duty_cycle', \n",
+ " 'adaptive_rate', \n",
+ " 'rate', \n",
+ " 'rate_annealing', \n",
+ " 'momentum_start', \n",
+ " 'momentum_stable', \n",
+ " 'momentum_ramp', \n",
+ " 'l1', \n",
+ " 'l2', \n",
+ " 'max_w2', \n",
+ " ])\n",
+ " \n",
+ " name = 'hyperparameter'\n",
+ " file = os.path.join(run_path,name)\n",
+ " mkdir(file, name)\n",
+ " \n",
+ "\n",
+ " path = file+ '/hyperparameter'+'_DL_'+run_id+'.csv'\n",
+ "\n",
+ " df.to_csv(path, sep=',')\n",
+ " print ('HP_to_csv done')\n",
+ " return df\n",
+ "\n",
+ " \n",
+ "def get_XG_params(board_csv, model_list, name): \n",
+ "\n",
+ " all_params = [] \n",
+ " for i in model_list: \n",
+ " dqw = int(i) \n",
+ " idg = board_csv['model_id'][dqw] \n",
+ " \n",
+ " model = h2o.get_model(idg)\n",
+ " params = model.params \n",
+ "\n",
+ " model_id = params['model_id']['actual']['name']\n",
+ " reg_alpha= params['reg_alpha']['actual'] \n",
+ " reg_lambda= params['reg_lambda']['actual'] \n",
+ " booster= params['booster']['actual'] \n",
+ " col_sample_rate_per_tree= params['col_sample_rate_per_tree']['actual'] \n",
+ " col_sample_rate= params['col_sample_rate']['actual'] \n",
+ " sample_rate= params['sample_rate']['actual'] \n",
+ " min_sum_hessian_in_leaf= params['min_sum_hessian_in_leaf']['actual'] \n",
+ " min_rows= params['min_rows']['actual'] \n",
+ " max_depth= params['max_depth']['actual'] \n",
+ " ntrees= params['ntrees']['actual'] \n",
+ " \n",
+ " params_GLM = { \n",
+ " 'model_id': model_id, \n",
+ " 'ntrees' : ntrees, \n",
+ " 'max_depth' : max_depth, \n",
+ " 'min_rows' : min_rows,\n",
+ " 'min_sum_hessian_in_leaf' : min_sum_hessian_in_leaf,\n",
+ " 'sample_rate' : sample_rate, \n",
+ " 'col_sample_rate' : col_sample_rate,\n",
+ " 'col_sample_rate_per_tree' : col_sample_rate_per_tree,\n",
+ " 'booster' : booster,\n",
+ " 'reg_lambda' : reg_lambda,\n",
+ " 'reg_alpha' : reg_alpha\n",
+ " }\n",
+ " all_params.append(params_GLM) \n",
+ " print ('HP done')\n",
+ " \n",
+ " df = pd.DataFrame(all_params, \n",
+ " columns = [\n",
+ " 'model_id' , 'ntrees',\n",
+ " 'max_depth', 'min_rows' ,\n",
+ " 'min_sum_hessian_in_leaf', \n",
+ " 'sample_rate',\n",
+ " 'col_sample_rate' ,\n",
+ " 'col_sample_rate_per_tree' , \n",
+ " 'booster' ,\n",
+ " 'reg_lambda' ,\n",
+ " 'reg_alpha' ])\n",
+ " \n",
+ "\n",
+ " \n",
+ " name = 'hyperparameter'\n",
+ " file = os.path.join(run_path,name)\n",
+ " \n",
+ " path = file+ '/hyperparameter'+'_XGBoost_'+run_id+'.csv'\n",
+ " df.to_csv(path, sep=',')\n",
+ " \n",
+ " print ('HP_to_csv done')\n",
+ "\n",
+ " return df\n",
+ "\n",
+ "def get_DRF_params(board_csv, model_list, name): \n",
+ "\n",
+ " all_params = []\n",
+ " \n",
+ " \n",
+ " for i in model_list: \n",
+ " \n",
+ " dqw = int(i)\n",
+ " \n",
+ " idg = board_csv['model_id'][dqw]\n",
+ " \n",
+ " \n",
+ " model = h2o.get_model(idg)\n",
+ " params = model.params \n",
+ " \n",
+ " \n",
+ " model_id = params['model_id']['actual']['name']\n",
+ " stopping_tolerance= params['stopping_tolerance']['actual'] \n",
+ " seed= params['seed']['actual'] \n",
+ " score_each_iteration= params['score_each_iteration']['actual'] \n",
+ " stopping_rounds= params['stopping_rounds']['actual'] \n",
+ " max_depth= params['max_depth']['actual'] \n",
+ " ntrees= params['ntrees']['actual'] \n",
+ " min_rows= params['min_rows']['actual'] \n",
+ " max_after_balance_size= params['max_after_balance_size']['actual'] \n",
+ " class_sampling_factors= params['class_sampling_factors']['actual'] \n",
+ " balance_classes= params['balance_classes']['actual'] \n",
+ " \n",
+ " params_common = {\n",
+ " 'model_id': model_id,\n",
+ " 'balance_classes' : balance_classes,\n",
+ " 'class_sampling_factors' : class_sampling_factors,\n",
+ " 'max_after_balance_size' : max_after_balance_size,\n",
+ " 'min_rows' : min_rows,\n",
+ " 'ntrees' : ntrees,\n",
+ " 'max_depth' : max_depth,\n",
+ " 'stopping_rounds' : stopping_rounds,\n",
+ " 'score_each_iteration' : score_each_iteration, \n",
+ " 'stopping_tolerance' : stopping_tolerance,\n",
+ " 'seed' : seed\n",
+ " }\n",
+ " all_params.append(params_common) \n",
+ " \n",
+ " print ('HP done')\n",
+ " \n",
+ " df = pd.DataFrame(all_params, \n",
+ " columns = [\n",
+ " 'model_id' , \n",
+ " 'balance_classes' ,\n",
+ " 'class_sampling_factors' ,\n",
+ " 'max_after_balance_size' , \n",
+ " 'min_rows' , \n",
+ " 'ntrees' , \n",
+ " 'max_depth' , \n",
+ " 'stopping_rounds' ,\n",
+ " 'score_each_iteration' ,\n",
+ " 'stopping_tolerance' , \n",
+ " 'seed' ,\n",
+ " ])\n",
+ "\n",
+ " name = 'hyperparameter'\n",
+ " file = os.path.join(run_path,name)\n",
+ " \n",
+ "\n",
+ " path = file+ '/hyperparameter'+'_DRF_'+run_id+'.csv'\n",
+ " df.to_csv(path, sep=',')\n",
+ " \n",
+ " print ('HP_to_csv done')\n",
+ "\n",
+ " return df\n",
+ "\n",
+ "\n",
+ "def get_XRT_params(board_csv, model_list, name): \n",
+ "\n",
+ " all_params = []\n",
+ " \n",
+ " \n",
+ " for i in model_list: \n",
+ " \n",
+ " dqw = int(i)\n",
+ " \n",
+ " idg = board_csv['model_id'][dqw]\n",
+ " \n",
+ " \n",
+ " model = h2o.get_model(idg)\n",
+ " params = model.params \n",
+ " \n",
+ " model_id = params['model_id']['actual']['name']\n",
+ " \n",
+ " stopping_tolerance= params['stopping_tolerance']['actual'] \n",
+ " \n",
+ " seed= params['seed']['actual'] \n",
+ " \n",
+ " score_each_iteration= params['score_each_iteration']['actual'] \n",
+ " \n",
+ " stopping_rounds= params['stopping_rounds']['actual'] \n",
+ " \n",
+ " max_depth= params['max_depth']['actual'] \n",
+ " \n",
+ " ntrees= params['ntrees']['actual'] \n",
+ " min_rows= params['min_rows']['actual'] \n",
+ " \n",
+ " \n",
+ " max_after_balance_size= params['max_after_balance_size']['actual'] \n",
+ " \n",
+ " \n",
+ " class_sampling_factors= params['class_sampling_factors']['actual'] \n",
+ " \n",
+ " \n",
+ " balance_classes= params['balance_classes']['actual'] \n",
+ "\n",
+ " \n",
+ " \n",
+ " params_common = {\n",
+ " 'model_id': model_id,\n",
+ " 'balance_classes' : balance_classes,\n",
+ " 'class_sampling_factors' : class_sampling_factors,\n",
+ " 'max_after_balance_size' : max_after_balance_size,\n",
+ " 'min_rows' : min_rows,\n",
+ " 'ntrees' : ntrees,\n",
+ " 'max_depth' : max_depth,\n",
+ " 'stopping_rounds' : stopping_rounds,\n",
+ " 'score_each_iteration' : score_each_iteration, \n",
+ " 'stopping_tolerance' : stopping_tolerance,\n",
+ " 'seed' : seed\n",
+ " }\n",
+ " \n",
+ " all_params.append(params_common) \n",
+ " \n",
+ " print ('HP done')\n",
+ " \n",
+ " df = pd.DataFrame(all_params, \n",
+ " columns = [\n",
+ " 'model_id' , \n",
+ " 'balance_classes' , \n",
+ " 'class_sampling_factors' , \n",
+ " 'max_after_balance_size' , \n",
+ " 'min_rows' , \n",
+ " 'ntrees' , \n",
+ " 'max_depth' , \n",
+ " 'stopping_rounds' , \n",
+ " 'score_each_iteration' , \n",
+ " 'stopping_tolerance' , \n",
+ " 'seed' ,\n",
+ " ])\n",
+ "\n",
+ " name = 'hyperparameter'\n",
+ " file = os.path.join(run_path,name)\n",
+ " \n",
+ " \n",
+ " path = file + '/hyperparameter'+'_XRT_'+run_id+'.csv'\n",
+ " df.to_csv(path, sep=',')\n",
+ " \n",
+ " print ('HP_to_csv done')\n",
+ "\n",
+ " return df\n",
+ "\n",
+ "\n",
+ "\n",
+ "def get_GBM_params(board_csv, model_list, name): \n",
+ "\n",
+ " all_params = []\n",
+ " \n",
+ " for i in model_list: \n",
+ " \n",
+ " dqw = int(i)\n",
+ " \n",
+ " idg = board_csv['model_id'][dqw]\n",
+ "\n",
+ " model = h2o.get_model(idg)\n",
+ " params = model.params \n",
+ " \n",
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " model_id = params['model_id']['actual']['name']\n",
+ " \n",
+ " if 'stopping_rounds' in params:\n",
+ " stopping_rounds= params['stopping_rounds']['actual']\n",
+ " else:\n",
+ " stopping_rounds = 'None'\n",
+ " print('stopping_rounds not exist')\n",
+ " \n",
+ " if 'stopping_metric' in params:\n",
+ " stopping_metric= params['stopping_metric']['actual']\n",
+ " \n",
+ " else:\n",
+ " stopping_metric = 'None'\n",
+ " print('stopping_metric not exist')\n",
+ " \n",
+ " if 'stopping_tolerance' in params:\n",
+ " stopping_tolerance= params['stopping_tolerance']['actual']\n",
+ " else:\n",
+ " stopping_tolerance = 'None'\n",
+ " print('topping_tolerance not exist')\n",
+ " \n",
+ " if 'col_sample_rate' in params:\n",
+ " col_sample_rate= params['col_sample_rate']['actual'] \n",
+ " else:\n",
+ " col_sample_rate = 'None'\n",
+ " print('col_sample_rate not exist') \n",
+ " \n",
+ " if 'sample_rate' in params:\n",
+ " sample_rate= params['sample_rate']['actual'] \n",
+ " else:\n",
+ " sample_rate = 'None'\n",
+ " print(' sample_rate not exist') \n",
+ " \n",
+ " if 'max_depth' in params:\n",
+ " max_depth= params['max_depth']['actual'] \n",
+ " else:\n",
+ " max_depth = 'None'\n",
+ " print(' max_depth not exist') \n",
+ " \n",
+ " if 'learn_rate' in params:\n",
+ " learn_rate= params['learn_rate']['actual'] \n",
+ " else:\n",
+ " learn_rate = 'None'\n",
+ " print(' learn_rate not exist') \n",
+ " \n",
+ " if 'ntrees' in params:\n",
+ " ntrees= params['ntrees']['actual'] \n",
+ " else:\n",
+ " ntrees = 'None'\n",
+ " print(' ntrees not exist') \n",
+ " \n",
+ " seed= params['seed']['actual'] \n",
+ " \n",
+ " \n",
+ " score_each_iteration= params['score_each_iteration']['actual'] \n",
+ " \n",
+ " params_common = {\n",
+ " 'model_id': model_id,\n",
+ " 'ntrees' : ntrees,\n",
+ " 'learn_rate' : learn_rate,\n",
+ " 'max_depth' : max_depth,\n",
+ " 'sample_rate' : sample_rate,\n",
+ " 'col_sample_rate' : col_sample_rate,\n",
+ " 'score_each_iteration' : score_each_iteration,\n",
+ " 'seed' : seed,\n",
+ "\n",
+ " 'stopping_rounds' : stopping_rounds, \n",
+ " 'stopping_metric' : stopping_metric,\n",
+ " 'stopping_tolerance' : stopping_tolerance\n",
+ " }\n",
+ " \n",
+ " \n",
+ " all_params.append(params_common) \n",
+ " \n",
+ " print ('HP done')\n",
+ " \n",
+ " df = pd.DataFrame(all_params, \n",
+ " columns = [\n",
+ " 'model_id' , \n",
+ " 'ntrees' , \n",
+ " 'learn_rate' , \n",
+ " 'max_depth' , \n",
+ " 'sample_rate' , \n",
+ " 'col_sample_rate' , \n",
+ " 'score_each_iteration' , \n",
+ " 'seed' , \n",
+ " 'stopping_rounds' , \n",
+ " 'stopping_metric' , \n",
+ " 'stopping_tolerance' \n",
+ " ])\n",
+ "\n",
+ " name = 'hyperparameter'\n",
+ " file = os.path.join(run_path,name)\n",
+ " \n",
+ " path = file + '/hyperparameter'+'_GBM_'+run_id+'.csv'\n",
+ " df.to_csv(path, sep=',')\n",
+ " \n",
+ " print ('HP_to_csv done')\n",
+ "\n",
+ " return df\n",
+ "\n",
+ "\n",
+ " \n",
+ "\n",
+ "def get_GLM_params(board_csv, model_list, name): \n",
+ "\n",
+ " all_params = []\n",
+ " \n",
+ " for i in model_list: \n",
+ " dqw = int(i)\n",
+ " idg = board_csv['model_id'][dqw]\n",
+ " \n",
+ " \n",
+ " \n",
+ " model = h2o.get_model(idg)\n",
+ " params = model.params \n",
+ " \n",
+ " model_id = params['model_id']['actual']['name']\n",
+ " \n",
+ "\n",
+ " \n",
+ " standardize= params['standardize']['actual'] \n",
+ " \n",
+ " missing_values_handling= params['missing_values_handling']['actual'] \n",
+ " \n",
+ " lambda1 = params['lambda']['actual'] \n",
+ " \n",
+ " alpha= params['alpha']['actual'] \n",
+ " tweedie_link_power= params['tweedie_link_power']['actual'] \n",
+ " \n",
+ " tweedie_variance_power= params['tweedie_variance_power']['actual'] \n",
+ " \n",
+ " seed= params['seed']['actual'] \n",
+ " \n",
+ " \n",
+ " params_GLM = { \n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ " 'model_id': model_id, \n",
+ " 'seed': seed, \n",
+ " \n",
+ " 'tweedie_variance_power': tweedie_variance_power, \n",
+ " \n",
+ " 'tweedie_link_power': tweedie_link_power, \n",
+ " 'alpha': alpha, \n",
+ " 'lambda': lambda1, \n",
+ " \n",
+ " 'missing_values_handling': missing_values_handling, \n",
+ " 'standardize': standardize, \n",
+ " \n",
+ " }\n",
+ " \n",
+ " all_params.append(params_GLM) \n",
+ " \n",
+ " print ('HP done')\n",
+ " \n",
+ " df = pd.DataFrame(all_params, \n",
+ " columns = [\n",
+ "'model_id' ,\n",
+ "'seed' ,\n",
+ "'tweedie_variance_power' ,\n",
+ "'tweedie_link_power' ,\n",
+ "'alpha' ,\n",
+ "'lambda' ,\n",
+ "'missing_values_handling' ,\n",
+ "'standardize' , \n",
+ " ])\n",
+ "\n",
+ " \n",
+ " name = 'hyperparameter'\n",
+ " file = os.path.join(run_path,name)\n",
+ " \n",
+ "\n",
+ " path = file+ '/hyperparameter'+'_GLM_'+run_id+'.csv'\n",
+ " df.to_csv(path, sep=',')\n",
+ " \n",
+ " print ('HP_to_csv done')\n",
+ "\n",
+ " return df\n",
+ "\n",
+ "\n",
+ "def get_every_params(board_csv):\n",
+ " \n",
+ " model_list = get_modelList(board_csv)\n",
+ " for i in model_list:\n",
+ " print(i)\n",
+ " param = []\n",
+ " model = h2o.get_model(i)\n",
+ " paramItem = model.params\n",
+ " param.append(paramItem)\n",
+ "\n",
+ " \n",
+ " name = 'param'\n",
+ " file = os.path.join(run_path,name)\n",
+ " mkdir(file, name) \n",
+ " \n",
+ " \n",
+ " path = file + '/param_' + run_id +'_'+ i + '.json'\n",
+ " with open (path, 'w') as f :\n",
+ " json.dump(param, f)\n",
+ " \n",
+ "def get_best_models (best_models, model_set):\n",
+ " best = []\n",
+ " for i in best_models:\n",
+ " model = model_set[i]\n",
+ " best.append(model)\n",
+ " return best \n",
+ "\n",
+ "\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
"outputs": [
{
"name": "stdout",
@@ -58,9 +873,9 @@
"Attempting to start a local H2O server...\n",
" Java Version: java version \"1.8.0_191\"; Java(TM) SE Runtime Environment (build 1.8.0_191-b12); Java HotSpot(TM) 64-Bit Server VM (build 25.191-b12, mixed mode)\n",
" Starting server from /Users/bonnie/anaconda3/lib/python3.7/site-packages/h2o/backend/bin/h2o.jar\n",
- " Ice root: /var/folders/f1/2lb7b2n57j9d7ktf62rd4mkh0000gn/T/tmpq62b55df\n",
- " JVM stdout: /var/folders/f1/2lb7b2n57j9d7ktf62rd4mkh0000gn/T/tmpq62b55df/h2o_bonnie_started_from_python.out\n",
- " JVM stderr: /var/folders/f1/2lb7b2n57j9d7ktf62rd4mkh0000gn/T/tmpq62b55df/h2o_bonnie_started_from_python.err\n",
+ " Ice root: /var/folders/f1/2lb7b2n57j9d7ktf62rd4mkh0000gn/T/tmp4uhciagr\n",
+ " JVM stdout: /var/folders/f1/2lb7b2n57j9d7ktf62rd4mkh0000gn/T/tmp4uhciagr/h2o_bonnie_started_from_python.out\n",
+ " JVM stderr: /var/folders/f1/2lb7b2n57j9d7ktf62rd4mkh0000gn/T/tmp4uhciagr/h2o_bonnie_started_from_python.err\n",
" Server is running at http://127.0.0.1:54321\n",
"Connecting to H2O server at http://127.0.0.1:54321 ... successful.\n"
]
@@ -77,9 +892,9 @@
"
| H2O cluster version: | \n",
"3.24.0.1 |
\n",
"| H2O cluster version age: | \n",
- "15 days |
\n",
+ "24 days | \n",
"| H2O cluster name: | \n",
- "H2O_from_python_bonnie_lh008k |
\n",
+ "H2O_from_python_bonnie_lkwcy3 | \n",
"| H2O cluster total nodes: | \n",
"1 |
\n",
"| H2O cluster free memory: | \n",
@@ -107,8 +922,8 @@
"H2O cluster timezone: America/New_York\n",
"H2O data parsing timezone: UTC\n",
"H2O cluster version: 3.24.0.1\n",
- "H2O cluster version age: 15 days\n",
- "H2O cluster name: H2O_from_python_bonnie_lh008k\n",
+ "H2O cluster version age: 24 days\n",
+ "H2O cluster name: H2O_from_python_bonnie_lkwcy3\n",
"H2O cluster total nodes: 1\n",
"H2O cluster free memory: 1.778 Gb\n",
"H2O cluster total cores: 4\n",
@@ -132,8 +947,10 @@
},
{
"cell_type": "code",
- "execution_count": 5,
- "metadata": {},
+ "execution_count": 11,
+ "metadata": {
+ "scrolled": false
+ },
"outputs": [
{
"name": "stdout",
@@ -144,12 +961,12 @@
}
],
"source": [
- "df = h2o.import_file(path = 'data/trainPriceCleaned.csv')"
+ "df = h2o.import_file(path = data_path)"
]
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 12,
"metadata": {
"scrolled": true
},
@@ -158,7 +975,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Rows:4465\n",
+ "Rows:7420\n",
"Cols:19\n",
"\n",
"\n"
@@ -169,26 +986,26 @@
"text/html": [
"\n",
"\n",
- "| | transaction_real_price | city | exclusive_use_area | floor | total_parking_capacity_in_site | total_household_count_in_sites | apartment_building_count_in_sites | supply_area | total_household_count_of_area_type | room_count | bathroom_count | heat_fuel_cogeneration | heat_fuel_gas | heat_type_central | heat_type_district | heat_type_individual | front_door_structure_corridor | front_door_structure_mixed | front_door_structure_stairway |
\n",
+ "| | transaction_real_price | city | exclusive_use_area | floor | total_parking_capacity_in_site | total_household_count_in_sites | apartment_building_count_in_sites | supply_area | total_household_count_of_area_type | room_count | bathroom_count | heat_fuel_cogeneration | heat_fuel_gas | heat_type_central | heat_type_district | heat_type_individual | front_door_structure_corridor | front_door_structure_mixed | front_door_structure_stairway |
\n",
"\n",
"\n",
- "| type | int | int | real | int | int | int | int | real | int | int | int | int | int | int | int | int | int | int | int |
\n",
- "| mins | 15150000.0 | 0.0 | 23.32 | 1.0 | 0.0 | 100.0 | 1.0 | 25.52 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
\n",
- "| mean | 407325225.0839865 | 0.6326987681970885 | 78.98916750279955 | 10.478387458006718 | 1358.196640537514 | 1205.4591265397537 | 13.059350503919374 | 101.8436640537514 | 302.55341545352746 | 2.9393057110862264 | 1.5979843225083987 | 0.23829787234042554 | 0.7617021276595745 | 0.08421052631578947 | 0.23852183650615902 | 0.6772676371780515 | 0.26382978723404255 | 0.01702127659574468 | 0.7191489361702128 |
\n",
- "| maxs | 3878340000.0 | 1.0 | 244.8647 | 59.0 | 9766.0 | 6864.0 | 124.0 | 309.36 | 2960.0 | 6.0 | 3.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 |
\n",
- "| sigma | 316990725.1286814 | 0.48212352757671595 | 27.536207663209645 | 7.258355776752853 | 1511.328449626355 | 1147.2439103271977 | 14.478395659958464 | 32.50384704917918 | 342.17734963028045 | 0.6466331065494135 | 0.5029887953511339 | 0.4260899642891898 | 0.4260899642891898 | 0.27773438634871633 | 0.42622747160873403 | 0.4675736829724452 | 0.4407574610598276 | 0.12936499080697303 | 0.4494652253397927 |
\n",
- "| zeros | 0 | 1640 | 0 | 0 | 5 | 0 | 0 | 0 | 54 | 8 | 8 | 3401 | 1064 | 4089 | 3400 | 1441 | 3287 | 4389 | 1254 |
\n",
- "| missing | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
\n",
- "| 0 | 570000000.0 | 1.0 | 84.91 | 15.0 | 1391.0 | 1606.0 | 15.0 | 104.75 | 958.0 | 3.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
- "| 1 | 1050000000.0 | 1.0 | 84.99 | 17.0 | 7876.0 | 5563.0 | 65.0 | 109.35 | 828.0 | 3.0 | 2.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 |
\n",
- "| 2 | 586050000.0 | 0.0 | 156.7997 | 13.0 | 857.0 | 390.0 | 4.0 | 198.7 | 154.0 | 3.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
- "| 3 | 389370000.0 | 1.0 | 84.93 | 9.0 | 492.0 | 455.0 | 6.0 | 109.81 | 78.0 | 3.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
- "| 4 | 1130000000.0 | 1.0 | 76.5 | 6.0 | 3930.0 | 3930.0 | 30.0 | 112.39 | 1170.0 | 3.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 |
\n",
- "| 5 | 128000000.0 | 0.0 | 84.92 | 10.0 | 225.0 | 343.0 | 1.0 | 125.62 | 164.0 | 3.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
- "| 6 | 350000000.0 | 1.0 | 59.54 | 26.0 | 2990.0 | 2182.0 | 22.0 | 76.62 | 176.0 | 3.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
- "| 7 | 305000000.0 | 1.0 | 84.96 | 9.0 | 169.0 | 165.0 | 1.0 | 111.28 | 60.0 | 3.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
- "| 8 | 315000000.0 | 1.0 | 60.054 | 4.0 | 635.0 | 620.0 | 22.0 | 81.54 | 256.0 | 3.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
- "| 9 | 350000000.0 | 1.0 | 84.99 | 6.0 | 209.0 | 194.0 | 2.0 | 108.79 | 108.0 | 3.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
+ "| type | int | int | real | int | int | int | int | real | int | int | int | int | int | int | int | int | int | int | int |
\n",
+ "| mins | 28600000.0 | 0.0 | 16.396 | -4.0 | 0.0 | 100.0 | 1.0 | 24.96 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
\n",
+ "| mean | 401904324.7978437 | 0.6277628032345014 | 79.57798296091643 | 10.281266846361186 | 1326.68962264151 | 1196.5971698113208 | 12.947035040431269 | 102.35219946091645 | 297.8854447439353 | 2.9510781671159023 | 1.5950134770889488 | 0.22964959568733154 | 0.7703504043126684 | 0.08530997304582211 | 0.22870619946091644 | 0.6859838274932615 | 0.26037735849056604 | 0.016576819407008087 | 0.7230458221024259 |
\n",
+ "| maxs | 4800000000.0 | 1.0 | 245.39 | 67.0 | 9766.0 | 6864.0 | 124.0 | 330.94 | 2960.0 | 6.0 | 4.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 |
\n",
+ "| sigma | 314069510.04207134 | 0.4834337215862094 | 27.702214175338888 | 7.166872728819669 | 1435.7567760273569 | 1120.177079019069 | 14.323069318465302 | 32.72297213938289 | 326.5671910815279 | 0.6654431461519643 | 0.5087210187281898 | 0.42063583360019435 | 0.42063583360019435 | 0.279361234656427 | 0.4200279163751083 | 0.46415412399704764 | 0.4388700804175143 | 0.12768800178704753 | 0.44752380140791603 |
\n",
+ "| zeros | 0 | 2762 | 0 | 0 | 1 | 0 | 0 | 0 | 74 | 20 | 20 | 5716 | 1704 | 6787 | 5723 | 2330 | 5488 | 7297 | 2055 |
\n",
+ "| missing | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
\n",
+ "| 0 | 135000000.0 | 0.0 | 82.32 | 4.0 | 224.0 | 200.0 | 8.0 | 88.51 | 20.0 | 3.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 |
\n",
+ "| 1 | 145000000.0 | 0.0 | 59.948 | 19.0 | 1497.0 | 1280.0 | 11.0 | 85.37 | 168.0 | 3.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
+ "| 2 | 94500000.0 | 0.0 | 59.92 | 14.0 | 559.0 | 848.0 | 3.0 | 80.44 | 598.0 | 3.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
+ "| 3 | 308000000.0 | 0.0 | 84.99 | 16.0 | 1573.0 | 1733.0 | 13.0 | 102.69 | 628.0 | 3.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
+ "| 4 | 538000000.0 | 1.0 | 59.88 | 16.0 | 2173.0 | 2036.0 | 19.0 | 85.12 | 895.0 | 3.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 |
\n",
+ "| 5 | 1265000000.0 | 1.0 | 115.47 | 3.0 | 1444.0 | 1848.0 | 36.0 | 143.81 | 102.0 | 4.0 | 2.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 |
\n",
+ "| 6 | 206000000.0 | 0.0 | 84.98 | 2.0 | 243.0 | 170.0 | 2.0 | 107.32 | 54.0 | 3.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
+ "| 7 | 1120000000.0 | 1.0 | 126.18 | 7.0 | 5540.0 | 5539.0 | 122.0 | 161.98 | 76.0 | 4.0 | 2.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 |
\n",
+ "| 8 | 382000000.0 | 1.0 | 84.09 | 2.0 | 2366.0 | 1971.0 | 28.0 | 105.32 | 394.0 | 3.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
+ "| 9 | 565000000.0 | 1.0 | 59.9 | 18.0 | 2776.0 | 2298.0 | 27.0 | 82.54 | 384.0 | 3.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
\n",
"\n",
"
"
]
@@ -203,438 +1020,300 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 13,
"metadata": {
- "scrolled": false
+ "scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "['city', 'exclusive_use_area', 'floor', 'total_parking_capacity_in_site', 'total_household_count_in_sites', 'apartment_building_count_in_sites', 'supply_area', 'total_household_count_of_area_type', 'room_count', 'bathroom_count', 'heat_fuel_cogeneration', 'heat_fuel_gas', 'heat_type_central', 'heat_type_district', 'heat_type_individual', 'front_door_structure_corridor', 'front_door_structure_mixed', 'front_door_structure_stairway']\n"
+ "['city', 'exclusive_use_area', 'floor', 'total_parking_capacity_in_site', 'total_household_count_in_sites', 'apartment_building_count_in_sites', 'supply_area', 'total_household_count_of_area_type', 'room_count', 'bathroom_count', 'heat_fuel_cogeneration', 'heat_fuel_gas', 'heat_type_central', 'heat_type_district', 'heat_type_individual', 'front_door_structure_corridor', 'front_door_structure_mixed', 'front_door_structure_stairway']\n",
+ "target: transaction_real_price\n"
]
}
],
"source": [
"X = [name for name in df.columns if name != target]\n",
- "print(X)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Set target and predictor variables\n",
"y = target\n",
- "project = 'hyper'"
+ "\n",
+ "\n",
+ "print(X)\n",
+ "print('target: ', y)"
]
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 14,
"metadata": {
"scrolled": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'transaction_real_price': 'int',\n",
+ " 'city': 'int',\n",
+ " 'exclusive_use_area': 'real',\n",
+ " 'floor': 'int',\n",
+ " 'total_parking_capacity_in_site': 'int',\n",
+ " 'total_household_count_in_sites': 'int',\n",
+ " 'apartment_building_count_in_sites': 'int',\n",
+ " 'supply_area': 'real',\n",
+ " 'total_household_count_of_area_type': 'int',\n",
+ " 'room_count': 'int',\n",
+ " 'bathroom_count': 'int',\n",
+ " 'heat_fuel_cogeneration': 'int',\n",
+ " 'heat_fuel_gas': 'int',\n",
+ " 'heat_type_central': 'int',\n",
+ " 'heat_type_district': 'int',\n",
+ " 'heat_type_individual': 'int',\n",
+ " 'front_door_structure_corridor': 'int',\n",
+ " 'front_door_structure_mixed': 'int',\n",
+ " 'front_door_structure_stairway': 'int'}"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "def get_leaderBoard(runtime):\n",
- " aml = H2OAutoML(max_runtime_secs=runtime, \n",
- " project_name = project)\n",
- " aml.train(x=X, y=y, training_frame=df)\n",
- " \n",
- " board = aml.leaderboard \n",
- " print ('get_leaderBoard done')\n",
- " return board"
+ "Variable_type=get_types(df)\n",
+ "Variable_type"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# MODEL 1 ( 300 ) "
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
- "def board_to_csv(board, runtime):\n",
- " board_csv = board.as_data_frame() \n",
- " system_date = datetime.date.today()\n",
- " board_csv['system_date'] = system_date\n",
- " board_csv['runtime'] = runtime\n",
- " print ('board_to_csv done')\n",
- " return board_csv "
+ "runtime = 300"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 16,
"metadata": {
"scrolled": true
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "MhjELnB300\n"
+ ]
+ }
+ ],
"source": [
- "def get_modelList(board_csv):\n",
- " model_list = []\n",
- " for index, row in board_csv.iterrows(): \n",
- " model_list.append(row['model_id'])\n",
- " return model_list"
+ "rtime = str(runtime)\n",
+ "run_id= alphabet(7) + rtime\n",
+ "\n",
+ "run_path = os.path.join(server_path,run_id)\n",
+ "os.mkdir(run_path)\n",
+ "os.chdir(run_path) \n",
+ "\n",
+ "print (run_id)"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 17,
"metadata": {},
- "outputs": [],
- "source": [
- "def get_all_params(board_csv):\n",
- " all_params = []\n",
- " model_list = get_modelList(board_csv)\n",
- " for i in model_list: \n",
- " print (i)\n",
- " model = h2o.get_model(i)\n",
- " params = model.params \n",
- " all_params.append(params)\n",
- " print (\"get_all_params done\")\n",
- " print ('model_list : ', len(model_list))\n",
- " print ('all_params : ', len(all_params))\n",
- " return all_params"
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/Users/bonnie/6105/project/DS/project/results/MhjELnB300/logs MhjELnB300_autoh2o_log.zip\n"
+ ]
+ }
+ ],
+ "source": [
+ "logfile=run_id+'_autoh2o_log.zip'\n",
+ "logs_path=os.path.join(run_path,'logs')\n",
+ "print(logs_path,' ',logfile)"
]
},
{
"cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [],
+ "execution_count": 19,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'start_time': 1556176588.4232352, 'target': 'transaction_real_price', 'server_path': '/Users/bonnie/6105/project/DS/project/results', 'data_path': '/Users/bonnie/6105/project/DS/project/data/trainPriceCleaned.csv', 'test_path': None, 'max_models': 9, 'run_time': 300, 'run_id': 'MhjELnB300', 'scale': False, 'classification': False, 'model_path': None, 'balance': False, 'balance_threshold': 0.2, 'project': None, 'end_time': 1556176588.423242, 'execution_time': 0.0, 'run_path': '/Users/bonnie/6105/project/DS/project/results/MhjELnB300', 'nthreads': 1, 'min_mem_size': 1, 'analysis': 0, 'X': ['city', 'exclusive_use_area', 'floor', 'total_parking_capacity_in_site', 'total_household_count_in_sites', 'apartment_building_count_in_sites', 'supply_area', 'total_household_count_of_area_type', 'room_count', 'bathroom_count', 'heat_fuel_cogeneration', 'heat_fuel_gas', 'heat_type_central', 'heat_type_district', 'heat_type_individual', 'front_door_structure_corridor', 'front_door_structure_mixed', 'front_door_structure_stairway'], 'variables': {'transaction_real_price': 'int', 'city': 'int', 'exclusive_use_area': 'real', 'floor': 'int', 'total_parking_capacity_in_site': 'int', 'total_household_count_in_sites': 'int', 'apartment_building_count_in_sites': 'int', 'supply_area': 'real', 'total_household_count_of_area_type': 'int', 'room_count': 'int', 'bathroom_count': 'int', 'heat_fuel_cogeneration': 'int', 'heat_fuel_gas': 'int', 'heat_type_central': 'int', 'heat_type_district': 'int', 'heat_type_individual': 'int', 'front_door_structure_corridor': 'int', 'front_door_structure_mixed': 'int', 'front_door_structure_stairway': 'int'}}\n"
+ ]
+ }
+ ],
"source": [
- "def get_BestModel(board_csv):\n",
- " id = board_csv['model_id'][0]\n",
- " best_model = h2o.get_model(id)\n",
- " return best_model "
+ "# meta data\n",
+ "meta_data = set_meta_data(analysis, run_id,server_path,data_path,test_path,model_path,\n",
+ " target,runtime,classification,scale,max_models,balance_y,\n",
+ " balance_threshold,name,run_path,nthreads,min_mem_size,X,\n",
+ " Variable_type)\n",
+ "\n",
+ "\n",
+ "print(meta_data)"
]
},
{
"cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [],
+ "execution_count": 20,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "AutoML progress: |████████████████████████████████████████████████████████| 100%\n",
+ "get_leaderBoard done\n"
+ ]
+ }
+ ],
"source": [
- "def get_all_varimp(board_csv):\n",
- " model_list = get_modelList(board_csv) \n",
- " tup=[]\n",
- " gg = 1\n",
- " for mid in model_list: \n",
- " model = h2o.get_model(mid)\n",
- " varimp = model.varimp() \n",
- " print(\"tryyyyyyyyyyyyyyyy \", gg)\n",
- " gg+= 1\n",
- " try:\n",
- " for var_item in varimp:\n",
- " vv = []\n",
- " vv.append(mid) \n",
- " ass = [] \n",
- " for tit in var_item: \n",
- " ass.append(tit) \n",
- " item = vv + ass\n",
- " tup.append(item) \n",
- " \n",
- " print('done')\n",
- " except: \n",
- " print(mid) \n",
- " print('pass') \n",
- " pass\n",
- " continue\n",
- "\n",
- " new_varimp = pd.DataFrame(tup, columns = ['model_id',\n",
- " 'variable', \n",
- " 'relative_importance', \n",
- " 'scaled_importance',\n",
- " 'percentage' \n",
- " ]) \n",
- " \n",
- " return new_varimp"
+ "model_start_time = time.time()\n",
+ "leaderBoard = get_leaderBoard(runtime)"
]
},
{
- "cell_type": "markdown",
- "metadata": {},
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Execution time for 300 sec = 306.66742992401123\n"
+ ]
+ }
+ ],
"source": [
- "# MODEL 1 ( 300 ) "
+ "execution_time = time.time() - model_start_time\n",
+ "meta_data['model_execution_time_sec'] = execution_time\n",
+ "meta_data['model_execution_time'] = time.time() - model_start_time\n",
+ "print(\"Execution time for \", runtime,\"sec = \",meta_data['model_execution_time_sec'])\n"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 24,
"metadata": {
- "scrolled": true
+ "scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "AutoML progress: |████████████████████████████████████████████████████████| 100%\n",
- "get_leaderBoard done\n",
+ "--- leaderboard existed ---\n",
"board_to_csv done\n",
- "GBM_1_AutoML_20190416_015849\n",
- "XGBoost_1_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_4\n",
- "GBM_1_AutoML_20190416_020809\n",
- "XGBoost_1_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_7\n",
- "XGBoost_2_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_2_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_015849_model_7\n",
- "GBM_4_AutoML_20190416_015849\n",
- "XGBoost_2_AutoML_20190416_020809\n",
- "GBM_4_AutoML_20190416_020809\n",
- "XRT_1_AutoML_20190416_020809\n",
- "GBM_3_AutoML_20190416_020809\n",
- "DRF_1_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_4\n",
- "XRT_1_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_2\n",
- "GBM_3_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_1\n",
- "GBM_2_AutoML_20190416_015849\n",
- "DRF_1_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_015849_model_8\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_1\n",
- "GBM_grid_1_AutoML_20190416_020809_model_9\n",
- "XGBoost_3_AutoML_20190416_015849\n",
- "XGBoost_3_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_015849_model_11\n",
- "GBM_grid_1_AutoML_20190416_015849_model_6\n",
- "GBM_grid_1_AutoML_20190416_020809_model_1\n",
- "GBM_grid_1_AutoML_20190416_020809_model_4\n",
- "GBM_grid_1_AutoML_20190416_015849_model_9\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_6\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_8\n",
- "GBM_grid_1_AutoML_20190416_020809_model_2\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_6\n",
- "GBM_grid_1_AutoML_20190416_020809_model_7\n",
- "GBM_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_grid_1_AutoML_20190416_020809_model_5\n",
- "GBM_grid_1_AutoML_20190416_015849_model_13\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_5\n",
- "GBM_grid_1_AutoML_20190416_015849_model_1\n",
- "GBM_5_AutoML_20190416_020809\n",
- "GBM_5_AutoML_20190416_015849\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_grid_1_AutoML_20190416_015849_model_5\n",
- "DeepLearning_1_AutoML_20190416_020809\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_1\n",
- "DeepLearning_1_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_020809_model_11\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_5\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_2\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_2\n",
- "GBM_grid_1_AutoML_20190416_015849_model_2\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_4\n",
- "GBM_grid_1_AutoML_20190416_020809_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_5\n",
- "GBM_grid_1_AutoML_20190416_020809_model_10\n",
- "GBM_grid_1_AutoML_20190416_020809_model_13\n",
- "GBM_grid_1_AutoML_20190416_015849_model_10\n",
- "GBM_grid_1_AutoML_20190416_015849_model_12\n",
- "GBM_grid_1_AutoML_20190416_020809_model_6\n",
- "GBM_grid_1_AutoML_20190416_020809_model_8\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_3\n",
- "GBM_grid_1_AutoML_20190416_020809_model_12\n",
- "GBM_grid_1_AutoML_20190416_015849_model_14\n",
- "GBM_grid_1_AutoML_20190416_020809_model_14\n",
- "StackedEnsemble_AllModels_AutoML_20190416_015849\n",
- "GLM_grid_1_AutoML_20190416_020809_model_1\n",
- "GLM_grid_1_AutoML_20190416_015849_model_1\n",
- "StackedEnsemble_BestOfFamily_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_2\n",
- "GBM_grid_1_AutoML_20190416_015849_model_4\n",
- "get_all_params done\n",
- "model_list : 77\n",
- "all_params : 77\n",
- "tryyyyyyyyyyyyyyyy 1\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 2\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 3\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 4\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 5\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 6\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 7\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 8\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 9\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 10\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 11\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 12\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 13\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 14\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 15\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 16\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 17\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 18\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 19\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 20\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 21\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 22\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 23\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 24\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 25\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 26\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 27\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 28\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 29\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 30\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 31\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 32\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 33\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 34\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 35\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 36\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 37\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 38\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 39\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 40\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 41\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 42\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 43\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 44\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 45\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 46\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 47\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 48\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 49\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 50\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 51\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 52\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 53\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 54\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 55\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 56\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 57\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 58\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 59\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 60\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 61\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 62\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 63\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 64\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 65\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 66\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 67\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 68\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 69\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 70\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 71\n",
- "done\n",
+ "GBM_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_6\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_4\n",
+ "--- param existed ---\n",
+ "StackedEnsemble_AllModels_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "StackedEnsemble_BestOfFamily_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n"
+ ]
+ }
+ ],
+ "source": [
+ "board_csv = board_to_csv(leaderBoard)\n",
+ "\n",
+ "every_params = get_every_params(board_csv)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
"Warning: This model doesn't have variable importances\n",
- "tryyyyyyyyyyyyyyyy 72\n",
- "StackedEnsemble_AllModels_AutoML_20190416_015849\n",
- "pass\n",
- "tryyyyyyyyyyyyyyyy 73\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 74\n",
- "done\n",
"Warning: This model doesn't have variable importances\n",
- "tryyyyyyyyyyyyyyyy 75\n",
- "StackedEnsemble_BestOfFamily_AutoML_20190416_015849\n",
- "pass\n",
- "tryyyyyyyyyyyyyyyy 76\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 77\n",
- "done\n"
+ "--- varimp existed ---\n",
+ "all varimp done\n"
]
}
],
"source": [
- "runtime = 300\n",
- "leaderBoard = get_leaderBoard(runtime)\n",
- "\n",
- "board_csv = board_to_csv(leaderBoard, runtime)\n",
- "board_csv.to_csv('result/300/leaderboard.csv', sep='\\t')\n",
- "\n",
- "params = get_all_params(board_csv)\n",
- "with open('result/300/params.json', 'w') as f:\n",
- " json.dump(params, f)\n",
- " \n",
- "all_varimp = get_all_varimp(board_csv) \n",
- "all_varimp.to_csv('result/300/all_varimp.csv', sep='\\t')"
+ "all_varimp = get_all_varimp(board_csv) "
]
},
{
"cell_type": "code",
- "execution_count": 18,
- "metadata": {},
+ "execution_count": 29,
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [
{
"name": "stdout",
@@ -643,26 +1322,26 @@
"Model Details\n",
"=============\n",
"H2OGradientBoostingEstimator : Gradient Boosting Machine\n",
- "Model Key: GBM_1_AutoML_20190416_015849\n",
+ "Model Key: GBM_1_AutoML_20190425_031629\n",
"\n",
"\n",
"ModelMetricsRegression: gbm\n",
"** Reported on train data. **\n",
"\n",
- "MSE: 9064188861621198.0\n",
- "RMSE: 95206033.74587767\n",
- "MAE: 67496135.99104144\n",
- "RMSLE: 0.25946421720441404\n",
- "Mean Residual Deviance: 9064188861621198.0\n",
+ "MSE: 9907858772325502.0\n",
+ "RMSE: 99538227.6933114\n",
+ "MAE: 70134015.06199461\n",
+ "RMSLE: 0.26668555392680143\n",
+ "Mean Residual Deviance: 9907858772325502.0\n",
"\n",
"ModelMetricsRegression: gbm\n",
"** Reported on cross-validation data. **\n",
"\n",
- "MSE: 2.5146739460939084e+16\n",
- "RMSE: 158577235.00218776\n",
- "MAE: 96028946.28873461\n",
- "RMSLE: 0.3325625379269681\n",
- "Mean Residual Deviance: 2.5146739460939084e+16\n",
+ "MSE: 2.37750319901289e+16\n",
+ "RMSE: 154191543.18615824\n",
+ "MAE: 93754997.58951291\n",
+ "RMSLE: 0.32221306437158137\n",
+ "Mean Residual Deviance: 2.37750319901289e+16\n",
"Cross-Validation Metrics Summary: \n"
]
},
@@ -678,72 +1357,72 @@
"cv_4_valid | \n",
"cv_5_valid |
\n",
"| mae | \n",
- "96028944.0000000 | \n",
- "3612221.8 | \n",
- "100648072.0000000 | \n",
- "89991768.0000000 | \n",
- "99987528.0000000 | \n",
- "89572152.0000000 | \n",
- "99945208.0000000 |
\n",
+ "9.3755E7 | \n",
+ "1389784.2 | \n",
+ "97104584.0000000 | \n",
+ "94380984.0000000 | \n",
+ "93628280.0000000 | \n",
+ "91456072.0000000 | \n",
+ "92205064.0000000 | \n",
"| mean_residual_deviance | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
+ "23775032000000000.0000000 | \n",
+ "1502228700000000.0000000 | \n",
+ "25162972100000000.0000000 | \n",
+ "26370317500000000.0000000 | \n",
+ "21620435900000000.0000000 | \n",
+ "24808895000000000.0000000 | \n",
+ "20912539400000000.0000000 | \n",
"| mse | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
+ "23775032000000000.0000000 | \n",
+ "1502228700000000.0000000 | \n",
+ "25162972100000000.0000000 | \n",
+ "26370317500000000.0000000 | \n",
+ "21620435900000000.0000000 | \n",
+ "24808895000000000.0000000 | \n",
+ "20912539400000000.0000000 | \n",
"| r2 | \n",
- "0.7517724 | \n",
- "0.0152310 | \n",
- "0.7486387 | \n",
- "0.7622951 | \n",
- "0.7392049 | \n",
- "0.7862044 | \n",
- "0.7225189 |
\n",
+ "0.7575518 | \n",
+ "0.0173262 | \n",
+ "0.7590106 | \n",
+ "0.7236596 | \n",
+ "0.7411281 | \n",
+ "0.768053 | \n",
+ "0.7959074 | \n",
"| residual_deviance | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
+ "23775032000000000.0000000 | \n",
+ "1502228700000000.0000000 | \n",
+ "25162972100000000.0000000 | \n",
+ "26370317500000000.0000000 | \n",
+ "21620435900000000.0000000 | \n",
+ "24808895000000000.0000000 | \n",
+ "20912539400000000.0000000 | \n",
"| rmse | \n",
- "157673632.0000000 | \n",
- "11953314.0000000 | \n",
- "166466832.0000000 | \n",
- "137592448.0000000 | \n",
- "174422512.0000000 | \n",
- "136876560.0000000 | \n",
- "173009840.0000000 |
\n",
+ "154035360.0000000 | \n",
+ "4906163.0 | \n",
+ "158628416.0000000 | \n",
+ "162389408.0000000 | \n",
+ "147038896.0000000 | \n",
+ "157508400.0000000 | \n",
+ "144611680.0000000 | \n",
"| rmsle | \n",
- "0.3324099 | \n",
- "0.0071243 | \n",
- "0.3404068 | \n",
- "0.3175372 | \n",
- "0.3412233 | \n",
- "0.3229898 | \n",
- "0.3398924 |
"
+ "0.3221292 | \n",
+ "0.0051993 | \n",
+ "0.3136168 | \n",
+ "0.3261858 | \n",
+ "0.3128205 | \n",
+ "0.3288958 | \n",
+ "0.3291269 | "
],
"text/plain": [
" mean sd cv_1_valid cv_2_valid cv_3_valid cv_4_valid cv_5_valid\n",
"---------------------- ----------- ----------- ------------ ------------ ------------ ------------ ------------\n",
- "mae 9.60289e+07 3.61222e+06 1.00648e+08 8.99918e+07 9.99875e+07 8.95722e+07 9.99452e+07\n",
- "mean_residual_deviance 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "mse 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "r2 0.751772 0.015231 0.748639 0.762295 0.739205 0.786204 0.722519\n",
- "residual_deviance 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "rmse 1.57674e+08 1.19533e+07 1.66467e+08 1.37592e+08 1.74423e+08 1.36877e+08 1.7301e+08\n",
- "rmsle 0.33241 0.00712425 0.340407 0.317537 0.341223 0.32299 0.339892"
+ "mae 9.3755e+07 1.38978e+06 9.71046e+07 9.4381e+07 9.36283e+07 9.14561e+07 9.22051e+07\n",
+ "mean_residual_deviance 2.3775e+16 1.50223e+15 2.5163e+16 2.63703e+16 2.16204e+16 2.48089e+16 2.09125e+16\n",
+ "mse 2.3775e+16 1.50223e+15 2.5163e+16 2.63703e+16 2.16204e+16 2.48089e+16 2.09125e+16\n",
+ "r2 0.757552 0.0173262 0.759011 0.72366 0.741128 0.768053 0.795907\n",
+ "residual_deviance 2.3775e+16 1.50223e+15 2.5163e+16 2.63703e+16 2.16204e+16 2.48089e+16 2.09125e+16\n",
+ "rmse 1.54035e+08 4.90616e+06 1.58628e+08 1.62389e+08 1.47039e+08 1.57508e+08 1.44612e+08\n",
+ "rmsle 0.322129 0.00519928 0.313617 0.326186 0.31282 0.328896 0.329127"
]
},
"metadata": {},
@@ -767,40 +1446,40 @@
"training_mae | \n",
"training_deviance | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.530 sec | \n",
+ "2019-04-25 03:17:36 | \n",
+ " 4.165 sec | \n",
"0.0 | \n",
- "316955226.6467000 | \n",
- "217175355.8332210 | \n",
- "100460615698660944.0000000 |
\n",
+ "314048346.3356181 | \n",
+ "211032323.3296905 | \n",
+ "98626363836136336.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.570 sec | \n",
+ "2019-04-25 03:17:36 | \n",
+ " 4.222 sec | \n",
"5.0 | \n",
- "233002195.6791182 | \n",
- "161623741.1834266 | \n",
- "54290023191290104.0000000 |
\n",
+ "229718329.9602999 | \n",
+ "155695099.8964960 | \n",
+ "52770511119749208.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.599 sec | \n",
+ "2019-04-25 03:17:36 | \n",
+ " 4.271 sec | \n",
"10.0 | \n",
- "185979042.9780051 | \n",
- "128617301.5363942 | \n",
- "34588204427014652.0000000 |
\n",
+ "186331085.9792126 | \n",
+ "126419142.7428571 | \n",
+ "34719273602192724.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.637 sec | \n",
+ "2019-04-25 03:17:36 | \n",
+ " 4.327 sec | \n",
"15.0 | \n",
- "160886370.0168623 | \n",
- "110703199.1023516 | \n",
- "25884424057202716.0000000 |
\n",
+ "162831019.6057949 | \n",
+ "110315853.0242588 | \n",
+ "26513940945862772.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.677 sec | \n",
+ "2019-04-25 03:17:36 | \n",
+ " 4.365 sec | \n",
"20.0 | \n",
- "147080024.7121016 | \n",
- "100357653.0723404 | \n",
- "21632533669312412.0000000 |
\n",
+ "150721019.0011964 | \n",
+ "101346381.5870620 | \n",
+ "22716825568758992.0000000 | \n",
"| --- | \n",
"--- | \n",
"--- | \n",
@@ -809,55 +1488,55 @@
"--- | \n",
"--- |
\n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.941 sec | \n",
- "80.0 | \n",
- "100875681.1094938 | \n",
- "71046537.4405375 | \n",
- "10175903039304288.0000000 |
\n",
+ "2019-04-25 03:17:36 | \n",
+ " 4.900 sec | \n",
+ "105.0 | \n",
+ "103869048.4146706 | \n",
+ "72926118.1622642 | \n",
+ "10788779218569190.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.960 sec | \n",
- "85.0 | \n",
- "98941160.7536640 | \n",
- "69978548.0206047 | \n",
- "9789353291282378.0000000 |
\n",
+ "2019-04-25 03:17:36 | \n",
+ " 4.935 sec | \n",
+ "110.0 | \n",
+ "102740204.2479388 | \n",
+ "72158223.9390836 | \n",
+ "10555549568908182.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.982 sec | \n",
- "90.0 | \n",
- "97317074.0339378 | \n",
- "68895259.2815230 | \n",
- "9470612898526922.0000000 |
\n",
+ "2019-04-25 03:17:36 | \n",
+ " 4.966 sec | \n",
+ "115.0 | \n",
+ "101435928.7896381 | \n",
+ "71348536.8398922 | \n",
+ "10289247649416538.0000000 | \n",
" | \n",
- "2019-04-16 01:59:35 | \n",
- " 3.000 sec | \n",
- "95.0 | \n",
- "95815426.8702730 | \n",
- "67948401.3007839 | \n",
- "9180596026332636.0000000 |
\n",
+ "2019-04-25 03:17:36 | \n",
+ " 5.002 sec | \n",
+ "120.0 | \n",
+ "99964726.7631514 | \n",
+ "70401321.3099730 | \n",
+ "9992946596831526.0000000 | \n",
" | \n",
- "2019-04-16 01:59:35 | \n",
- " 3.008 sec | \n",
- "97.0 | \n",
- "95206033.7458777 | \n",
- "67496135.9910414 | \n",
- "9064188861621198.0000000 |
"
+ "2019-04-25 03:17:36 | \n",
+ " 5.026 sec | \n",
+ "122.0 | \n",
+ "99538227.6933114 | \n",
+ "70134015.0619946 | \n",
+ "9907858772325502.0000000 | "
],
"text/plain": [
" timestamp duration number_of_trees training_rmse training_mae training_deviance\n",
"--- ------------------- ---------- ----------------- ------------------ ------------------ ----------------------\n",
- " 2019-04-16 01:59:34 2.530 sec 0.0 316955226.64669997 217175355.83322105 1.0046061569866094e+17\n",
- " 2019-04-16 01:59:34 2.570 sec 5.0 233002195.67911825 161623741.18342665 5.4290023191290104e+16\n",
- " 2019-04-16 01:59:34 2.599 sec 10.0 185979042.97800505 128617301.53639418 3.4588204427014652e+16\n",
- " 2019-04-16 01:59:34 2.637 sec 15.0 160886370.01686227 110703199.10235162 2.5884424057202716e+16\n",
- " 2019-04-16 01:59:34 2.677 sec 20.0 147080024.71210158 100357653.07234043 2.1632533669312412e+16\n",
+ " 2019-04-25 03:17:36 4.165 sec 0.0 314048346.3356181 211032323.32969052 9.862636383613634e+16\n",
+ " 2019-04-25 03:17:36 4.222 sec 5.0 229718329.96029988 155695099.89649597 5.277051111974921e+16\n",
+ " 2019-04-25 03:17:36 4.271 sec 10.0 186331085.9792126 126419142.74285714 3.4719273602192724e+16\n",
+ " 2019-04-25 03:17:36 4.327 sec 15.0 162831019.60579494 110315853.02425876 2.6513940945862772e+16\n",
+ " 2019-04-25 03:17:36 4.365 sec 20.0 150721019.00119635 101346381.587062 2.271682556875899e+16\n",
"--- --- --- --- --- --- ---\n",
- " 2019-04-16 01:59:34 2.941 sec 80.0 100875681.10949382 71046537.44053751 1.0175903039304288e+16\n",
- " 2019-04-16 01:59:34 2.960 sec 85.0 98941160.75366399 69978548.0206047 9789353291282378.0\n",
- " 2019-04-16 01:59:34 2.982 sec 90.0 97317074.03393775 68895259.28152296 9470612898526922.0\n",
- " 2019-04-16 01:59:35 3.000 sec 95.0 95815426.87027301 67948401.30078387 9180596026332636.0\n",
- " 2019-04-16 01:59:35 3.008 sec 97.0 95206033.74587767 67496135.99104144 9064188861621198.0"
+ " 2019-04-25 03:17:36 4.900 sec 105.0 103869048.41467062 72926118.16226415 1.078877921856919e+16\n",
+ " 2019-04-25 03:17:36 4.935 sec 110.0 102740204.2479388 72158223.93908356 1.0555549568908182e+16\n",
+ " 2019-04-25 03:17:36 4.966 sec 115.0 101435928.78963813 71348536.83989218 1.0289247649416538e+16\n",
+ " 2019-04-25 03:17:36 5.002 sec 120.0 99964726.76315144 70401321.30997305 9992946596831526.0\n",
+ " 2019-04-25 03:17:36 5.026 sec 122.0 99538227.6933114 70134015.06199461 9907858772325502.0"
]
},
"metadata": {},
@@ -879,100 +1558,100 @@
"relative_importance | \n",
"scaled_importance | \n",
"percentage | \n",
- "| supply_area | \n",
- "514244051216881418240.0000000 | \n",
+ "
| exclusive_use_area | \n",
+ "718127952506826784768.0000000 | \n",
"1.0 | \n",
- "0.2696530 |
\n",
+ "0.2346125 | \n",
"| city | \n",
- "355607991304987869184.0000000 | \n",
- "0.6915160 | \n",
- "0.1864694 |
\n",
- "| exclusive_use_area | \n",
- "287178627309046333440.0000000 | \n",
- "0.5584481 | \n",
- "0.1505872 |
\n",
- "| apartment_building_count_in_sites | \n",
- "136599603887541846016.0000000 | \n",
- "0.2656319 | \n",
- "0.0716284 |
\n",
- "| total_parking_capacity_in_site | \n",
- "110624380553147711488.0000000 | \n",
- "0.2151204 | \n",
- "0.0580079 |
\n",
+ "560486484425140338688.0000000 | \n",
+ "0.7804828 | \n",
+ "0.1831110 | \n",
+ "| supply_area | \n",
+ "514456846299274674176.0000000 | \n",
+ "0.7163860 | \n",
+ "0.1680731 |
\n",
"| total_household_count_in_sites | \n",
- "83936717664419840000.0000000 | \n",
- "0.1632235 | \n",
- "0.0440137 |
\n",
- "| floor | \n",
- "79562227090429313024.0000000 | \n",
- "0.1547169 | \n",
- "0.0417199 |
\n",
- "| heat_fuel_cogeneration | \n",
- "62866688380418129920.0000000 | \n",
- "0.1222507 | \n",
- "0.0329653 |
\n",
- "| total_household_count_of_area_type | \n",
- "52281927434330177536.0000000 | \n",
- "0.1016675 | \n",
- "0.0274150 |
\n",
+ "193849423923326746624.0000000 | \n",
+ "0.2699372 | \n",
+ "0.0633306 | \n",
+ "| total_parking_capacity_in_site | \n",
+ "188845467340480970752.0000000 | \n",
+ "0.2629691 | \n",
+ "0.0616958 |
\n",
+ "| apartment_building_count_in_sites | \n",
+ "158875946960795205632.0000000 | \n",
+ "0.2212363 | \n",
+ "0.0519048 |
\n",
+ "| room_count | \n",
+ "144620585192632877056.0000000 | \n",
+ "0.2013855 | \n",
+ "0.0472476 |
\n",
"| heat_fuel_gas | \n",
- "43593366649318670336.0000000 | \n",
- "0.0847717 | \n",
- "0.0228590 |
\n",
- "| bathroom_count | \n",
- "42576472325253758976.0000000 | \n",
- "0.0827943 | \n",
- "0.0223257 |
\n",
+ "116638973039873097728.0000000 | \n",
+ "0.1624209 | \n",
+ "0.0381060 | \n",
+ "| total_household_count_of_area_type | \n",
+ "102588102842291060736.0000000 | \n",
+ "0.1428549 | \n",
+ "0.0335156 |
\n",
+ "| heat_fuel_cogeneration | \n",
+ "101997559545059082240.0000000 | \n",
+ "0.1420326 | \n",
+ "0.0333226 |
\n",
"| heat_type_district | \n",
- "35194944992644694016.0000000 | \n",
- "0.0684402 | \n",
- "0.0184551 |
\n",
+ "89249936081833426944.0000000 | \n",
+ "0.1242814 | \n",
+ "0.0291580 | \n",
+ "| floor | \n",
+ "71305224619319885824.0000000 | \n",
+ "0.0992932 | \n",
+ "0.0232954 |
\n",
+ "| bathroom_count | \n",
+ "47231663819768987648.0000000 | \n",
+ "0.0657705 | \n",
+ "0.0154306 |
\n",
"| heat_type_individual | \n",
- "34225360454899728384.0000000 | \n",
- "0.0665547 | \n",
- "0.0179467 |
\n",
+ "20038828114636177408.0000000 | \n",
+ "0.0279043 | \n",
+ "0.0065467 | \n",
+ "| front_door_structure_corridor | \n",
+ "12105508672604471296.0000000 | \n",
+ "0.0168570 | \n",
+ "0.0039549 |
\n",
"| front_door_structure_stairway | \n",
- "24499676530895486976.0000000 | \n",
- "0.0476421 | \n",
- "0.0128468 |
\n",
- "| room_count | \n",
- "20022249678312570880.0000000 | \n",
- "0.0389353 | \n",
- "0.0104990 |
\n",
- "| front_door_structure_mixed | \n",
- "10703568675027288064.0000000 | \n",
- "0.0208142 | \n",
- "0.0056126 |
\n",
+ "10025334927433662464.0000000 | \n",
+ "0.0139604 | \n",
+ "0.0032753 | \n",
"| heat_type_central | \n",
- "7370545410470838272.0000000 | \n",
- "0.0143328 | \n",
- "0.0038649 |
\n",
- "| front_door_structure_corridor | \n",
- "5969837415672578048.0000000 | \n",
- "0.0116090 | \n",
- "0.0031304 |
"
+ "8874196280931254272.0000000 | \n",
+ "0.0123574 | \n",
+ "0.0028992 | \n",
+ "| front_door_structure_mixed | \n",
+ "1592519584970178560.0000000 | \n",
+ "0.0022176 | \n",
+ "0.0005203 |
"
],
"text/plain": [
"variable relative_importance scaled_importance percentage\n",
"---------------------------------- --------------------- ------------------- ------------\n",
- "supply_area 5.14244e+20 1 0.269653\n",
- "city 3.55608e+20 0.691516 0.186469\n",
- "exclusive_use_area 2.87179e+20 0.558448 0.150587\n",
- "apartment_building_count_in_sites 1.366e+20 0.265632 0.0716284\n",
- "total_parking_capacity_in_site 1.10624e+20 0.21512 0.0580079\n",
- "total_household_count_in_sites 8.39367e+19 0.163224 0.0440137\n",
- "floor 7.95622e+19 0.154717 0.0417199\n",
- "heat_fuel_cogeneration 6.28667e+19 0.122251 0.0329653\n",
- "total_household_count_of_area_type 5.22819e+19 0.101668 0.027415\n",
- "heat_fuel_gas 4.35934e+19 0.0847717 0.022859\n",
- "bathroom_count 4.25765e+19 0.0827943 0.0223257\n",
- "heat_type_district 3.51949e+19 0.0684402 0.0184551\n",
- "heat_type_individual 3.42254e+19 0.0665547 0.0179467\n",
- "front_door_structure_stairway 2.44997e+19 0.0476421 0.0128468\n",
- "room_count 2.00222e+19 0.0389353 0.010499\n",
- "front_door_structure_mixed 1.07036e+19 0.0208142 0.00561261\n",
- "heat_type_central 7.37055e+18 0.0143328 0.00386488\n",
- "front_door_structure_corridor 5.96984e+18 0.011609 0.00313039"
+ "exclusive_use_area 7.18128e+20 1 0.234613\n",
+ "city 5.60486e+20 0.780483 0.183111\n",
+ "supply_area 5.14457e+20 0.716386 0.168073\n",
+ "total_household_count_in_sites 1.93849e+20 0.269937 0.0633306\n",
+ "total_parking_capacity_in_site 1.88845e+20 0.262969 0.0616958\n",
+ "apartment_building_count_in_sites 1.58876e+20 0.221236 0.0519048\n",
+ "room_count 1.44621e+20 0.201386 0.0472476\n",
+ "heat_fuel_gas 1.16639e+20 0.162421 0.038106\n",
+ "total_household_count_of_area_type 1.02588e+20 0.142855 0.0335156\n",
+ "heat_fuel_cogeneration 1.01998e+20 0.142033 0.0333226\n",
+ "heat_type_district 8.92499e+19 0.124281 0.029158\n",
+ "floor 7.13052e+19 0.0992932 0.0232954\n",
+ "bathroom_count 4.72317e+19 0.0657705 0.0154306\n",
+ "heat_type_individual 2.00388e+19 0.0279043 0.00654669\n",
+ "front_door_structure_corridor 1.21055e+19 0.016857 0.00395487\n",
+ "front_door_structure_stairway 1.00253e+19 0.0139604 0.00327528\n",
+ "heat_type_central 8.8742e+18 0.0123574 0.0028992\n",
+ "front_door_structure_mixed 1.59252e+18 0.0022176 0.000520276"
]
},
"metadata": {},
@@ -982,7 +1661,7 @@
"data": {
"text/plain": []
},
- "execution_count": 18,
+ "execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
@@ -994,21 +1673,42 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'/Users/bonnie/6105/project/DS/project/results/MhjELnB300/bestModel/GBM_1_AutoML_20190425_031629'"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "my_path = run_path + '/bestModel'\n",
+ "h2o.save_model(model=bestModel_300, \n",
+ " path = my_path, \n",
+ " # force=True\n",
+ " )\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
"metadata": {
- "scrolled": true
+ "scrolled": false
},
"outputs": [
{
"data": {
- "image/png": "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\n",
"text/plain": [
- ""
+ ""
]
},
- "metadata": {
- "needs_background": "light"
- },
+ "metadata": {},
"output_type": "display_data"
}
],
@@ -1018,849 +1718,383 @@
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": 32,
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Parse progress: |█████████████████████████████████████████████████████████| 100%\n"
- ]
+ "data": {
+ "text/plain": [
+ "'gbm'"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
- "test = h2o.import_file(path = 'data/testPriceCleaned.csv')"
+ "bestModel_300.algo"
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 33,
"metadata": {},
+ "outputs": [],
"source": [
- "# MODEL 2 ( 500 ) "
+ "meta_data['mod_best']=bestModel_300._id\n",
+ "meta_data['mod_best_algo']=bestModel_300.algo\n"
]
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 34,
"metadata": {
"scrolled": true
},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "AutoML progress: |████████████████████████████████████████████████████████| 100%\n",
- "get_leaderBoard done\n",
- "board_to_csv done\n",
- "GBM_1_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_7\n",
- "XGBoost_1_AutoML_20190416_015849\n",
- "XGBoost_1_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_4\n",
- "GBM_1_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_021340_model_9\n",
- "XGBoost_1_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_6\n",
- "XGBoost_2_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_7\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_8\n",
- "XGBoost_2_AutoML_20190416_015849\n",
- "GBM_1_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_grid_1_AutoML_20190416_021340_model_7\n",
- "GBM_2_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_015849_model_7\n",
- "DRF_1_AutoML_20190416_021340\n",
- "GBM_4_AutoML_20190416_015849\n",
- "XGBoost_2_AutoML_20190416_020809\n",
- "GBM_4_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_10\n",
- "GBM_2_AutoML_20190416_021340\n",
- "GBM_4_AutoML_20190416_021340\n",
- "XRT_1_AutoML_20190416_020809\n",
- "GBM_3_AutoML_20190416_020809\n",
- "DRF_1_AutoML_20190416_020809\n",
- "GBM_3_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_4\n",
- "XRT_1_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_2\n",
- "GBM_3_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_021340_model_12\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_1\n",
- "GBM_2_AutoML_20190416_015849\n",
- "DRF_1_AutoML_20190416_015849\n",
- "XRT_1_AutoML_20190416_021340\n",
- "XGBoost_3_AutoML_20190416_021340\n",
- "GBM_grid_1_AutoML_20190416_015849_model_8\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_1\n",
- "GBM_grid_1_AutoML_20190416_020809_model_9\n",
- "XGBoost_3_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_021340_model_14\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_12\n",
- "XGBoost_3_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_4\n",
- "GBM_grid_1_AutoML_20190416_015849_model_11\n",
- "GBM_grid_1_AutoML_20190416_015849_model_6\n",
- "GBM_grid_1_AutoML_20190416_020809_model_1\n",
- "GBM_grid_1_AutoML_20190416_020809_model_4\n",
- "GBM_grid_1_AutoML_20190416_015849_model_9\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_9\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_6\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_8\n",
- "GBM_grid_1_AutoML_20190416_020809_model_2\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_6\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_1\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_11\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_3\n",
- "GBM_grid_1_AutoML_20190416_020809_model_7\n",
- "GBM_grid_1_AutoML_20190416_021340_model_3\n",
- "GBM_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_grid_1_AutoML_20190416_021340_model_8\n",
- "GBM_grid_1_AutoML_20190416_021340_model_17\n",
- "GBM_grid_1_AutoML_20190416_020809_model_5\n",
- "GBM_grid_1_AutoML_20190416_015849_model_13\n",
- "GBM_grid_1_AutoML_20190416_021340_model_11\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_5\n",
- "GBM_grid_1_AutoML_20190416_021340_model_2\n",
- "GBM_5_AutoML_20190416_021340\n",
- "GBM_grid_1_AutoML_20190416_021340_model_15\n",
- "GBM_grid_1_AutoML_20190416_021340_model_4\n",
- "GBM_grid_1_AutoML_20190416_015849_model_1\n",
- "GBM_5_AutoML_20190416_020809\n",
- "GBM_5_AutoML_20190416_015849\n",
- "DeepLearning_1_AutoML_20190416_021340\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_grid_1_AutoML_20190416_021340_model_16\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_2\n",
- "GBM_grid_1_AutoML_20190416_015849_model_5\n",
- "DeepLearning_1_AutoML_20190416_020809\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_6\n",
- "GBM_grid_1_AutoML_20190416_021340_model_6\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_1\n",
- "DeepLearning_1_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_020809_model_11\n",
- "GBM_grid_1_AutoML_20190416_021340_model_5\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_5\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_5\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_2\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_2\n",
- "GBM_grid_1_AutoML_20190416_021340_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_3\n",
- "GBM_grid_1_AutoML_20190416_015849_model_2\n",
- "GBM_grid_1_AutoML_20190416_021340_model_19\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_4\n",
- "GBM_grid_1_AutoML_20190416_021340_model_13\n",
- "GBM_grid_1_AutoML_20190416_021340_model_10\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_7\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_5\n",
- "GBM_grid_1_AutoML_20190416_020809_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_5\n",
- "GBM_grid_1_AutoML_20190416_020809_model_10\n",
- "GBM_grid_1_AutoML_20190416_020809_model_13\n",
- "GBM_grid_1_AutoML_20190416_015849_model_10\n",
- "GBM_grid_1_AutoML_20190416_015849_model_12\n",
- "GBM_grid_1_AutoML_20190416_021340_model_18\n",
- "GBM_grid_1_AutoML_20190416_020809_model_6\n",
- "GBM_grid_1_AutoML_20190416_020809_model_8\n",
- "GBM_grid_1_AutoML_20190416_021340_model_20\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_3\n",
- "GBM_grid_1_AutoML_20190416_020809_model_12\n",
- "GBM_grid_1_AutoML_20190416_015849_model_14\n",
- "GBM_grid_1_AutoML_20190416_020809_model_14\n",
- "StackedEnsemble_AllModels_AutoML_20190416_015849\n",
- "GLM_grid_1_AutoML_20190416_020809_model_1\n",
- "GLM_grid_1_AutoML_20190416_021340_model_1\n",
- "GLM_grid_1_AutoML_20190416_015849_model_1\n",
- "StackedEnsemble_BestOfFamily_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_2\n",
- "GBM_grid_1_AutoML_20190416_015849_model_4\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_2\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_13\n",
- "get_all_params done\n",
- "model_list : 129\n",
- "all_params : 129\n",
- "tryyyyyyyyyyyyyyyy 1\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 2\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 3\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 4\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 5\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 6\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 7\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 8\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 9\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 10\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 11\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 12\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 13\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 14\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 15\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 16\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 17\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 18\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 19\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 20\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 21\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 22\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 23\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 24\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 25\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 26\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 27\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 28\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 29\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 30\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 31\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 32\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 33\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 34\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 35\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 36\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 37\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 38\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 39\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 40\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 41\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 42\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 43\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 44\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 45\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 46\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 47\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 48\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 49\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 50\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 51\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 52\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 53\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 54\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 55\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 56\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 57\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 58\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 59\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 60\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 61\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 62\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 63\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 64\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 65\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 66\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 67\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 68\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 69\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 70\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 71\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 72\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 73\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 74\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 75\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 76\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 77\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 78\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 79\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 80\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 81\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 82\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 83\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 84\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 85\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 86\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 87\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 88\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 89\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 90\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 91\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 92\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 93\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 94\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 95\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 96\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 97\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 98\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 99\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 100\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 101\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 102\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 103\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 104\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 105\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 106\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 107\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 108\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 109\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 110\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 111\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 112\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 113\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 114\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 115\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 116\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 117\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 118\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 119\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 120\n",
- "done\n",
- "Warning: This model doesn't have variable importances\n",
- "tryyyyyyyyyyyyyyyy 121\n",
- "StackedEnsemble_AllModels_AutoML_20190416_015849\n",
- "pass\n",
- "tryyyyyyyyyyyyyyyy 122\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 123\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 124\n",
- "done\n",
- "Warning: This model doesn't have variable importances\n",
- "tryyyyyyyyyyyyyyyy 125\n",
- "StackedEnsemble_BestOfFamily_AutoML_20190416_015849\n",
- "pass\n",
- "tryyyyyyyyyyyyyyyy 126\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 127\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 128\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 129\n",
- "done\n"
- ]
+ "data": {
+ "text/plain": [
+ "0 GBM_1_AutoML_20190425_031629\n",
+ "1 XGBoost_1_AutoML_20190425_031629\n",
+ "2 XGBoost_grid_1_AutoML_20190425_031629_model_1\n",
+ "3 XGBoost_2_AutoML_20190425_031629\n",
+ "4 XGBoost_grid_1_AutoML_20190425_031629_model_2\n",
+ "5 GBM_4_AutoML_20190425_031629\n",
+ "6 XRT_1_AutoML_20190425_031629\n",
+ "7 DRF_1_AutoML_20190425_031629\n",
+ "8 GBM_grid_1_AutoML_20190425_031629_model_3\n",
+ "9 GBM_grid_1_AutoML_20190425_031629_model_1\n",
+ "10 GBM_2_AutoML_20190425_031629\n",
+ "11 GBM_3_AutoML_20190425_031629\n",
+ "12 XGBoost_3_AutoML_20190425_031629\n",
+ "13 GBM_grid_1_AutoML_20190425_031629_model_6\n",
+ "14 GBM_5_AutoML_20190425_031629\n",
+ "15 DeepLearning_1_AutoML_20190425_031629\n",
+ "16 DeepLearning_grid_1_AutoML_20190425_031629_mod...\n",
+ "17 DeepLearning_grid_1_AutoML_20190425_031629_mod...\n",
+ "18 GBM_grid_1_AutoML_20190425_031629_model_2\n",
+ "19 DeepLearning_grid_1_AutoML_20190425_031629_mod...\n",
+ "20 GBM_grid_1_AutoML_20190425_031629_model_5\n",
+ "21 GBM_grid_1_AutoML_20190425_031629_model_4\n",
+ "22 StackedEnsemble_AllModels_AutoML_20190425_031629\n",
+ "23 StackedEnsemble_BestOfFamily_AutoML_20190425_0...\n",
+ "24 GLM_grid_1_AutoML_20190425_031629_model_1\n",
+ "Name: model_id, dtype: object"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
- "runtime = 500\n",
- "leaderBoard = get_leaderBoard(runtime)\n",
- "\n",
- "board_csv = board_to_csv(leaderBoard, runtime)\n",
- "board_csv.to_csv('result/500/leaderboard.csv', sep='\\t')\n",
- "\n",
- "params = get_all_params(board_csv)\n",
- "with open('result/500/params.json', 'w') as f:\n",
- " json.dump(params, f)\n",
- " \n",
- "all_varimp = get_all_varimp(board_csv) \n",
- "all_varimp.to_csv('result/500/all_varimp.csv', sep='\\t')"
+ "aml_leaderboard_df=leaderBoard.as_data_frame()\n",
+ "model_set=aml_leaderboard_df['model_id']\n",
+ "model_set"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 35,
"metadata": {},
+ "outputs": [],
+ "source": [
+ "DL = [ 15, 19, 16, 17,]\n",
+ "DRF = [7,]\n",
+ "GBM=[ 0, 10, 11, 5, 14, 9, 18, 8, 21, 20, 13,]\n",
+ "GLM = [24,]\n",
+ "XGB = [1, 3, 12, 2, 4, ]\n",
+ "XRT = [6,]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Model Details\n",
- "=============\n",
- "H2OGradientBoostingEstimator : Gradient Boosting Machine\n",
- "Model Key: GBM_1_AutoML_20190416_015849\n",
- "\n",
- "\n",
- "ModelMetricsRegression: gbm\n",
- "** Reported on train data. **\n",
- "\n",
- "MSE: 9064188861621198.0\n",
- "RMSE: 95206033.74587767\n",
- "MAE: 67496135.99104144\n",
- "RMSLE: 0.25946421720441404\n",
- "Mean Residual Deviance: 9064188861621198.0\n",
- "\n",
- "ModelMetricsRegression: gbm\n",
- "** Reported on cross-validation data. **\n",
- "\n",
- "MSE: 2.5146739460939084e+16\n",
- "RMSE: 158577235.00218776\n",
- "MAE: 96028946.28873461\n",
- "RMSLE: 0.3325625379269681\n",
- "Mean Residual Deviance: 2.5146739460939084e+16\n",
- "Cross-Validation Metrics Summary: \n"
+ "HP done\n",
+ "--- create new folder hyperparameter ---\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n"
]
- },
+ }
+ ],
+ "source": [
+ "DL = get_DL_params(board_csv, DL, 'DL')\n",
+ "XGB = get_XG_params(board_csv, XGB, 'XGB')\n",
+ "DRF = get_DRF_params(board_csv, DRF, 'DRF')\n",
+ "GBM = get_GBM_params(board_csv, GBM, 'GBM')\n",
+ "XRT = get_XRT_params(board_csv, XRT, 'XRT')\n",
+ "GLM = get_GLM_params(board_csv, GLM, 'GLM') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
{
"data": {
- "text/html": [
- " | \n",
- "mean | \n",
- "sd | \n",
- "cv_1_valid | \n",
- "cv_2_valid | \n",
- "cv_3_valid | \n",
- "cv_4_valid | \n",
- "cv_5_valid |
\n",
- "| mae | \n",
- "96028944.0000000 | \n",
- "3612221.8 | \n",
- "100648072.0000000 | \n",
- "89991768.0000000 | \n",
- "99987528.0000000 | \n",
- "89572152.0000000 | \n",
- "99945208.0000000 |
\n",
- "| mean_residual_deviance | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
- "| mse | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
- "| r2 | \n",
- "0.7517724 | \n",
- "0.0152310 | \n",
- "0.7486387 | \n",
- "0.7622951 | \n",
- "0.7392049 | \n",
- "0.7862044 | \n",
- "0.7225189 |
\n",
- "| residual_deviance | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
- "| rmse | \n",
- "157673632.0000000 | \n",
- "11953314.0000000 | \n",
- "166466832.0000000 | \n",
- "137592448.0000000 | \n",
- "174422512.0000000 | \n",
- "136876560.0000000 | \n",
- "173009840.0000000 |
\n",
- "| rmsle | \n",
- "0.3324099 | \n",
- "0.0071243 | \n",
- "0.3404068 | \n",
- "0.3175372 | \n",
- "0.3412233 | \n",
- "0.3229898 | \n",
- "0.3398924 |
"
- ],
"text/plain": [
- " mean sd cv_1_valid cv_2_valid cv_3_valid cv_4_valid cv_5_valid\n",
- "---------------------- ----------- ----------- ------------ ------------ ------------ ------------ ------------\n",
- "mae 9.60289e+07 3.61222e+06 1.00648e+08 8.99918e+07 9.99875e+07 8.95722e+07 9.99452e+07\n",
- "mean_residual_deviance 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "mse 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "r2 0.751772 0.015231 0.748639 0.762295 0.739205 0.786204 0.722519\n",
- "residual_deviance 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "rmse 1.57674e+08 1.19533e+07 1.66467e+08 1.37592e+08 1.74423e+08 1.36877e+08 1.7301e+08\n",
- "rmsle 0.33241 0.00712425 0.340407 0.317537 0.341223 0.32299 0.339892"
+ "['GBM_1_AutoML_20190425_031629',\n",
+ " 'XGBoost_1_AutoML_20190425_031629',\n",
+ " 'XRT_1_AutoML_20190425_031629',\n",
+ " 'DRF_1_AutoML_20190425_031629',\n",
+ " 'DeepLearning_1_AutoML_20190425_031629',\n",
+ " 'GLM_grid_1_AutoML_20190425_031629_model_1']"
]
},
+ "execution_count": 40,
"metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Scoring History: \n"
- ]
- },
- {
- "data": {
- "text/html": [
- " | \n",
- "timestamp | \n",
- "duration | \n",
- "number_of_trees | \n",
- "training_rmse | \n",
- "training_mae | \n",
- "training_deviance |
\n",
- " | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.530 sec | \n",
- "0.0 | \n",
- "316955226.6467000 | \n",
- "217175355.8332210 | \n",
- "100460615698660944.0000000 |
\n",
- " | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.570 sec | \n",
- "5.0 | \n",
- "233002195.6791182 | \n",
- "161623741.1834266 | \n",
- "54290023191290104.0000000 |
\n",
- " | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.599 sec | \n",
- "10.0 | \n",
- "185979042.9780051 | \n",
- "128617301.5363942 | \n",
- "34588204427014652.0000000 |
\n",
- " | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.637 sec | \n",
- "15.0 | \n",
- "160886370.0168623 | \n",
- "110703199.1023516 | \n",
- "25884424057202716.0000000 |
\n",
- " | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.677 sec | \n",
- "20.0 | \n",
- "147080024.7121016 | \n",
- "100357653.0723404 | \n",
- "21632533669312412.0000000 |
\n",
- "| --- | \n",
- "--- | \n",
- "--- | \n",
- "--- | \n",
- "--- | \n",
- "--- | \n",
- "--- |
\n",
- " | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.941 sec | \n",
- "80.0 | \n",
- "100875681.1094938 | \n",
- "71046537.4405375 | \n",
- "10175903039304288.0000000 |
\n",
- " | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.960 sec | \n",
- "85.0 | \n",
- "98941160.7536640 | \n",
- "69978548.0206047 | \n",
- "9789353291282378.0000000 |
\n",
- " | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.982 sec | \n",
- "90.0 | \n",
- "97317074.0339378 | \n",
- "68895259.2815230 | \n",
- "9470612898526922.0000000 |
\n",
- " | \n",
- "2019-04-16 01:59:35 | \n",
- " 3.000 sec | \n",
- "95.0 | \n",
- "95815426.8702730 | \n",
- "67948401.3007839 | \n",
- "9180596026332636.0000000 |
\n",
- " | \n",
- "2019-04-16 01:59:35 | \n",
- " 3.008 sec | \n",
- "97.0 | \n",
- "95206033.7458777 | \n",
- "67496135.9910414 | \n",
- "9064188861621198.0000000 |
"
- ],
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# best model of each type\n",
+ "best_model_set = [0, 1, 6, 7, 15, 24,]\n",
+ "best_sets_300 = get_best_models(best_model_set, model_set)\n",
+ "meta_data['models']=best_sets_300\n",
+ "best_sets_300\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Update and save meta data\n",
+ "\n",
+ "meta_data['end_time'] = time.time()\n",
+ "meta_data['execution_time'] = meta_data['end_time'] - meta_data['start_time']\n",
+ " \n",
+ "n=run_id+'_meta_data.json'\n",
+ "dict_to_json(meta_data,n)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
"text/plain": [
- " timestamp duration number_of_trees training_rmse training_mae training_deviance\n",
- "--- ------------------- ---------- ----------------- ------------------ ------------------ ----------------------\n",
- " 2019-04-16 01:59:34 2.530 sec 0.0 316955226.64669997 217175355.83322105 1.0046061569866094e+17\n",
- " 2019-04-16 01:59:34 2.570 sec 5.0 233002195.67911825 161623741.18342665 5.4290023191290104e+16\n",
- " 2019-04-16 01:59:34 2.599 sec 10.0 185979042.97800505 128617301.53639418 3.4588204427014652e+16\n",
- " 2019-04-16 01:59:34 2.637 sec 15.0 160886370.01686227 110703199.10235162 2.5884424057202716e+16\n",
- " 2019-04-16 01:59:34 2.677 sec 20.0 147080024.71210158 100357653.07234043 2.1632533669312412e+16\n",
- "--- --- --- --- --- --- ---\n",
- " 2019-04-16 01:59:34 2.941 sec 80.0 100875681.10949382 71046537.44053751 1.0175903039304288e+16\n",
- " 2019-04-16 01:59:34 2.960 sec 85.0 98941160.75366399 69978548.0206047 9789353291282378.0\n",
- " 2019-04-16 01:59:34 2.982 sec 90.0 97317074.03393775 68895259.28152296 9470612898526922.0\n",
- " 2019-04-16 01:59:35 3.000 sec 95.0 95815426.87027301 67948401.30078387 9180596026332636.0\n",
- " 2019-04-16 01:59:35 3.008 sec 97.0 95206033.74587767 67496135.99104144 9064188861621198.0"
+ "{'start_time': 1556176588.4232352,\n",
+ " 'target': 'transaction_real_price',\n",
+ " 'server_path': '/Users/bonnie/6105/project/DS/project/results',\n",
+ " 'data_path': '/Users/bonnie/6105/project/DS/project/data/trainPriceCleaned.csv',\n",
+ " 'test_path': None,\n",
+ " 'max_models': 9,\n",
+ " 'run_time': 300,\n",
+ " 'run_id': 'MhjELnB300',\n",
+ " 'scale': False,\n",
+ " 'classification': False,\n",
+ " 'model_path': None,\n",
+ " 'balance': False,\n",
+ " 'balance_threshold': 0.2,\n",
+ " 'project': None,\n",
+ " 'end_time': 1556177515.9338748,\n",
+ " 'execution_time': 927.510639667511,\n",
+ " 'run_path': '/Users/bonnie/6105/project/DS/project/results/MhjELnB300',\n",
+ " 'nthreads': 1,\n",
+ " 'min_mem_size': 1,\n",
+ " 'analysis': 0,\n",
+ " 'X': ['city',\n",
+ " 'exclusive_use_area',\n",
+ " 'floor',\n",
+ " 'total_parking_capacity_in_site',\n",
+ " 'total_household_count_in_sites',\n",
+ " 'apartment_building_count_in_sites',\n",
+ " 'supply_area',\n",
+ " 'total_household_count_of_area_type',\n",
+ " 'room_count',\n",
+ " 'bathroom_count',\n",
+ " 'heat_fuel_cogeneration',\n",
+ " 'heat_fuel_gas',\n",
+ " 'heat_type_central',\n",
+ " 'heat_type_district',\n",
+ " 'heat_type_individual',\n",
+ " 'front_door_structure_corridor',\n",
+ " 'front_door_structure_mixed',\n",
+ " 'front_door_structure_stairway'],\n",
+ " 'variables': {'transaction_real_price': 'int',\n",
+ " 'city': 'int',\n",
+ " 'exclusive_use_area': 'real',\n",
+ " 'floor': 'int',\n",
+ " 'total_parking_capacity_in_site': 'int',\n",
+ " 'total_household_count_in_sites': 'int',\n",
+ " 'apartment_building_count_in_sites': 'int',\n",
+ " 'supply_area': 'real',\n",
+ " 'total_household_count_of_area_type': 'int',\n",
+ " 'room_count': 'int',\n",
+ " 'bathroom_count': 'int',\n",
+ " 'heat_fuel_cogeneration': 'int',\n",
+ " 'heat_fuel_gas': 'int',\n",
+ " 'heat_type_central': 'int',\n",
+ " 'heat_type_district': 'int',\n",
+ " 'heat_type_individual': 'int',\n",
+ " 'front_door_structure_corridor': 'int',\n",
+ " 'front_door_structure_mixed': 'int',\n",
+ " 'front_door_structure_stairway': 'int'},\n",
+ " 'model_execution_time_sec': 306.66742992401123,\n",
+ " 'model_execution_time': 306.6675138473511,\n",
+ " 'mod_best': 'GBM_1_AutoML_20190425_031629',\n",
+ " 'mod_best_algo': 'gbm',\n",
+ " 'models': ['GBM_1_AutoML_20190425_031629',\n",
+ " 'XGBoost_1_AutoML_20190425_031629',\n",
+ " 'XRT_1_AutoML_20190425_031629',\n",
+ " 'DRF_1_AutoML_20190425_031629',\n",
+ " 'DeepLearning_1_AutoML_20190425_031629',\n",
+ " 'GLM_grid_1_AutoML_20190425_031629_model_1']}"
]
},
+ "execution_count": 47,
"metadata": {},
- "output_type": "display_data"
- },
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "meta_data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "\n",
- "See the whole table with table.as_data_frame()\n",
- "Variable Importances: \n"
+ "Writing H2O logs to /Users/bonnie/6105/project/DS/project/results/MhjELnB300/logs/MhjELnB300_autoh2o_log.zip\n"
]
},
{
"data": {
- "text/html": [
- "| variable | \n",
- "relative_importance | \n",
- "scaled_importance | \n",
- "percentage |
\n",
- "| supply_area | \n",
- "514244051216881418240.0000000 | \n",
- "1.0 | \n",
- "0.2696530 |
\n",
- "| city | \n",
- "355607991304987869184.0000000 | \n",
- "0.6915160 | \n",
- "0.1864694 |
\n",
- "| exclusive_use_area | \n",
- "287178627309046333440.0000000 | \n",
- "0.5584481 | \n",
- "0.1505872 |
\n",
- "| apartment_building_count_in_sites | \n",
- "136599603887541846016.0000000 | \n",
- "0.2656319 | \n",
- "0.0716284 |
\n",
- "| total_parking_capacity_in_site | \n",
- "110624380553147711488.0000000 | \n",
- "0.2151204 | \n",
- "0.0580079 |
\n",
- "| total_household_count_in_sites | \n",
- "83936717664419840000.0000000 | \n",
- "0.1632235 | \n",
- "0.0440137 |
\n",
- "| floor | \n",
- "79562227090429313024.0000000 | \n",
- "0.1547169 | \n",
- "0.0417199 |
\n",
- "| heat_fuel_cogeneration | \n",
- "62866688380418129920.0000000 | \n",
- "0.1222507 | \n",
- "0.0329653 |
\n",
- "| total_household_count_of_area_type | \n",
- "52281927434330177536.0000000 | \n",
- "0.1016675 | \n",
- "0.0274150 |
\n",
- "| heat_fuel_gas | \n",
- "43593366649318670336.0000000 | \n",
- "0.0847717 | \n",
- "0.0228590 |
\n",
- "| bathroom_count | \n",
- "42576472325253758976.0000000 | \n",
- "0.0827943 | \n",
- "0.0223257 |
\n",
- "| heat_type_district | \n",
- "35194944992644694016.0000000 | \n",
- "0.0684402 | \n",
- "0.0184551 |
\n",
- "| heat_type_individual | \n",
- "34225360454899728384.0000000 | \n",
- "0.0665547 | \n",
- "0.0179467 |
\n",
- "| front_door_structure_stairway | \n",
- "24499676530895486976.0000000 | \n",
- "0.0476421 | \n",
- "0.0128468 |
\n",
- "| room_count | \n",
- "20022249678312570880.0000000 | \n",
- "0.0389353 | \n",
- "0.0104990 |
\n",
- "| front_door_structure_mixed | \n",
- "10703568675027288064.0000000 | \n",
- "0.0208142 | \n",
- "0.0056126 |
\n",
- "| heat_type_central | \n",
- "7370545410470838272.0000000 | \n",
- "0.0143328 | \n",
- "0.0038649 |
\n",
- "| front_door_structure_corridor | \n",
- "5969837415672578048.0000000 | \n",
- "0.0116090 | \n",
- "0.0031304 |
"
- ],
"text/plain": [
- "variable relative_importance scaled_importance percentage\n",
- "---------------------------------- --------------------- ------------------- ------------\n",
- "supply_area 5.14244e+20 1 0.269653\n",
- "city 3.55608e+20 0.691516 0.186469\n",
- "exclusive_use_area 2.87179e+20 0.558448 0.150587\n",
- "apartment_building_count_in_sites 1.366e+20 0.265632 0.0716284\n",
- "total_parking_capacity_in_site 1.10624e+20 0.21512 0.0580079\n",
- "total_household_count_in_sites 8.39367e+19 0.163224 0.0440137\n",
- "floor 7.95622e+19 0.154717 0.0417199\n",
- "heat_fuel_cogeneration 6.28667e+19 0.122251 0.0329653\n",
- "total_household_count_of_area_type 5.22819e+19 0.101668 0.027415\n",
- "heat_fuel_gas 4.35934e+19 0.0847717 0.022859\n",
- "bathroom_count 4.25765e+19 0.0827943 0.0223257\n",
- "heat_type_district 3.51949e+19 0.0684402 0.0184551\n",
- "heat_type_individual 3.42254e+19 0.0665547 0.0179467\n",
- "front_door_structure_stairway 2.44997e+19 0.0476421 0.0128468\n",
- "room_count 2.00222e+19 0.0389353 0.010499\n",
- "front_door_structure_mixed 1.07036e+19 0.0208142 0.00561261\n",
- "heat_type_central 7.37055e+18 0.0143328 0.00386488\n",
- "front_door_structure_corridor 5.96984e+18 0.011609 0.00313039"
+ "'/Users/bonnie/6105/project/DS/project/results/MhjELnB300/logs/MhjELnB300_autoh2o_log.zip'"
]
},
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": []
- },
- "execution_count": 21,
+ "execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "bestModel_500 = get_BestModel(board_csv)\n",
- "bestModel_500"
+ "# Save logs\n",
+ "h2o.download_all_logs(dirname=logs_path, filename=logfile)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# MODEL 2 ( 500 ) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "runtime = 500"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 50,
"metadata": {
- "scrolled": false
+ "scrolled": true
},
"outputs": [
{
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "eFMvlPR500\n"
+ ]
}
],
"source": [
- "bestModel_500.varimp_plot()"
+ "rtime = str(runtime)\n",
+ "run_id= alphabet(7) + rtime\n",
+ "\n",
+ "run_path = os.path.join(server_path,run_id)\n",
+ "os.mkdir(run_path)\n",
+ "os.chdir(run_path) \n",
+ "\n",
+ "print (run_id)"
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 51,
"metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/Users/bonnie/6105/project/DS/project/results/eFMvlPR500/logs eFMvlPR500_autoh2o_log.zip\n"
+ ]
+ }
+ ],
"source": [
- "# MODEL 3 ( 1000 ) "
+ "logfile=run_id+'_autoh2o_log.zip'\n",
+ "logs_path=os.path.join(run_path,'logs')\n",
+ "print(logs_path,' ',logfile)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'start_time': 1556178269.322779, 'target': 'transaction_real_price', 'server_path': '/Users/bonnie/6105/project/DS/project/results', 'data_path': '/Users/bonnie/6105/project/DS/project/data/trainPriceCleaned.csv', 'test_path': None, 'max_models': 9, 'run_time': 500, 'run_id': 'eFMvlPR500', 'scale': False, 'classification': False, 'model_path': None, 'balance': False, 'balance_threshold': 0.2, 'project': None, 'end_time': 1556178269.322814, 'execution_time': 0.0, 'run_path': '/Users/bonnie/6105/project/DS/project/results/eFMvlPR500', 'nthreads': 1, 'min_mem_size': 1, 'analysis': 0, 'X': ['city', 'exclusive_use_area', 'floor', 'total_parking_capacity_in_site', 'total_household_count_in_sites', 'apartment_building_count_in_sites', 'supply_area', 'total_household_count_of_area_type', 'room_count', 'bathroom_count', 'heat_fuel_cogeneration', 'heat_fuel_gas', 'heat_type_central', 'heat_type_district', 'heat_type_individual', 'front_door_structure_corridor', 'front_door_structure_mixed', 'front_door_structure_stairway'], 'variables': {'transaction_real_price': 'int', 'city': 'int', 'exclusive_use_area': 'real', 'floor': 'int', 'total_parking_capacity_in_site': 'int', 'total_household_count_in_sites': 'int', 'apartment_building_count_in_sites': 'int', 'supply_area': 'real', 'total_household_count_of_area_type': 'int', 'room_count': 'int', 'bathroom_count': 'int', 'heat_fuel_cogeneration': 'int', 'heat_fuel_gas': 'int', 'heat_type_central': 'int', 'heat_type_district': 'int', 'heat_type_individual': 'int', 'front_door_structure_corridor': 'int', 'front_door_structure_mixed': 'int', 'front_door_structure_stairway': 'int'}}\n"
+ ]
+ }
+ ],
+ "source": [
+ "# meta data\n",
+ "meta_data = set_meta_data(analysis, run_id,server_path,data_path,test_path,model_path,\n",
+ " target,runtime,classification,scale,max_models,balance_y,\n",
+ " balance_threshold,name,run_path,nthreads,min_mem_size,X,\n",
+ " Variable_type)\n",
+ "\n",
+ "\n",
+ "print(meta_data)"
]
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 53,
"metadata": {
"scrolled": true
},
@@ -1870,690 +2104,202 @@
"output_type": "stream",
"text": [
"AutoML progress: |████████████████████████████████████████████████████████| 100%\n",
- "get_leaderBoard done\n",
+ "get_leaderBoard done\n"
+ ]
+ }
+ ],
+ "source": [
+ "model_start_time = time.time()\n",
+ "leaderBoard = get_leaderBoard(runtime)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Execution time for 500 sec = 483.5366759300232\n"
+ ]
+ }
+ ],
+ "source": [
+ "execution_time = time.time() - model_start_time\n",
+ "meta_data['model_execution_time_sec'] = execution_time\n",
+ "meta_data['model_execution_time'] = time.time() - model_start_time\n",
+ "print(\"Execution time for \", runtime,\"sec = \",meta_data['model_execution_time_sec'])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "--- create new folder leaderboard ---\n",
"board_to_csv done\n",
- "GBM_1_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_7\n",
- "XGBoost_1_AutoML_20190416_015849\n",
- "XGBoost_1_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_9\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_3\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_4\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_14\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_16\n",
- "XGBoost_1_AutoML_20190416_022142\n",
- "GBM_1_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_021340_model_9\n",
- "XGBoost_1_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_6\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_6\n",
- "GBM_1_AutoML_20190416_022142\n",
- "XGBoost_2_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_7\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_8\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_1\n",
- "GBM_grid_1_AutoML_20190416_022142_model_19\n",
- "XGBoost_2_AutoML_20190416_015849\n",
- "XGBoost_2_AutoML_20190416_022142\n",
- "GBM_grid_1_AutoML_20190416_022142_model_22\n",
- "GBM_1_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_3\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_20\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_2\n",
- "GBM_grid_1_AutoML_20190416_021340_model_7\n",
- "GBM_2_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_015849_model_7\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_5\n",
- "GBM_grid_1_AutoML_20190416_022142_model_30\n",
- "DRF_1_AutoML_20190416_021340\n",
- "GBM_2_AutoML_20190416_022142\n",
- "GBM_4_AutoML_20190416_015849\n",
- "XGBoost_2_AutoML_20190416_020809\n",
- "GBM_4_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_10\n",
- "GBM_2_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_13\n",
- "GBM_3_AutoML_20190416_022142\n",
- "GBM_4_AutoML_20190416_022142\n",
- "GBM_4_AutoML_20190416_021340\n",
- "XRT_1_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_11\n",
- "GBM_3_AutoML_20190416_020809\n",
- "DRF_1_AutoML_20190416_020809\n",
- "GBM_3_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_4\n",
- "XRT_1_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_2\n",
- "GBM_3_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_021340_model_12\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_1\n",
- "GBM_2_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_022142_model_40\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_18\n",
- "DRF_1_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_21\n",
- "GBM_grid_1_AutoML_20190416_022142_model_18\n",
- "XRT_1_AutoML_20190416_021340\n",
- "XGBoost_3_AutoML_20190416_021340\n",
- "GBM_grid_1_AutoML_20190416_015849_model_8\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_1\n",
- "GBM_grid_1_AutoML_20190416_020809_model_9\n",
- "XGBoost_3_AutoML_20190416_022142\n",
- "DRF_1_AutoML_20190416_022142\n",
- "XGBoost_3_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_022142_model_34\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_12\n",
- "XRT_1_AutoML_20190416_022142\n",
- "GBM_grid_1_AutoML_20190416_021340_model_14\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_12\n",
- "GBM_grid_1_AutoML_20190416_022142_model_20\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_8\n",
- "XGBoost_3_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_4\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_4\n",
- "GBM_grid_1_AutoML_20190416_015849_model_11\n",
- "GBM_grid_1_AutoML_20190416_015849_model_6\n",
- "GBM_grid_1_AutoML_20190416_020809_model_1\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_17\n",
- "GBM_grid_1_AutoML_20190416_022142_model_38\n",
- "GBM_grid_1_AutoML_20190416_022142_model_14\n",
- "GBM_grid_1_AutoML_20190416_020809_model_4\n",
- "GBM_grid_1_AutoML_20190416_015849_model_9\n",
- "GBM_grid_1_AutoML_20190416_022142_model_10\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_9\n",
- "GBM_grid_1_AutoML_20190416_022142_model_44\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_6\n",
- "GBM_grid_1_AutoML_20190416_022142_model_32\n",
- "GBM_grid_1_AutoML_20190416_022142_model_23\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_8\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_7\n",
- "GBM_grid_1_AutoML_20190416_022142_model_8\n",
- "GBM_grid_1_AutoML_20190416_020809_model_2\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_6\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_1\n",
- "GBM_grid_1_AutoML_20190416_022142_model_43\n",
- "GBM_grid_1_AutoML_20190416_022142_model_24\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_11\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_3\n",
- "GBM_grid_1_AutoML_20190416_020809_model_7\n",
- "GBM_grid_1_AutoML_20190416_021340_model_3\n",
- "GBM_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_grid_1_AutoML_20190416_022142_model_17\n",
- "GBM_grid_1_AutoML_20190416_021340_model_8\n",
- "GBM_grid_1_AutoML_20190416_022142_model_45\n",
- "GBM_grid_1_AutoML_20190416_021340_model_17\n",
- "GBM_grid_1_AutoML_20190416_020809_model_5\n",
- "GBM_grid_1_AutoML_20190416_022142_model_2\n",
- "GBM_grid_1_AutoML_20190416_022142_model_36\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_1\n",
- "GBM_grid_1_AutoML_20190416_015849_model_13\n",
- "GBM_grid_1_AutoML_20190416_021340_model_11\n",
- "GBM_grid_1_AutoML_20190416_022142_model_15\n",
- "GBM_grid_1_AutoML_20190416_022142_model_35\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_5\n",
- "GBM_grid_1_AutoML_20190416_022142_model_26\n",
- "GBM_5_AutoML_20190416_022142\n",
- "GBM_grid_1_AutoML_20190416_021340_model_2\n",
- "GBM_grid_1_AutoML_20190416_022142_model_37\n",
- "GBM_5_AutoML_20190416_021340\n",
- "GBM_grid_1_AutoML_20190416_021340_model_15\n",
- "GBM_grid_1_AutoML_20190416_021340_model_4\n",
- "GBM_grid_1_AutoML_20190416_022142_model_13\n",
- "GBM_grid_1_AutoML_20190416_015849_model_1\n",
- "GBM_5_AutoML_20190416_020809\n",
- "GBM_5_AutoML_20190416_015849\n",
- "DeepLearning_1_AutoML_20190416_021340\n",
- "GBM_grid_1_AutoML_20190416_022142_model_9\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_grid_1_AutoML_20190416_022142_model_33\n",
- "GBM_grid_1_AutoML_20190416_021340_model_16\n",
- "GBM_grid_1_AutoML_20190416_022142_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_2\n",
- "GBM_grid_1_AutoML_20190416_022142_model_29\n",
- "GBM_grid_1_AutoML_20190416_015849_model_5\n",
- "DeepLearning_1_AutoML_20190416_020809\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_6\n",
- "GBM_grid_1_AutoML_20190416_022142_model_11\n",
- "GBM_grid_1_AutoML_20190416_022142_model_16\n",
- "GBM_grid_1_AutoML_20190416_021340_model_6\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_5\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_1\n",
- "DeepLearning_1_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_020809_model_11\n",
- "GBM_grid_1_AutoML_20190416_021340_model_5\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_5\n",
- "GBM_grid_1_AutoML_20190416_022142_model_21\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_5\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_1\n",
- "DeepLearning_1_AutoML_20190416_022142\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_2\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_7\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_2\n",
- "GBM_grid_1_AutoML_20190416_022142_model_27\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_8\n",
- "GBM_grid_1_AutoML_20190416_021340_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_2\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_3\n",
- "GBM_grid_1_AutoML_20190416_015849_model_2\n",
- "GBM_grid_1_AutoML_20190416_021340_model_19\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_4\n",
- "GBM_grid_1_AutoML_20190416_021340_model_13\n",
- "GBM_grid_1_AutoML_20190416_021340_model_10\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_7\n",
- "GBM_grid_1_AutoML_20190416_022142_model_12\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_15\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_5\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_6\n",
- "GBM_grid_1_AutoML_20190416_022142_model_42\n",
- "GBM_grid_1_AutoML_20190416_022142_model_3\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_10\n",
- "GBM_grid_1_AutoML_20190416_022142_model_5\n",
- "GBM_grid_1_AutoML_20190416_020809_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_5\n",
- "GBM_grid_1_AutoML_20190416_022142_model_31\n",
- "GBM_grid_1_AutoML_20190416_020809_model_10\n",
- "GBM_grid_1_AutoML_20190416_022142_model_39\n",
- "GBM_grid_1_AutoML_20190416_020809_model_13\n",
- "GBM_grid_1_AutoML_20190416_015849_model_10\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_9\n",
- "GBM_grid_1_AutoML_20190416_015849_model_12\n",
- "GBM_grid_1_AutoML_20190416_021340_model_18\n",
- "GBM_grid_1_AutoML_20190416_022142_model_25\n",
- "GBM_grid_1_AutoML_20190416_020809_model_6\n",
- "GBM_grid_1_AutoML_20190416_022142_model_41\n",
- "GBM_grid_1_AutoML_20190416_020809_model_8\n",
- "GBM_grid_1_AutoML_20190416_022142_model_4\n",
- "GBM_grid_1_AutoML_20190416_021340_model_20\n",
- "GBM_grid_1_AutoML_20190416_022142_model_28\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_3\n",
- "GBM_grid_1_AutoML_20190416_022142_model_6\n",
- "GBM_grid_1_AutoML_20190416_022142_model_7\n",
- "GBM_grid_1_AutoML_20190416_020809_model_12\n",
- "GBM_grid_1_AutoML_20190416_015849_model_14\n",
- "GBM_grid_1_AutoML_20190416_020809_model_14\n",
- "StackedEnsemble_AllModels_AutoML_20190416_015849\n",
- "GLM_grid_1_AutoML_20190416_020809_model_1\n",
- "GLM_grid_1_AutoML_20190416_022142_model_1\n",
- "GLM_grid_1_AutoML_20190416_021340_model_1\n",
- "GLM_grid_1_AutoML_20190416_015849_model_1\n",
- "StackedEnsemble_BestOfFamily_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_2\n",
- "GBM_grid_1_AutoML_20190416_015849_model_4\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_2\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_13\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_19\n",
- "get_all_params done\n",
- "model_list : 216\n",
- "all_params : 216\n",
- "tryyyyyyyyyyyyyyyy 1\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 2\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 3\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 4\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 5\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 6\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 7\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 8\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 9\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 10\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 11\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 12\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 13\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 14\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 15\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 16\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 17\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 18\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 19\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 20\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 21\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 22\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 23\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 24\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 25\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 26\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 27\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 28\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 29\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 30\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 31\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 32\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 33\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 34\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 35\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 36\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 37\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 38\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 39\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 40\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 41\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 42\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 43\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 44\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 45\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 46\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 47\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 48\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 49\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 50\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 51\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 52\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 53\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 54\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 55\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 56\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 57\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 58\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 59\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 60\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 61\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 62\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 63\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 64\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 65\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 66\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 67\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 68\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 69\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 70\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 71\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 72\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 73\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 74\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 75\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 76\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 77\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 78\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 79\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 80\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 81\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 82\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 83\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 84\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 85\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 86\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 87\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 88\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 89\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 90\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 91\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 92\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 93\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 94\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 95\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 96\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 97\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 98\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 99\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 100\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 101\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 102\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 103\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 104\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 105\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 106\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 107\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 108\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 109\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 110\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 111\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 112\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 113\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 114\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 115\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 116\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 117\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 118\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 119\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 120\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 121\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 122\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 123\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 124\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 125\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 126\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 127\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 128\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 129\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 130\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 131\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 132\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 133\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 134\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 135\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 136\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 137\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 138\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 139\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 140\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 141\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 142\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 143\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 144\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 145\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 146\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 147\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 148\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 149\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 150\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 151\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 152\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 153\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 154\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 155\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 156\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 157\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 158\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 159\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 160\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 161\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 162\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 163\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 164\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 165\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 166\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 167\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 168\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 169\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 170\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 171\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 172\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 173\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 174\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 175\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 176\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 177\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 178\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 179\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 180\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 181\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 182\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 183\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 184\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 185\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 186\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 187\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 188\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 189\n",
- "done\n"
+ "XGBoost_grid_1_AutoML_20190425_034434_model_5\n",
+ "--- create new folder param ---\n",
+ "GBM_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_3\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_3\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_6\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_6\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_4\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_7\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_7\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_5\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_4\n",
+ "--- param existed ---\n",
+ "StackedEnsemble_AllModels_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "StackedEnsemble_BestOfFamily_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_2\n",
+ "--- param existed ---\n"
]
- },
+ }
+ ],
+ "source": [
+ "board_csv = board_to_csv(leaderBoard)\n",
+ "\n",
+ "every_params = get_every_params(board_csv)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "tryyyyyyyyyyyyyyyy 190\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 191\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 192\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 193\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 194\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 195\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 196\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 197\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 198\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 199\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 200\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 201\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 202\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 203\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 204\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 205\n",
- "done\n",
"Warning: This model doesn't have variable importances\n",
- "tryyyyyyyyyyyyyyyy 206\n",
- "StackedEnsemble_AllModels_AutoML_20190416_015849\n",
- "pass\n",
- "tryyyyyyyyyyyyyyyy 207\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 208\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 209\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 210\n",
- "done\n",
"Warning: This model doesn't have variable importances\n",
- "tryyyyyyyyyyyyyyyy 211\n",
- "StackedEnsemble_BestOfFamily_AutoML_20190416_015849\n",
- "pass\n",
- "tryyyyyyyyyyyyyyyy 212\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 213\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 214\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 215\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 216\n",
- "done\n"
+ "--- create new folder varimp ---\n",
+ "all varimp done\n"
]
}
],
"source": [
- "runtime = 1000\n",
- "leaderBoard = get_leaderBoard(runtime)\n",
- "\n",
- "board_csv = board_to_csv(leaderBoard, runtime)\n",
- "board_csv.to_csv('result/1000/leaderboard.csv', sep='\\t')\n",
- "\n",
- "params = get_all_params(board_csv)\n",
- "with open('result/1000/params.json', 'w') as f:\n",
- " json.dump(params, f)\n",
- " \n",
- "all_varimp = get_all_varimp(board_csv) \n",
- "all_varimp.to_csv('result/1000/all_varimp.csv', sep='\\t')"
+ "all_varimp = get_all_varimp(board_csv) "
]
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 58,
"metadata": {
"scrolled": true
},
@@ -2564,27 +2310,27 @@
"text": [
"Model Details\n",
"=============\n",
- "H2OGradientBoostingEstimator : Gradient Boosting Machine\n",
- "Model Key: GBM_1_AutoML_20190416_015849\n",
+ "H2OXGBoostEstimator : XGBoost\n",
+ "Model Key: XGBoost_grid_1_AutoML_20190425_034434_model_5\n",
"\n",
"\n",
- "ModelMetricsRegression: gbm\n",
+ "ModelMetricsRegression: xgboost\n",
"** Reported on train data. **\n",
"\n",
- "MSE: 9064188861621198.0\n",
- "RMSE: 95206033.74587767\n",
- "MAE: 67496135.99104144\n",
- "RMSLE: 0.25946421720441404\n",
- "Mean Residual Deviance: 9064188861621198.0\n",
+ "MSE: 6426494700688825.0\n",
+ "RMSE: 80165420.85393693\n",
+ "MAE: 54535962.69703504\n",
+ "RMSLE: 0.21184011548141482\n",
+ "Mean Residual Deviance: 6426494700688825.0\n",
"\n",
- "ModelMetricsRegression: gbm\n",
+ "ModelMetricsRegression: xgboost\n",
"** Reported on cross-validation data. **\n",
"\n",
- "MSE: 2.5146739460939084e+16\n",
- "RMSE: 158577235.00218776\n",
- "MAE: 96028946.28873461\n",
- "RMSLE: 0.3325625379269681\n",
- "Mean Residual Deviance: 2.5146739460939084e+16\n",
+ "MSE: 2.3532474855228316e+16\n",
+ "RMSE: 153402981.89809844\n",
+ "MAE: 90918845.49757412\n",
+ "RMSLE: 0.31368784715308506\n",
+ "Mean Residual Deviance: 2.3532474855228316e+16\n",
"Cross-Validation Metrics Summary: \n"
]
},
@@ -2600,72 +2346,72 @@
"| cv_4_valid | \n",
"cv_5_valid | \n",
"| mae | \n",
- "96028944.0000000 | \n",
- "3612221.8 | \n",
- "100648072.0000000 | \n",
- "89991768.0000000 | \n",
- "99987528.0000000 | \n",
- "89572152.0000000 | \n",
- "99945208.0000000 |
\n",
+ "90918848.0000000 | \n",
+ "1839696.5 | \n",
+ "95816288.0000000 | \n",
+ "91183232.0000000 | \n",
+ "89934552.0000000 | \n",
+ "88611840.0000000 | \n",
+ "89048312.0000000 | \n",
"| mean_residual_deviance | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
+ "23532475900000000.0000000 | \n",
+ "1714782600000000.0000000 | \n",
+ "25732130500000000.0000000 | \n",
+ "26206443000000000.0000000 | \n",
+ "20645164800000000.0000000 | \n",
+ "24424381600000000.0000000 | \n",
+ "20654257200000000.0000000 | \n",
"| mse | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
+ "23532475900000000.0000000 | \n",
+ "1714782600000000.0000000 | \n",
+ "25732130500000000.0000000 | \n",
+ "26206443000000000.0000000 | \n",
+ "20645164800000000.0000000 | \n",
+ "24424381600000000.0000000 | \n",
+ "20654257200000000.0000000 | \n",
"| r2 | \n",
- "0.7517724 | \n",
- "0.0152310 | \n",
- "0.7486387 | \n",
- "0.7622951 | \n",
- "0.7392049 | \n",
- "0.7862044 | \n",
- "0.7225189 |
\n",
+ "0.7603636 | \n",
+ "0.0170403 | \n",
+ "0.7535597 | \n",
+ "0.7253769 | \n",
+ "0.7528056 | \n",
+ "0.7716479 | \n",
+ "0.7984281 | \n",
"| residual_deviance | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
+ "23532475900000000.0000000 | \n",
+ "1714782600000000.0000000 | \n",
+ "25732130500000000.0000000 | \n",
+ "26206443000000000.0000000 | \n",
+ "20645164800000000.0000000 | \n",
+ "24424381600000000.0000000 | \n",
+ "20654257200000000.0000000 | \n",
"| rmse | \n",
- "157673632.0000000 | \n",
- "11953314.0000000 | \n",
- "166466832.0000000 | \n",
- "137592448.0000000 | \n",
- "174422512.0000000 | \n",
- "136876560.0000000 | \n",
- "173009840.0000000 |
\n",
+ "153195920.0000000 | \n",
+ "5634126.0 | \n",
+ "160412368.0000000 | \n",
+ "161884048.0000000 | \n",
+ "143684256.0000000 | \n",
+ "156283008.0000000 | \n",
+ "143715888.0000000 | \n",
"| rmsle | \n",
- "0.3324099 | \n",
- "0.0071243 | \n",
- "0.3404068 | \n",
- "0.3175372 | \n",
- "0.3412233 | \n",
- "0.3229898 | \n",
- "0.3398924 |
"
+ "0.3136399 | \n",
+ "0.0038774 | \n",
+ "0.3084553 | \n",
+ "0.3166682 | \n",
+ "0.3057718 | \n",
+ "0.3176187 | \n",
+ "0.3196857 | "
],
"text/plain": [
" mean sd cv_1_valid cv_2_valid cv_3_valid cv_4_valid cv_5_valid\n",
"---------------------- ----------- ----------- ------------ ------------ ------------ ------------ ------------\n",
- "mae 9.60289e+07 3.61222e+06 1.00648e+08 8.99918e+07 9.99875e+07 8.95722e+07 9.99452e+07\n",
- "mean_residual_deviance 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "mse 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "r2 0.751772 0.015231 0.748639 0.762295 0.739205 0.786204 0.722519\n",
- "residual_deviance 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "rmse 1.57674e+08 1.19533e+07 1.66467e+08 1.37592e+08 1.74423e+08 1.36877e+08 1.7301e+08\n",
- "rmsle 0.33241 0.00712425 0.340407 0.317537 0.341223 0.32299 0.339892"
+ "mae 9.09188e+07 1.8397e+06 9.58163e+07 9.11832e+07 8.99346e+07 8.86118e+07 8.90483e+07\n",
+ "mean_residual_deviance 2.35325e+16 1.71478e+15 2.57321e+16 2.62064e+16 2.06452e+16 2.44244e+16 2.06543e+16\n",
+ "mse 2.35325e+16 1.71478e+15 2.57321e+16 2.62064e+16 2.06452e+16 2.44244e+16 2.06543e+16\n",
+ "r2 0.760364 0.0170403 0.75356 0.725377 0.752806 0.771648 0.798428\n",
+ "residual_deviance 2.35325e+16 1.71478e+15 2.57321e+16 2.62064e+16 2.06452e+16 2.44244e+16 2.06543e+16\n",
+ "rmse 1.53196e+08 5.63413e+06 1.60412e+08 1.61884e+08 1.43684e+08 1.56283e+08 1.43716e+08\n",
+ "rmsle 0.31364 0.00387737 0.308455 0.316668 0.305772 0.317619 0.319686"
]
},
"metadata": {},
@@ -2689,40 +2435,40 @@
"training_mae | \n",
"training_deviance | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.530 sec | \n",
+ "2019-04-25 03:48:03 | \n",
+ " 2 min 9.426 sec | \n",
"0.0 | \n",
- "316955226.6467000 | \n",
- "217175355.8332210 | \n",
- "100460615698660944.0000000 |
\n",
+ "510052399.0745529 | \n",
+ "401904324.3927224 | \n",
+ "260153449801706944.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.570 sec | \n",
+ "2019-04-25 03:48:03 | \n",
+ " 2 min 9.512 sec | \n",
"5.0 | \n",
- "233002195.6791182 | \n",
- "161623741.1834266 | \n",
- "54290023191290104.0000000 |
\n",
+ "410643254.3515888 | \n",
+ "313658439.8320755 | \n",
+ "168627882344463648.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.599 sec | \n",
+ "2019-04-25 03:48:03 | \n",
+ " 2 min 9.592 sec | \n",
"10.0 | \n",
- "185979042.9780051 | \n",
- "128617301.5363942 | \n",
- "34588204427014652.0000000 |
\n",
+ "334489708.4313594 | \n",
+ "245223017.6948787 | \n",
+ "111883365046495808.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.637 sec | \n",
+ "2019-04-25 03:48:03 | \n",
+ " 2 min 9.678 sec | \n",
"15.0 | \n",
- "160886370.0168623 | \n",
- "110703199.1023516 | \n",
- "25884424057202716.0000000 |
\n",
+ "276921763.9709626 | \n",
+ "192776821.5477089 | \n",
+ "76685663360789552.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.677 sec | \n",
+ "2019-04-25 03:48:04 | \n",
+ " 2 min 9.770 sec | \n",
"20.0 | \n",
- "147080024.7121016 | \n",
- "100357653.0723404 | \n",
- "21632533669312412.0000000 |
\n",
+ "232652773.7544138 | \n",
+ "153714772.6150943 | \n",
+ "54127313135622432.0000000 | \n",
"| --- | \n",
"--- | \n",
"--- | \n",
@@ -2731,55 +2477,55 @@
"--- | \n",
"--- |
\n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.941 sec | \n",
- "80.0 | \n",
- "100875681.1094938 | \n",
- "71046537.4405375 | \n",
- "10175903039304288.0000000 |
\n",
+ "2019-04-25 03:48:07 | \n",
+ " 2 min 12.719 sec | \n",
+ "115.0 | \n",
+ "83743798.5030115 | \n",
+ "56418506.2544474 | \n",
+ "7013023787712987.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.960 sec | \n",
- "85.0 | \n",
- "98941160.7536640 | \n",
- "69978548.0206047 | \n",
- "9789353291282378.0000000 |
\n",
+ "2019-04-25 03:48:07 | \n",
+ " 2 min 12.915 sec | \n",
+ "120.0 | \n",
+ "82814119.7391555 | \n",
+ "55989217.7504043 | \n",
+ "6858178428171183.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.982 sec | \n",
- "90.0 | \n",
- "97317074.0339378 | \n",
- "68895259.2815230 | \n",
- "9470612898526922.0000000 |
\n",
+ "2019-04-25 03:48:07 | \n",
+ " 2 min 13.118 sec | \n",
+ "125.0 | \n",
+ "81358120.0617751 | \n",
+ "55210479.0641509 | \n",
+ "6619143699986209.0000000 | \n",
" | \n",
- "2019-04-16 01:59:35 | \n",
- " 3.000 sec | \n",
- "95.0 | \n",
- "95815426.8702730 | \n",
- "67948401.3007839 | \n",
- "9180596026332636.0000000 |
\n",
+ "2019-04-25 03:48:07 | \n",
+ " 2 min 13.322 sec | \n",
+ "130.0 | \n",
+ "80481155.7217434 | \n",
+ "54725964.3638814 | \n",
+ "6477216426307506.0000000 | \n",
" | \n",
- "2019-04-16 01:59:35 | \n",
- " 3.008 sec | \n",
- "97.0 | \n",
- "95206033.7458777 | \n",
- "67496135.9910414 | \n",
- "9064188861621198.0000000 |
"
+ "2019-04-25 03:48:07 | \n",
+ " 2 min 13.490 sec | \n",
+ "132.0 | \n",
+ "80165420.8539369 | \n",
+ "54535962.6970350 | \n",
+ "6426494700688825.0000000 | "
],
"text/plain": [
- " timestamp duration number_of_trees training_rmse training_mae training_deviance\n",
- "--- ------------------- ---------- ----------------- ------------------ ------------------ ----------------------\n",
- " 2019-04-16 01:59:34 2.530 sec 0.0 316955226.64669997 217175355.83322105 1.0046061569866094e+17\n",
- " 2019-04-16 01:59:34 2.570 sec 5.0 233002195.67911825 161623741.18342665 5.4290023191290104e+16\n",
- " 2019-04-16 01:59:34 2.599 sec 10.0 185979042.97800505 128617301.53639418 3.4588204427014652e+16\n",
- " 2019-04-16 01:59:34 2.637 sec 15.0 160886370.01686227 110703199.10235162 2.5884424057202716e+16\n",
- " 2019-04-16 01:59:34 2.677 sec 20.0 147080024.71210158 100357653.07234043 2.1632533669312412e+16\n",
- "--- --- --- --- --- --- ---\n",
- " 2019-04-16 01:59:34 2.941 sec 80.0 100875681.10949382 71046537.44053751 1.0175903039304288e+16\n",
- " 2019-04-16 01:59:34 2.960 sec 85.0 98941160.75366399 69978548.0206047 9789353291282378.0\n",
- " 2019-04-16 01:59:34 2.982 sec 90.0 97317074.03393775 68895259.28152296 9470612898526922.0\n",
- " 2019-04-16 01:59:35 3.000 sec 95.0 95815426.87027301 67948401.30078387 9180596026332636.0\n",
- " 2019-04-16 01:59:35 3.008 sec 97.0 95206033.74587767 67496135.99104144 9064188861621198.0"
+ " timestamp duration number_of_trees training_rmse training_mae training_deviance\n",
+ "--- ------------------- ---------------- ----------------- ------------------ ------------------ ----------------------\n",
+ " 2019-04-25 03:48:03 2 min 9.426 sec 0.0 510052399.0745529 401904324.39272237 2.6015344980170694e+17\n",
+ " 2019-04-25 03:48:03 2 min 9.512 sec 5.0 410643254.3515888 313658439.8320755 1.6862788234446365e+17\n",
+ " 2019-04-25 03:48:03 2 min 9.592 sec 10.0 334489708.43135935 245223017.6948787 1.118833650464958e+17\n",
+ " 2019-04-25 03:48:03 2 min 9.678 sec 15.0 276921763.97096264 192776821.5477089 7.668566336078955e+16\n",
+ " 2019-04-25 03:48:04 2 min 9.770 sec 20.0 232652773.75441375 153714772.61509433 5.412731313562243e+16\n",
+ "--- --- --- --- --- --- ---\n",
+ " 2019-04-25 03:48:07 2 min 12.719 sec 115.0 83743798.50301148 56418506.25444744 7013023787712987.0\n",
+ " 2019-04-25 03:48:07 2 min 12.915 sec 120.0 82814119.73915549 55989217.75040431 6858178428171183.0\n",
+ " 2019-04-25 03:48:07 2 min 13.118 sec 125.0 81358120.06177509 55210479.064150944 6619143699986209.0\n",
+ " 2019-04-25 03:48:07 2 min 13.322 sec 130.0 80481155.72174338 54725964.3638814 6477216426307506.0\n",
+ " 2019-04-25 03:48:07 2 min 13.490 sec 132.0 80165420.85393693 54535962.69703504 6426494700688825.0"
]
},
"metadata": {},
@@ -2802,99 +2548,99 @@
"scaled_importance | \n",
"percentage | \n",
"| supply_area | \n",
- "514244051216881418240.0000000 | \n",
+ "1284120368951404265472.0000000 | \n",
"1.0 | \n",
- "0.2696530 |
\n",
- "| city | \n",
- "355607991304987869184.0000000 | \n",
- "0.6915160 | \n",
- "0.1864694 |
\n",
+ "0.2793377 | \n",
"| exclusive_use_area | \n",
- "287178627309046333440.0000000 | \n",
- "0.5584481 | \n",
- "0.1505872 |
\n",
- "| apartment_building_count_in_sites | \n",
- "136599603887541846016.0000000 | \n",
- "0.2656319 | \n",
- "0.0716284 |
\n",
+ "772957166907737243648.0000000 | \n",
+ "0.6019351 | \n",
+ "0.1681432 | \n",
+ "| city | \n",
+ "713206644014017675264.0000000 | \n",
+ "0.5554048 | \n",
+ "0.1551455 |
\n",
+ "| heat_fuel_cogeneration | \n",
+ "534416448004059824128.0000000 | \n",
+ "0.4161732 | \n",
+ "0.1162529 |
\n",
"| total_parking_capacity_in_site | \n",
- "110624380553147711488.0000000 | \n",
- "0.2151204 | \n",
- "0.0580079 |
\n",
+ "299381886963406602240.0000000 | \n",
+ "0.2331416 | \n",
+ "0.0651252 | \n",
+ "| apartment_building_count_in_sites | \n",
+ "247495335114331652096.0000000 | \n",
+ "0.1927353 | \n",
+ "0.0538382 |
\n",
"| total_household_count_in_sites | \n",
- "83936717664419840000.0000000 | \n",
- "0.1632235 | \n",
- "0.0440137 |
\n",
- "| floor | \n",
- "79562227090429313024.0000000 | \n",
- "0.1547169 | \n",
- "0.0417199 |
\n",
- "| heat_fuel_cogeneration | \n",
- "62866688380418129920.0000000 | \n",
- "0.1222507 | \n",
- "0.0329653 |
\n",
+ "244401362170328121344.0000000 | \n",
+ "0.1903259 | \n",
+ "0.0531652 | \n",
"| total_household_count_of_area_type | \n",
- "52281927434330177536.0000000 | \n",
- "0.1016675 | \n",
- "0.0274150 |
\n",
- "| heat_fuel_gas | \n",
- "43593366649318670336.0000000 | \n",
- "0.0847717 | \n",
- "0.0228590 |
\n",
- "| bathroom_count | \n",
- "42576472325253758976.0000000 | \n",
- "0.0827943 | \n",
- "0.0223257 |
\n",
+ "170907383734059663360.0000000 | \n",
+ "0.1330930 | \n",
+ "0.0371779 | \n",
+ "| floor | \n",
+ "131989861805672366080.0000000 | \n",
+ "0.1027862 | \n",
+ "0.0287121 |
\n",
"| heat_type_district | \n",
- "35194944992644694016.0000000 | \n",
- "0.0684402 | \n",
- "0.0184551 |
\n",
+ "64536595854358740992.0000000 | \n",
+ "0.0502574 | \n",
+ "0.0140388 | \n",
"| heat_type_individual | \n",
- "34225360454899728384.0000000 | \n",
- "0.0665547 | \n",
- "0.0179467 |
\n",
- "| front_door_structure_stairway | \n",
- "24499676530895486976.0000000 | \n",
- "0.0476421 | \n",
- "0.0128468 |
\n",
+ "38812003996492890112.0000000 | \n",
+ "0.0302246 | \n",
+ "0.0084429 | \n",
+ "| bathroom_count | \n",
+ "32156545764355473408.0000000 | \n",
+ "0.0250417 | \n",
+ "0.0069951 |
\n",
"| room_count | \n",
- "20022249678312570880.0000000 | \n",
- "0.0389353 | \n",
- "0.0104990 |
\n",
- "| front_door_structure_mixed | \n",
- "10703568675027288064.0000000 | \n",
- "0.0208142 | \n",
- "0.0056126 |
\n",
+ "26082124451916283904.0000000 | \n",
+ "0.0203113 | \n",
+ "0.0056737 | \n",
"| heat_type_central | \n",
- "7370545410470838272.0000000 | \n",
- "0.0143328 | \n",
- "0.0038649 |
\n",
+ "12259486479981477888.0000000 | \n",
+ "0.0095470 | \n",
+ "0.0026668 | \n",
"| front_door_structure_corridor | \n",
- "5969837415672578048.0000000 | \n",
- "0.0116090 | \n",
- "0.0031304 |
"
+ "9603112566763028480.0000000 | \n",
+ "0.0074784 | \n",
+ "0.0020890 | \n",
+ "| front_door_structure_stairway | \n",
+ "9516272038889652224.0000000 | \n",
+ "0.0074107 | \n",
+ "0.0020701 |
\n",
+ "| heat_fuel_gas | \n",
+ "4244903233052475392.0000000 | \n",
+ "0.0033057 | \n",
+ "0.0009234 |
\n",
+ "| front_door_structure_mixed | \n",
+ "930509062724911104.0000000 | \n",
+ "0.0007246 | \n",
+ "0.0002024 |
"
],
"text/plain": [
"variable relative_importance scaled_importance percentage\n",
"---------------------------------- --------------------- ------------------- ------------\n",
- "supply_area 5.14244e+20 1 0.269653\n",
- "city 3.55608e+20 0.691516 0.186469\n",
- "exclusive_use_area 2.87179e+20 0.558448 0.150587\n",
- "apartment_building_count_in_sites 1.366e+20 0.265632 0.0716284\n",
- "total_parking_capacity_in_site 1.10624e+20 0.21512 0.0580079\n",
- "total_household_count_in_sites 8.39367e+19 0.163224 0.0440137\n",
- "floor 7.95622e+19 0.154717 0.0417199\n",
- "heat_fuel_cogeneration 6.28667e+19 0.122251 0.0329653\n",
- "total_household_count_of_area_type 5.22819e+19 0.101668 0.027415\n",
- "heat_fuel_gas 4.35934e+19 0.0847717 0.022859\n",
- "bathroom_count 4.25765e+19 0.0827943 0.0223257\n",
- "heat_type_district 3.51949e+19 0.0684402 0.0184551\n",
- "heat_type_individual 3.42254e+19 0.0665547 0.0179467\n",
- "front_door_structure_stairway 2.44997e+19 0.0476421 0.0128468\n",
- "room_count 2.00222e+19 0.0389353 0.010499\n",
- "front_door_structure_mixed 1.07036e+19 0.0208142 0.00561261\n",
- "heat_type_central 7.37055e+18 0.0143328 0.00386488\n",
- "front_door_structure_corridor 5.96984e+18 0.011609 0.00313039"
+ "supply_area 1.28412e+21 1 0.279338\n",
+ "exclusive_use_area 7.72957e+20 0.601935 0.168143\n",
+ "city 7.13207e+20 0.555405 0.155145\n",
+ "heat_fuel_cogeneration 5.34416e+20 0.416173 0.116253\n",
+ "total_parking_capacity_in_site 2.99382e+20 0.233142 0.0651252\n",
+ "apartment_building_count_in_sites 2.47495e+20 0.192735 0.0538382\n",
+ "total_household_count_in_sites 2.44401e+20 0.190326 0.0531652\n",
+ "total_household_count_of_area_type 1.70907e+20 0.133093 0.0371779\n",
+ "floor 1.3199e+20 0.102786 0.0287121\n",
+ "heat_type_district 6.45366e+19 0.0502574 0.0140388\n",
+ "heat_type_individual 3.8812e+19 0.0302246 0.00844287\n",
+ "bathroom_count 3.21565e+19 0.0250417 0.00699509\n",
+ "room_count 2.60821e+19 0.0203113 0.00567371\n",
+ "heat_type_central 1.22595e+19 0.00954699 0.00266683\n",
+ "front_door_structure_corridor 9.60311e+18 0.00747836 0.00208899\n",
+ "front_door_structure_stairway 9.51627e+18 0.00741073 0.0020701\n",
+ "heat_fuel_gas 4.2449e+18 0.00330569 0.000923404\n",
+ "front_door_structure_mixed 9.30509e+17 0.000724628 0.000202416"
]
},
"metadata": {},
@@ -2904,26 +2650,50 @@
"data": {
"text/plain": []
},
- "execution_count": 27,
+ "execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "bestModel_1000 = get_BestModel(board_csv)\n",
- "bestModel_1000"
+ "bestModel_500= get_BestModel(board_csv)\n",
+ "bestModel_500"
]
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 59,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'/Users/bonnie/6105/project/DS/project/results/eFMvlPR500/bestModel/XGBoost_grid_1_AutoML_20190425_034434_model_5'"
+ ]
+ },
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "my_path = run_path + '/bestModel'\n",
+ "h2o.save_model(model=bestModel_500, \n",
+ " path = my_path, \n",
+ " # force=True\n",
+ " )\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
"metadata": {
- "scrolled": true
+ "scrolled": false
},
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
""
]
@@ -2935,7 +2705,1625 @@
}
],
"source": [
- "bestModel_1000.varimp_plot()"
+ "bestModel_500.varimp_plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'xgboost'"
+ ]
+ },
+ "execution_count": 61,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "bestModel_500.algo"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "meta_data['mod_best']=bestModel_500._id\n",
+ "meta_data['mod_best_algo']=bestModel_500.algo\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 XGBoost_grid_1_AutoML_20190425_034434_model_5\n",
+ "1 GBM_1_AutoML_20190425_031629\n",
+ "2 GBM_grid_1_AutoML_20190425_034434_model_4\n",
+ "3 XGBoost_1_AutoML_20190425_031629\n",
+ "4 XGBoost_grid_1_AutoML_20190425_034434_model_3\n",
+ "5 GBM_1_AutoML_20190425_034434\n",
+ "6 XGBoost_1_AutoML_20190425_034434\n",
+ "7 XGBoost_2_AutoML_20190425_034434\n",
+ "8 XGBoost_grid_1_AutoML_20190425_034434_model_1\n",
+ "9 XGBoost_grid_1_AutoML_20190425_034434_model_4\n",
+ "10 XGBoost_grid_1_AutoML_20190425_031629_model_1\n",
+ "11 GBM_4_AutoML_20190425_034434\n",
+ "12 XGBoost_2_AutoML_20190425_031629\n",
+ "13 XGBoost_grid_1_AutoML_20190425_031629_model_2\n",
+ "14 GBM_4_AutoML_20190425_031629\n",
+ "15 XRT_1_AutoML_20190425_031629\n",
+ "16 DRF_1_AutoML_20190425_031629\n",
+ "17 GBM_grid_1_AutoML_20190425_031629_model_3\n",
+ "18 DRF_1_AutoML_20190425_034434\n",
+ "19 GBM_grid_1_AutoML_20190425_031629_model_1\n",
+ "20 GBM_2_AutoML_20190425_031629\n",
+ "21 GBM_2_AutoML_20190425_034434\n",
+ "22 GBM_3_AutoML_20190425_031629\n",
+ "23 GBM_3_AutoML_20190425_034434\n",
+ "24 XRT_1_AutoML_20190425_034434\n",
+ "25 XGBoost_grid_1_AutoML_20190425_034434_model_7\n",
+ "26 XGBoost_grid_1_AutoML_20190425_034434_model_6\n",
+ "27 XGBoost_3_AutoML_20190425_034434\n",
+ "28 XGBoost_3_AutoML_20190425_031629\n",
+ "29 GBM_grid_1_AutoML_20190425_034434_model_5\n",
+ "30 GBM_grid_1_AutoML_20190425_034434_model_2\n",
+ "31 GBM_grid_1_AutoML_20190425_031629_model_6\n",
+ "32 GBM_5_AutoML_20190425_031629\n",
+ "33 GBM_5_AutoML_20190425_034434\n",
+ "34 DeepLearning_grid_1_AutoML_20190425_034434_mod...\n",
+ "35 DeepLearning_grid_1_AutoML_20190425_034434_mod...\n",
+ "36 DeepLearning_1_AutoML_20190425_031629\n",
+ "37 DeepLearning_1_AutoML_20190425_034434\n",
+ "38 DeepLearning_grid_1_AutoML_20190425_031629_mod...\n",
+ "39 DeepLearning_grid_1_AutoML_20190425_031629_mod...\n",
+ "40 DeepLearning_grid_1_AutoML_20190425_034434_mod...\n",
+ "41 GBM_grid_1_AutoML_20190425_031629_model_2\n",
+ "42 DeepLearning_grid_1_AutoML_20190425_034434_mod...\n",
+ "43 DeepLearning_grid_1_AutoML_20190425_034434_mod...\n",
+ "44 GBM_grid_1_AutoML_20190425_034434_model_6\n",
+ "45 GBM_grid_1_AutoML_20190425_034434_model_7\n",
+ "46 DeepLearning_grid_1_AutoML_20190425_034434_mod...\n",
+ "47 DeepLearning_grid_1_AutoML_20190425_031629_mod...\n",
+ "48 DeepLearning_grid_1_AutoML_20190425_034434_mod...\n",
+ "49 GBM_grid_1_AutoML_20190425_034434_model_1\n",
+ "50 GBM_grid_1_AutoML_20190425_034434_model_3\n",
+ "51 GBM_grid_1_AutoML_20190425_031629_model_5\n",
+ "52 XGBoost_grid_1_AutoML_20190425_034434_model_8\n",
+ "53 GBM_grid_1_AutoML_20190425_031629_model_4\n",
+ "54 StackedEnsemble_AllModels_AutoML_20190425_031629\n",
+ "55 StackedEnsemble_BestOfFamily_AutoML_20190425_0...\n",
+ "56 GLM_grid_1_AutoML_20190425_034434_model_1\n",
+ "57 GLM_grid_1_AutoML_20190425_031629_model_1\n",
+ "58 XGBoost_grid_1_AutoML_20190425_034434_model_2\n",
+ "Name: model_id, dtype: object"
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "aml_leaderboard_df=leaderBoard.as_data_frame()\n",
+ "model_set=aml_leaderboard_df['model_id']\n",
+ "model_set"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "DL = [ 36, 37, 47, 38, 39, 40, 42, 43, 34, 46, 35, 48,]\n",
+ "DRF = [16,18,]\n",
+ "GBM=[ 1, 5, 20, 21, 22, 23, 14, 11, 32, 33, 19, 41, 17, 53, 51, 31, 49, 30, 50, 2, 29, 44, 45, 57, 56]\n",
+ "GLM = [56,57,]\n",
+ "XGB = [3, 6, 12, 7, 28, 27, 10, 13, 8, 58, 4, 9, 0, 26, 25, 52, ]\n",
+ "XRT = [15,24,]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "HP done\n",
+ "--- hyperparameter existed ---\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "stopping_rounds not exist\n",
+ "stopping_metric not exist\n",
+ "topping_tolerance not exist\n",
+ "col_sample_rate not exist\n",
+ " sample_rate not exist\n",
+ " max_depth not exist\n",
+ " learn_rate not exist\n",
+ " ntrees not exist\n",
+ "stopping_rounds not exist\n",
+ "stopping_metric not exist\n",
+ "topping_tolerance not exist\n",
+ "col_sample_rate not exist\n",
+ " sample_rate not exist\n",
+ " max_depth not exist\n",
+ " learn_rate not exist\n",
+ " ntrees not exist\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n"
+ ]
+ }
+ ],
+ "source": [
+ "DL = get_DL_params(board_csv, DL, 'DL')\n",
+ "XGB = get_XG_params(board_csv, XGB, 'XGB')\n",
+ "DRF = get_DRF_params(board_csv, DRF, 'DRF')\n",
+ "GBM = get_GBM_params(board_csv, GBM, 'GBM')\n",
+ "XRT = get_XRT_params(board_csv, XRT, 'XRT')\n",
+ "GLM = get_GLM_params(board_csv, GLM, 'GLM') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['XGBoost_grid_1_AutoML_20190425_034434_model_5',\n",
+ " 'GBM_1_AutoML_20190425_031629',\n",
+ " 'XRT_1_AutoML_20190425_031629',\n",
+ " 'DRF_1_AutoML_20190425_031629',\n",
+ " 'DeepLearning_grid_1_AutoML_20190425_034434_model_4',\n",
+ " 'GLM_grid_1_AutoML_20190425_034434_model_1',\n",
+ " 'XGBoost_grid_1_AutoML_20190425_034434_model_2']"
+ ]
+ },
+ "execution_count": 68,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# best model of each type\n",
+ "best_model_set = [0, 1, 15, 16, 34, 56, 58,]\n",
+ "best_sets_500 = get_best_models(best_model_set, model_set)\n",
+ "meta_data['models']=best_sets_500\n",
+ "best_sets_500\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Update and save meta data\n",
+ "\n",
+ "meta_data['end_time'] = time.time()\n",
+ "meta_data['execution_time'] = meta_data['end_time'] - meta_data['start_time']\n",
+ " \n",
+ "n=run_id+'_meta_data.json'\n",
+ "dict_to_json(meta_data,n)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'start_time': 1556178269.322779,\n",
+ " 'target': 'transaction_real_price',\n",
+ " 'server_path': '/Users/bonnie/6105/project/DS/project/results',\n",
+ " 'data_path': '/Users/bonnie/6105/project/DS/project/data/trainPriceCleaned.csv',\n",
+ " 'test_path': None,\n",
+ " 'max_models': 9,\n",
+ " 'run_time': 500,\n",
+ " 'run_id': 'eFMvlPR500',\n",
+ " 'scale': False,\n",
+ " 'classification': False,\n",
+ " 'model_path': None,\n",
+ " 'balance': False,\n",
+ " 'balance_threshold': 0.2,\n",
+ " 'project': None,\n",
+ " 'end_time': 1556179502.538707,\n",
+ " 'execution_time': 1233.2159280776978,\n",
+ " 'run_path': '/Users/bonnie/6105/project/DS/project/results/eFMvlPR500',\n",
+ " 'nthreads': 1,\n",
+ " 'min_mem_size': 1,\n",
+ " 'analysis': 0,\n",
+ " 'X': ['city',\n",
+ " 'exclusive_use_area',\n",
+ " 'floor',\n",
+ " 'total_parking_capacity_in_site',\n",
+ " 'total_household_count_in_sites',\n",
+ " 'apartment_building_count_in_sites',\n",
+ " 'supply_area',\n",
+ " 'total_household_count_of_area_type',\n",
+ " 'room_count',\n",
+ " 'bathroom_count',\n",
+ " 'heat_fuel_cogeneration',\n",
+ " 'heat_fuel_gas',\n",
+ " 'heat_type_central',\n",
+ " 'heat_type_district',\n",
+ " 'heat_type_individual',\n",
+ " 'front_door_structure_corridor',\n",
+ " 'front_door_structure_mixed',\n",
+ " 'front_door_structure_stairway'],\n",
+ " 'variables': {'transaction_real_price': 'int',\n",
+ " 'city': 'int',\n",
+ " 'exclusive_use_area': 'real',\n",
+ " 'floor': 'int',\n",
+ " 'total_parking_capacity_in_site': 'int',\n",
+ " 'total_household_count_in_sites': 'int',\n",
+ " 'apartment_building_count_in_sites': 'int',\n",
+ " 'supply_area': 'real',\n",
+ " 'total_household_count_of_area_type': 'int',\n",
+ " 'room_count': 'int',\n",
+ " 'bathroom_count': 'int',\n",
+ " 'heat_fuel_cogeneration': 'int',\n",
+ " 'heat_fuel_gas': 'int',\n",
+ " 'heat_type_central': 'int',\n",
+ " 'heat_type_district': 'int',\n",
+ " 'heat_type_individual': 'int',\n",
+ " 'front_door_structure_corridor': 'int',\n",
+ " 'front_door_structure_mixed': 'int',\n",
+ " 'front_door_structure_stairway': 'int'},\n",
+ " 'model_execution_time_sec': 483.5366759300232,\n",
+ " 'model_execution_time': 483.53679895401,\n",
+ " 'mod_best': 'XGBoost_grid_1_AutoML_20190425_034434_model_5',\n",
+ " 'mod_best_algo': 'xgboost',\n",
+ " 'models': ['XGBoost_grid_1_AutoML_20190425_034434_model_5',\n",
+ " 'GBM_1_AutoML_20190425_031629',\n",
+ " 'XRT_1_AutoML_20190425_031629',\n",
+ " 'DRF_1_AutoML_20190425_031629',\n",
+ " 'DeepLearning_grid_1_AutoML_20190425_034434_model_4',\n",
+ " 'GLM_grid_1_AutoML_20190425_034434_model_1',\n",
+ " 'XGBoost_grid_1_AutoML_20190425_034434_model_2']}"
+ ]
+ },
+ "execution_count": 70,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "meta_data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Writing H2O logs to /Users/bonnie/6105/project/DS/project/results/eFMvlPR500/logs/eFMvlPR500_autoh2o_log.zip\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'/Users/bonnie/6105/project/DS/project/results/eFMvlPR500/logs/eFMvlPR500_autoh2o_log.zip'"
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Save logs\n",
+ "h2o.download_all_logs(dirname=logs_path, filename=logfile)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# MODEL 3 ( 1000 ) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "runtime = 1000"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 126,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "msBMSK1000\n"
+ ]
+ }
+ ],
+ "source": [
+ "rtime = str(runtime)\n",
+ "run_id= alphabet(6) + rtime\n",
+ "\n",
+ "run_path = os.path.join(server_path,run_id)\n",
+ "os.mkdir(run_path)\n",
+ "os.chdir(run_path) \n",
+ "\n",
+ "print (run_id)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/Users/bonnie/6105/project/DS/project/results/msBMSK1000/logs msBMSK1000_autoh2o_log.zip\n"
+ ]
+ }
+ ],
+ "source": [
+ "logfile=run_id+'_autoh2o_log.zip'\n",
+ "logs_path=os.path.join(run_path,'logs')\n",
+ "print(logs_path,' ',logfile)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'start_time': 1556181606.957847, 'target': 'transaction_real_price', 'server_path': '/Users/bonnie/6105/project/DS/project/results', 'data_path': '/Users/bonnie/6105/project/DS/project/data/trainPriceCleaned.csv', 'test_path': None, 'max_models': 9, 'run_time': 1000, 'run_id': 'msBMSK1000', 'scale': False, 'classification': False, 'model_path': None, 'balance': False, 'balance_threshold': 0.2, 'project': None, 'end_time': 1556181606.957849, 'execution_time': 0.0, 'run_path': '/Users/bonnie/6105/project/DS/project/results/msBMSK1000', 'nthreads': 1, 'min_mem_size': 1, 'analysis': 0, 'X': ['city', 'exclusive_use_area', 'floor', 'total_parking_capacity_in_site', 'total_household_count_in_sites', 'apartment_building_count_in_sites', 'supply_area', 'total_household_count_of_area_type', 'room_count', 'bathroom_count', 'heat_fuel_cogeneration', 'heat_fuel_gas', 'heat_type_central', 'heat_type_district', 'heat_type_individual', 'front_door_structure_corridor', 'front_door_structure_mixed', 'front_door_structure_stairway'], 'variables': {'transaction_real_price': 'int', 'city': 'int', 'exclusive_use_area': 'real', 'floor': 'int', 'total_parking_capacity_in_site': 'int', 'total_household_count_in_sites': 'int', 'apartment_building_count_in_sites': 'int', 'supply_area': 'real', 'total_household_count_of_area_type': 'int', 'room_count': 'int', 'bathroom_count': 'int', 'heat_fuel_cogeneration': 'int', 'heat_fuel_gas': 'int', 'heat_type_central': 'int', 'heat_type_district': 'int', 'heat_type_individual': 'int', 'front_door_structure_corridor': 'int', 'front_door_structure_mixed': 'int', 'front_door_structure_stairway': 'int'}}\n"
+ ]
+ }
+ ],
+ "source": [
+ "# meta data\n",
+ "meta_data = set_meta_data(analysis, run_id,server_path,data_path,test_path,model_path,\n",
+ " target,runtime,classification,scale,max_models,balance_y,\n",
+ " balance_threshold,name,run_path,nthreads,min_mem_size,X,\n",
+ " Variable_type)\n",
+ "\n",
+ "\n",
+ "print(meta_data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "AutoML progress: |████████████████████████████████████████████████████████| 100%\n",
+ "get_leaderBoard done\n"
+ ]
+ }
+ ],
+ "source": [
+ "model_start_time = time.time()\n",
+ "leaderBoard = get_leaderBoard(runtime)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 130,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Execution time for 1000 sec = 955.7841777801514\n"
+ ]
+ }
+ ],
+ "source": [
+ "execution_time = time.time() - model_start_time\n",
+ "meta_data['model_execution_time_sec'] = execution_time\n",
+ "meta_data['model_execution_time'] = time.time() - model_start_time\n",
+ "print(\"Execution time for \", runtime,\"sec = \",meta_data['model_execution_time_sec'])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 131,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "--- create new folder leaderboard ---\n",
+ "board_to_csv done\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_5\n",
+ "--- create new folder param ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_7\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_5\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_3\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_19\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_3\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_4\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_12\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_18\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_22\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_23\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_5\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_14\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_3\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_27\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_24\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_1\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_16\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_6\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_29\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_6\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_31\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_18\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_9\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_24\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_28\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_25\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_20\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_20\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_13\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_22\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_16\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_26\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_11\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_9\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_12\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_17\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_1\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_14\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_2\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_8\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_13\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_26\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_33\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_11\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_19\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_32\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_10\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_17\n",
+ "--- param existed ---\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_4\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_15\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_10\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_21\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_25\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_7\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_28\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_7\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_4\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_30\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_15\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_7\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_30\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_23\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_27\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_31\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_21\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_29\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_34\n",
+ "--- param existed ---\n",
+ "StackedEnsemble_AllModels_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "StackedEnsemble_BestOfFamily_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_044008_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_040839_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_8\n",
+ "--- param existed ---\n"
+ ]
+ }
+ ],
+ "source": [
+ "board_csv = board_to_csv(leaderBoard)\n",
+ "\n",
+ "every_params = get_every_params(board_csv)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 132,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Warning: This model doesn't have variable importances\n",
+ "Warning: This model doesn't have variable importances\n",
+ "--- create new folder varimp ---\n",
+ "all varimp done\n"
+ ]
+ }
+ ],
+ "source": [
+ "all_varimp = get_all_varimp(board_csv) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 133,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Model Details\n",
+ "=============\n",
+ "H2OXGBoostEstimator : XGBoost\n",
+ "Model Key: XGBoost_grid_1_AutoML_20190425_034434_model_5\n",
+ "\n",
+ "\n",
+ "ModelMetricsRegression: xgboost\n",
+ "** Reported on train data. **\n",
+ "\n",
+ "MSE: 6426494700688825.0\n",
+ "RMSE: 80165420.85393693\n",
+ "MAE: 54535962.69703504\n",
+ "RMSLE: 0.21184011548141482\n",
+ "Mean Residual Deviance: 6426494700688825.0\n",
+ "\n",
+ "ModelMetricsRegression: xgboost\n",
+ "** Reported on cross-validation data. **\n",
+ "\n",
+ "MSE: 2.3532474855228316e+16\n",
+ "RMSE: 153402981.89809844\n",
+ "MAE: 90918845.49757412\n",
+ "RMSLE: 0.31368784715308506\n",
+ "Mean Residual Deviance: 2.3532474855228316e+16\n",
+ "Cross-Validation Metrics Summary: \n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ " | \n",
+ "mean | \n",
+ "sd | \n",
+ "cv_1_valid | \n",
+ "cv_2_valid | \n",
+ "cv_3_valid | \n",
+ "cv_4_valid | \n",
+ "cv_5_valid |
\n",
+ "| mae | \n",
+ "90918848.0000000 | \n",
+ "1839696.5 | \n",
+ "95816288.0000000 | \n",
+ "91183232.0000000 | \n",
+ "89934552.0000000 | \n",
+ "88611840.0000000 | \n",
+ "89048312.0000000 |
\n",
+ "| mean_residual_deviance | \n",
+ "23532475900000000.0000000 | \n",
+ "1714782600000000.0000000 | \n",
+ "25732130500000000.0000000 | \n",
+ "26206443000000000.0000000 | \n",
+ "20645164800000000.0000000 | \n",
+ "24424381600000000.0000000 | \n",
+ "20654257200000000.0000000 |
\n",
+ "| mse | \n",
+ "23532475900000000.0000000 | \n",
+ "1714782600000000.0000000 | \n",
+ "25732130500000000.0000000 | \n",
+ "26206443000000000.0000000 | \n",
+ "20645164800000000.0000000 | \n",
+ "24424381600000000.0000000 | \n",
+ "20654257200000000.0000000 |
\n",
+ "| r2 | \n",
+ "0.7603636 | \n",
+ "0.0170403 | \n",
+ "0.7535597 | \n",
+ "0.7253769 | \n",
+ "0.7528056 | \n",
+ "0.7716479 | \n",
+ "0.7984281 |
\n",
+ "| residual_deviance | \n",
+ "23532475900000000.0000000 | \n",
+ "1714782600000000.0000000 | \n",
+ "25732130500000000.0000000 | \n",
+ "26206443000000000.0000000 | \n",
+ "20645164800000000.0000000 | \n",
+ "24424381600000000.0000000 | \n",
+ "20654257200000000.0000000 |
\n",
+ "| rmse | \n",
+ "153195920.0000000 | \n",
+ "5634126.0 | \n",
+ "160412368.0000000 | \n",
+ "161884048.0000000 | \n",
+ "143684256.0000000 | \n",
+ "156283008.0000000 | \n",
+ "143715888.0000000 |
\n",
+ "| rmsle | \n",
+ "0.3136399 | \n",
+ "0.0038774 | \n",
+ "0.3084553 | \n",
+ "0.3166682 | \n",
+ "0.3057718 | \n",
+ "0.3176187 | \n",
+ "0.3196857 |
"
+ ],
+ "text/plain": [
+ " mean sd cv_1_valid cv_2_valid cv_3_valid cv_4_valid cv_5_valid\n",
+ "---------------------- ----------- ----------- ------------ ------------ ------------ ------------ ------------\n",
+ "mae 9.09188e+07 1.8397e+06 9.58163e+07 9.11832e+07 8.99346e+07 8.86118e+07 8.90483e+07\n",
+ "mean_residual_deviance 2.35325e+16 1.71478e+15 2.57321e+16 2.62064e+16 2.06452e+16 2.44244e+16 2.06543e+16\n",
+ "mse 2.35325e+16 1.71478e+15 2.57321e+16 2.62064e+16 2.06452e+16 2.44244e+16 2.06543e+16\n",
+ "r2 0.760364 0.0170403 0.75356 0.725377 0.752806 0.771648 0.798428\n",
+ "residual_deviance 2.35325e+16 1.71478e+15 2.57321e+16 2.62064e+16 2.06452e+16 2.44244e+16 2.06543e+16\n",
+ "rmse 1.53196e+08 5.63413e+06 1.60412e+08 1.61884e+08 1.43684e+08 1.56283e+08 1.43716e+08\n",
+ "rmsle 0.31364 0.00387737 0.308455 0.316668 0.305772 0.317619 0.319686"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Scoring History: \n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ " | \n",
+ "timestamp | \n",
+ "duration | \n",
+ "number_of_trees | \n",
+ "training_rmse | \n",
+ "training_mae | \n",
+ "training_deviance |
\n",
+ " | \n",
+ "2019-04-25 03:48:03 | \n",
+ " 2 min 9.426 sec | \n",
+ "0.0 | \n",
+ "510052399.0745529 | \n",
+ "401904324.3927224 | \n",
+ "260153449801706944.0000000 |
\n",
+ " | \n",
+ "2019-04-25 03:48:03 | \n",
+ " 2 min 9.512 sec | \n",
+ "5.0 | \n",
+ "410643254.3515888 | \n",
+ "313658439.8320755 | \n",
+ "168627882344463648.0000000 |
\n",
+ " | \n",
+ "2019-04-25 03:48:03 | \n",
+ " 2 min 9.592 sec | \n",
+ "10.0 | \n",
+ "334489708.4313594 | \n",
+ "245223017.6948787 | \n",
+ "111883365046495808.0000000 |
\n",
+ " | \n",
+ "2019-04-25 03:48:03 | \n",
+ " 2 min 9.678 sec | \n",
+ "15.0 | \n",
+ "276921763.9709626 | \n",
+ "192776821.5477089 | \n",
+ "76685663360789552.0000000 |
\n",
+ " | \n",
+ "2019-04-25 03:48:04 | \n",
+ " 2 min 9.770 sec | \n",
+ "20.0 | \n",
+ "232652773.7544138 | \n",
+ "153714772.6150943 | \n",
+ "54127313135622432.0000000 |
\n",
+ "| --- | \n",
+ "--- | \n",
+ "--- | \n",
+ "--- | \n",
+ "--- | \n",
+ "--- | \n",
+ "--- |
\n",
+ " | \n",
+ "2019-04-25 03:48:07 | \n",
+ " 2 min 12.719 sec | \n",
+ "115.0 | \n",
+ "83743798.5030115 | \n",
+ "56418506.2544474 | \n",
+ "7013023787712987.0000000 |
\n",
+ " | \n",
+ "2019-04-25 03:48:07 | \n",
+ " 2 min 12.915 sec | \n",
+ "120.0 | \n",
+ "82814119.7391555 | \n",
+ "55989217.7504043 | \n",
+ "6858178428171183.0000000 |
\n",
+ " | \n",
+ "2019-04-25 03:48:07 | \n",
+ " 2 min 13.118 sec | \n",
+ "125.0 | \n",
+ "81358120.0617751 | \n",
+ "55210479.0641509 | \n",
+ "6619143699986209.0000000 |
\n",
+ " | \n",
+ "2019-04-25 03:48:07 | \n",
+ " 2 min 13.322 sec | \n",
+ "130.0 | \n",
+ "80481155.7217434 | \n",
+ "54725964.3638814 | \n",
+ "6477216426307506.0000000 |
\n",
+ " | \n",
+ "2019-04-25 03:48:07 | \n",
+ " 2 min 13.490 sec | \n",
+ "132.0 | \n",
+ "80165420.8539369 | \n",
+ "54535962.6970350 | \n",
+ "6426494700688825.0000000 |
"
+ ],
+ "text/plain": [
+ " timestamp duration number_of_trees training_rmse training_mae training_deviance\n",
+ "--- ------------------- ---------------- ----------------- ------------------ ------------------ ----------------------\n",
+ " 2019-04-25 03:48:03 2 min 9.426 sec 0.0 510052399.0745529 401904324.39272237 2.6015344980170694e+17\n",
+ " 2019-04-25 03:48:03 2 min 9.512 sec 5.0 410643254.3515888 313658439.8320755 1.6862788234446365e+17\n",
+ " 2019-04-25 03:48:03 2 min 9.592 sec 10.0 334489708.43135935 245223017.6948787 1.118833650464958e+17\n",
+ " 2019-04-25 03:48:03 2 min 9.678 sec 15.0 276921763.97096264 192776821.5477089 7.668566336078955e+16\n",
+ " 2019-04-25 03:48:04 2 min 9.770 sec 20.0 232652773.75441375 153714772.61509433 5.412731313562243e+16\n",
+ "--- --- --- --- --- --- ---\n",
+ " 2019-04-25 03:48:07 2 min 12.719 sec 115.0 83743798.50301148 56418506.25444744 7013023787712987.0\n",
+ " 2019-04-25 03:48:07 2 min 12.915 sec 120.0 82814119.73915549 55989217.75040431 6858178428171183.0\n",
+ " 2019-04-25 03:48:07 2 min 13.118 sec 125.0 81358120.06177509 55210479.064150944 6619143699986209.0\n",
+ " 2019-04-25 03:48:07 2 min 13.322 sec 130.0 80481155.72174338 54725964.3638814 6477216426307506.0\n",
+ " 2019-04-25 03:48:07 2 min 13.490 sec 132.0 80165420.85393693 54535962.69703504 6426494700688825.0"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "See the whole table with table.as_data_frame()\n",
+ "Variable Importances: \n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "| variable | \n",
+ "relative_importance | \n",
+ "scaled_importance | \n",
+ "percentage |
\n",
+ "| supply_area | \n",
+ "1284120368951404265472.0000000 | \n",
+ "1.0 | \n",
+ "0.2793377 |
\n",
+ "| exclusive_use_area | \n",
+ "772957166907737243648.0000000 | \n",
+ "0.6019351 | \n",
+ "0.1681432 |
\n",
+ "| city | \n",
+ "713206644014017675264.0000000 | \n",
+ "0.5554048 | \n",
+ "0.1551455 |
\n",
+ "| heat_fuel_cogeneration | \n",
+ "534416448004059824128.0000000 | \n",
+ "0.4161732 | \n",
+ "0.1162529 |
\n",
+ "| total_parking_capacity_in_site | \n",
+ "299381886963406602240.0000000 | \n",
+ "0.2331416 | \n",
+ "0.0651252 |
\n",
+ "| apartment_building_count_in_sites | \n",
+ "247495335114331652096.0000000 | \n",
+ "0.1927353 | \n",
+ "0.0538382 |
\n",
+ "| total_household_count_in_sites | \n",
+ "244401362170328121344.0000000 | \n",
+ "0.1903259 | \n",
+ "0.0531652 |
\n",
+ "| total_household_count_of_area_type | \n",
+ "170907383734059663360.0000000 | \n",
+ "0.1330930 | \n",
+ "0.0371779 |
\n",
+ "| floor | \n",
+ "131989861805672366080.0000000 | \n",
+ "0.1027862 | \n",
+ "0.0287121 |
\n",
+ "| heat_type_district | \n",
+ "64536595854358740992.0000000 | \n",
+ "0.0502574 | \n",
+ "0.0140388 |
\n",
+ "| heat_type_individual | \n",
+ "38812003996492890112.0000000 | \n",
+ "0.0302246 | \n",
+ "0.0084429 |
\n",
+ "| bathroom_count | \n",
+ "32156545764355473408.0000000 | \n",
+ "0.0250417 | \n",
+ "0.0069951 |
\n",
+ "| room_count | \n",
+ "26082124451916283904.0000000 | \n",
+ "0.0203113 | \n",
+ "0.0056737 |
\n",
+ "| heat_type_central | \n",
+ "12259486479981477888.0000000 | \n",
+ "0.0095470 | \n",
+ "0.0026668 |
\n",
+ "| front_door_structure_corridor | \n",
+ "9603112566763028480.0000000 | \n",
+ "0.0074784 | \n",
+ "0.0020890 |
\n",
+ "| front_door_structure_stairway | \n",
+ "9516272038889652224.0000000 | \n",
+ "0.0074107 | \n",
+ "0.0020701 |
\n",
+ "| heat_fuel_gas | \n",
+ "4244903233052475392.0000000 | \n",
+ "0.0033057 | \n",
+ "0.0009234 |
\n",
+ "| front_door_structure_mixed | \n",
+ "930509062724911104.0000000 | \n",
+ "0.0007246 | \n",
+ "0.0002024 |
"
+ ],
+ "text/plain": [
+ "variable relative_importance scaled_importance percentage\n",
+ "---------------------------------- --------------------- ------------------- ------------\n",
+ "supply_area 1.28412e+21 1 0.279338\n",
+ "exclusive_use_area 7.72957e+20 0.601935 0.168143\n",
+ "city 7.13207e+20 0.555405 0.155145\n",
+ "heat_fuel_cogeneration 5.34416e+20 0.416173 0.116253\n",
+ "total_parking_capacity_in_site 2.99382e+20 0.233142 0.0651252\n",
+ "apartment_building_count_in_sites 2.47495e+20 0.192735 0.0538382\n",
+ "total_household_count_in_sites 2.44401e+20 0.190326 0.0531652\n",
+ "total_household_count_of_area_type 1.70907e+20 0.133093 0.0371779\n",
+ "floor 1.3199e+20 0.102786 0.0287121\n",
+ "heat_type_district 6.45366e+19 0.0502574 0.0140388\n",
+ "heat_type_individual 3.8812e+19 0.0302246 0.00844287\n",
+ "bathroom_count 3.21565e+19 0.0250417 0.00699509\n",
+ "room_count 2.60821e+19 0.0203113 0.00567371\n",
+ "heat_type_central 1.22595e+19 0.00954699 0.00266683\n",
+ "front_door_structure_corridor 9.60311e+18 0.00747836 0.00208899\n",
+ "front_door_structure_stairway 9.51627e+18 0.00741073 0.0020701\n",
+ "heat_fuel_gas 4.2449e+18 0.00330569 0.000923404\n",
+ "front_door_structure_mixed 9.30509e+17 0.000724628 0.000202416"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": []
+ },
+ "execution_count": 133,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "bestModel_1000= get_BestModel(board_csv)\n",
+ "bestModel_1000"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 134,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'/Users/bonnie/6105/project/DS/project/results/msBMSK1000/bestModel/XGBoost_grid_1_AutoML_20190425_034434_model_5'"
+ ]
+ },
+ "execution_count": 134,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "my_path = run_path + '/bestModel'\n",
+ "h2o.save_model(model=bestModel_1000, \n",
+ " path = my_path, \n",
+ " # force=True\n",
+ " )\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9sAAAJTCAYAAAAYHQXdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xe4JFWd//H3B0aJOhgQFQNmBEHCiCKiqKxp1oxiWkVUFFcxuyjqYgTD6qooiqxgQHQxK1mQqCRJAxhwcfytoK4YRonK8P39UaehabpvgJq5M/B+PU8/3X3q1KlT1ffe5376nKpKVSFJkiRJkvqzylx3QJIkSZKkWxrDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSblWSnJTkmh7a+U2SX86i/v2TVJL9b+62JUnSis+wLUlappJ8pYXMXWdQ9+hW9xnLo2+3NO2LhEryqLnuy7I22y87bg2SbN8+/x9MUWfwpc8vR8rvkeR1SY5IsjjJ1Un+mOSo6X4fk9wmycvb7+//Jfl7ez4qyc5J5s1yPw5ufXzzhOV3SnJJkquSbDJm+W2T7JTkO+3n5KokVyT5VZJvtj6tObLOvLbN0cfV7XgcmGTD2ezH8pbkfbeW339pZTGrP36SJN0E+wHPB14B7DupUpINgMcDvwW+vwz78wJgjWXYvrQyej3wJuAi4Fjg98AGwDOBf0ry4ap66+hKSe4FfBd4KPA7ut/d3wF3BZ4C/BPw6iRPq6pLZtiXVwPbAu9LclRVnTuy/LPA3YA3V9Wikf5sBHwD2BD4c9uXXwFLgXsAj2779P7WxqgC3jP0fh3g4cBLgGcn2WZMfyRpLMO2JGmZqqrjkvwC2DzJFlV15oSqLwMCHFBVN3ua9xT9+X/Lqm1pJXYK8OiqOnG4MMlDgB8Bb0lyUFWdM7RsbeAI4MHA54HXVNWVQ8vXAj4DvAg4LMnWw8snqao/J3kpcCTw5SQPq6qrW5s7Ac8GjgM+OtLX9YFj6IL+x4B3VtXlI3UCPAHYa8Lmr62qPUcLk+wLvArYDXj5dPsgSeA0cknS8vG59vyKcQuTrAq8lG5Uaf+h8vWT/HuSHyX5XZueenGSg8ZN6Rw+LzrJg5IckuQPSa4dTK0cd852ktWSvDbJ4Ul+3aaO/qlNi33iVDuWZJ0knx6a1np+kn9t/9TPSJK1krw9yTlJLk9yWdvnHWfaxjTt/ybJL5PcPsnH2/srk5yV5Gmtzrwk70xyYduPX2bM1P9cP1X5HUm2SXJMkr+2x+FJtpjQh3WSfDDJL1r7f0o3Zflx02zjEUkOa/UryYuSFLA+cL+RKb/DPzvPaj8nFw4d0zOSvCbJjf7/SfLl1sY9k7w6yXmtn79L8pkkt5+wX/dM8smh4/bHJKcl2WNC3U8nuSjXT9P+TpItp/r8loeq+vpo0G7l5wFfb2+3G1n8ZrqgfSLw8tEg3YLuTsCpdCPfu82iP0cDnwI2oRuFHsx++QSwBHhJVdXIanvTBe0vVtUbR4N2a7eq6khgq5n2pTmqPa87uiDJ6u3397z2e/XXJCck2WFSY0mel+TEVvfKJOcm+bcktx1Td7MkX8v10/v/kOQnST6W7m8nSX4DDH7mThz6nVhmX1xKmp4j25Kk5eELdP8wvyDJm6rqipHlT6YLT0dX1a+Gyh8LvBX4IXAWcDnwAOC5wFOTPLKFgVEPBE4DLgC+DKwJ/G2K/q0L/CfdCN7RwB/oppg+DTg8yc5VdeCY9Vajm6a6NvCV9v45wD6tD6+bYpsAJLlD27+HAj+hGyFcBXgS8NUkDx430nYTrAb8ALg98O32/vnAN5NsD7wB2AI4HPhH249PJ/m/qvrGmPYeCbyLLoTsQ/e5PAt4TJLtq+pHQ/t4R+Bkuqm9pwHfpDvmzwV+kGSXqhp34bhHtW2cAPwXcBfgQuDdwBuBa+jC18DwrIkPAVfTjdheDMynO03hk8CWdF/ujPMfdFOfv083svp44JXA/Vr5dZI8nO543YFupPWbwFrARq3f7x+qu6C1dwe60eBvtGPwTOBJSZ5aVUcN1Z9H9zksraq5/n/tH+15NLgNvjx775jgC0BVLU3yAeA7wC7AB2ex3bcC2wNvSHIY3ed+O+BFozNU0o2yD76cevd0Dd+E2TPbt+czRra7Gt3fjEfR/b3Zh+5n4DnAIUneW1XvGlnnQ8Bb6P7OfJnu79pCui8LnpDkiYP+Jdkc+DHdNPjvAovpfocfAPwr8La27KPAM+im3x8ADI7PtbPcT0l9qiofPnz48OFjmT+Ar9GNXO80Ztl32rIdRsrXA9YeU39zun9QvzdSfv/WTgHvmdCPk4BrRspWB9YfU3cd4Kd0/xSvNrLsN207xwO3HSq/M905ogU8ckzf9h9p58ut/I0j5WvQ/RN/LbDJDI/xSa2tR03o67eH94Puy4wC/kQXSucPLXsAXcg6faSt7YeO8atGlj27lf8MyFD5f7XyT4/U35DuS5CrgHtO2MbLJuzrb4BfTnEs7jembBXgoNbulhM+h18B9xgqvw3dlzAFbDFUvhpdoCnguWO2NdrGRcCVYz6be9Bdp+A3Iz9H81rb10zaxzHbHBy3i4A9Jzw+0epMPHZjfgf+QBfoHjBUfp/Wzt8Z+d0Y08babf0C7jrT/WnrLmg/h1e19b82od7jBp/fbNofc7yvHTleH6X7vbqW7u/U2iPrvbOt911g3lD5XYH/bes9fKh821Z/MXCXke0f1pa9daj8461s4Zg+35Eb/p69jzG//z58+Ji7x5x3wIcPHz583DoedCOEBZw0Un639s/074DbzKK9w4ArgFWHygaB9uLh4DKy3o3C9jTbeSsjwbmVDwLs1mPWeXlb9rkxfdt/qOwuLYT8eMK2t2zrfGCGfZ0ubN97zDqDwPjoMctOpBsdXmWobBDofjr8j/7IOgVs096vRhcylwDrjKm/V6v/9jHbOH2KfZ0ybE+x3laj22vlg7C905h1XsHIlwt0o6gFfGMG2xx8CbHXhOVvasufMFK+IfCgWezb8JcU0z2mPXZ011D4Zqv/8ZFlj2zlv5lh3y5l5AuLWezX4LP5G3DHCXVewJi/L0PLd+bGXzxsOrR8ELYnPRYBzxvT7q8Y+SJiaNkr27r7DZUd0Mp2HlP/wXTh/BdDZYOw/bgZHCfDtg8fK9hjrqclSZJuPY4F/gfYpk2N/mkrfyndP7oHVtU/Rldq5xS/ki543okbnwJ1R7qRt2FnV9XfZ9O5dLcQegvddNC704XEYeuPWe3vdCPCo45rz5tPs9mt6EZbk2TPMcsHfXjwNO3MxKVV9esx5ZcA9+SGU7AHLgZuSzfd+fcjy06sqhqzzvF0x3BzuqnjG9HNHDi1qv4ypv6xwO6MP1anjSmbkSR3pvs8n0I3CrvWSJVxnyeMTBNu/rc932Go7BHt+fAZdGfr9nyfCZ/zg9rzg7n+3GCq6mczaHucY6pq+3ELktyfbir+THycbpr7cXTH8gZNtedxPwNjNz3L+t1K3QXaBuc+rw08ETj4JrS/M7DNSNkvgdEri99g2n6bnr4x3fT3g9vfrn9vy+5Ad8X2X1fVuGN6bHse/tneYmTZdarqp0l+CzwgydpVdRnwVeA1wPeSfJ3uVJCTq+qiCfspaQVi2JYkLRdVNbiA1V50I79vShK6f4KLoQujDSR5I905tH+i+yfz13SjpEV3fvAm3DgUQzdKPmNJtmntr0J3NePv0I2iXUv3z/FTJ2zn/yYEzsH250+z6Tu154e3xyRrT9POTCyZUH4NXcC4bMIy6KZBjxoN3wOj+z54/u2E+oPydaZoa1baOeJnAPemuzjXF+l+hq6h+3LmtYz/PAHGfSEwOA6rDpUN+nvxDLo0+Jynu+BdH59zL5J8jO44/RB46pgvrwaf212SrFbtauET2lqL64/XpJ+Dcevdlm5UezW6wPlB4FNJjq8b30Zs0O7YL1Gq6rp7TyfZG/i3mfSh/V6cmuRZdLMp3pbks237N+Vneybr3L3Vu6yqfpzk0cDb6a5x8OK2Dz8D9qyqr81kPyTNDcO2JGl5OoDuHrYvTvI2uvMX7wccW1W/HK6Y5DZ0Uz0voZt6+vuR5dtOsZ1ZjZ7RnXe5OrBtVZ00sp130oXtce6SJGMC913b86SAy8jysfcwXsGtN6F8dN+XjJSPuttIvWGz/RwHdqEL2u+sqvcNL2g/N6+9ie0OG4TySSPkwwb7trCqDuth28tM+wLs43TH6AfA02rM7bqq6qI2Cns3untXHz1Fs4+j+yLroqqazRco76O7cOCnq+pTSa4FPk13DYAnj9Q9je50lPskuU/d8EKLN1tV/SnJhcCmdCPVl3DTfraH1xk30+RG61TVycDCdjG2BXT7/hq6kfbfV9Vxs9sbScuLt/6SJC03LTB/l+4iYs/g+vvV7jem+np0Vx4+aUzQvj3TT9GejfvTjVKfNGbZY6ZY77ZcP5142Hbt+axptnsqXaCc6ouDFdW2LZiNGhyvwb5fQHdxq80n3D7rse150v3XJ1nKDUeah92/PY+7ivpUn+dsDE4fGA19U9VdoT/n9nl+hi5oH0E3oj3VfbEHs1H2mPCzQLrbrL29vR33ez6pL9vSncv+C9oU9qrat/XrSUleNVy/jUAPRnlvcPXvHg1OI1ilbfPPdIH5XknuO6b+uJ/twe/FdqOVkzyILmxfOG6mSVVdXVUnV9U76O4eEODpQ1WWtudJvxeSljPDtiRpeRvcc/tNdOeDXgp8a0y939KFtIe1aajAdVNLP8kNz5+9uRYD6ybZeLgwySvpLuw2lb2H743bzhUe3O/2gKlWrKrf0p2T+YgkbxvcM3ekD/dPcu/pd2G525DuXPrrJHk23fnaP6e7gjdtevHBdNNi3zNS/wF0I3R/p5suPBt/pE1hHrNscXvebmR7C5jh9OEZ+DbdudzPSvLc0YVJ7jH09lutT7tlwn3bkzwyyeojZRu2ALbMtVD8X3SzAr4PPKOqrppmtQ/TfdaPAT47pv9r0t3K7hHAOdzwNm1T9eX2dFP/r6W7zdfwrQJfBvwZ+EiS+42sujvdqQc7JflI2/44053eMa5PO9Bd22BwO7mBwa36Ppyh+7cnuQvX/x34/Eh9gHcmudNQ/Xl0p8yE7nMYlD96wpdUg5klw8fmj+35XjPcLUnLmNPIJUnL21F0V/Ddqr3fZ9zFzKq7P+8+wJuBRUm+S3fu5uPo/lk+nv5GKT9GF6p/lOS/gb+2/m1NNzr67Anr/YZu9P28of7tQDdF9BM1dK/pKexKNxL7AbqQcBLX3+d7I7ppo89h/JTTuXQ48IkkC+mu1Dy4z/aVdLfrGp4CPrjw3OuSbEX32Q3us702sGuN3Dd5Bo6hm91wRJIT6QL7WVV1KHAg3Zc5n2z3EP8l3X3P/5nu85zu3OlpVdXVSZ5DN9L6tTbSehrdLdseTDe1evWhus9qdY9IcjJwNt2xuhfwMLqLuK1L9wXTIHz9lG60cnn8v/ZuuosVXkF30bC3jRmsPrOqvjt4U1V/S/IkutkqrwD+OcnhdIH3rnT3jl6PbmR3ulHyYZ+ku/DYnlV1+vCCqrokyb/S3df+C0keXVXXtmUXJ3k83RXU3wTsnOQYur8317Y+bUP3+/Z7ui8KRq0ychG7tYCH0F2YDWD3qhq+IOMHgSfR/eyf0/Z/cJ/tdenuJHBdOK+qE5J8lO4+8ee3i55d0Y7VRnS/Gx8dav+twGOTHEd3S7fLW3+eTHcdgs8N1T2WbqbMB5M8lO5Uh2ur6gNj9lPS8jDXl0P34cOHDx+3vgfdiM/gljoTb21EFzLeQhc6rqQb7f4i3QjT4HZAw/czHnsv65E2x976C3ga3bTuv9GNnB1JFxAHt/F60Uj939CFuHWAfenO4byabtr0axi5LdZUfaML6bsBP6Y7V/MqunD9A+B1TLjd0YR9m3Trr7G3epp0PNqyccd4cHupd9AFl2PbMfsbXZjcckJbd6AbCf1lO06DY7z9mLrXbWOKfV0b+CzdBcquGT22dIHk+3RfXFxOd8G0nSd9DuP2dSb9oTs3/DN0I9dX083UOIUulI3WXY8unJ1PF7Auo7sy+CHAC7nhbexuzn22fzBFncH+/3KkfLD/Uz3G/l7RnU6xC90XIH+gO3f6D3Tncb+MoftPz2AfntW2depU69HNCKkJx/m2dF8cfK/9fFxN9/djMd2MhJ2Btcb8rRm3z/+g+7vzbeDxE/qyBt3vw/l0v7t/o7sF3o5T9P+FdFfrH9xn/jzgbYzcs5wuyB9I9zdwSfuZ+RndefX3GtPuS+hmEQwuJDnjnx8fPnz0/0jVTb32iCRJurVpI8VHM+biY5Ik6Xqesy1JkiRJUs8M25IkSZIk9cywLUmSJElSzzxnW5IkSZKknnnrL2nIF77whXrJS14y192QJEmStOK60b0Rx3EauTTk8ssvn+suSJIkSboFMGxLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPZs31x2QViSLLl7CBrsfOtfdkCRJkgQs3nvhXHfhJnNkW5IkSZKknhm2JUmSJEnqmWFbkiRJkqSeGbYlSZIkSeqZYVuSJEmSpJ4ZtiVJkiRJ6plhW5IkSZKknhm2JUmSJEnqmWFbkiRJkqSeGbYlSZIkSeqZYVuSJEmSpJ4ZtiVJkiRJ6plhW5IkSZKknhm2JUmSJEnqmWFbkiRJkqSeGbYlSZIkSeqZYVuSJEmSpJ4ZtrXMJVmc5M5z3Q9JkiRJWl4M21pppePPsCRJkqQVjkFFJFkryaFJzklyXpIdh0ejkyxIclx7vWeSLyU5NsmFSV7RyrdLckKSbyW5IMlnRoNwkvcmed3Q+/cn2W1Cn9ZOckySM5MsSvL0Vr5Bkp8m+TRwJnDPJE9I8uNW95Aka7e670pyetun/ZJkwrZ2SXJGkjOWXrHkZh9PSZIkSTJsC+BJwCVV9dCqeghwxDT1NwUWAlsD70py91a+FfAmYBPgfsCzRtb7L+AlAC2IPw84aMI2rgKeWVVbAI8F/mMoLD8I+GJVbQ5cDrwD2L7VPQN4Y6u3T1U9rO3TGsA/j9tQVe1XVQuqasGqa86fZtclSZIkaXqGbQEsArZP8sEk21bVdMO736mqK6vqUuCHdCEb4LSquqiqlgIHA48aXqmqFgN/TLI58ATgrKr644RtBPhAknOBHwDrA+u1Zb+uqlPa60cAGwEnJzmbLszfuy17bJJTkywCHgdsPM1+SZIkSVIv5s11BzT3quoXSbYEngLsleQo4Bqu/zJm9dFVJryfVD5sf2An4K7A56fo1guBdYEtq+ofSRYP9ePyoXoBjq6q5w+vnGR14NPAgqr63yR7jtkPSZIkSVomHNkWbRr4FVX1ZeAjwBbAYmDLVuXZI6s8PcnqSe4EbAec3sq3SnKfNkV8R+CkMZv7Ft209YcBR07RrfnA/7Wg/ViuH60edQqwTZL7t31ZM8kDuT5YX9rO4d5him1JkiRJUq8c2RZ051h/OMm1wD+AXenOcf6vJG8HTh2pfxpwKHAv4L1VdUkLuD8G9m7tnUAXrG+gqv6e5IfAX9p080kOAr6X5AzgbOBn4ypV1R+S7AQcnGS1VvyONlr/Obop8ou5/gsBSZIkSVrmDNuiqo5k/CjzAyes8ouq2mVM+RVVteOY9jcYvG6j3o8AnjNNny6luwDbOA8ZqXss3Uj5aBvvoLt4miRJkiQtV04j13KTZCPgl8AxVXXhXPdHkiRJkpYVR7Y1K1W154Ty44Djpln3AuC+w2VJNgG+NFL16qp6+E3upCRJkiTNMcO25lRVLQI2m+t+SJIkSVKfnEYuSZIkSVLPDNuSJEmSJPXMsC1JkiRJUs8M25IkSZIk9cywLUmSJElSzwzbkiRJkiT1zLAtSZIkSVLPDNuSJEmSJPXMsC1JkiRJUs/mzXUHpBXJJuvPZ99XL5zrbkiSJElayTmyLUmSJElSzwzbkiRJkiT1zLAtSZIkSVLPDNuSJEmSJPXMsC1JkiRJUs8M25IkSZIk9cywLUmSJElSzwzbkiRJkiT1zLAtSZIkSVLP5s11B6QVyaKLl7DB7ofOdTckSVquFu+9cK67IEm3OI5sS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPD9kooyZ5J3nwT1/1R3/2RJEmSJN2QYftWpqoeOdd96EuSeXPdB0mSJEkax7A9B5K8KMlpSc5O8tkk905yYZI7J1klyYlJntDqvjjJuUnOSfKlMW0dl2RBe33nJIvb642HtnFukge08sva89eSPGWonQOTPDvJqkk+nOT0tt4rp9iP7ZJ8f+j9Pkl2aq/3TnJBa+MjrWzdJN9obZ+eZJsp2t4qyY+SnNWeH9TKd0pySJLvAUe1srcM9ffdQ218O8lPkpyfZJcptrVLkjOSnLH0iiWTqkmSJEnSjDkyuJwleTCwI7BNVf0jyaeBxwAfBD4DnApcUFVHJdkY2KPVvTTJHWexqVcBH6+qg5LcFlh1ZPlXWz8Oa8sfD+wKvAxYUlUPS7IacHKSo6rqV7PYxzsCzwQ2rKpKsk5b9HHgY1V1UpJ7AUcCD57QzM+AR1fVNUm2Bz4APLst2xrYtKr+1L6UeACwFRDgu0keXVUnADu3OmsApyf5RlX9cXRDVbUfsB/ArnvsVSyd6Z5KkiRJ0niG7eXv8cCWdOEPYA3g/6pqzyTPoQvJm7W6jwO+XlWXAlTVn2axnR8DeyS5B/DNqrpwZPnhwCdaoH4ScEJVXdnC66ZJdmj15tOF2RmHbeCvwFXA/kkOBQaj39sDG7X9Brh9kttV1d/GtDEf+EIbkS/gNkPLjh46Fk9oj7Pa+7Vbf08AdkvyzFZ+z1Z+o7AtSZIkSX0zbC9/Ab5QVW+7QWGyJnCP9nZt4G+tbk3T3jVcfzrA6oPCqvpKklOBhcCRSV5eVccOLb8qyXHAE+lGuA8e6t9rq+rIGezL8Lav234bjd6K7ouF5wGvofviYBVg66q6cgZtvxf4YVU9M8kGwHFDyy4feh1gr6r67PDKSbajC/dbV9UVbV9XR5IkSZKWA8/ZXv6OAXZIchfoplwnuTfdNPKDgHcBnxuq+9wkdxrUHdPeYrqRcoDBaDRJ7gtcVFWfAL4LbDpm3a8CLwW2pZvSTXveNcltWjsPTLLWhH35Nd1I9WpJ5tOFa5KsDcyvqsOA13P9SP1RdMF70MfNmGw+cHF7vdMU9Y4Edm7bJMn67djOB/7cgvaGwCOmaEOSJEmSeuXI9nJWVRckeQdwVJJVgH8AbwQeRndu9tJ2obKXVtUBSd4PHJ9kKd1U6Z1GmvwI8N9J/gU4dqh8R+BFSf4B/A54z5juHAV8EfhuVf29le0PbACcmW6+9x+AZ0zYl/9N8t/AucCFXD+V+3bAd5KsTjfy/IZWvhvwqSTn0v3snUA3bX6cD9FNI3/jyH6N9uGodh78j9v09MuAFwFHAK9q2/o5cMqkNiRJkiSpb6mabpaydOux6x571eFLx00CkCTplmvx3gvnuguStDLJ9FWcRi5JkiRJUu+cRq5pJdkEGL3H99VV9fAe2n4p8LqR4pOr6l9vbtuSJEmSNFcM25pWVS3i+ouc9d32AcABy6JtSZIkSZorTiOXJEmSJKlnhm1JkiRJknpm2JYkSZIkqWeGbUmSJEmSembYliRJkiSpZ4ZtSZIkSZJ6ZtiWJEmSJKlnhm1JkiRJknpm2JYkSZIkqWeGbUmSJEmSejZvrjsgrUg2WX8++7564Vx3Q5IkSdJKzpFtSZIkSZJ6ZtiWJEmSJKlnhm1JkiRJknpm2JYkSZIkqWeGbUmSJEmSembYliRJkiSpZ4ZtSZIkSZJ6ZtiWJEmSJKlnhm1JkiRJkno2b647IK1IFl28hA12P3SuuyFJuhVYvPfCue6CJGkZcmRbkiRJkqSeGbYlSZIkSeqZYVuSJEmSpJ4ZtiVJkiRJ6plhW5IkSZKknhm2JUmSJEnqmWFbkiRJkqSeGbYlSZIkSeqZYVuSJEmSpJ4ZtiVJkiRJ6plhW5IkSZKknhm2JUmSJEnqmWFbkiRJkqSeGbYlSZIkSeqZYVuSJEmSpJ4ZtrVSS/KqJC9ur3dKcve57pMkSZIkzZvrDkg3R1V9ZujtTsB5wCVz0xtJkiRJ6hi2tVJpo9hvBgo4F/gf4DJgMbAAOCjJlcAewMur6pltvX8Cdq2qZ81FvyVJkiTdujiNXCuNJBvThejHVdVDgdcNllXV14EzgBdW1WbAYcCDk6zbqrwUOGBCu7skOSPJGUuvWLJM90GSJEnSrYNhWyuTxwFfr6pLAarqT5MqVlUBXwJelGQdYGvg8Al196uqBVW1YNU15y+DbkuSJEm6tXEauVYmoZs+PlMHAN8DrgIOqaprlkmvJEmSJGmEI9tamRwDPDfJnQCS3HFk+d+A2w3eVNUldBdLewdw4HLqoyRJkiQ5sq2VR1Wdn+T9wPFJlgJn0V0YbeBA4DPtAmlbV9WVwEHAulV1wfLuryRJkqRbL8O2VipV9QXgCxOWfQP4xkjxo4DPLet+SZIkSdIww7ZusZL8BLgceNNc90WSJEnSrYthW7dYVbXlXPdBkiRJ0q2TF0iTJEmSJKlnhm1JkiRJknpm2JYkSZIkqWeGbUmSJEmSembYliRJkiSpZ4ZtSZIkSZI3wLVPAAAgAElEQVR6ZtiWJEmSJKlnhm1JkiRJknpm2JYkSZIkqWeGbUmSJEmSembYliRJkiSpZ4ZtSZIkSZJ6Nm+uOyCtSDZZfz77vnrhXHdDkiRJ0krOkW1JkiRJknpm2JYkSZIkqWeGbUmSJEmSembYliRJkiSpZ4ZtSZIkSZJ6ZtiWJEmSJKlnhm1JkiRJknpm2JYkSZIkqWeGbUmSJEmSejZvrjsgrUgWXbyEDXY/dK67IUm9Wbz3wrnugiRJt0qObEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw/YMJNkgyXk9tLNdkkdOU2fdJKcmOSvJtjdhGzsl2eem93LFleT1SdYcen9YknXmsk+SJEmSNI5he/naDpgybAOPB35WVZtX1YnLvksrjnSm+pl8PXBd2K6qp1TVX5Z9zyRJkiRpdgzbM7dqks8lOT/JUUnWSHK/JEck+UmSE5NsCJDkqUOj0z9Isl6SDYBXAW9Icva4UeskmwEfAp7S6qyR5LKh5TskObC9XjfJN5Kc3h7bzGQnWl++leSc9nhkK39jkvPa4/VD9d+Z5GdJjk5ycJI3t/JJ+35gkk8k+VGSi5LsMNTWW1pfz03y7la2QZKfJvk0cCZwzyT7JjmjHetBvd2AuwM/TPLDVrY4yZ0n9X+o7Rt8bmOOyS5te2csvWLJTA6jJEmSJE3JsD1zDwA+VVUbA38Bng3sB7y2qrYE3gx8utU9CXhEVW0OfBV4a1UtBj4DfKyqNhs3al1VZwPvAr7W6lw5RX8+3tp6WOvL/jPcj08Ax1fVQ4EtgPOTbAm8FHg48AjgFUk2T7Kgtb058CxgwVA7k/Yd4G7Ao4B/BvYGSPIEumO4FbAZsGWSR7f6DwK+2Ebzfw3sUVULgE2BxyTZtKo+AVwCPLaqHju8Q5P63xaP+9xuoKr2q6oFVbVg1TXnz/AwSpIkSdJk8+a6AyuRX7UwDPATYAO6KeGHJBnUWa093wP4WpK7AbcFfrUM+rM9sNHQtm+f5HYzWO9xwIsBqmopsCTJo4BvVdXlAEm+CWxL92XMdwahP8n32vPaTN53gG9X1bXABUnWa2VPaI+z2vu16YLw/wN+XVWnDK3/3CS70P183g3YCDh3in2a1P/vMv5zkyRJkqRlyrA9c1cPvV4KrAf8pao2G1P3k8BHq+q7SbYD9rwZ262h16sPvV4F2Hp09Hso/M7GpJUmla/C5H2HGx6rDD3vVVWfvcEGuun1lw+9vw/dSPnDqurPbdr88H7Ppp+jfVkK3GgauSRJkiT1zWnkN91fgV8leQ5cd3Gvh7Zl84GL2+uXDK3zN2Amo8/Dfp/kwe3CYc8cKj8KeM3gTTvfeyaOAXZt66ya5PbACcAzkqyZZK22nRPppsM/NcnqbTR7IUBVTbXvkxwJ7NzaIcn6Se4ypt7t6cL3kjYq/uShZZOO36T+S5IkSdKcMGzfPC8EXpbkHOB84OmtfE+6KdYnApcO1f8e8MxJF0ibYHfg+8CxwG+HyncDFrSLjV1Ad/G1mXgd8Ngki+imVW9cVWcCBwKnAacC+1fVWVV1Ot1U7HOAbwJnAIMriE3a97Gq6ijgK8CP27a/zpjgXFXn0E01Px/4PHDy0OL9gMMHF0gbWmds/2dyMCRJkiRpWUhVTV9Lt1pJ1q6qy9Ld3/oEYJcWbm+Rdt1jrzp86aZz3Q1J6s3ivRfOdRckSbqlmdG5u56zrensl2QjuvOmv3BLDtqSJEmS1BfD9hxJsgfwnJHiQ6rq/StS+1X1gj76I0mSJEm3JobtOdJCby/Bei7alyRJkiRN5gXSJEmSJEnqmWFbkiRJkqSeGbYlSZIkSeqZYVuSJEmSpJ4ZtiVJkiRJ6plhW5IkSZKknhm2JUmSJEnqmWFbkiRJkqSeGbYlSZIkSeqZYVuSJEmSpJ7Nm+sOSCuSTdafz76vXjjX3ZAkSZK0knNkW5IkSZKknhm2JUmSJEnqmWFbkiRJkqSeGbYlSZIkSeqZYVuSJEmSpJ4ZtiVJkiRJ6plhW5IkSZKknhm2JUmSJEnqmWFbkiRJkqSezZvrDkgrkkUXL2GD3Q+d625Is7J474Vz3QVJkiSNcGRbkiRJkqSeGbYlSZIkSeqZYVuSJEmSpJ4ZtiVJkiRJ6plhW5IkSZKknhm2JUmSJEnqmWFbkiRJkqSeGbYlSZIkSeqZYVuSJEmSpJ4ZtiVJkiRJ6plhW5IkSZKknhm2JUmSJEnqmWFbkiRJkqSeGbYlSZIkSeqZYVuSJEmSpJ4ZtiVJkiRJ6tkKHbaTrJPk1dPU2SDJC2bQ1gZJzuuvd2O3sTjJnceU/2hZbnd5SXJY+0ym/VymaGNBkk/02Kf9k2zUXr+9r3YlSZIk6eZYocM2sA4wXajbAJg2bC9rSVadtKyqHrk8+7KsVNVTquovzOxzmdTGGVW1W499enlVXdDeGrYlSZIkrRBW9LC9N3C/JGcn+XB7nJdkUZIdh+ps2+q8oY1gn5jkzPaYUdBNslOS7yQ5IsnPk/z70LJvJ/lJkvOT7DJUflmS9yQ5Fdh6qHyN1s4rBvXa83ZJjkvy9SQ/S3JQkrRlT2llJyX5RJLvT9HXtZMc0I7DuUme3cr3TXJG6+e7h+ovTvLBJKe1x/1b+VOTnJrkrCQ/SLLeNO0PRu5HP5cvJXn60PYOSvK0CX3fbrBvSfZM8vl2TC5KMjGEJ1kryaFJzmk/Azu28uPaaPnewBqtTwe1ZS9q+3t2ks9O+kIkyS7tuJ2x9Iolk7ogSZIkSTO2ooft3YH/qarNgFOAzYCHAtsDH05yt1bnxKrarKo+Bvwf8E9VtQWwIzCbKctbAS9s23lOkgWtfOeq2hJYAOyW5E6tfC3gvKp6eFWd1MrWBr4HfKWqPjdmG5sDrwc2Au4LbJNkdeCzwJOr6lHAutP0853AkqrapKo2BY5t5XtU1QJgU+AxSTYdWuevVbUVsA/wn63sJOARVbU58FXgrdO0P3Dd51JVbwH2B14KkGQ+8EjgsGn2YWBD4Il0x/7fk9xmQr0nAZdU1UOr6iHAEcMLq2p34MrWpxcmeTDd579N+/lZSvfZ3khV7VdVC6pqwaprzp9htyVJkiRpshU9bA97FHBwVS2tqt8DxwMPG1PvNsDnkiwCDqELtTN1dFX9saquBL7ZtgldwD6HLvDfE3hAK18KfGOkje8AB1TVFyds47Sq+k1VXQucTTcNfkPgoqr6Vatz8DT93B741OBNVf25vXxukjOBs4CNueG+Hzz0PBiFvwdwZDtWb2nrTNX+WFV1PHD/JHcBng98o6qumWYfBg6tqqur6lK6L0rWm1BvEbB9G6HftqqmG4J+PLAlcHqSs9v7+86wT5IkSZJ0s6xMYTszrPcG4Pd0I+ALgNvOYhs1+j7JdnThc+uqeihdkF29Lb+qqpaOrHMy8OTB9PAxrh56vRSYx8z3bSCjfU1yH+DNwOPbaPShQ/1kpP7g9SeBfapqE+CVQ/Vv1P4MfIlu5PilwAGzWG/c8biRqvoFXXheBOyV5F3TtBvgC22ke7OqelBV7TmLfkmSJEnSTbaih+2/Abdrr08AdkyyapJ1gUcDp43UAZgP/LaNHP8LMPHCZWP8U5I7JlkDeAZdcJ4P/LmqrkiyIfCIadp4F/BH4NOz2O7PgPsm2aC933FyVQCOAl4zeJPkDsDtgcuBJe3c6yePrLPj0POP2+v5wMXt9UumaX/Y6DEHOJBuejxVdf40/Z+1JHcHrqiqLwMfAbYYU+0fQ9PQjwF2aKPttM/13n33S5IkSZLGWaHDdlX9ETg53S27tgbOBc6hO4f4rVX1u1Z2Tbtw1hvoQu5LkpwCPJAugM7USXQjtGfTTYU+g+7c4HlJzgXeSzeVfDqvB1ZP8qEZ7ueVdFf3PiLJSXQj81NNk34fcId2obBzgMdW1Tl0o+7nA5+n+6Jg2GrtQm6voxv9B9gTOCTJicClU7U/0t/rPpckH25lvwd+yuxGtWdjE+C0NiV8j9bHUfsB5yY5qF2h/B3AUe2zOxq42zLqmyRJkiTdQKpmO1v4linJTsCCqnrNdHWX0fbXrqrL2vTzTwEXtgu+9dH2Yrp9u3S6ujdjG2vSTfHeYgbnU6+wdt1jrzp86abTV5RWIIv3XjjXXZAkSbo1mdFpwCv0yPatzCvaqO35dNO7PzvH/ZmxJNvTTYX/5MoctCVJkiSpL2MvRnVLluSJwAdHin9VVc+kO+94TrRR7BuMZCd5Kd2072EnV9W/zrLtDW5e76Zt/wfAvYbLpjnOE7Xbqh0zZtHj2/R1SZIkSVrh3erCdlUdCRw51/2Yiao6gGV3DvQydVOPcwvUm/XfI0mSJElafpxGLkmSJElSzwzbkiRJkiT1zLAtSZIkSVLPDNuSJEmSJPXMsC1JkiRJUs8M25IkSZIk9cywLUmSJElSzwzbkiRJkiT1zLAtSZIkSVLPDNuSJEmSJPVs3lx3QFqRbLL+fPZ99cK57oYkSZKklZwj25IkSZIk9cywLUmSJElSzwzbkiRJkiT1zLAtSZIkSVLPDNuSJEmSJPXMsC1JkiRJUs8M25IkSZIk9cywLUmSJElSzwzbkiRJkiT1bN5cd0BakSy6eAkb7H7oXHdDK6HFey+c6y5IkiRpBeLItiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST1bYcN2ku2SPHJF2E6SA5PsMMt2D0uyTnt92XTtJtk/yUaz2cZcS/L2GdT5UY/be1WSF7fXOyW5e19tS5IkSVKfVsiwnWQesB2wzMP2stpOVT2lqv4yi/ovr6oL+u7HMjZt2K6q3o5tVX2mqr7Y3u4EGLYlSZIkrZB6CdtJvp3kJ0nOT7JLK7ssyX8kOTPJMUnWbeWvSHJ6knOSfCPJmq38wCQfTfJD4GvAq4A3JDk7ybZt+b5JfpjkoiSPSfL5JD9NcuBQX56Q5Mdtu4ckWbuVL07y7la+KMmGSTYY3c4Uu7l9khOT/CLJP7c2d0qyz9C2v59ku6Ht3XnkOCXJPkkuSHIocJehZcclWTB07N7fjtEpSdZr5fdr709P8p5JI+ZDbb617es5SfZuZZu1Ns5N8q0kdxiz/TsnWTy0j99MckSSC5N8qJXvDazRjttBU/Thsva8XdvG15P8LMlBSTLFenu343Ruko+0sj2TvLnNBlgAHNS2v0aSLZMc334Oj0xyt7bObkPtfHXCtnZJckaSM5ZesWSqQypJkiRJM9LXyPbOVbUlXQDaLcmdgLWAM6tqC+B44N9b3W9W1cOq6qHAT4GXDbXzQGD7qno28BngY1W1WVWd2JbfAXgc8Abge8DHgI2BTVqIvDPwjtbGFsAZwBuH2r+0le8LvLmqFk/YzjgbAI8BFgKfSbL6LI8RwDOBBwGbAK9g8oj6WsAp7Rid0OoCfBz4eFU9DLhkqg0leTLwDODhrZ0PtUVfBP6tqjYFFnH95zKVzYAdW793THLPqtoduLIdtxfOoA2AzYHXAxsB9wW2mdD3O9Idq41bP983vLyqvk732b6wqjYDrgE+CezQfg4/D7y/Vd8d2Ly186px26uq/apqQVUtWHXN+TPcFUmSJEmarK+wvVuSc4BTgHsCDwCupRuhBvgy8Kj2+iFthHgR8EK6sDxwSFUtnWI736uqoguJv6+qRVV1LXA+XRh+BF2QOznJ2cBLgHsPrf/N9vyTVn82/ruqrq2qC4GLgA1nuT7Ao4GDq2ppVV0CHDuh3t+B74/p69bAIe31V6bZ1vbAAVV1BUBV/SnJfGCdqjq+1flC69N0jqmqJVV1FXABNzyms3FaVf2mfWZnM/kz+CtwFbB/kmcBV0zT7oOAhwBHt8/9HcA92rJz6UbAX0QXyiVJkiRpmZt3cxto06a3B7auqiuSHAeMG/Wt9nwg8IyqOifJTnTnTA9cPs3mrm7P1w69HryfBywFjq6q50+z/lJmv+815v013PALi5mMdo+2M84/2pcKcNP6CpAZbmtgeF9G92P4WN/U/sy4naq6JslWwOOB5wGvoZvRMEmA86tq6zHLFtJ9ofA04J1JNq4qQ7ckSZKkZaqPke35wJ9b0N6QbnR50PbgCt4vAE5qr28H/DbJbehGtif5W6s7G6cA2yS5P0CSNZM8cJp1Zrqd5yRZJcn96KZA/xxYDGzWyu8JbDVNGycAz0uyajun+LEz2O6wU4Bnt9fPm6buUcDOuf6c+DtW1RLgz0Pnpv8L3RR/6PZly/Z6plde/0f7HHvVzrOfX1WH0U0732xMteHP7efAukm2buvfJsnGSVYB7llVPwTeCqwDrN13fyVJkiRp1M0e2QaOAF6V5Fy60HNKK78c2DjJT4AldOf8ArwTOBX4Nd108ElB93vA15M8HXjtTDpSVX9oo+UHJ1mtFb8D+MUUq91gO1Oct/1zumC6HvCqqroqycnAr9p+nAecOU0Xv0U3Qruo9en4qavfyOuBLyd5E3Ao3XEdq6qOSLIZcEaSvwOH0V09/CV055yvSTcd/qVtlY8A/53kX5g8vX3UfsC5Sc6cxXnbM3E74DvtvPjQnaM/6kC6/biSbnr9DsAn2lT5ecB/0h3jL7ey0J2bP+MrxEuSJEnSTZXrZyv33HByWVU5itijFpCvrKpK8jzg+VX19Lnu1y3JrnvsVYcv3XSuu6GV0OK9F851FyRJkrR8TLyr0rA+Rra1/GwJ7NNumfUXYOc57o8kSZIkaYxlFrZXxlHtJHsAzxkpPqSq3j+u/vLWprg/dLgsySbAl0aqXl1VD19e/Wq3ejtmzKLHV9Ufp1n3W8B9Ror/raqO7Kt/kiRJkrS8ObI9pIXqFSJYz1RVLWL8BcSWZx/+eFP7UFXP7Lk7kiRJkjTn+rrPtiRJkiRJagzbkiRJkiT1zLAtSZIkSVLPDNuSJEmSJPXMsC1JkiRJUs8M25IkSZIk9cywLUmSJElSzwzbkiRJkiT1zLAtSZIkSVLP5s11B6QVySbrz2ffVy+c625IkiRJWsk5si1JkiRJUs8M25IkSZIk9cywLUmSJElSzwzbkiRJkiT1zLAtSZIkSVLPDNuSJEmSJPXMsC1JkiRJUs8M25IkSZIk9cywLUmSJElSz+bNdQekFcmii5ewwe6HznU3tJJZvPfCue6CJEmSVjCObEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPTNsS5IkSZLUM8O2JEmSJEk9M2xLkiRJktQzw7YkSZIkST0zbEuSJEmS1DPDtiRJkiRJPTNs6/+3d+/RdpX1uce/DwmCCIYK6kC0pkW8oGDQACqCiHgjHoWjFBVFUo4KeMWKxnKOotUCclqqoiAoRpF6AavmeIMhchMlgFwj9U6qIkWxGkWKSvidP9YbXdnsvddKMrPX3sn3M8YemXvOd833N+d6R5Jnv++aW5IkSZLUMcO2JEmSJEkdM2xLkiRJktSxaRO2k2yd5KgBbeYmefEQ55qbZNkkxw9Lcsra1LkukuyT5Atr+JqLkswfZ/9IrqGv/3lJ9h/Q5rlJFnXY55faOBk4ViRJkiRplKZN2Aa2BgYFqLnAwLCtKTEPmDRsV9WSqjqhqw6rav+q+jXDjRVJkiRJGpnpFLZPAHZIcm2Sk9rXsiQ3JDm4r81erc3RbQb70iRXt68nrUF/D0rylSTfT/LuVTuTvKj1uSzJiX37b+/bfkGSxW37oNb2uiSXtH2zWv1XJrk+ySv7+t0yyblJvpPk7CRpr3lakmta32cm2WxswUkWJvlekouBPSe7uCQPTPLZVtd1q+5Nkje0epcleX3bt9pKgCRvTHJc274oyYlJrmh975XkXsA7gIPbe3HwOCWsNvueZHGS9yb5RpIfJXnBJLVvl+SSdu5lSfZq+5cn2ZYxY6UdO6bvfr+97btPki+26182SZ2vSHJVkqtW3rFistsqSZIkSUOZPeoC+iwCHlNV85I8HzgCeCywLXBlC7KLgDdW1XMAkmwBPL2q7kyyI/AJ4B5LricwD9gV+D3w3STvA1YCJwKPB34FnJ/kgKr63CTneSvwzKq6OcnWbd/hwIqq2q2F5suSnN+O7Qo8GvgZcBmwZ5KrgMXA06rqe0k+BhwJ/MuqTpJsB7y91bYCuBC4ZpK63gtcXFUHJplFL+Q/HlgI7AEEWNqC+68G3KvZVbV7Wzb+tqraL8lbgflV9eoBr+23HfBk4JHAEuDcCdq9GDivqt7Vat9izPE/jRWAJM8AdgR2b9e1JMnewP2Bn1XVgtZuznidVdXpwOkARx57fLFyDa5IkiRJksYxnWa2+z0Z+ERVrayqW4GLgd3GabcpcEaSG4BzgJ3WoI8LqmpFVd0J3Ag8tPVxUVX9oqruAs4G9h5wnsuAxUleDsxq+54BHJrkWmApsA29MAhwRVX9tKruBq6ltzT+EcBNVfW91uaj4/S7R19tfwA+NaCufYFTAdp9XEHvvn62qn5XVbcD/wbsNeA8tHYA32r1rq3PVdXdVXUj8MBJ2l0JLGyz6ztX1W8HnPcZ7esa4Gp6YX5H4AZgvzYzv1e7B5IkSZK03k2nme1+GbLd0cCt9GbANwHuXIM+ft+3vZLevZis3+rb3vxPO6uOSLIHsAC4Nsm8dp7XVNV5/SdIss9a9DtRDWtjon7uYvUfvGw+5viqmlfVu7b6r33Ca66qS9rM9ALgrCQnVdXHJjlvgOOr6oP3ONCbzd8fOD7J+VX1jrWsXZIkSZKGNp1mtn8LbNW2L6H3eeBZSe5Pb5b3ijFtAOYAt7RZ4pfy55nltbUUeEqSbdvy5RfRm1UHuDXJo5JsAhy46gVJdqiqpVX1VuA24CHAecCRSTZtbR6e5D6T9PsdYG6Sh7XvX9rXb39t+yTZpp33oAHXcgG9peirPkN+X3r39YAkW7R6DgQupfcDiwe0c28GPGfAueGe70VnkjwU+HlVnQF8GHjcgL7PA/42yZbt9dsneUCSBwF3VNXHgf87znkkSZIkab2YNjPbVfXLJJe1B3V9GbgeuI7ebO6bquo/k/wSuCvJdfQ+4/wB4DNJDqL3GebfrWMNtyR5SztXgC9V1efb4UXAF4CfAMuALdv+k9rnxUMv4F7Xap8LXN0egPYL4IBJ+r0zyULgnCSz6S2jPm2c2o4DvgncQm+59GQ/XHgdcHqSw+nNSB9ZVd9M78FuV7Q2H6qqawCSvINeoL+JXvgf5EJgUVsqf3xVDVrWvib2AY5J8kfgduDQ/oNjx0pVHZPkUcA3e7eb24GXAA+j9/7cDfyR9sMHSZIkSVrfUrWuK5OlDceRxx5fX165y6jL0Ayz/IQFoy5BkiRJU2eojwFPp2XkkiRJkiRtEKbNMvL1Ickz6f0qr343VdWB47WfiZIcyz0/v31OVb1rCmtYSG/Zer/LqupVA163M3DWmN2/r6o9uqxPkiRJkqbaBh2229PAzxvYcAZroXrKgvUENXwE+MhavO4Ger/vXJIkSZI2KC4jlyRJkiSpY4ZtSZIkSZI6ZtiWJEmSJKljhm1JkiRJkjpm2JYkSZIkqWOGbUmSJEmSOmbYliRJkiSpY4ZtSZIkSZI6ZtiWJEmSJKljhm1JkiRJkjo2e9QFSNPJztvP4dSjFoy6DEmSJEkznDPbkiRJkiR1zLAtSZIkSVLHDNuSJEmSJHXMsC1JkiRJUscM25IkSZIkdcywLUmSJElSxwzbkiRJkiR1zLAtSZIkSVLHDNuSJEmSJHVs9qgLkKaTG25ewdxFXxx1GQKWn7Bg1CVIkiRJa82ZbUmSJEmSOmbYliRJkiSpY4ZtSZIkSZI6ZtiWJEmSJKljhm1JkiRJkjpm2JYkSZIkqWOGbUmSJEmSOmbYliRJkiSpY4ZtSZIkSZI6ZtiWJEmSJKljhm1JkiRJkjpm2JYkSZIkqWOGbUmSJEmSOmbYliRJkiSpY4ZtSZIkSZI6ZtiWJEmSJKljk4btJFsnOWpAm7lJXjyoo9Zu2STHD0tyyqDzdC3JPkm+sIavuSjJ/HH2j+Qa+vqfl2T/tXztZkm+muTaJAd3Xdta1LPW1yJJkiRJozZoZntrYNKwDcwFBoZtTYl5wNoG1F2BTatqXlV9am0LSDJ7bV87xrpciyRJkiSN1KCwfQKwQ5vtPKl9LUtyQ9/s5wnAXq3N0W0G+9IkV7evJ61BPQ9K8pUk30/y7lU7k7yo9bksyYl9+2/v235BksVt+6DW9rokl7R9s1r9Vya5Pskr+/rdMsm5Sb6T5Owkaa95WpJrWt9nJtlsbMFJFib5XpKLgT0nu7gkD0zy2VbXdavuTZI3tHqXJXl927faSoAkb0xyXNu+KMmJSa5ofe+V5F7AO4CDJ5udTnK/JJ9r9+DyJLskeQDwcWBee+0OE7z2re3+LUtyet99uijJP7Z78Lok90/ymdb2yiR7tna7J/lGu6ffSPKICfq5x7W0MXH/dnyTJD9Ism2SxUlOa2Pue0me09pM9n5LkiRJ0no1KGwvAn5YVfOAy+nNNj4W2A84Kcl2rc2lbUb0ZODnwNOr6nHAwcB716Ceee01O9MLWg9J8iDgRGDfdny3JAcMOM9bgWdW1WOB57Z9hwMrqmo3YDfg5Un+qh3bFXg9sBPw18CeSTYHFgMHV9XOwGzgyKl08Y4AABKYSURBVP5O2vW/nV7Ifnp7/WTeC1zc6noc8O0kjwcWAnsAT2h17TrgPACzq2r3VvfbquoP7bo/NWB2+u3ANVW1C/D3wMeq6ufA/+LP7+MPJ3jtKVW1W1U9Brg38Jy+Y1tX1VOq6p+A9wAnt3v9fOBDrc13gL2ratdW6z+O18kE1/Jx4JDWZD/guqq6rX0/F3gKsAA4rb13k73fq0nyiiRXJblq5R0rJrh0SZIkSRremjwg7cnAJ6pqZVXdClxML8SMtSlwRpIbgHMYHED7XVBVK6rqTuBG4KGtj4uq6hdVdRdwNrD3gPNcBixO8nJgVtv3DODQJNcCS4FtgB3bsSuq6qdVdTdwLb3w9gjgpqr6Xmvz0XH63aOvtj8Ag5Zf7wucCtDu4wp69/WzVfW7qrod+DdgrwHnobUD+Fard1hPBs5qNXwN2CbJnCFf+9QkS9t7uy/w6L5j/de+H3BKu9dLgPsm2QqYA5zTZuxPHvP6Qc4EDm3bfwt8pO/Yp6vq7qr6PvAj4JFM/n6vpqpOr6r5VTV/1hbD3gpJkiRJmtiafL42Q7Y7GriV3gz4JsCda9DH7/u2V9Krb7J+q2978z/trDoiyR70ZjqvTTKvnec1VXVe/wmS7LMW/U5Uw9qYqJ+7WP2HIZuPOb6q5lX1rkt/A6+hzRZ/AJhfVT9pS9r7a/pd3/YmwBOr6r/HnON9wIVVdWCSucBFwxbd+rw1yb70fshxSP/hsc2Z4P2WJEmSpKkwaGb7t8BWbfsSeku7Z7XPzu4NXDGmDfRmL29ps8Qv5c8zy2trKfCU9vncWcCL6M2qA9ya5FFJNgEOXPWCJDtU1dKqeitwG/AQ4DzgyCSbtjYPT3KfSfr9DjA3ycPa9y/t67e/tn2SbNPOe9CAa7mAthS93cf70ruvByTZotVzIHApvR9YPKCdezNWX7I9kbHvxXguoQXV9oOG26rqN0Oce1Wwvi3JlsALJml7PvDqVd+0H3ZAb2zc3LYPG9DfeNfyIXrLyT9dVSv79h/UPse9A72PAXyXNX+/JUmSJKkzk4btqvolcFlb9vtE4HrgOuBrwJuq6j/bvrvaA7+Opjf7+bIklwMPZ/UZzzVWVbcAbwEubH1fXVWfb4cXAV9o9dzS97KT0h6oRi9cXkcvqN0IXN32f5BJZoTbUvaF9JY93wDcDZw2Tm3HAd8EvgpcPeByXkdvKfYN9JZ/P7qqrqb32fAr6IX3D1XVNVX1R3oPCVvarvE7A84NvXu002QPSGv1zk9yPb2H271siPNSVb8GzgBuAD4HXDlJ89eu6iPJjcARbf+7geOTXMbgH8KMdy1LgC1ZfQk59ML1xcCXgSPae7dG77ckSZIkdSlV67oKWpoa6f1u85Oraq++fYuBL1TVuV30ceSxx9eXV+7Sxam0jpafsGDUJUiSJEnjGeojx870aUZIsojeEvxDBrWVJEmSpFGb8rCd5Jn0fpVXv5uq6sDx2s9ESY7lnp/fPqeq3jWFNSykt2y932VV9aohXvtZYOyvyXrz+njY2LDjoapOoLfsnTH7D+u6JkmSJElaVy4jl/q4jHz6cBm5JEmSpqmhlpGvye/ZliRJkiRJQzBsS5IkSZLUMcO2JEmSJEkdM2xLkiRJktQxw7YkSZIkSR0zbEuSJEmS1DHDtiRJkiRJHTNsS5IkSZLUMcO2JEmSJEkdM2xLkiRJktSx2aMuQJpOdt5+DqcetWDUZUiSJEma4ZzZliRJkiSpY4ZtSZIkSZI6ZtiWJEmSJKljhm1JkiRJkjpm2JYkSZIkqWOGbUmSJEmSOmbYliRJkiSpY4ZtSZIkSZI6ZtiWJEmSJKljs0ddgDSd3HDzCuYu+uKoy5hRlp+wYNQlSJIkSdOOM9uSJEmSJHXMsC1JkiRJUscM25IkSZIkdcywLUmSJElSxwzbkiRJkiR1zLAtSZIkSVLHDNuSJEmSJHXMsC1JkiRJUscM25IkSZIkdcywLUmSJElSxwzbkiRJkiR1zLAtSZIkSVLHDNuSJEmSJHXMsC1JkiRJUscM25IkSZIkdcywLUmSJElSxwzbmtaSvDbJvye5Ockpo65HkiRJkoYxe9QFSAMcBTwbeAowf11PlmR2Vd21zlVJkiRJ0iSc2da0leQ04K+BJcBf9O1/aJILklzf/vzLAfsXJ/nnJBcCJ47iWiRJkiRtXAzbmraq6gjgZ8BTgV/1HToF+FhV7QKcDbx3wH6AhwP7VdXfje0nySuSXJXkqpV3rFgPVyJJkiRpY2PY1kz0ROBf2/ZZwJMH7Ac4p6pWjneyqjq9quZX1fxZW8xZH/VKkiRJ2sgYtrUhqCH2/24qCpEkSZIkMGxrZvoG8MK2fQjw9QH7JUmSJGlK+TRyzUSvBc5McgzwC2DhgP2SJEmSNKUM25rWqmpu21zcvqiq5cC+47SdaP9h66c6SZIkSRqfy8glSZIkSeqYYVuSJEmSpI4ZtiVJkiRJ6phhW5IkSZKkjhm2JUmSJEnqmGFbkiRJkqSOGbYlSZIkSeqYYVuSJEmSpI4ZtiVJkiRJ6phhW5IkSZKkjhm2JUmSJEnqmGFbkiRJkqSOGbYlSZIkSeqYYVuSJEmSpI7NHnUB0nSy8/ZzOPWoBaMuQ5IkSdIM58y2JEmSJEkdM2xLkiRJktQxw7YkSZIkSR0zbEuSJEmS1DHDtiRJkiRJHTNsS5IkSZLUMcO2JEmSJEkdM2xLkiRJktQxw7YkSZIkSR2bPeoCpOnkhptXMHfRF0ddxmqWn7Bg1CVIkiRJWkPObEuSJEmS1DHDtiRJkiRJHTNsS5IkSZLUMcO2JEmSJEkdM2xLkiRJktQxw7YkSZIkSR0zbEuSJEmS1DHDtiRJkiRJHTNsS5IkSZLUMcO2JEmSJEkdM2xLkiRJktQxw7YkSZIkSR0zbEuSJEmS1DHDtiRJkiRJHTNsS5IkSZLUMcO2JEmSJEkdM2xPQ0nmJlnWwXn2SfKkAW0OSLLTuva1NpIsT7Jt2/7GgLZ/P+D4l5JsPcnxkV2nJEmSpI2PYXvDtg8wadgGDgBGHkKralCd44bt9GxSVftX1a8nef20uE5JkiRJGwfD9vQ1K8kZSb6d5Pwk906yQ5KvJPlWkkuTPBIgyf9IsjTJNUm+muSBSeYCRwBHJ7k2yV5jO2iz3s8FTmptdkhydd/xHZN8q20vT3Jikiva18Pa/vsn+UySK9vXnhNdUJJt2rVck+SDQPqO3d7+3C7JJa2eZUn2SnICcO+27+w28//vST4AXA08ZMws+aFJrk9yXZKzxrvOMXW9IslVSa5aeceKNX+nJEmSJGkMw/b0tSPw/qp6NPBr4PnA6cBrqurxwBuBD7S2XweeUFW7Ap8E3lRVy4HTgJOral5VXTq2g6r6BrAEOKa1+SGwIsm81mQhsLjvJb+pqt2BU4B/afve0/rYrdX4oUmu6W3A11udS4C/HKfNi4Hzqmoe8Fjg2qpaBPx3q/GQ1u4RwMeqateq+o9VL07yaOBYYN+qeizwugmus/8+nF5V86tq/qwt5kxSviRJkiQNZ/aoC9CEbqqqa9v2t4C59JaEn5P8aUJ4s/bng4FPJdkOuBdw0zr0+yFgYZI3AAcDu/cd+0Tfnye37f2Anfpqum+Srarqt+Oce2/gfwJU1ReT/GqcNlcCZybZFPhc3z0Y6z+q6vJx9u8LnFtVt7V+/muC10uSJEnSeuPM9vT1+77tlcD9gF+3mdlVX49qx98HnFJVOwOvBDZfh34/AzwbeA7wrar6Zd+xGmd7E+CJfTVtP0HQHu8c9zxYdQm9UH4zcFaSQydo+rsJ9mdQH5IkSZK0vhm2Z47fADclOQj+9GCwx7Zjc+iFU4CX9b3mt8BWA867WpuquhM4DzgV+MiYtgf3/fnNtn0+8OpVDfqWoI/nEuCQ1u7ZwF+MbZDkocDPq+oM4MPA49qhP7bZ7kEuAP4myTbtfPdr+4e5F5IkSZLUCcP2zHIIcHiS64BvA89r+4+jt7z8UuC2vvb/DzhwogekNZ8EjmkPLVv14LCz6c0Onz+m7WZJlgKvA45u+14LzG8PJLuR3kPZJvJ2YO/2ELZnAD8ep80+wLVJrqH3GfD3tP2nA9cnOXuS81NV3wbeBVzc7tM/T3KdkiRJkrRepMoVt1pdkjcCc6rq//TtWw7MX/VZ6A3VkcceX19eucuoy1jN8hMWjLoESZIkSX+WwU18QJrGSPJZYAd6DxqTJEmSJK0Fw/ZGIsmxwEFjdp9TVe/q31FVB473+qqauwZ9LaS31LzfZVX1qmHPIUmSJEkzmWF7I9FC9bsGNuymr49wz4erSZIkSdJGwwekSZIkSZLUMcO2JEmSJEkdM2xLkiRJktQxw7YkSZIkSR0zbEuSJEmS1DHDtiRJkiRJHTNsS5IkSZLUMcO2JEmSJEkdM2xLkiRJktQxw7YkSZIkSR2bPeoCpOlk5+3ncOpRC0ZdhiRJkqQZzpltSZIkSZI6ZtiWJEmSJKljhm1JkiRJkjpm2JYkSZIkqWOGbUmSJEmSOmbYliRJkiSpY4ZtSZIkSZI6ZtiWJEmSJKljhm1JkiRJkjpm2JYkSZIkqWOGbUmSJEmSOmbYliRJkiSpY4ZtSZIkSZI6ZtiWJEmSJKljhm1JkiRJkjpm2JYkSZIkqWOGbUmSJEmSOmbYliRJkiSpY4ZtSZIkSZI6ZtiWJEmSJKljhm1JkiRJkjpm2JYkSZIkqWOGbUmSJEmSOmbYliRJkiSpY4ZtSZIkSZI6ZtiWJEmSJKljhm1JkiRJkjpm2JYkSZIkqWOGbUmSJEmSOpaqGnUN0rTx5je/+bebbrrpd0ddhzYct99++7ZbbrnlbaOuQxsOx5S65HhS1xxT6to0HVO3vfOd73zWoEaGbalPkquqav6o69CGwzGlrjmm1CXHk7rmmFLXZvKYchm5JEmSJEkdM2xLkiRJktQxw7a0utNHXYA2OI4pdc0xpS45ntQ1x5S6NmPHlJ/ZliRJkiSpY85sS5IkSZLUMcO2JEmSJEkdM2xro5TkWUm+m+QHSRaNc3yzJJ9qx5cmmTv1VWomGWJMvSHJjUmuT3JBkoeOok7NDIPGU1+7FySpJDPyV6Jo6gwzppL8Tft76ttJ/nWqa9TMMsS/e3+Z5MIk17R/+/YfRZ2aGZKcmeTnSZZNcDxJ3tvG2/VJHjfVNa4Nw7Y2OklmAe8Hng3sBLwoyU5jmh0O/KqqHgacDJw4tVVqJhlyTF0DzK+qXYBzgXdPbZWaKYYcTyTZCngtsHRqK9RMM8yYSrIj8BZgz6p6NPD6KS9UM8aQf0/9b+DTVbUr8ELgA1NbpWaYxcCzJjn+bGDH9vUK4NQpqGmdGba1Mdod+EFV/aiq/gB8EnjemDbPAz7ats8FnpYkU1ijZpaBY6qqLqyqO9q3lwMPnuIaNXMM83cUwD/Q+6HNnVNZnGakYcbUy4H3V9WvAKrq51Nco2aWYcZUAfdt23OAn01hfZphquoS4L8mafI84GPVczmwdZLtpqa6tWfY1sZoe+Anfd//tO0bt01V3QWsALaZkuo0Ew0zpvodDnx5vVakmWzgeEqyK/CQqvrCVBamGWuYv6MeDjw8yWVJLk8y2QyTNMyYOg54SZKfAl8CXjM1pWkDtab/15oWZo+6AGkExpuhHvs78IZpI60y9HhJ8hJgPvCU9VqRZrJJx1OSTeh9vOWwqSpIM94wf0fNprc8cx96K28uTfKYqvr1eq5NM9MwY+pFwOKq+qckTwTOamPq7vVfnjZAM/L/5s5sa2P0U+Ahfd8/mHsubfpTmySz6S1/mmxpizZuw4wpkuwHHAs8t6p+P0W1aeYZNJ62Ah4DXJRkOfAEYIkPSdMkhv137/NV9cequgn4Lr3wLY1nmDF1OPBpgKr6JrA5sO2UVKcN0VD/15puDNvaGF0J7Jjkr5Lci95DO5aMabMEeFnbfgHwtaqa9j8908gMHFNt2e8H6QVtPwupyUw6nqpqRVVtW1Vzq2ouvWcAPLeqrhpNuZoBhvl373PAUwGSbEtvWfmPprRKzSTDjKkfA08DSPIoemH7F1NapTYkS4BD21PJnwCsqKpbRl3UIC4j10anqu5K8mrgPGAWcGZVfTvJO4CrqmoJ8GF6y51+QG9G+4Wjq1jT3ZBj6iRgS+Cc9qy9H1fVc0dWtKatIceTNLQhx9R5wDOS3AisBI6pql+OrmpNZ0OOqb8DzkhyNL3lvoc5caGJJPkEvY+xbNs+5/82YFOAqjqN3uf+9wd+ANwBLBxNpWsmjnlJkiRJkrrlMnJJkiRJkjpm2JYkSZIkqWOGbUmSJEmSOmbYliRJkiSpY4ZtSZIkSZI6ZtiWJEmSJKljhm1JkiRJkjr2/wEdN9mGJ6GN0QAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "bestModel_1000.varimp_plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 136,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'xgboost'"
+ ]
+ },
+ "execution_count": 136,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "bestModel_1000.algo"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 137,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "meta_data['mod_best']=bestModel_1000._id\n",
+ "meta_data['mod_best_algo']=bestModel_1000.algo\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 138,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 XGBoost_grid_1_AutoML_20190425_034434_model_5\n",
+ "1 XGBoost_grid_1_AutoML_20190425_040839_model_7\n",
+ "2 GBM_1_AutoML_20190425_031629\n",
+ "3 GBM_grid_1_AutoML_20190425_034434_model_4\n",
+ "4 XGBoost_grid_1_AutoML_20190425_044008_model_1\n",
+ "5 XGBoost_1_AutoML_20190425_044008\n",
+ "6 GBM_1_AutoML_20190425_044008\n",
+ "7 XGBoost_1_AutoML_20190425_031629\n",
+ "8 XGBoost_grid_1_AutoML_20190425_044008_model_4\n",
+ "9 XGBoost_grid_1_AutoML_20190425_040839_model_5\n",
+ "10 XGBoost_grid_1_AutoML_20190425_040839_model_6\n",
+ "11 GBM_grid_1_AutoML_20190425_044008_model_7\n",
+ "12 XGBoost_1_AutoML_20190425_040839\n",
+ "13 XGBoost_grid_1_AutoML_20190425_034434_model_3\n",
+ "14 GBM_1_AutoML_20190425_034434\n",
+ "15 XGBoost_1_AutoML_20190425_034434\n",
+ "16 XGBoost_2_AutoML_20190425_034434\n",
+ "17 XGBoost_grid_1_AutoML_20190425_034434_model_1\n",
+ "18 GBM_grid_1_AutoML_20190425_040839_model_19\n",
+ "19 XGBoost_grid_1_AutoML_20190425_040839_model_1\n",
+ "20 XGBoost_grid_1_AutoML_20190425_044008_model_3\n",
+ "21 XGBoost_grid_1_AutoML_20190425_034434_model_4\n",
+ "22 GBM_1_AutoML_20190425_040839\n",
+ "23 XGBoost_grid_1_AutoML_20190425_031629_model_1\n",
+ "24 GBM_4_AutoML_20190425_034434\n",
+ "25 XGBoost_2_AutoML_20190425_040839\n",
+ "26 XGBoost_2_AutoML_20190425_031629\n",
+ "27 GBM_grid_1_AutoML_20190425_044008_model_12\n",
+ "28 GBM_grid_1_AutoML_20190425_040839_model_18\n",
+ "29 GBM_grid_1_AutoML_20190425_040839_model_22\n",
+ " ... \n",
+ "146 DeepLearning_grid_1_AutoML_20190425_044008_mod...\n",
+ "147 DeepLearning_grid_1_AutoML_20190425_031629_mod...\n",
+ "148 DeepLearning_grid_1_AutoML_20190425_044008_mod...\n",
+ "149 DeepLearning_grid_1_AutoML_20190425_040839_mod...\n",
+ "150 DeepLearning_grid_1_AutoML_20190425_044008_mod...\n",
+ "151 DeepLearning_grid_1_AutoML_20190425_040839_mod...\n",
+ "152 GBM_grid_1_AutoML_20190425_044008_model_30\n",
+ "153 GBM_grid_1_AutoML_20190425_044008_model_15\n",
+ "154 DeepLearning_grid_1_AutoML_20190425_034434_mod...\n",
+ "155 GBM_grid_1_AutoML_20190425_034434_model_1\n",
+ "156 GBM_grid_1_AutoML_20190425_040839_model_30\n",
+ "157 GBM_grid_1_AutoML_20190425_040839_model_23\n",
+ "158 GBM_grid_1_AutoML_20190425_044008_model_27\n",
+ "159 GBM_grid_1_AutoML_20190425_034434_model_3\n",
+ "160 GBM_grid_1_AutoML_20190425_031629_model_5\n",
+ "161 GBM_grid_1_AutoML_20190425_044008_model_31\n",
+ "162 GBM_grid_1_AutoML_20190425_040839_model_21\n",
+ "163 XGBoost_grid_1_AutoML_20190425_034434_model_8\n",
+ "164 GBM_grid_1_AutoML_20190425_044008_model_29\n",
+ "165 GBM_grid_1_AutoML_20190425_031629_model_4\n",
+ "166 GBM_grid_1_AutoML_20190425_040839_model_34\n",
+ "167 StackedEnsemble_AllModels_AutoML_20190425_031629\n",
+ "168 StackedEnsemble_BestOfFamily_AutoML_20190425_0...\n",
+ "169 GLM_grid_1_AutoML_20190425_044008_model_1\n",
+ "170 GLM_grid_1_AutoML_20190425_031629_model_1\n",
+ "171 GLM_grid_1_AutoML_20190425_034434_model_1\n",
+ "172 GLM_grid_1_AutoML_20190425_040839_model_1\n",
+ "173 XGBoost_grid_1_AutoML_20190425_034434_model_2\n",
+ "174 XGBoost_grid_1_AutoML_20190425_044008_model_2\n",
+ "175 XGBoost_grid_1_AutoML_20190425_044008_model_8\n",
+ "Name: model_id, Length: 176, dtype: object"
+ ]
+ },
+ "execution_count": 138,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "aml_leaderboard_df=leaderBoard.as_data_frame()\n",
+ "model_set=aml_leaderboard_df['model_id']\n",
+ "model_set"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 139,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "DL = [ 122, 123, 118, 120, 147, 127, 131, 132, 136, 138, 108, 145, 119, 154, 111, 130, 144, 126, 149, 151, 124, 150, 110, 148, 135, 146,\n",
+ "]\n",
+ "DRF = [37, 44, 36, 66,]\n",
+ "GBM=[ 2, 14, 22, 6, 47, 48, 50, 55, 51, 53, 49, 46, 34, 24, 43, 39, 100, 103, 106, 104, 45, 134, 42, 165, 160, 94, 155, 83, 159, 3, 82, 139, 141, 99, 117, 113, 93, 86, 40, 128, 58, 125, 28, 18, 78, 84, 162, 29, 157, 54, 140, 109, 52, 79, 62, 121, 156, 68, 116, 112, 166, 31, 133, 80, 69, 97, 92, 56, 129, 91, 27, 107, 101, 153, 89, 95, 71, 115, 102, 85, 137, 87, 32, 75, 81, 90, 158, 142, 164, 96, 152, 161, 98, 114, 88, 11, 77, 73,]\n",
+ "XGB = [7, 15, 12, 5, 26, 16, 25, 33, 76, 74, 72, 70, 23, 30, 17, 173, 13, 21, 0, 60, 59, 163, 19, 64, 67, 41, 9, 10, 1, 105, 4, 174, 20, 8, 38, 65, 143, 175,]\n",
+ "XRT = [35, 57, 63, 61, ]\n",
+ "GLM = [170, 171, 172, 169,]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 140,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "HP done\n",
+ "--- create new folder hyperparameter ---\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n"
+ ]
+ }
+ ],
+ "source": [
+ "DL = get_DL_params(board_csv, DL, 'DL')\n",
+ "XGB = get_XG_params(board_csv, XGB, 'XGB')\n",
+ "DRF = get_DRF_params(board_csv, DRF, 'DRF')\n",
+ "GBM = get_GBM_params(board_csv, GBM, 'GBM')\n",
+ "XRT = get_XRT_params(board_csv, XRT, 'XRT')\n",
+ "GLM = get_GLM_params(board_csv, GLM, 'GLM') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 141,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['XGBoost_grid_1_AutoML_20190425_034434_model_5',\n",
+ " 'GBM_1_AutoML_20190425_031629',\n",
+ " 'XRT_1_AutoML_20190425_031629',\n",
+ " 'DRF_1_AutoML_20190425_040839',\n",
+ " 'DeepLearning_grid_1_AutoML_20190425_034434_model_4',\n",
+ " 'GLM_grid_1_AutoML_20190425_044008_model_1']"
+ ]
+ },
+ "execution_count": 141,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# best model of each type\n",
+ "best_model_set = [0, 2, 35, 36, 108, 169,]\n",
+ "best_sets_1000 = get_best_models(best_model_set, model_set)\n",
+ "meta_data['models']=best_sets_1000\n",
+ "best_sets_1000\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 142,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Update and save meta data\n",
+ "\n",
+ "meta_data['end_time'] = time.time()\n",
+ "meta_data['execution_time'] = meta_data['end_time'] - meta_data['start_time']\n",
+ " \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 143,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "n=run_id+'_meta_data.json'\n",
+ "dict_to_json(meta_data,n)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 144,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'start_time': 1556181606.957847,\n",
+ " 'target': 'transaction_real_price',\n",
+ " 'server_path': '/Users/bonnie/6105/project/DS/project/results',\n",
+ " 'data_path': '/Users/bonnie/6105/project/DS/project/data/trainPriceCleaned.csv',\n",
+ " 'test_path': None,\n",
+ " 'max_models': 9,\n",
+ " 'run_time': 1000,\n",
+ " 'run_id': 'msBMSK1000',\n",
+ " 'scale': False,\n",
+ " 'classification': False,\n",
+ " 'model_path': None,\n",
+ " 'balance': False,\n",
+ " 'balance_threshold': 0.2,\n",
+ " 'project': None,\n",
+ " 'end_time': 1556183013.0109608,\n",
+ " 'execution_time': 1406.0531136989594,\n",
+ " 'run_path': '/Users/bonnie/6105/project/DS/project/results/msBMSK1000',\n",
+ " 'nthreads': 1,\n",
+ " 'min_mem_size': 1,\n",
+ " 'analysis': 0,\n",
+ " 'X': ['city',\n",
+ " 'exclusive_use_area',\n",
+ " 'floor',\n",
+ " 'total_parking_capacity_in_site',\n",
+ " 'total_household_count_in_sites',\n",
+ " 'apartment_building_count_in_sites',\n",
+ " 'supply_area',\n",
+ " 'total_household_count_of_area_type',\n",
+ " 'room_count',\n",
+ " 'bathroom_count',\n",
+ " 'heat_fuel_cogeneration',\n",
+ " 'heat_fuel_gas',\n",
+ " 'heat_type_central',\n",
+ " 'heat_type_district',\n",
+ " 'heat_type_individual',\n",
+ " 'front_door_structure_corridor',\n",
+ " 'front_door_structure_mixed',\n",
+ " 'front_door_structure_stairway'],\n",
+ " 'variables': {'transaction_real_price': 'int',\n",
+ " 'city': 'int',\n",
+ " 'exclusive_use_area': 'real',\n",
+ " 'floor': 'int',\n",
+ " 'total_parking_capacity_in_site': 'int',\n",
+ " 'total_household_count_in_sites': 'int',\n",
+ " 'apartment_building_count_in_sites': 'int',\n",
+ " 'supply_area': 'real',\n",
+ " 'total_household_count_of_area_type': 'int',\n",
+ " 'room_count': 'int',\n",
+ " 'bathroom_count': 'int',\n",
+ " 'heat_fuel_cogeneration': 'int',\n",
+ " 'heat_fuel_gas': 'int',\n",
+ " 'heat_type_central': 'int',\n",
+ " 'heat_type_district': 'int',\n",
+ " 'heat_type_individual': 'int',\n",
+ " 'front_door_structure_corridor': 'int',\n",
+ " 'front_door_structure_mixed': 'int',\n",
+ " 'front_door_structure_stairway': 'int'},\n",
+ " 'model_execution_time_sec': 955.7841777801514,\n",
+ " 'model_execution_time': 955.78426861763,\n",
+ " 'mod_best': 'XGBoost_grid_1_AutoML_20190425_034434_model_5',\n",
+ " 'mod_best_algo': 'xgboost',\n",
+ " 'models': ['XGBoost_grid_1_AutoML_20190425_034434_model_5',\n",
+ " 'GBM_1_AutoML_20190425_031629',\n",
+ " 'XRT_1_AutoML_20190425_031629',\n",
+ " 'DRF_1_AutoML_20190425_040839',\n",
+ " 'DeepLearning_grid_1_AutoML_20190425_034434_model_4',\n",
+ " 'GLM_grid_1_AutoML_20190425_044008_model_1']}"
+ ]
+ },
+ "execution_count": 144,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "meta_data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 145,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Writing H2O logs to /Users/bonnie/6105/project/DS/project/results/msBMSK1000/logs/msBMSK1000_autoh2o_log.zip\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'/Users/bonnie/6105/project/DS/project/results/msBMSK1000/logs/msBMSK1000_autoh2o_log.zip'"
+ ]
+ },
+ "execution_count": 145,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Save logs\n",
+ "h2o.download_all_logs(dirname=logs_path, filename=logfile)"
]
},
{
@@ -2947,7 +4335,87 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 166,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "runtime = 1500"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 167,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "ihFSck1500\n"
+ ]
+ }
+ ],
+ "source": [
+ "rtime = str(runtime)\n",
+ "run_id= alphabet(6) + rtime\n",
+ "\n",
+ "run_path = os.path.join(server_path,run_id)\n",
+ "os.mkdir(run_path)\n",
+ "os.chdir(run_path) \n",
+ "\n",
+ "print (run_id)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 168,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/Users/bonnie/6105/project/DS/project/results/ihFSck1500/logs ihFSck1500_autoh2o_log.zip\n"
+ ]
+ }
+ ],
+ "source": [
+ "logfile=run_id+'_autoh2o_log.zip'\n",
+ "logs_path=os.path.join(run_path,'logs')\n",
+ "print(logs_path,' ',logfile)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 169,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'start_time': 1556185337.206079, 'target': 'transaction_real_price', 'server_path': '/Users/bonnie/6105/project/DS/project/results', 'data_path': '/Users/bonnie/6105/project/DS/project/data/trainPriceCleaned.csv', 'test_path': None, 'max_models': 9, 'run_time': 1500, 'run_id': 'ihFSck1500', 'scale': False, 'classification': False, 'model_path': None, 'balance': False, 'balance_threshold': 0.2, 'project': None, 'end_time': 1556185337.206756, 'execution_time': 0.0, 'run_path': '/Users/bonnie/6105/project/DS/project/results/ihFSck1500', 'nthreads': 1, 'min_mem_size': 1, 'analysis': 0, 'X': ['city', 'exclusive_use_area', 'floor', 'total_parking_capacity_in_site', 'total_household_count_in_sites', 'apartment_building_count_in_sites', 'supply_area', 'total_household_count_of_area_type', 'room_count', 'bathroom_count', 'heat_fuel_cogeneration', 'heat_fuel_gas', 'heat_type_central', 'heat_type_district', 'heat_type_individual', 'front_door_structure_corridor', 'front_door_structure_mixed', 'front_door_structure_stairway'], 'variables': {'transaction_real_price': 'int', 'city': 'int', 'exclusive_use_area': 'real', 'floor': 'int', 'total_parking_capacity_in_site': 'int', 'total_household_count_in_sites': 'int', 'apartment_building_count_in_sites': 'int', 'supply_area': 'real', 'total_household_count_of_area_type': 'int', 'room_count': 'int', 'bathroom_count': 'int', 'heat_fuel_cogeneration': 'int', 'heat_fuel_gas': 'int', 'heat_type_central': 'int', 'heat_type_district': 'int', 'heat_type_individual': 'int', 'front_door_structure_corridor': 'int', 'front_door_structure_mixed': 'int', 'front_door_structure_stairway': 'int'}}\n"
+ ]
+ }
+ ],
+ "source": [
+ "# meta data\n",
+ "meta_data = set_meta_data(analysis, run_id,server_path,data_path,test_path,model_path,\n",
+ " target,runtime,classification,scale,max_models,balance_y,\n",
+ " balance_threshold,name,run_path,nthreads,min_mem_size,X,\n",
+ " Variable_type)\n",
+ "\n",
+ "\n",
+ "print(meta_data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 170,
"metadata": {
"scrolled": true
},
@@ -2957,1021 +4425,713 @@
"output_type": "stream",
"text": [
"AutoML progress: |████████████████████████████████████████████████████████| 100%\n",
- "get_leaderBoard done\n",
+ "get_leaderBoard done\n"
+ ]
+ }
+ ],
+ "source": [
+ "model_start_time = time.time()\n",
+ "leaderBoard = get_leaderBoard(runtime)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 171,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Execution time for 1500 sec = 1363.7918326854706\n"
+ ]
+ }
+ ],
+ "source": [
+ "execution_time = time.time() - model_start_time\n",
+ "meta_data['model_execution_time_sec'] = execution_time\n",
+ "meta_data['model_execution_time'] = time.time() - model_start_time\n",
+ "print(\"Execution time for \", runtime,\"sec = \",meta_data['model_execution_time_sec'])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 172,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "--- create new folder leaderboard ---\n",
"board_to_csv done\n",
- "GBM_1_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_7\n",
- "XGBoost_1_AutoML_20190416_023643\n",
- "XGBoost_1_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_023643_model_1\n",
- "XGBoost_1_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_9\n",
- "GBM_grid_1_AutoML_20190416_023844_model_54\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_3\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_4\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_14\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_16\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_6\n",
- "XGBoost_1_AutoML_20190416_022142\n",
- "GBM_1_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_1\n",
- "GBM_grid_1_AutoML_20190416_021340_model_9\n",
- "GBM_grid_1_AutoML_20190416_023844_model_36\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_3\n",
- "XGBoost_1_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_6\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_12\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_6\n",
- "GBM_1_AutoML_20190416_022142\n",
- "XGBoost_2_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_7\n",
- "GBM_1_AutoML_20190416_023643\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_8\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_1\n",
- "GBM_grid_1_AutoML_20190416_022142_model_19\n",
- "XGBoost_2_AutoML_20190416_015849\n",
- "XGBoost_2_AutoML_20190416_023844\n",
- "XGBoost_2_AutoML_20190416_022142\n",
- "GBM_grid_1_AutoML_20190416_022142_model_22\n",
- "XGBoost_1_AutoML_20190416_023844\n",
- "GBM_1_AutoML_20190416_023844\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_11\n",
- "XGBoost_2_AutoML_20190416_023643\n",
- "GBM_grid_1_AutoML_20190416_023844_model_57\n",
- "GBM_1_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_9\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_4\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_3\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_20\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_2\n",
- "GBM_grid_1_AutoML_20190416_021340_model_7\n",
- "GBM_4_AutoML_20190416_023643\n",
- "GBM_2_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_015849_model_7\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_5\n",
- "GBM_grid_1_AutoML_20190416_022142_model_30\n",
- "DRF_1_AutoML_20190416_021340\n",
- "GBM_2_AutoML_20190416_022142\n",
- "GBM_4_AutoML_20190416_015849\n",
- "XGBoost_2_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_023844_model_42\n",
- "GBM_2_AutoML_20190416_023643\n",
- "GBM_2_AutoML_20190416_023844\n",
- "GBM_4_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_10\n",
- "GBM_2_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_13\n",
- "GBM_4_AutoML_20190416_023844\n",
- "GBM_3_AutoML_20190416_022142\n",
- "GBM_4_AutoML_20190416_022142\n",
- "GBM_4_AutoML_20190416_021340\n",
- "XRT_1_AutoML_20190416_020809\n",
- "GBM_3_AutoML_20190416_023643\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_11\n",
- "GBM_3_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_023844_model_4\n",
- "DRF_1_AutoML_20190416_020809\n",
- "GBM_3_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_4\n",
- "GBM_grid_1_AutoML_20190416_023844_model_62\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_8\n",
- "GBM_3_AutoML_20190416_023844\n",
- "XRT_1_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_023844_model_23\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_2\n",
- "GBM_3_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_021340_model_12\n",
- "GBM_grid_1_AutoML_20190416_023844_model_46\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_1\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_5\n",
- "GBM_2_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_022142_model_40\n",
- "GBM_grid_1_AutoML_20190416_023844_model_24\n",
- "GBM_grid_1_AutoML_20190416_023844_model_31\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_18\n",
- "GBM_grid_1_AutoML_20190416_023844_model_58\n",
- "DRF_1_AutoML_20190416_015849\n",
- "XRT_1_AutoML_20190416_023643\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_21\n",
- "DRF_1_AutoML_20190416_023844\n",
- "GBM_grid_1_AutoML_20190416_022142_model_18\n",
- "GBM_grid_1_AutoML_20190416_023844_model_28\n",
- "XRT_1_AutoML_20190416_021340\n",
- "XGBoost_3_AutoML_20190416_021340\n",
- "GBM_grid_1_AutoML_20190416_023844_model_25\n",
- "XRT_1_AutoML_20190416_023844\n",
- "GBM_grid_1_AutoML_20190416_015849_model_8\n",
- "XGBoost_grid_1_AutoML_20190416_023643_model_2\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_1\n",
- "GBM_grid_1_AutoML_20190416_020809_model_9\n",
- "XGBoost_3_AutoML_20190416_023844\n",
- "XGBoost_3_AutoML_20190416_023643\n",
- "DRF_1_AutoML_20190416_023643\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_2\n",
- "GBM_grid_1_AutoML_20190416_023844_model_51\n",
- "XGBoost_3_AutoML_20190416_022142\n",
- "DRF_1_AutoML_20190416_022142\n",
- "XGBoost_3_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_023844_model_26\n",
- "GBM_grid_1_AutoML_20190416_022142_model_34\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_12\n",
- "XRT_1_AutoML_20190416_022142\n",
- "GBM_grid_1_AutoML_20190416_021340_model_14\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_12\n",
- "GBM_grid_1_AutoML_20190416_022142_model_20\n",
- "GBM_grid_1_AutoML_20190416_023844_model_61\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_8\n",
- "XGBoost_3_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_4\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_4\n",
- "GBM_grid_1_AutoML_20190416_015849_model_11\n",
- "GBM_grid_1_AutoML_20190416_015849_model_6\n",
- "GBM_grid_1_AutoML_20190416_020809_model_1\n",
- "GBM_grid_1_AutoML_20190416_023844_model_16\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_17\n",
- "GBM_grid_1_AutoML_20190416_023844_model_50\n",
- "GBM_grid_1_AutoML_20190416_023844_model_37\n",
- "GBM_grid_1_AutoML_20190416_022142_model_38\n",
- "GBM_grid_1_AutoML_20190416_022142_model_14\n",
- "GBM_grid_1_AutoML_20190416_020809_model_4\n",
- "GBM_grid_1_AutoML_20190416_023844_model_7\n",
- "GBM_grid_1_AutoML_20190416_023844_model_40\n",
- "GBM_grid_1_AutoML_20190416_015849_model_9\n",
- "GBM_grid_1_AutoML_20190416_022142_model_10\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_9\n",
- "GBM_grid_1_AutoML_20190416_023844_model_15\n",
- "GBM_grid_1_AutoML_20190416_023844_model_1\n",
- "GBM_grid_1_AutoML_20190416_022142_model_44\n",
- "GBM_grid_1_AutoML_20190416_023844_model_43\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_6\n",
- "GBM_grid_1_AutoML_20190416_022142_model_32\n",
- "GBM_grid_1_AutoML_20190416_022142_model_23\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_7\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_8\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_7\n",
- "GBM_grid_1_AutoML_20190416_022142_model_8\n",
- "GBM_grid_1_AutoML_20190416_020809_model_2\n",
- "GBM_grid_1_AutoML_20190416_023844_model_2\n",
- "GBM_grid_1_AutoML_20190416_023844_model_47\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_6\n",
- "GBM_grid_1_AutoML_20190416_023844_model_60\n",
- "GBM_grid_1_AutoML_20190416_023844_model_41\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_1\n",
- "GBM_grid_1_AutoML_20190416_022142_model_43\n",
- "GBM_grid_1_AutoML_20190416_022142_model_24\n",
- "GBM_grid_1_AutoML_20190416_023844_model_17\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_11\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_3\n",
- "GBM_grid_1_AutoML_20190416_020809_model_7\n",
- "GBM_grid_1_AutoML_20190416_023844_model_13\n",
- "GBM_grid_1_AutoML_20190416_021340_model_3\n",
- "GBM_grid_1_AutoML_20190416_023844_model_44\n",
- "GBM_grid_1_AutoML_20190416_023844_model_22\n",
- "GBM_grid_1_AutoML_20190416_023844_model_19\n",
- "GBM_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_grid_1_AutoML_20190416_022142_model_17\n",
- "GBM_grid_1_AutoML_20190416_021340_model_8\n",
- "GBM_grid_1_AutoML_20190416_022142_model_45\n",
- "GBM_grid_1_AutoML_20190416_021340_model_17\n",
- "GBM_grid_1_AutoML_20190416_020809_model_5\n",
- "GBM_grid_1_AutoML_20190416_022142_model_2\n",
- "GBM_grid_1_AutoML_20190416_022142_model_36\n",
- "GBM_grid_1_AutoML_20190416_023844_model_34\n",
- "GBM_grid_1_AutoML_20190416_023844_model_56\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_023844_model_5\n",
- "GBM_grid_1_AutoML_20190416_015849_model_13\n",
- "GBM_grid_1_AutoML_20190416_021340_model_11\n",
- "GBM_grid_1_AutoML_20190416_022142_model_15\n",
- "GBM_grid_1_AutoML_20190416_022142_model_35\n",
- "GBM_grid_1_AutoML_20190416_023844_model_30\n",
- "GBM_5_AutoML_20190416_023643\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_5\n",
- "GBM_grid_1_AutoML_20190416_023844_model_14\n",
- "GBM_grid_1_AutoML_20190416_023844_model_8\n",
- "GBM_grid_1_AutoML_20190416_022142_model_26\n",
- "GBM_5_AutoML_20190416_022142\n",
- "GBM_grid_1_AutoML_20190416_021340_model_2\n",
- "GBM_grid_1_AutoML_20190416_022142_model_37\n",
- "GBM_grid_1_AutoML_20190416_023844_model_59\n",
- "GBM_grid_1_AutoML_20190416_023844_model_32\n",
- "GBM_5_AutoML_20190416_021340\n",
- "GBM_grid_1_AutoML_20190416_021340_model_15\n",
- "GBM_grid_1_AutoML_20190416_023844_model_29\n",
- "GBM_grid_1_AutoML_20190416_021340_model_4\n",
- "GBM_grid_1_AutoML_20190416_022142_model_13\n",
- "GBM_grid_1_AutoML_20190416_015849_model_1\n",
- "GBM_5_AutoML_20190416_020809\n",
- "GBM_5_AutoML_20190416_015849\n",
- "GBM_5_AutoML_20190416_023844\n",
- "GBM_grid_1_AutoML_20190416_023844_model_9\n",
- "GBM_grid_1_AutoML_20190416_023844_model_38\n",
- "GBM_grid_1_AutoML_20190416_023844_model_11\n",
- "DeepLearning_grid_1_AutoML_20190416_023844_model_3\n",
- "DeepLearning_1_AutoML_20190416_021340\n",
- "GBM_grid_1_AutoML_20190416_022142_model_9\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_grid_1_AutoML_20190416_022142_model_33\n",
- "GBM_grid_1_AutoML_20190416_021340_model_16\n",
- "GBM_grid_1_AutoML_20190416_022142_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_2\n",
- "GBM_grid_1_AutoML_20190416_022142_model_29\n",
- "GBM_grid_1_AutoML_20190416_015849_model_5\n",
- "DeepLearning_1_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_023844_model_20\n",
- "GBM_grid_1_AutoML_20190416_023844_model_45\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_6\n",
- "DeepLearning_grid_1_AutoML_20190416_023844_model_2\n",
- "DeepLearning_grid_1_AutoML_20190416_023844_model_1\n",
- "GBM_grid_1_AutoML_20190416_022142_model_11\n",
- "GBM_grid_1_AutoML_20190416_022142_model_16\n",
- "GBM_grid_1_AutoML_20190416_021340_model_6\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_5\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_1\n",
- "GBM_grid_1_AutoML_20190416_023844_model_3\n",
- "DeepLearning_1_AutoML_20190416_023643\n",
- "DeepLearning_1_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_020809_model_11\n",
- "GBM_grid_1_AutoML_20190416_021340_model_5\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_5\n",
- "GBM_grid_1_AutoML_20190416_023844_model_6\n",
- "GBM_grid_1_AutoML_20190416_022142_model_21\n",
- "GBM_grid_1_AutoML_20190416_023844_model_49\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_5\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_1\n",
- "DeepLearning_1_AutoML_20190416_023844\n",
- "GBM_grid_1_AutoML_20190416_023844_model_18\n",
- "DeepLearning_1_AutoML_20190416_022142\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_2\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_7\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_2\n",
- "GBM_grid_1_AutoML_20190416_022142_model_27\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_8\n",
- "GBM_grid_1_AutoML_20190416_023844_model_21\n",
- "GBM_grid_1_AutoML_20190416_021340_model_1\n",
- "GBM_grid_1_AutoML_20190416_023844_model_35\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_2\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_3\n",
- "GBM_grid_1_AutoML_20190416_015849_model_2\n",
- "GBM_grid_1_AutoML_20190416_021340_model_19\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_4\n",
- "GBM_grid_1_AutoML_20190416_021340_model_13\n",
- "GBM_grid_1_AutoML_20190416_023844_model_55\n",
- "GBM_grid_1_AutoML_20190416_021340_model_10\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_7\n",
- "GBM_grid_1_AutoML_20190416_022142_model_12\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_15\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_5\n",
- "DeepLearning_grid_1_AutoML_20190416_023844_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_6\n",
- "GBM_grid_1_AutoML_20190416_022142_model_42\n",
- "GBM_grid_1_AutoML_20190416_022142_model_3\n",
- "GBM_grid_1_AutoML_20190416_023844_model_65\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_10\n",
- "GBM_grid_1_AutoML_20190416_022142_model_5\n",
- "GBM_grid_1_AutoML_20190416_020809_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_023844_model_6\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_5\n",
- "GBM_grid_1_AutoML_20190416_023844_model_27\n",
- "GBM_grid_1_AutoML_20190416_022142_model_31\n",
- "GBM_grid_1_AutoML_20190416_020809_model_10\n",
- "GBM_grid_1_AutoML_20190416_022142_model_39\n",
- "GBM_grid_1_AutoML_20190416_023844_model_52\n",
- "GBM_grid_1_AutoML_20190416_020809_model_13\n",
- "GBM_grid_1_AutoML_20190416_023844_model_39\n",
- "GBM_grid_1_AutoML_20190416_015849_model_10\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_9\n",
- "GBM_grid_1_AutoML_20190416_015849_model_12\n",
- "GBM_grid_1_AutoML_20190416_021340_model_18\n",
- "GBM_grid_1_AutoML_20190416_023844_model_64\n",
- "GBM_grid_1_AutoML_20190416_022142_model_25\n",
- "GBM_grid_1_AutoML_20190416_020809_model_6\n",
- "GBM_grid_1_AutoML_20190416_023844_model_53\n",
- "GBM_grid_1_AutoML_20190416_023844_model_10\n",
- "GBM_grid_1_AutoML_20190416_022142_model_41\n",
- "GBM_grid_1_AutoML_20190416_023844_model_12\n",
- "GBM_grid_1_AutoML_20190416_023844_model_63\n",
- "GBM_grid_1_AutoML_20190416_020809_model_8\n",
- "GBM_grid_1_AutoML_20190416_022142_model_4\n",
- "GBM_grid_1_AutoML_20190416_021340_model_20\n",
- "GBM_grid_1_AutoML_20190416_022142_model_28\n",
- "GBM_grid_1_AutoML_20190416_023844_model_48\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_3\n",
- "GBM_grid_1_AutoML_20190416_023844_model_33\n",
- "GBM_grid_1_AutoML_20190416_022142_model_6\n",
- "GBM_grid_1_AutoML_20190416_023844_model_5\n",
- "GBM_grid_1_AutoML_20190416_022142_model_7\n",
- "GBM_grid_1_AutoML_20190416_020809_model_12\n",
- "GBM_grid_1_AutoML_20190416_015849_model_14\n",
- "GBM_grid_1_AutoML_20190416_020809_model_14\n",
- "GBM_grid_1_AutoML_20190416_023844_model_66\n",
- "StackedEnsemble_AllModels_AutoML_20190416_015849\n",
- "GLM_grid_1_AutoML_20190416_020809_model_1\n",
- "GLM_grid_1_AutoML_20190416_023844_model_1\n",
- "GLM_grid_1_AutoML_20190416_022142_model_1\n",
- "GLM_grid_1_AutoML_20190416_021340_model_1\n",
- "GLM_grid_1_AutoML_20190416_015849_model_1\n",
- "GLM_grid_1_AutoML_20190416_023643_model_1\n",
- "StackedEnsemble_BestOfFamily_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_2\n",
- "GBM_grid_1_AutoML_20190416_015849_model_4\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_2\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_13\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_19\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_10\n",
- "get_all_params done\n",
- "model_list : 326\n",
- "all_params : 326\n",
- "tryyyyyyyyyyyyyyyy 1\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 2\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 3\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 4\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 5\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 6\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 7\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 8\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 9\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 10\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 11\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 12\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 13\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 14\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 15\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 16\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 17\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 18\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 19\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 20\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 21\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 22\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 23\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 24\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 25\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 26\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 27\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 28\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 29\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 30\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 31\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 32\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 33\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 34\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 35\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 36\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 37\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 38\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 39\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 40\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 41\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 42\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 43\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 44\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 45\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 46\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 47\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 48\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 49\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 50\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 51\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 52\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 53\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 54\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 55\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 56\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 57\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 58\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 59\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 60\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 61\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 62\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 63\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 64\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 65\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 66\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 67\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 68\n",
- "done\n"
+ "XGBoost_grid_1_AutoML_20190425_054218_model_6\n",
+ "--- create new folder param ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_5\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_7\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_5\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_9\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_17\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_12\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_5\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_13\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_3\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_19\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_29\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_1\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_27\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_4\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_10\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_12\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_18\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_22\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_10\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_23\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_16\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_17\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_6\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_4\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_3\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_5\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_14\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_3\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_11\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_12\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_5\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_7\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_18\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_13\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_27\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_5\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_24\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_1\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_16\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_7\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_19\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_6\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_24\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_9\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_29\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_16\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_15\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_13\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_6\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_3\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_31\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_8\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_054218\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_18\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_9\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_24\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_11\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_9\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_28\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_10\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_25\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_14\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_15\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_9\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_30\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_20\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_20\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_11\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_13\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_22\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_19\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_23\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_16\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_20\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_22\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_26\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_26\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_23\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_11\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_9\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_10\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_14\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_12\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_12\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_25\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_17\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_28\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_26\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_14\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_2\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_20\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_24\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_13\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_26\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_33\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_11\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_19\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_32\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_25\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_10\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_15\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_27\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_12\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_7\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_17\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_4\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_15\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_10\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_4\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_7\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_14\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_21\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_6\n",
+ "--- param existed ---\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "tryyyyyyyyyyyyyyyy 69\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 70\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 71\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 72\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 73\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 74\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 75\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 76\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 77\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 78\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 79\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 80\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 81\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 82\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 83\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 84\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 85\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 86\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 87\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 88\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 89\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 90\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 91\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 92\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 93\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 94\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 95\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 96\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 97\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 98\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 99\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 100\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 101\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 102\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 103\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 104\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 105\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 106\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 107\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 108\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 109\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 110\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 111\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 112\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 113\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 114\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 115\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 116\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 117\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 118\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 119\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 120\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 121\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 122\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 123\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 124\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 125\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 126\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 127\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 128\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 129\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 130\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 131\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 132\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 133\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 134\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 135\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 136\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 137\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 138\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 139\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 140\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 141\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 142\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 143\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 144\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 145\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 146\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 147\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 148\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 149\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 150\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 151\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 152\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 153\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 154\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 155\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 156\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 157\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 158\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 159\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 160\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 161\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 162\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 163\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 164\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 165\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 166\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 167\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 168\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 169\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 170\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 171\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 172\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 173\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 174\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 175\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 176\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 177\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 178\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 179\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 180\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 181\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 182\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 183\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 184\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 185\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 186\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 187\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 188\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 189\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 190\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 191\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 192\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 193\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 194\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 195\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 196\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 197\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 198\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 199\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 200\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 201\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 202\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 203\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 204\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 205\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 206\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 207\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 208\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 209\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 210\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 211\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 212\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 213\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 214\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 215\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 216\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 217\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 218\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 219\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 220\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 221\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 222\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 223\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 224\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 225\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 226\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 227\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 228\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 229\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 230\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 231\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 232\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 233\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 234\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 235\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 236\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 237\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 238\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 239\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 240\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 241\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 242\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 243\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 244\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 245\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 246\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 247\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 248\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 249\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 250\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 251\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 252\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 253\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 254\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 255\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 256\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 257\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 258\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 259\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 260\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 261\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 262\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 263\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 264\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 265\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 266\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 267\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 268\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 269\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 270\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 271\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 272\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 273\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 274\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 275\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 276\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 277\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 278\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 279\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 280\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 281\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 282\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 283\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 284\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 285\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 286\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 287\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 288\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 289\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 290\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 291\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 292\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 293\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 294\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 295\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 296\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 297\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 298\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 299\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 300\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 301\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 302\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 303\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 304\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 305\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 306\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 307\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 308\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 309\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 310\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 311\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 312\n",
- "done\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_25\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_7\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_28\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_7\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_4\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_9\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_13\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_30\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_15\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_7\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_30\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_14\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_23\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_31\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_27\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_18\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_22\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_31\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_21\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_21\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_28\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_30\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_29\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_29\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_34\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_32\n",
+ "--- param existed ---\n",
+ "StackedEnsemble_AllModels_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "StackedEnsemble_BestOfFamily_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_044008_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_054218_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_050348_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_040839_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_11\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_8\n",
+ "--- param existed ---\n"
+ ]
+ }
+ ],
+ "source": [
+ "board_csv = board_to_csv(leaderBoard)\n",
+ "\n",
+ "every_params = get_every_params(board_csv)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 173,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
"Warning: This model doesn't have variable importances\n",
- "tryyyyyyyyyyyyyyyy 313\n",
- "StackedEnsemble_AllModels_AutoML_20190416_015849\n",
- "pass\n",
- "tryyyyyyyyyyyyyyyy 314\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 315\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 316\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 317\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 318\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 319\n",
- "done\n",
"Warning: This model doesn't have variable importances\n",
- "tryyyyyyyyyyyyyyyy 320\n",
- "StackedEnsemble_BestOfFamily_AutoML_20190416_015849\n",
- "pass\n",
- "tryyyyyyyyyyyyyyyy 321\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 322\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 323\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 324\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 325\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 326\n",
- "done\n"
+ "--- create new folder varimp ---\n",
+ "all varimp done\n"
]
}
],
"source": [
- "runtime = 1500\n",
- "leaderBoard = get_leaderBoard(runtime)\n",
- "\n",
- "board_csv = board_to_csv(leaderBoard, runtime)\n",
- "board_csv.to_csv('result/1500/leaderboard.csv', sep='\\t')\n",
- "\n",
- "params = get_all_params(board_csv)\n",
- "with open('result/1500/params.json', 'w') as f:\n",
- " json.dump(params, f)\n",
- " \n",
- "all_varimp = get_all_varimp(board_csv) \n",
- "all_varimp.to_csv('result/1500/all_varimp.csv', sep='\\t')"
+ "all_varimp = get_all_varimp(board_csv) "
]
},
{
"cell_type": "code",
- "execution_count": 30,
- "metadata": {},
+ "execution_count": 174,
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [
{
"name": "stdout",
@@ -3979,27 +5139,27 @@
"text": [
"Model Details\n",
"=============\n",
- "H2OGradientBoostingEstimator : Gradient Boosting Machine\n",
- "Model Key: GBM_1_AutoML_20190416_015849\n",
+ "H2OXGBoostEstimator : XGBoost\n",
+ "Model Key: XGBoost_grid_1_AutoML_20190425_054218_model_6\n",
"\n",
"\n",
- "ModelMetricsRegression: gbm\n",
+ "ModelMetricsRegression: xgboost\n",
"** Reported on train data. **\n",
"\n",
- "MSE: 9064188861621198.0\n",
- "RMSE: 95206033.74587767\n",
- "MAE: 67496135.99104144\n",
- "RMSLE: 0.25946421720441404\n",
- "Mean Residual Deviance: 9064188861621198.0\n",
+ "MSE: 3058306134911125.0\n",
+ "RMSE: 55301954.169008575\n",
+ "MAE: 30091745.64959569\n",
+ "RMSLE: 0.12035805824318067\n",
+ "Mean Residual Deviance: 3058306134911125.0\n",
"\n",
- "ModelMetricsRegression: gbm\n",
+ "ModelMetricsRegression: xgboost\n",
"** Reported on cross-validation data. **\n",
"\n",
- "MSE: 2.5146739460939084e+16\n",
- "RMSE: 158577235.00218776\n",
- "MAE: 96028946.28873461\n",
- "RMSLE: 0.3325625379269681\n",
- "Mean Residual Deviance: 2.5146739460939084e+16\n",
+ "MSE: 2.3445318879446148e+16\n",
+ "RMSE: 153118643.14787453\n",
+ "MAE: 90243396.85121293\n",
+ "RMSLE: 0.3132719590137167\n",
+ "Mean Residual Deviance: 2.3445318879446148e+16\n",
"Cross-Validation Metrics Summary: \n"
]
},
@@ -4015,72 +5175,72 @@
"| cv_4_valid | \n",
"cv_5_valid | \n",
"| mae | \n",
- "96028944.0000000 | \n",
- "3612221.8 | \n",
- "100648072.0000000 | \n",
- "89991768.0000000 | \n",
- "99987528.0000000 | \n",
- "89572152.0000000 | \n",
- "99945208.0000000 |
\n",
+ "9.02434E7 | \n",
+ "1655085.8 | \n",
+ "94574960.0000000 | \n",
+ "90208712.0000000 | \n",
+ "89259528.0000000 | \n",
+ "89629344.0000000 | \n",
+ "87544432.0000000 | \n",
"| mean_residual_deviance | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
+ "23445318100000000.0000000 | \n",
+ "1530099010000000.0000000 | \n",
+ "26492157100000000.0000000 | \n",
+ "24152581100000000.0000000 | \n",
+ "21104915200000000.0000000 | \n",
+ "24629477100000000.0000000 | \n",
+ "20847462000000000.0000000 | \n",
"| mse | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
+ "23445318100000000.0000000 | \n",
+ "1530099010000000.0000000 | \n",
+ "26492157100000000.0000000 | \n",
+ "24152581100000000.0000000 | \n",
+ "21104915200000000.0000000 | \n",
+ "24629477100000000.0000000 | \n",
+ "20847462000000000.0000000 | \n",
"| r2 | \n",
- "0.7517724 | \n",
- "0.0152310 | \n",
- "0.7486387 | \n",
- "0.7622951 | \n",
- "0.7392049 | \n",
- "0.7862044 | \n",
- "0.7225189 |
\n",
+ "0.7613509 | \n",
+ "0.0139356 | \n",
+ "0.7462808 | \n",
+ "0.7468998 | \n",
+ "0.7473007 | \n",
+ "0.7697304 | \n",
+ "0.7965425 | \n",
"| residual_deviance | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
+ "23445318100000000.0000000 | \n",
+ "1530099010000000.0000000 | \n",
+ "26492157100000000.0000000 | \n",
+ "24152581100000000.0000000 | \n",
+ "21104915200000000.0000000 | \n",
+ "24629477100000000.0000000 | \n",
+ "20847462000000000.0000000 | \n",
"| rmse | \n",
- "157673632.0000000 | \n",
- "11953314.0000000 | \n",
- "166466832.0000000 | \n",
- "137592448.0000000 | \n",
- "174422512.0000000 | \n",
- "136876560.0000000 | \n",
- "173009840.0000000 |
\n",
+ "152954944.0000000 | \n",
+ "5005101.0 | \n",
+ "162764112.0000000 | \n",
+ "155411008.0000000 | \n",
+ "145275312.0000000 | \n",
+ "156937808.0000000 | \n",
+ "144386496.0000000 | \n",
"| rmsle | \n",
- "0.3324099 | \n",
- "0.0071243 | \n",
- "0.3404068 | \n",
- "0.3175372 | \n",
- "0.3412233 | \n",
- "0.3229898 | \n",
- "0.3398924 |
"
+ "0.3132485 | \n",
+ "0.0027104 | \n",
+ "0.3097516 | \n",
+ "0.315528 | \n",
+ "0.3075696 | \n",
+ "0.3167723 | \n",
+ "0.3166209 | "
],
"text/plain": [
" mean sd cv_1_valid cv_2_valid cv_3_valid cv_4_valid cv_5_valid\n",
"---------------------- ----------- ----------- ------------ ------------ ------------ ------------ ------------\n",
- "mae 9.60289e+07 3.61222e+06 1.00648e+08 8.99918e+07 9.99875e+07 8.95722e+07 9.99452e+07\n",
- "mean_residual_deviance 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "mse 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "r2 0.751772 0.015231 0.748639 0.762295 0.739205 0.786204 0.722519\n",
- "residual_deviance 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "rmse 1.57674e+08 1.19533e+07 1.66467e+08 1.37592e+08 1.74423e+08 1.36877e+08 1.7301e+08\n",
- "rmsle 0.33241 0.00712425 0.340407 0.317537 0.341223 0.32299 0.339892"
+ "mae 9.02434e+07 1.65509e+06 9.4575e+07 9.02087e+07 8.92595e+07 8.96293e+07 8.75444e+07\n",
+ "mean_residual_deviance 2.34453e+16 1.5301e+15 2.64922e+16 2.41526e+16 2.11049e+16 2.46295e+16 2.08475e+16\n",
+ "mse 2.34453e+16 1.5301e+15 2.64922e+16 2.41526e+16 2.11049e+16 2.46295e+16 2.08475e+16\n",
+ "r2 0.761351 0.0139356 0.746281 0.7469 0.747301 0.76973 0.796543\n",
+ "residual_deviance 2.34453e+16 1.5301e+15 2.64922e+16 2.41526e+16 2.11049e+16 2.46295e+16 2.08475e+16\n",
+ "rmse 1.52955e+08 5.0051e+06 1.62764e+08 1.55411e+08 1.45275e+08 1.56938e+08 1.44386e+08\n",
+ "rmsle 0.313249 0.00271043 0.309752 0.315528 0.30757 0.316772 0.316621"
]
},
"metadata": {},
@@ -4104,40 +5264,40 @@
"training_mae | \n",
"training_deviance | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.530 sec | \n",
+ "2019-04-25 05:47:41 | \n",
+ " 4 min 8.950 sec | \n",
"0.0 | \n",
- "316955226.6467000 | \n",
- "217175355.8332210 | \n",
- "100460615698660944.0000000 |
\n",
+ "510052399.0745529 | \n",
+ "401904324.3927224 | \n",
+ "260153449801706944.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.570 sec | \n",
+ "2019-04-25 05:47:42 | \n",
+ " 4 min 9.020 sec | \n",
"5.0 | \n",
- "233002195.6791182 | \n",
- "161623741.1834266 | \n",
- "54290023191290104.0000000 |
\n",
+ "418242001.5688898 | \n",
+ "314178038.8053908 | \n",
+ "174926371876351232.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.599 sec | \n",
+ "2019-04-25 05:47:42 | \n",
+ " 4 min 9.079 sec | \n",
"10.0 | \n",
- "185979042.9780051 | \n",
- "128617301.5363942 | \n",
- "34588204427014652.0000000 |
\n",
+ "348541590.7882628 | \n",
+ "246178542.8690027 | \n",
+ "121481240509212848.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.637 sec | \n",
+ "2019-04-25 05:47:42 | \n",
+ " 4 min 9.147 sec | \n",
"15.0 | \n",
- "160886370.0168623 | \n",
- "110703199.1023516 | \n",
- "25884424057202716.0000000 |
\n",
+ "296280659.0034764 | \n",
+ "195391477.3628032 | \n",
+ "87782228899534256.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.677 sec | \n",
+ "2019-04-25 05:47:42 | \n",
+ " 4 min 9.222 sec | \n",
"20.0 | \n",
- "147080024.7121016 | \n",
- "100357653.0723404 | \n",
- "21632533669312412.0000000 |
\n",
+ "256022471.0144172 | \n",
+ "158991257.8555256 | \n",
+ "65547505664328112.0000000 | \n",
"| --- | \n",
"--- | \n",
"--- | \n",
@@ -4146,55 +5306,55 @@
"--- | \n",
"--- |
\n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.941 sec | \n",
- "80.0 | \n",
- "100875681.1094938 | \n",
- "71046537.4405375 | \n",
- "10175903039304288.0000000 |
\n",
+ "2019-04-25 05:47:53 | \n",
+ " 4 min 20.045 sec | \n",
+ "135.0 | \n",
+ "62009785.1365539 | \n",
+ "33691147.8371968 | \n",
+ "3845213452681585.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.960 sec | \n",
- "85.0 | \n",
- "98941160.7536640 | \n",
- "69978548.0206047 | \n",
- "9789353291282378.0000000 |
\n",
+ "2019-04-25 05:47:54 | \n",
+ " 4 min 21.036 sec | \n",
+ "140.0 | \n",
+ "59970771.5229437 | \n",
+ "32578474.4005391 | \n",
+ "3596493437057111.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.982 sec | \n",
- "90.0 | \n",
- "97317074.0339378 | \n",
- "68895259.2815230 | \n",
- "9470612898526922.0000000 |
\n",
+ "2019-04-25 05:47:55 | \n",
+ " 4 min 22.100 sec | \n",
+ "145.0 | \n",
+ "58130106.6824970 | \n",
+ "31635478.7800539 | \n",
+ "3379109302918480.0000000 | \n",
" | \n",
- "2019-04-16 01:59:35 | \n",
- " 3.000 sec | \n",
- "95.0 | \n",
- "95815426.8702730 | \n",
- "67948401.3007839 | \n",
- "9180596026332636.0000000 |
\n",
+ "2019-04-25 05:47:56 | \n",
+ " 4 min 23.182 sec | \n",
+ "150.0 | \n",
+ "56353131.6440373 | \n",
+ "30673309.8086253 | \n",
+ "3175675446090192.5000000 | \n",
" | \n",
- "2019-04-16 01:59:35 | \n",
- " 3.008 sec | \n",
- "97.0 | \n",
- "95206033.7458777 | \n",
- "67496135.9910414 | \n",
- "9064188861621198.0000000 |
"
+ "2019-04-25 05:47:57 | \n",
+ " 4 min 24.227 sec | \n",
+ "153.0 | \n",
+ "55301954.1690086 | \n",
+ "30091745.6495957 | \n",
+ "3058306134911125.0000000 | "
],
"text/plain": [
- " timestamp duration number_of_trees training_rmse training_mae training_deviance\n",
- "--- ------------------- ---------- ----------------- ------------------ ------------------ ----------------------\n",
- " 2019-04-16 01:59:34 2.530 sec 0.0 316955226.64669997 217175355.83322105 1.0046061569866094e+17\n",
- " 2019-04-16 01:59:34 2.570 sec 5.0 233002195.67911825 161623741.18342665 5.4290023191290104e+16\n",
- " 2019-04-16 01:59:34 2.599 sec 10.0 185979042.97800505 128617301.53639418 3.4588204427014652e+16\n",
- " 2019-04-16 01:59:34 2.637 sec 15.0 160886370.01686227 110703199.10235162 2.5884424057202716e+16\n",
- " 2019-04-16 01:59:34 2.677 sec 20.0 147080024.71210158 100357653.07234043 2.1632533669312412e+16\n",
- "--- --- --- --- --- --- ---\n",
- " 2019-04-16 01:59:34 2.941 sec 80.0 100875681.10949382 71046537.44053751 1.0175903039304288e+16\n",
- " 2019-04-16 01:59:34 2.960 sec 85.0 98941160.75366399 69978548.0206047 9789353291282378.0\n",
- " 2019-04-16 01:59:34 2.982 sec 90.0 97317074.03393775 68895259.28152296 9470612898526922.0\n",
- " 2019-04-16 01:59:35 3.000 sec 95.0 95815426.87027301 67948401.30078387 9180596026332636.0\n",
- " 2019-04-16 01:59:35 3.008 sec 97.0 95206033.74587767 67496135.99104144 9064188861621198.0"
+ " timestamp duration number_of_trees training_rmse training_mae training_deviance\n",
+ "--- ------------------- ---------------- ----------------- ------------------ ------------------ ----------------------\n",
+ " 2019-04-25 05:47:41 4 min 8.950 sec 0.0 510052399.0745529 401904324.39272237 2.6015344980170694e+17\n",
+ " 2019-04-25 05:47:42 4 min 9.020 sec 5.0 418242001.5688898 314178038.80539083 1.7492637187635123e+17\n",
+ " 2019-04-25 05:47:42 4 min 9.079 sec 10.0 348541590.7882628 246178542.8690027 1.2148124050921285e+17\n",
+ " 2019-04-25 05:47:42 4 min 9.147 sec 15.0 296280659.0034764 195391477.36280322 8.778222889953426e+16\n",
+ " 2019-04-25 05:47:42 4 min 9.222 sec 20.0 256022471.01441723 158991257.8555256 6.554750566432811e+16\n",
+ "--- --- --- --- --- --- ---\n",
+ " 2019-04-25 05:47:53 4 min 20.045 sec 135.0 62009785.136553936 33691147.83719677 3845213452681585.0\n",
+ " 2019-04-25 05:47:54 4 min 21.036 sec 140.0 59970771.52294367 32578474.400539085 3596493437057111.0\n",
+ " 2019-04-25 05:47:55 4 min 22.100 sec 145.0 58130106.68249698 31635478.78005391 3379109302918480.0\n",
+ " 2019-04-25 05:47:56 4 min 23.182 sec 150.0 56353131.644037254 30673309.808625337 3175675446090192.5\n",
+ " 2019-04-25 05:47:57 4 min 24.227 sec 153.0 55301954.169008575 30091745.64959569 3058306134911125.0"
]
},
"metadata": {},
@@ -4217,99 +5377,99 @@
"scaled_importance | \n",
"percentage | \n",
"| supply_area | \n",
- "514244051216881418240.0000000 | \n",
+ "1784638891063316054016.0000000 | \n",
"1.0 | \n",
- "0.2696530 |
\n",
+ "0.2832293 | \n",
"| city | \n",
- "355607991304987869184.0000000 | \n",
- "0.6915160 | \n",
- "0.1864694 |
\n",
+ "1157541283030854795264.0000000 | \n",
+ "0.6486137 | \n",
+ "0.1837064 | \n",
"| exclusive_use_area | \n",
- "287178627309046333440.0000000 | \n",
- "0.5584481 | \n",
- "0.1505872 |
\n",
- "| apartment_building_count_in_sites | \n",
- "136599603887541846016.0000000 | \n",
- "0.2656319 | \n",
- "0.0716284 |
\n",
+ "1095179094565725405184.0000000 | \n",
+ "0.6136699 | \n",
+ "0.1738093 | \n",
+ "| heat_fuel_cogeneration | \n",
+ "389352302228596064256.0000000 | \n",
+ "0.2181687 | \n",
+ "0.0617918 |
\n",
"| total_parking_capacity_in_site | \n",
- "110624380553147711488.0000000 | \n",
- "0.2151204 | \n",
- "0.0580079 |
\n",
+ "310206288667791589376.0000000 | \n",
+ "0.1738202 | \n",
+ "0.0492310 | \n",
+ "| heat_fuel_gas | \n",
+ "295061334031828254720.0000000 | \n",
+ "0.1653339 | \n",
+ "0.0468274 |
\n",
"| total_household_count_in_sites | \n",
- "83936717664419840000.0000000 | \n",
- "0.1632235 | \n",
- "0.0440137 |
\n",
- "| floor | \n",
- "79562227090429313024.0000000 | \n",
- "0.1547169 | \n",
- "0.0417199 |
\n",
- "| heat_fuel_cogeneration | \n",
- "62866688380418129920.0000000 | \n",
- "0.1222507 | \n",
- "0.0329653 |
\n",
+ "287814620018924060672.0000000 | \n",
+ "0.1612733 | \n",
+ "0.0456773 | \n",
+ "| apartment_building_count_in_sites | \n",
+ "278566724474723368960.0000000 | \n",
+ "0.1560914 | \n",
+ "0.0442096 |
\n",
"| total_household_count_of_area_type | \n",
- "52281927434330177536.0000000 | \n",
- "0.1016675 | \n",
- "0.0274150 |
\n",
- "| heat_fuel_gas | \n",
- "43593366649318670336.0000000 | \n",
- "0.0847717 | \n",
- "0.0228590 |
\n",
- "| bathroom_count | \n",
- "42576472325253758976.0000000 | \n",
- "0.0827943 | \n",
- "0.0223257 |
\n",
+ "189251635731874447360.0000000 | \n",
+ "0.1060448 | \n",
+ "0.0300350 | \n",
+ "| floor | \n",
+ "155643066115784966144.0000000 | \n",
+ "0.0872126 | \n",
+ "0.0247012 |
\n",
"| heat_type_district | \n",
- "35194944992644694016.0000000 | \n",
- "0.0684402 | \n",
- "0.0184551 |
\n",
+ "111203400968520597504.0000000 | \n",
+ "0.0623114 | \n",
+ "0.0176484 | \n",
"| heat_type_individual | \n",
- "34225360454899728384.0000000 | \n",
- "0.0665547 | \n",
- "0.0179467 |
\n",
- "| front_door_structure_stairway | \n",
- "24499676530895486976.0000000 | \n",
- "0.0476421 | \n",
- "0.0128468 |
\n",
+ "82698667571544064000.0000000 | \n",
+ "0.0463392 | \n",
+ "0.0131246 | \n",
"| room_count | \n",
- "20022249678312570880.0000000 | \n",
- "0.0389353 | \n",
- "0.0104990 |
\n",
- "| front_door_structure_mixed | \n",
- "10703568675027288064.0000000 | \n",
- "0.0208142 | \n",
- "0.0056126 |
\n",
+ "70584617892615028736.0000000 | \n",
+ "0.0395512 | \n",
+ "0.0112021 | \n",
+ "| bathroom_count | \n",
+ "37453333080003575808.0000000 | \n",
+ "0.0209865 | \n",
+ "0.0059440 |
\n",
+ "| front_door_structure_stairway | \n",
+ "34344415573955313664.0000000 | \n",
+ "0.0192445 | \n",
+ "0.0054506 |
\n",
"| heat_type_central | \n",
- "7370545410470838272.0000000 | \n",
- "0.0143328 | \n",
- "0.0038649 |
\n",
+ "12911231892950351872.0000000 | \n",
+ "0.0072346 | \n",
+ "0.0020491 | \n",
"| front_door_structure_corridor | \n",
- "5969837415672578048.0000000 | \n",
- "0.0116090 | \n",
- "0.0031304 |
"
+ "7478936916004438016.0000000 | \n",
+ "0.0041907 | \n",
+ "0.0011869 | \n",
+ "| front_door_structure_mixed | \n",
+ "1109506532069867520.0000000 | \n",
+ "0.0006217 | \n",
+ "0.0001761 |
"
],
"text/plain": [
"variable relative_importance scaled_importance percentage\n",
"---------------------------------- --------------------- ------------------- ------------\n",
- "supply_area 5.14244e+20 1 0.269653\n",
- "city 3.55608e+20 0.691516 0.186469\n",
- "exclusive_use_area 2.87179e+20 0.558448 0.150587\n",
- "apartment_building_count_in_sites 1.366e+20 0.265632 0.0716284\n",
- "total_parking_capacity_in_site 1.10624e+20 0.21512 0.0580079\n",
- "total_household_count_in_sites 8.39367e+19 0.163224 0.0440137\n",
- "floor 7.95622e+19 0.154717 0.0417199\n",
- "heat_fuel_cogeneration 6.28667e+19 0.122251 0.0329653\n",
- "total_household_count_of_area_type 5.22819e+19 0.101668 0.027415\n",
- "heat_fuel_gas 4.35934e+19 0.0847717 0.022859\n",
- "bathroom_count 4.25765e+19 0.0827943 0.0223257\n",
- "heat_type_district 3.51949e+19 0.0684402 0.0184551\n",
- "heat_type_individual 3.42254e+19 0.0665547 0.0179467\n",
- "front_door_structure_stairway 2.44997e+19 0.0476421 0.0128468\n",
- "room_count 2.00222e+19 0.0389353 0.010499\n",
- "front_door_structure_mixed 1.07036e+19 0.0208142 0.00561261\n",
- "heat_type_central 7.37055e+18 0.0143328 0.00386488\n",
- "front_door_structure_corridor 5.96984e+18 0.011609 0.00313039"
+ "supply_area 1.78464e+21 1 0.283229\n",
+ "city 1.15754e+21 0.648614 0.183706\n",
+ "exclusive_use_area 1.09518e+21 0.61367 0.173809\n",
+ "heat_fuel_cogeneration 3.89352e+20 0.218169 0.0617918\n",
+ "total_parking_capacity_in_site 3.10206e+20 0.17382 0.049231\n",
+ "heat_fuel_gas 2.95061e+20 0.165334 0.0468274\n",
+ "total_household_count_in_sites 2.87815e+20 0.161273 0.0456773\n",
+ "apartment_building_count_in_sites 2.78567e+20 0.156091 0.0442096\n",
+ "total_household_count_of_area_type 1.89252e+20 0.106045 0.030035\n",
+ "floor 1.55643e+20 0.0872126 0.0247012\n",
+ "heat_type_district 1.11203e+20 0.0623114 0.0176484\n",
+ "heat_type_individual 8.26987e+19 0.0463392 0.0131246\n",
+ "room_count 7.05846e+19 0.0395512 0.0112021\n",
+ "bathroom_count 3.74533e+19 0.0209865 0.00594399\n",
+ "front_door_structure_stairway 3.43444e+19 0.0192445 0.0054506\n",
+ "heat_type_central 1.29112e+19 0.00723465 0.00204906\n",
+ "front_door_structure_corridor 7.47894e+18 0.00419073 0.00118694\n",
+ "front_door_structure_mixed 1.10951e+18 0.000621698 0.000176083"
]
},
"metadata": {},
@@ -4319,1434 +5479,1346 @@
"data": {
"text/plain": []
},
- "execution_count": 30,
+ "execution_count": 174,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "bestModel_1500= get_BestModel(board_csv)\n",
+ "bestModel_1500"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 175,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'/Users/bonnie/6105/project/DS/project/results/ihFSck1500/bestModel/XGBoost_grid_1_AutoML_20190425_054218_model_6'"
+ ]
+ },
+ "execution_count": 175,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "my_path = run_path + '/bestModel'\n",
+ "h2o.save_model(model=bestModel_1500, \n",
+ " path = my_path, \n",
+ " # force=True\n",
+ " )\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 176,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "bestModel_1500.varimp_plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 177,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'xgboost'"
+ ]
+ },
+ "execution_count": 177,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "bestModel_1500.algo"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 178,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "meta_data['mod_best']=bestModel_1500._id\n",
+ "meta_data['mod_best_algo']=bestModel_1500.algo\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 179,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 XGBoost_grid_1_AutoML_20190425_054218_model_6\n",
+ "1 XGBoost_grid_1_AutoML_20190425_034434_model_5\n",
+ "2 XGBoost_grid_1_AutoML_20190425_054218_model_7\n",
+ "3 XGBoost_grid_1_AutoML_20190425_040839_model_7\n",
+ "4 GBM_1_AutoML_20190425_031629\n",
+ "5 GBM_grid_1_AutoML_20190425_034434_model_4\n",
+ "6 XGBoost_grid_1_AutoML_20190425_044008_model_1\n",
+ "7 XGBoost_1_AutoML_20190425_044008\n",
+ "8 GBM_1_AutoML_20190425_044008\n",
+ "9 XGBoost_1_AutoML_20190425_054218\n",
+ "10 XGBoost_1_AutoML_20190425_031629\n",
+ "11 XGBoost_grid_1_AutoML_20190425_044008_model_4\n",
+ "12 XGBoost_grid_1_AutoML_20190425_040839_model_5\n",
+ "13 XGBoost_grid_1_AutoML_20190425_040839_model_6\n",
+ "14 GBM_grid_1_AutoML_20190425_044008_model_7\n",
+ "15 XGBoost_grid_1_AutoML_20190425_054218_model_9\n",
+ "16 XGBoost_1_AutoML_20190425_040839\n",
+ "17 GBM_1_AutoML_20190425_050348\n",
+ "18 XGBoost_grid_1_AutoML_20190425_054218_model_8\n",
+ "19 GBM_grid_1_AutoML_20190425_050348_model_17\n",
+ "20 XGBoost_grid_1_AutoML_20190425_054218_model_12\n",
+ "21 XGBoost_grid_1_AutoML_20190425_050348_model_5\n",
+ "22 XGBoost_grid_1_AutoML_20190425_054218_model_13\n",
+ "23 XGBoost_grid_1_AutoML_20190425_034434_model_3\n",
+ "24 GBM_1_AutoML_20190425_034434\n",
+ "25 XGBoost_1_AutoML_20190425_034434\n",
+ "26 XGBoost_2_AutoML_20190425_054218\n",
+ "27 XGBoost_1_AutoML_20190425_050348\n",
+ "28 XGBoost_2_AutoML_20190425_034434\n",
+ "29 XGBoost_grid_1_AutoML_20190425_050348_model_4\n",
+ " ... \n",
+ "277 GBM_grid_1_AutoML_20190425_054218_model_18\n",
+ "278 GBM_grid_1_AutoML_20190425_054218_model_22\n",
+ "279 GBM_grid_1_AutoML_20190425_034434_model_3\n",
+ "280 GBM_grid_1_AutoML_20190425_031629_model_5\n",
+ "281 GBM_grid_1_AutoML_20190425_044008_model_31\n",
+ "282 GBM_grid_1_AutoML_20190425_050348_model_21\n",
+ "283 GBM_grid_1_AutoML_20190425_040839_model_21\n",
+ "284 GBM_grid_1_AutoML_20190425_050348_model_28\n",
+ "285 GBM_grid_1_AutoML_20190425_050348_model_4\n",
+ "286 XGBoost_grid_1_AutoML_20190425_034434_model_8\n",
+ "287 GBM_grid_1_AutoML_20190425_054218_model_30\n",
+ "288 GBM_grid_1_AutoML_20190425_054218_model_29\n",
+ "289 GBM_grid_1_AutoML_20190425_044008_model_29\n",
+ "290 GBM_grid_1_AutoML_20190425_031629_model_4\n",
+ "291 GBM_grid_1_AutoML_20190425_054218_model_4\n",
+ "292 GBM_grid_1_AutoML_20190425_040839_model_34\n",
+ "293 GBM_grid_1_AutoML_20190425_050348_model_32\n",
+ "294 StackedEnsemble_AllModels_AutoML_20190425_031629\n",
+ "295 StackedEnsemble_BestOfFamily_AutoML_20190425_0...\n",
+ "296 GLM_grid_1_AutoML_20190425_044008_model_1\n",
+ "297 GLM_grid_1_AutoML_20190425_034434_model_1\n",
+ "298 GLM_grid_1_AutoML_20190425_031629_model_1\n",
+ "299 GLM_grid_1_AutoML_20190425_054218_model_1\n",
+ "300 GLM_grid_1_AutoML_20190425_050348_model_1\n",
+ "301 GLM_grid_1_AutoML_20190425_040839_model_1\n",
+ "302 XGBoost_grid_1_AutoML_20190425_034434_model_2\n",
+ "303 XGBoost_grid_1_AutoML_20190425_044008_model_2\n",
+ "304 XGBoost_grid_1_AutoML_20190425_054218_model_11\n",
+ "305 XGBoost_grid_1_AutoML_20190425_054218_model_2\n",
+ "306 XGBoost_grid_1_AutoML_20190425_044008_model_8\n",
+ "Name: model_id, Length: 307, dtype: object"
+ ]
+ },
+ "execution_count": 179,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "aml_leaderboard_df=leaderBoard.as_data_frame()\n",
+ "model_set=aml_leaderboard_df['model_id']\n",
+ "model_set"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 180,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "DL = [ \n",
+ " 221, 222, 213, 216, 203, 207, 254, 227, 235, 238, 243, 245, 196, 252, 215, 268, 199, 233, 251, 226, 256, 261, 224, 258, 198, 255, 241, 253, 217, 234, 205, 231, 202, 230, 237, 274, 257, 160, 195, 232, 262, 264, 259, 223, 265,]\n",
+ "DRF = [70, 80, 64, 119, 107, 130,]\n",
+ "GBM=[ 4, 24, 40, 8, 17, 37, 83, 85, 89, 98, 96, 108, 91, 95, 86, 82, 68, 90, 60, 42, 77, 73, 54, 59, 181, 186, 193, 189, 188, 192, 81, 240, 76, 290, 280, 173, 269, 147, 279, 5, 144, 246, 248, 179, 211, 201, 170, 153, 74, 228, 102, 225, 49, 31, 139, 150, 283, 51, 272, 97, 247, 197, 93, 140, 111, 220, 270, 122, 209, 200, 292, 56, 239, 141, 123, 176, 167, 99, 229, 166, 48, 194, 183, 267, 159, 174, 127, 208, 185, 151, 244, 154, 57, 133, 143, 163, 275, 249, 289, 175, 266, 281, 177, 206, 155, 14, 138, 129, 184, 142, 78, 171, 260, 145, 146, 112, 19, 88, 156, 137, 187, 282, 162, 165, 191, 172, 180, 214, 284, 35, 120, 149, 273, 293, 285, 94, 204, 46, 125, 136, 182, 168, 134, 218, 92, 242, 212, 63, 66, 277, 104, 219, 161, 278, 158, 109, 210, 164, 38, 178, 288, 71, 287, 291, 157, 236, 43, 276, 148,]\n",
+ "GLM = [298, 297, 301, 296, 300, 299,]\n",
+ "XGB = [10, 25, 16, 7, 27, 9, 45, 28, 44, 58, 50, 26, 135, 131, 128, 124, 132, 126, 41, 53, 30, 302, 23, 39, 1, 105, 103, 286, 32, 117, 121, 75, 12, 13, 3, 190, 6, 303, 34, 11, 72, 118, 250, 306, 33, 47, 152, 79, 115, 169, 114, 55, 62, 29, 21, 67, 87, 101, 110, 36, 52, 304, 20, 22, 271, 305, 263, 69, 84, 0, 2, 18, 15,]\n",
+ "XRT = [61, 100, 113, 106, 65, 116,]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 181,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "HP done\n",
+ "--- create new folder hyperparameter ---\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n"
+ ]
+ }
+ ],
+ "source": [
+ "DL = get_DL_params(board_csv, DL, 'DL')\n",
+ "XGB = get_XG_params(board_csv, XGB, 'XGB')\n",
+ "DRF = get_DRF_params(board_csv, DRF, 'DRF')\n",
+ "GBM = get_GBM_params(board_csv, GBM, 'GBM')\n",
+ "XRT = get_XRT_params(board_csv, XRT, 'XRT')\n",
+ "GLM = get_GLM_params(board_csv, GLM, 'GLM') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 182,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['XGBoost_grid_1_AutoML_20190425_054218_model_6',\n",
+ " 'GBM_1_AutoML_20190425_031629',\n",
+ " 'XRT_1_AutoML_20190425_031629',\n",
+ " 'DRF_1_AutoML_20190425_040839',\n",
+ " 'DeepLearning_grid_1_AutoML_20190425_054218_model_1',\n",
+ " 'GLM_grid_1_AutoML_20190425_044008_model_1']"
+ ]
+ },
+ "execution_count": 182,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# best model of each type\n",
+ "best_model_set = [0,4,61,64,160,296,]\n",
+ "best_sets_1500 = get_best_models(best_model_set, model_set)\n",
+ "meta_data['models']=best_sets_1500\n",
+ "best_sets_1500\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 183,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Update and save meta data\n",
+ "\n",
+ "meta_data['end_time'] = time.time()\n",
+ "meta_data['execution_time'] = meta_data['end_time'] - meta_data['start_time']\n",
+ " \n",
+ "n=run_id+'_meta_data.json'\n",
+ "dict_to_json(meta_data,n)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 184,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'start_time': 1556185337.206079,\n",
+ " 'target': 'transaction_real_price',\n",
+ " 'server_path': '/Users/bonnie/6105/project/DS/project/results',\n",
+ " 'data_path': '/Users/bonnie/6105/project/DS/project/data/trainPriceCleaned.csv',\n",
+ " 'test_path': None,\n",
+ " 'max_models': 9,\n",
+ " 'run_time': 1500,\n",
+ " 'run_id': 'ihFSck1500',\n",
+ " 'scale': False,\n",
+ " 'classification': False,\n",
+ " 'model_path': None,\n",
+ " 'balance': False,\n",
+ " 'balance_threshold': 0.2,\n",
+ " 'project': None,\n",
+ " 'end_time': 1556187162.738215,\n",
+ " 'execution_time': 1825.53213596344,\n",
+ " 'run_path': '/Users/bonnie/6105/project/DS/project/results/ihFSck1500',\n",
+ " 'nthreads': 1,\n",
+ " 'min_mem_size': 1,\n",
+ " 'analysis': 0,\n",
+ " 'X': ['city',\n",
+ " 'exclusive_use_area',\n",
+ " 'floor',\n",
+ " 'total_parking_capacity_in_site',\n",
+ " 'total_household_count_in_sites',\n",
+ " 'apartment_building_count_in_sites',\n",
+ " 'supply_area',\n",
+ " 'total_household_count_of_area_type',\n",
+ " 'room_count',\n",
+ " 'bathroom_count',\n",
+ " 'heat_fuel_cogeneration',\n",
+ " 'heat_fuel_gas',\n",
+ " 'heat_type_central',\n",
+ " 'heat_type_district',\n",
+ " 'heat_type_individual',\n",
+ " 'front_door_structure_corridor',\n",
+ " 'front_door_structure_mixed',\n",
+ " 'front_door_structure_stairway'],\n",
+ " 'variables': {'transaction_real_price': 'int',\n",
+ " 'city': 'int',\n",
+ " 'exclusive_use_area': 'real',\n",
+ " 'floor': 'int',\n",
+ " 'total_parking_capacity_in_site': 'int',\n",
+ " 'total_household_count_in_sites': 'int',\n",
+ " 'apartment_building_count_in_sites': 'int',\n",
+ " 'supply_area': 'real',\n",
+ " 'total_household_count_of_area_type': 'int',\n",
+ " 'room_count': 'int',\n",
+ " 'bathroom_count': 'int',\n",
+ " 'heat_fuel_cogeneration': 'int',\n",
+ " 'heat_fuel_gas': 'int',\n",
+ " 'heat_type_central': 'int',\n",
+ " 'heat_type_district': 'int',\n",
+ " 'heat_type_individual': 'int',\n",
+ " 'front_door_structure_corridor': 'int',\n",
+ " 'front_door_structure_mixed': 'int',\n",
+ " 'front_door_structure_stairway': 'int'},\n",
+ " 'model_execution_time_sec': 1363.7918326854706,\n",
+ " 'model_execution_time': 1363.7919659614563,\n",
+ " 'mod_best': 'XGBoost_grid_1_AutoML_20190425_054218_model_6',\n",
+ " 'mod_best_algo': 'xgboost',\n",
+ " 'models': ['XGBoost_grid_1_AutoML_20190425_054218_model_6',\n",
+ " 'GBM_1_AutoML_20190425_031629',\n",
+ " 'XRT_1_AutoML_20190425_031629',\n",
+ " 'DRF_1_AutoML_20190425_040839',\n",
+ " 'DeepLearning_grid_1_AutoML_20190425_054218_model_1',\n",
+ " 'GLM_grid_1_AutoML_20190425_044008_model_1']}"
+ ]
+ },
+ "execution_count": 184,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "meta_data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 185,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Writing H2O logs to /Users/bonnie/6105/project/DS/project/results/ihFSck1500/logs/ihFSck1500_autoh2o_log.zip\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'/Users/bonnie/6105/project/DS/project/results/ihFSck1500/logs/ihFSck1500_autoh2o_log.zip'"
+ ]
+ },
+ "execution_count": 185,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "bestModel_1500 = get_BestModel(board_csv)\n",
- "bestModel_1500"
+ "# Save logs\n",
+ "h2o.download_all_logs(dirname=logs_path, filename=logfile)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# MODEL 5 ( 2000 ) "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 186,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "runtime = 2000"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 187,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CzanFF2000\n"
+ ]
+ }
+ ],
+ "source": [
+ "rtime = str(runtime)\n",
+ "run_id= alphabet(6) + rtime\n",
+ "\n",
+ "run_path = os.path.join(server_path,run_id)\n",
+ "os.mkdir(run_path)\n",
+ "os.chdir(run_path) \n",
+ "\n",
+ "print (run_id)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 188,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/Users/bonnie/6105/project/DS/project/results/CzanFF2000/logs CzanFF2000_autoh2o_log.zip\n"
+ ]
+ }
+ ],
+ "source": [
+ "logfile=run_id+'_autoh2o_log.zip'\n",
+ "logs_path=os.path.join(run_path,'logs')\n",
+ "print(logs_path,' ',logfile)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 189,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'start_time': 1556187167.476568, 'target': 'transaction_real_price', 'server_path': '/Users/bonnie/6105/project/DS/project/results', 'data_path': '/Users/bonnie/6105/project/DS/project/data/trainPriceCleaned.csv', 'test_path': None, 'max_models': 9, 'run_time': 2000, 'run_id': 'CzanFF2000', 'scale': False, 'classification': False, 'model_path': None, 'balance': False, 'balance_threshold': 0.2, 'project': None, 'end_time': 1556187167.4765701, 'execution_time': 0.0, 'run_path': '/Users/bonnie/6105/project/DS/project/results/CzanFF2000', 'nthreads': 1, 'min_mem_size': 1, 'analysis': 0, 'X': ['city', 'exclusive_use_area', 'floor', 'total_parking_capacity_in_site', 'total_household_count_in_sites', 'apartment_building_count_in_sites', 'supply_area', 'total_household_count_of_area_type', 'room_count', 'bathroom_count', 'heat_fuel_cogeneration', 'heat_fuel_gas', 'heat_type_central', 'heat_type_district', 'heat_type_individual', 'front_door_structure_corridor', 'front_door_structure_mixed', 'front_door_structure_stairway'], 'variables': {'transaction_real_price': 'int', 'city': 'int', 'exclusive_use_area': 'real', 'floor': 'int', 'total_parking_capacity_in_site': 'int', 'total_household_count_in_sites': 'int', 'apartment_building_count_in_sites': 'int', 'supply_area': 'real', 'total_household_count_of_area_type': 'int', 'room_count': 'int', 'bathroom_count': 'int', 'heat_fuel_cogeneration': 'int', 'heat_fuel_gas': 'int', 'heat_type_central': 'int', 'heat_type_district': 'int', 'heat_type_individual': 'int', 'front_door_structure_corridor': 'int', 'front_door_structure_mixed': 'int', 'front_door_structure_stairway': 'int'}}\n"
+ ]
+ }
+ ],
+ "source": [
+ "# meta data\n",
+ "meta_data = set_meta_data(analysis, run_id,server_path,data_path,test_path,model_path,\n",
+ " target,runtime,classification,scale,max_models,balance_y,\n",
+ " balance_threshold,name,run_path,nthreads,min_mem_size,X,\n",
+ " Variable_type)\n",
+ "\n",
+ "\n",
+ "print(meta_data)"
]
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 190,
"metadata": {
- "scrolled": false
+ "scrolled": true
},
"outputs": [
{
- "data": {
- "image/png": "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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "AutoML progress: |████████████████████████████████████████████████████████| 100%\n",
+ "get_leaderBoard done\n"
+ ]
}
],
"source": [
- "bestModel_1500.varimp_plot()"
+ "model_start_time = time.time()\n",
+ "leaderBoard = get_leaderBoard(runtime)"
]
},
{
- "cell_type": "markdown",
- "metadata": {},
+ "cell_type": "code",
+ "execution_count": 191,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Execution time for 2000 sec = 1797.248456954956\n"
+ ]
+ }
+ ],
"source": [
- "# MODEL 5 ( 2000 ) "
+ "execution_time = time.time() - model_start_time\n",
+ "meta_data['model_execution_time_sec'] = execution_time\n",
+ "meta_data['model_execution_time'] = time.time() - model_start_time\n",
+ "print(\"Execution time for \", runtime,\"sec = \",meta_data['model_execution_time_sec'])\n"
]
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": 192,
"metadata": {
- "scrolled": true
+ "scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "AutoML progress: |████████████████████████████████████████████████████████| 100%\n",
- "get_leaderBoard done\n",
+ "--- create new folder leaderboard ---\n",
"board_to_csv done\n",
- "GBM_1_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_15\n",
- "GBM_grid_1_AutoML_20190416_030706_model_65\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_7\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_17\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_8\n",
- "XGBoost_1_AutoML_20190416_023643\n",
- "XGBoost_1_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_023643_model_1\n",
- "XGBoost_1_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_9\n",
- "GBM_grid_1_AutoML_20190416_030706_model_41\n",
- "GBM_grid_1_AutoML_20190416_023844_model_54\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_3\n",
- "GBM_1_AutoML_20190416_030706\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_3\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_4\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_14\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_16\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_16\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_6\n",
- "XGBoost_1_AutoML_20190416_022142\n",
- "GBM_1_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_24\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_1\n",
- "GBM_grid_1_AutoML_20190416_021340_model_9\n",
- "GBM_grid_1_AutoML_20190416_023844_model_36\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_3\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_27\n",
- "XGBoost_1_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_6\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_12\n",
- "XGBoost_1_AutoML_20190416_030706\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_6\n",
- "GBM_1_AutoML_20190416_022142\n",
- "XGBoost_2_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_7\n",
- "GBM_1_AutoML_20190416_023643\n",
- "XGBoost_2_AutoML_20190416_030706\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_8\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_20\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_1\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_4\n",
- "GBM_grid_1_AutoML_20190416_022142_model_19\n",
- "GBM_grid_1_AutoML_20190416_030706_model_31\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_13\n",
- "XGBoost_2_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_12\n",
- "XGBoost_2_AutoML_20190416_023844\n",
- "XGBoost_2_AutoML_20190416_022142\n",
- "GBM_grid_1_AutoML_20190416_022142_model_22\n",
- "XGBoost_1_AutoML_20190416_023844\n",
- "GBM_1_AutoML_20190416_023844\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_11\n",
- "XGBoost_2_AutoML_20190416_023643\n",
- "GBM_grid_1_AutoML_20190416_023844_model_57\n",
- "GBM_1_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_9\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_4\n",
- "GBM_grid_1_AutoML_20190416_030706_model_1\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_grid_1_AutoML_20190416_030706_model_45\n",
- "XRT_1_AutoML_20190416_030706\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_20\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_2\n",
- "GBM_grid_1_AutoML_20190416_021340_model_7\n",
- "GBM_4_AutoML_20190416_030706\n",
- "GBM_4_AutoML_20190416_023643\n",
- "GBM_2_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_015849_model_7\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_5\n",
- "GBM_grid_1_AutoML_20190416_030706_model_58\n",
- "GBM_grid_1_AutoML_20190416_022142_model_30\n",
- "DRF_1_AutoML_20190416_021340\n",
- "GBM_2_AutoML_20190416_022142\n",
- "GBM_4_AutoML_20190416_015849\n",
- "XGBoost_2_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_023844_model_42\n",
- "GBM_2_AutoML_20190416_023643\n",
- "GBM_2_AutoML_20190416_023844\n",
- "GBM_4_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_10\n",
- "GBM_2_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_23\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_13\n",
- "GBM_4_AutoML_20190416_023844\n",
- "GBM_3_AutoML_20190416_022142\n",
- "GBM_4_AutoML_20190416_022142\n",
- "GBM_4_AutoML_20190416_021340\n",
- "XRT_1_AutoML_20190416_020809\n",
- "GBM_3_AutoML_20190416_023643\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_11\n",
- "GBM_3_AutoML_20190416_020809\n",
- "GBM_2_AutoML_20190416_030706\n",
- "GBM_grid_1_AutoML_20190416_023844_model_4\n",
- "DRF_1_AutoML_20190416_020809\n",
- "GBM_3_AutoML_20190416_030706\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_7\n",
- "GBM_3_AutoML_20190416_021340\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_4\n",
- "GBM_grid_1_AutoML_20190416_023844_model_62\n",
- "GBM_grid_1_AutoML_20190416_030706_model_42\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_22\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_8\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_19\n",
- "GBM_3_AutoML_20190416_023844\n",
- "XRT_1_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_023844_model_23\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_2\n",
- "GBM_grid_1_AutoML_20190416_030706_model_11\n",
- "DRF_1_AutoML_20190416_030706\n",
- "GBM_3_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_021340_model_12\n",
- "GBM_grid_1_AutoML_20190416_023844_model_46\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_1\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_5\n",
- "GBM_2_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_022142_model_40\n",
- "GBM_grid_1_AutoML_20190416_023844_model_24\n",
- "GBM_grid_1_AutoML_20190416_030706_model_66\n",
- "GBM_grid_1_AutoML_20190416_023844_model_31\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_18\n",
- "GBM_grid_1_AutoML_20190416_023844_model_58\n",
- "DRF_1_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_030706_model_50\n",
- "XRT_1_AutoML_20190416_023643\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_21\n",
- "DRF_1_AutoML_20190416_023844\n",
- "GBM_grid_1_AutoML_20190416_022142_model_18\n",
- "GBM_grid_1_AutoML_20190416_023844_model_28\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_25\n",
- "XRT_1_AutoML_20190416_021340\n",
- "XGBoost_3_AutoML_20190416_021340\n",
- "GBM_grid_1_AutoML_20190416_023844_model_25\n",
- "XRT_1_AutoML_20190416_023844\n",
- "GBM_grid_1_AutoML_20190416_015849_model_8\n",
- "GBM_grid_1_AutoML_20190416_030706_model_17\n",
- "XGBoost_grid_1_AutoML_20190416_023643_model_2\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_1\n",
- "GBM_grid_1_AutoML_20190416_030706_model_22\n",
- "GBM_grid_1_AutoML_20190416_020809_model_9\n",
- "XGBoost_3_AutoML_20190416_023844\n",
- "XGBoost_3_AutoML_20190416_023643\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_6\n",
- "DRF_1_AutoML_20190416_023643\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_2\n",
- "GBM_grid_1_AutoML_20190416_023844_model_51\n",
- "XGBoost_3_AutoML_20190416_022142\n",
- "DRF_1_AutoML_20190416_022142\n",
- "XGBoost_3_AutoML_20190416_015849\n",
- "XGBoost_3_AutoML_20190416_030706\n",
- "GBM_grid_1_AutoML_20190416_023844_model_26\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_5\n",
- "GBM_grid_1_AutoML_20190416_030706_model_40\n",
- "GBM_grid_1_AutoML_20190416_030706_model_35\n",
- "GBM_grid_1_AutoML_20190416_022142_model_34\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_12\n",
- "XRT_1_AutoML_20190416_022142\n",
- "GBM_grid_1_AutoML_20190416_021340_model_14\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_12\n",
- "GBM_grid_1_AutoML_20190416_030706_model_9\n",
- "GBM_grid_1_AutoML_20190416_022142_model_20\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_14\n",
- "GBM_grid_1_AutoML_20190416_023844_model_61\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_8\n",
- "XGBoost_3_AutoML_20190416_020809\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_4\n",
- "GBM_grid_1_AutoML_20190416_030706_model_57\n",
- "GBM_grid_1_AutoML_20190416_030706_model_59\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_4\n",
- "GBM_grid_1_AutoML_20190416_015849_model_11\n",
- "GBM_grid_1_AutoML_20190416_015849_model_6\n",
- "GBM_grid_1_AutoML_20190416_030706_model_7\n",
- "GBM_grid_1_AutoML_20190416_020809_model_1\n",
- "GBM_grid_1_AutoML_20190416_023844_model_16\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_17\n",
- "GBM_grid_1_AutoML_20190416_030706_model_15\n",
- "GBM_grid_1_AutoML_20190416_023844_model_50\n",
- "GBM_grid_1_AutoML_20190416_030706_model_8\n",
- "GBM_grid_1_AutoML_20190416_023844_model_37\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_18\n",
- "GBM_grid_1_AutoML_20190416_022142_model_38\n",
- "GBM_grid_1_AutoML_20190416_022142_model_14\n",
- "GBM_grid_1_AutoML_20190416_020809_model_4\n",
- "GBM_grid_1_AutoML_20190416_023844_model_7\n",
- "GBM_grid_1_AutoML_20190416_023844_model_40\n",
- "GBM_grid_1_AutoML_20190416_030706_model_16\n",
- "GBM_grid_1_AutoML_20190416_015849_model_9\n",
- "GBM_grid_1_AutoML_20190416_022142_model_10\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_9\n",
- "GBM_grid_1_AutoML_20190416_030706_model_46\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_2\n",
- "GBM_grid_1_AutoML_20190416_023844_model_15\n",
- "GBM_grid_1_AutoML_20190416_023844_model_1\n",
- "GBM_grid_1_AutoML_20190416_022142_model_44\n",
- "GBM_grid_1_AutoML_20190416_030706_model_51\n",
- "GBM_grid_1_AutoML_20190416_023844_model_43\n",
- "GBM_grid_1_AutoML_20190416_030706_model_28\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_6\n",
- "GBM_grid_1_AutoML_20190416_030706_model_34\n",
- "GBM_grid_1_AutoML_20190416_022142_model_32\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_26\n",
- "GBM_grid_1_AutoML_20190416_030706_model_12\n",
- "GBM_grid_1_AutoML_20190416_022142_model_23\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_7\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_8\n",
- "GBM_grid_1_AutoML_20190416_030706_model_61\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_7\n",
- "GBM_grid_1_AutoML_20190416_022142_model_8\n",
- "GBM_grid_1_AutoML_20190416_020809_model_2\n",
- "GBM_grid_1_AutoML_20190416_023844_model_2\n",
- "GBM_grid_1_AutoML_20190416_030706_model_52\n",
- "GBM_grid_1_AutoML_20190416_023844_model_47\n",
- "GBM_grid_1_AutoML_20190416_030706_model_14\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_6\n",
- "GBM_grid_1_AutoML_20190416_030706_model_5\n",
- "GBM_grid_1_AutoML_20190416_030706_model_64\n",
- "GBM_grid_1_AutoML_20190416_023844_model_60\n",
- "GBM_grid_1_AutoML_20190416_023844_model_41\n",
- "GBM_grid_1_AutoML_20190416_030706_model_38\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_1\n",
- "GBM_grid_1_AutoML_20190416_022142_model_43\n",
- "GBM_grid_1_AutoML_20190416_030706_model_29\n",
- "GBM_grid_1_AutoML_20190416_030706_model_23\n",
- "GBM_grid_1_AutoML_20190416_022142_model_24\n",
- "GBM_grid_1_AutoML_20190416_023844_model_17\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_11\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_11\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_3\n",
- "GBM_grid_1_AutoML_20190416_020809_model_7\n",
- "GBM_grid_1_AutoML_20190416_023844_model_13\n",
- "GBM_grid_1_AutoML_20190416_030706_model_24\n",
- "GBM_grid_1_AutoML_20190416_021340_model_3\n",
- "GBM_grid_1_AutoML_20190416_023844_model_44\n",
- "GBM_grid_1_AutoML_20190416_030706_model_36\n",
- "GBM_grid_1_AutoML_20190416_023844_model_22\n",
- "GBM_grid_1_AutoML_20190416_023844_model_19\n",
- "GBM_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_grid_1_AutoML_20190416_022142_model_17\n",
- "GBM_grid_1_AutoML_20190416_030706_model_10\n",
- "GBM_grid_1_AutoML_20190416_021340_model_8\n",
- "GBM_grid_1_AutoML_20190416_030706_model_3\n",
- "GBM_grid_1_AutoML_20190416_022142_model_45\n",
- "GBM_grid_1_AutoML_20190416_021340_model_17\n",
- "GBM_grid_1_AutoML_20190416_030706_model_39\n",
- "GBM_grid_1_AutoML_20190416_020809_model_5\n",
- "GBM_grid_1_AutoML_20190416_022142_model_2\n",
- "GBM_grid_1_AutoML_20190416_030706_model_2\n",
- "GBM_grid_1_AutoML_20190416_022142_model_36\n",
- "GBM_grid_1_AutoML_20190416_030706_model_43\n",
- "GBM_grid_1_AutoML_20190416_023844_model_34\n",
- "GBM_grid_1_AutoML_20190416_023844_model_56\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_023844_model_5\n",
- "GBM_grid_1_AutoML_20190416_015849_model_13\n",
- "GBM_grid_1_AutoML_20190416_021340_model_11\n",
- "GBM_grid_1_AutoML_20190416_030706_model_21\n",
- "GBM_grid_1_AutoML_20190416_022142_model_15\n",
- "GBM_grid_1_AutoML_20190416_022142_model_35\n",
- "GBM_grid_1_AutoML_20190416_023844_model_30\n",
- "GBM_5_AutoML_20190416_023643\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_5\n",
- "GBM_grid_1_AutoML_20190416_023844_model_14\n",
- "DeepLearning_grid_1_AutoML_20190416_030706_model_1\n",
- "GBM_grid_1_AutoML_20190416_023844_model_8\n",
- "GBM_grid_1_AutoML_20190416_022142_model_26\n",
- "GBM_5_AutoML_20190416_022142\n",
- "GBM_grid_1_AutoML_20190416_021340_model_2\n",
- "GBM_grid_1_AutoML_20190416_022142_model_37\n",
- "GBM_grid_1_AutoML_20190416_023844_model_59\n",
- "GBM_grid_1_AutoML_20190416_023844_model_32\n",
- "GBM_5_AutoML_20190416_021340\n",
- "GBM_grid_1_AutoML_20190416_030706_model_18\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_28\n",
- "GBM_grid_1_AutoML_20190416_021340_model_15\n",
- "GBM_grid_1_AutoML_20190416_023844_model_29\n",
- "GBM_5_AutoML_20190416_030706\n",
- "GBM_grid_1_AutoML_20190416_021340_model_4\n",
- "GBM_grid_1_AutoML_20190416_022142_model_13\n",
- "GBM_grid_1_AutoML_20190416_015849_model_1\n",
- "GBM_5_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_030706_model_56\n",
- "GBM_5_AutoML_20190416_015849\n",
- "GBM_5_AutoML_20190416_023844\n",
- "GBM_grid_1_AutoML_20190416_023844_model_9\n",
- "GBM_grid_1_AutoML_20190416_030706_model_69\n",
- "GBM_grid_1_AutoML_20190416_023844_model_38\n",
- "GBM_grid_1_AutoML_20190416_023844_model_11\n",
- "GBM_grid_1_AutoML_20190416_030706_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_023844_model_3\n",
- "DeepLearning_1_AutoML_20190416_021340\n",
- "GBM_grid_1_AutoML_20190416_022142_model_9\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_3\n",
- "GBM_grid_1_AutoML_20190416_030706_model_13\n",
- "GBM_grid_1_AutoML_20190416_022142_model_33\n",
- "GBM_grid_1_AutoML_20190416_021340_model_16\n",
- "GBM_grid_1_AutoML_20190416_030706_model_30\n",
- "GBM_grid_1_AutoML_20190416_022142_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_2\n",
- "GBM_grid_1_AutoML_20190416_030706_model_37\n",
- "GBM_grid_1_AutoML_20190416_022142_model_29\n",
- "GBM_grid_1_AutoML_20190416_015849_model_5\n",
- "DeepLearning_1_AutoML_20190416_020809\n",
- "GBM_grid_1_AutoML_20190416_023844_model_20\n",
- "GBM_grid_1_AutoML_20190416_023844_model_45\n",
- "GBM_grid_1_AutoML_20190416_030706_model_53\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_6\n",
- "DeepLearning_grid_1_AutoML_20190416_023844_model_2\n",
- "DeepLearning_1_AutoML_20190416_030706\n",
- "DeepLearning_grid_1_AutoML_20190416_023844_model_1\n",
- "GBM_grid_1_AutoML_20190416_022142_model_11\n",
- "GBM_grid_1_AutoML_20190416_022142_model_16\n",
- "GBM_grid_1_AutoML_20190416_030706_model_63\n",
- "GBM_grid_1_AutoML_20190416_021340_model_6\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_5\n",
- "GBM_grid_1_AutoML_20190416_030706_model_67\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_1\n",
- "GBM_grid_1_AutoML_20190416_030706_model_33\n",
- "GBM_grid_1_AutoML_20190416_023844_model_3\n",
- "DeepLearning_1_AutoML_20190416_023643\n",
- "GBM_grid_1_AutoML_20190416_030706_model_6\n",
- "DeepLearning_1_AutoML_20190416_015849\n",
- "GBM_grid_1_AutoML_20190416_020809_model_11\n",
- "GBM_grid_1_AutoML_20190416_021340_model_5\n",
- "DeepLearning_grid_1_AutoML_20190416_030706_model_3\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_5\n",
- "GBM_grid_1_AutoML_20190416_023844_model_6\n",
- "GBM_grid_1_AutoML_20190416_030706_model_55\n",
- "GBM_grid_1_AutoML_20190416_022142_model_21\n",
- "GBM_grid_1_AutoML_20190416_023844_model_49\n",
- "GBM_grid_1_AutoML_20190416_030706_model_20\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_5\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_1\n",
- "DeepLearning_1_AutoML_20190416_023844\n",
- "GBM_grid_1_AutoML_20190416_023844_model_18\n",
- "DeepLearning_1_AutoML_20190416_022142\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_1\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_030706_model_5\n",
- "GBM_grid_1_AutoML_20190416_030706_model_47\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_2\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_7\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_2\n",
- "GBM_grid_1_AutoML_20190416_022142_model_27\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_8\n",
- "GBM_grid_1_AutoML_20190416_023844_model_21\n",
- "GBM_grid_1_AutoML_20190416_021340_model_1\n",
- "GBM_grid_1_AutoML_20190416_030706_model_19\n",
- "GBM_grid_1_AutoML_20190416_023844_model_35\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_2\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_3\n",
- "GBM_grid_1_AutoML_20190416_015849_model_2\n",
- "GBM_grid_1_AutoML_20190416_021340_model_19\n",
- "GBM_grid_1_AutoML_20190416_030706_model_44\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_030706_model_6\n",
- "DeepLearning_grid_1_AutoML_20190416_020809_model_4\n",
- "GBM_grid_1_AutoML_20190416_030706_model_62\n",
- "GBM_grid_1_AutoML_20190416_030706_model_25\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_030706_model_2\n",
- "DeepLearning_grid_1_AutoML_20190416_030706_model_7\n",
- "GBM_grid_1_AutoML_20190416_021340_model_13\n",
- "GBM_grid_1_AutoML_20190416_023844_model_55\n",
- "GBM_grid_1_AutoML_20190416_021340_model_10\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_7\n",
- "GBM_grid_1_AutoML_20190416_022142_model_12\n",
- "GBM_grid_1_AutoML_20190416_030706_model_32\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_15\n",
- "DeepLearning_grid_1_AutoML_20190416_021340_model_5\n",
- "DeepLearning_grid_1_AutoML_20190416_023844_model_4\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_6\n",
- "GBM_grid_1_AutoML_20190416_022142_model_42\n",
- "GBM_grid_1_AutoML_20190416_030706_model_48\n",
- "DeepLearning_grid_1_AutoML_20190416_030706_model_4\n",
- "GBM_grid_1_AutoML_20190416_022142_model_3\n",
- "GBM_grid_1_AutoML_20190416_023844_model_65\n",
- "GBM_grid_1_AutoML_20190416_030706_model_60\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_10\n",
- "GBM_grid_1_AutoML_20190416_022142_model_5\n",
- "GBM_grid_1_AutoML_20190416_020809_model_3\n",
- "DeepLearning_grid_1_AutoML_20190416_023844_model_6\n",
- "DeepLearning_grid_1_AutoML_20190416_015849_model_5\n",
- "GBM_grid_1_AutoML_20190416_023844_model_27\n",
- "GBM_grid_1_AutoML_20190416_022142_model_31\n"
+ "XGBoost_grid_1_AutoML_20190425_061247_model_5\n",
+ "--- create new folder param ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_6\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_061247\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_5\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_7\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_6\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_5\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_9\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_061247\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_061247\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_17\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_12\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_5\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_13\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_3\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_8\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "XGBoost_1_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_19\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_10\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_14\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_29\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_1\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_27\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_4\n",
+ "--- param existed ---\n",
+ "GBM_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_10\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_12\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_18\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_22\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_10\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_12\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_23\n",
+ "--- param existed ---\n",
+ "XGBoost_2_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_3\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_16\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_17\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_6\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_4\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_061247\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_6\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_5\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_14\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_3\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_061247\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_11\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_12\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_5\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_9\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_4_AutoML_20190425_061247\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_7\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_18\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_061247\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_13\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_27\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_5\n",
+ "--- param existed ---\n",
+ "GBM_3_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_24\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_1\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_16\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_7\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_061247\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_29\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_19\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_6\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_2_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_24\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_9\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_29\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_16\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_15\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_9\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_21\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_13\n",
+ "--- param existed ---\n",
+ "XRT_1_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_6\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_25\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_31\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_7\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_19\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_23\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_18\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_9\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_061247\n",
+ "--- param existed ---\n",
+ "DRF_1_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_24\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_11\n",
+ "--- param existed ---\n",
+ "XGBoost_3_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_11\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_9\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_28\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_10\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_25\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_14\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_15\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_9\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_30\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_20\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_14\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_20\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_11\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_13\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_22\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_19\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_23\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_16\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_16\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_20\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_17\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_22\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_26\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_26\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_23\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_11\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_9\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_10\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_050348_model_14\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_12\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_12\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_25\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_17\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_20\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_27\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_28\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_26\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_14\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_28\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_061247\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_2\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_20\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_040839_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_24\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_5_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_13\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_26\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_33\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_11\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_050348\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_054218\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_19\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_32\n",
+ "--- param existed ---\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "GBM_grid_1_AutoML_20190416_020809_model_10\n",
- "GBM_grid_1_AutoML_20190416_022142_model_39\n",
- "GBM_grid_1_AutoML_20190416_023844_model_52\n",
- "GBM_grid_1_AutoML_20190416_020809_model_13\n",
- "GBM_grid_1_AutoML_20190416_023844_model_39\n",
- "GBM_grid_1_AutoML_20190416_015849_model_10\n",
- "DeepLearning_grid_1_AutoML_20190416_022142_model_9\n",
- "GBM_grid_1_AutoML_20190416_015849_model_12\n",
- "GBM_grid_1_AutoML_20190416_021340_model_18\n",
- "GBM_grid_1_AutoML_20190416_023844_model_64\n",
- "GBM_grid_1_AutoML_20190416_022142_model_25\n",
- "GBM_grid_1_AutoML_20190416_030706_model_26\n",
- "GBM_grid_1_AutoML_20190416_020809_model_6\n",
- "GBM_grid_1_AutoML_20190416_030706_model_68\n",
- "GBM_grid_1_AutoML_20190416_023844_model_53\n",
- "GBM_grid_1_AutoML_20190416_030706_model_27\n",
- "GBM_grid_1_AutoML_20190416_023844_model_10\n",
- "GBM_grid_1_AutoML_20190416_022142_model_41\n",
- "GBM_grid_1_AutoML_20190416_023844_model_12\n",
- "GBM_grid_1_AutoML_20190416_023844_model_63\n",
- "GBM_grid_1_AutoML_20190416_030706_model_54\n",
- "GBM_grid_1_AutoML_20190416_020809_model_8\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_9\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_21\n",
- "GBM_grid_1_AutoML_20190416_022142_model_4\n",
- "GBM_grid_1_AutoML_20190416_030706_model_70\n",
- "GBM_grid_1_AutoML_20190416_030706_model_49\n",
- "GBM_grid_1_AutoML_20190416_021340_model_20\n",
- "GBM_grid_1_AutoML_20190416_022142_model_28\n",
- "GBM_grid_1_AutoML_20190416_023844_model_48\n",
- "XGBoost_grid_1_AutoML_20190416_020809_model_3\n",
- "GBM_grid_1_AutoML_20190416_023844_model_33\n",
- "GBM_grid_1_AutoML_20190416_022142_model_6\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_29\n",
- "GBM_grid_1_AutoML_20190416_023844_model_5\n",
- "GBM_grid_1_AutoML_20190416_022142_model_7\n",
- "GBM_grid_1_AutoML_20190416_020809_model_12\n",
- "GBM_grid_1_AutoML_20190416_015849_model_14\n",
- "GBM_grid_1_AutoML_20190416_020809_model_14\n",
- "GBM_grid_1_AutoML_20190416_023844_model_66\n",
- "StackedEnsemble_AllModels_AutoML_20190416_015849\n",
- "GLM_grid_1_AutoML_20190416_020809_model_1\n",
- "GLM_grid_1_AutoML_20190416_022142_model_1\n",
- "GLM_grid_1_AutoML_20190416_023643_model_1\n",
- "GLM_grid_1_AutoML_20190416_023844_model_1\n",
- "GLM_grid_1_AutoML_20190416_021340_model_1\n",
- "GLM_grid_1_AutoML_20190416_015849_model_1\n",
- "GLM_grid_1_AutoML_20190416_030706_model_1\n",
- "StackedEnsemble_BestOfFamily_AutoML_20190416_015849\n",
- "XGBoost_grid_1_AutoML_20190416_015849_model_2\n",
- "GBM_grid_1_AutoML_20190416_015849_model_4\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_1\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_2\n",
- "XGBoost_grid_1_AutoML_20190416_030706_model_10\n",
- "XGBoost_grid_1_AutoML_20190416_021340_model_13\n",
- "XGBoost_grid_1_AutoML_20190416_022142_model_19\n",
- "XGBoost_grid_1_AutoML_20190416_023844_model_10\n",
- "get_all_params done\n",
- "model_list : 444\n",
- "all_params : 444\n",
- "tryyyyyyyyyyyyyyyy 1\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 2\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 3\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 4\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 5\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 6\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 7\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 8\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 9\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 10\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 11\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 12\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 13\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 14\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 15\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 16\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 17\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 18\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 19\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 20\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 21\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 22\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 23\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 24\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 25\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 26\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 27\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 28\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 29\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 30\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 31\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 32\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 33\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 34\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 35\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 36\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 37\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 38\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 39\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 40\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 41\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 42\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 43\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 44\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 45\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 46\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 47\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 48\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 49\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 50\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 51\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 52\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 53\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 54\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 55\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 56\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 57\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 58\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 59\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 60\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 61\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 62\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 63\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 64\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 65\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 66\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 67\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 68\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 69\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 70\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 71\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 72\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 73\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 74\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 75\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 76\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 77\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 78\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 79\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 80\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 81\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 82\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 83\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 84\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 85\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 86\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 87\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 88\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 89\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 90\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 91\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 92\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 93\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 94\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 95\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 96\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 97\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 98\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 99\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 100\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 101\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 102\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 103\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 104\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 105\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 106\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 107\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 108\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 109\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 110\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 111\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 112\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 113\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 114\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 115\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 116\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 117\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 118\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 119\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 120\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 121\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 122\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 123\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 124\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 125\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 126\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 127\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 128\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 129\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 130\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 131\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 132\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 133\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 134\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 135\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 136\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 137\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 138\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 139\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 140\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 141\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 142\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 143\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 144\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 145\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 146\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 147\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 148\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 149\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 150\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 151\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 152\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 153\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 154\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 155\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 156\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 157\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 158\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 159\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 160\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 161\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 162\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 163\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 164\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 165\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 166\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 167\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 168\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 169\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 170\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 171\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 172\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 173\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 174\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 175\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 176\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 177\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 178\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 179\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 180\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 181\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 182\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 183\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 184\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 185\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 186\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 187\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 188\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 189\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 190\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 191\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 192\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 193\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 194\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 195\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 196\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 197\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 198\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 199\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 200\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 201\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 202\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 203\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 204\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 205\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 206\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 207\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 208\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 209\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 210\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 211\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 212\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 213\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 214\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 215\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 216\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 217\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 218\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 219\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 220\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 221\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 222\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 223\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 224\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 225\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 226\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 227\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 228\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 229\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 230\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 231\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 232\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 233\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 234\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 235\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 236\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 237\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 238\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 239\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 240\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 241\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 242\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 243\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 244\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 245\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 246\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 247\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 248\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 249\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 250\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 251\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 252\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 253\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 254\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 255\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 256\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 257\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 258\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 259\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 260\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 261\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 262\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 263\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 264\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 265\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 266\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 267\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 268\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 269\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 270\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 271\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 272\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 273\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 274\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 275\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 276\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 277\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 278\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 279\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 280\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 281\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 282\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 283\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 284\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 285\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 286\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 287\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 288\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 289\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 290\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 291\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 292\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 293\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 294\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 295\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 296\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 297\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 298\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 299\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 300\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 301\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 302\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 303\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 304\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 305\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 306\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 307\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 308\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 309\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 310\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 311\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 312\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 313\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 314\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 315\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 316\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 317\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 318\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 319\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 320\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 321\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 322\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 323\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 324\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 325\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 326\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 327\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 328\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 329\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 330\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 331\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 332\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 333\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 334\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 335\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 336\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 337\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 338\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 339\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 340\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 341\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 342\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 343\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 344\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 345\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 346\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 347\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 348\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 349\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 350\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 351\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 352\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 353\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 354\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 355\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 356\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 357\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 358\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 359\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 360\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 361\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 362\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 363\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 364\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 365\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 366\n",
- "done\n"
+ "GBM_grid_1_AutoML_20190425_054218_model_25\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_10\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_15\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_040839\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_27\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_044008\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_12\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_061247\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "DeepLearning_1_AutoML_20190425_034434\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_7\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_17\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_4\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_1\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_061247_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_15\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_16\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_10\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_7\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_7\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_5\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_13\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_12\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_14\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_2\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_21\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_25\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_7\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_28\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_34\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_061247_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_15\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_061247_model_3\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_7\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_061247_model_1\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_4\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_061247_model_8\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_9\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_044008_model_2\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_13\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_040839_model_6\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_3\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_5\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_054218_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_30\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_15\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_034434_model_7\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_30\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_30\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_061247_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_22\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_31\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_14\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_061247_model_7\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_23\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_061247_model_6\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_31\n",
+ "--- param existed ---\n",
+ "DeepLearning_grid_1_AutoML_20190425_050348_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_27\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_18\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_22\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_034434_model_3\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_5\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_31\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_10\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_21\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_33\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_21\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_32\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_28\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_4\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_8\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_26\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_30\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_29\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_044008_model_29\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_031629_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_18\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_13\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_054218_model_4\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_35\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_36\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_061247_model_37\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_040839_model_34\n",
+ "--- param existed ---\n",
+ "GBM_grid_1_AutoML_20190425_050348_model_32\n",
+ "--- param existed ---\n",
+ "StackedEnsemble_AllModels_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "StackedEnsemble_BestOfFamily_AutoML_20190425_031629\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_044008_model_1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
- "tryyyyyyyyyyyyyyyy 367\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 368\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 369\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 370\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 371\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 372\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 373\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 374\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 375\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 376\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 377\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 378\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 379\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 380\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 381\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 382\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 383\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 384\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 385\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 386\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 387\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 388\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 389\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 390\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 391\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 392\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 393\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 394\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 395\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 396\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 397\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 398\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 399\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 400\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 401\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 402\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 403\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 404\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 405\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 406\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 407\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 408\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 409\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 410\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 411\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 412\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 413\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 414\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 415\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 416\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 417\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 418\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 419\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 420\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 421\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 422\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 423\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 424\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 425\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 426\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 427\n",
- "done\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_034434_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_061247_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_031629_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_054218_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_050348_model_1\n",
+ "--- param existed ---\n",
+ "GLM_grid_1_AutoML_20190425_040839_model_1\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_034434_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_11\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_061247_model_15\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_11\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_054218_model_2\n",
+ "--- param existed ---\n",
+ "XGBoost_grid_1_AutoML_20190425_044008_model_8\n",
+ "--- param existed ---\n"
+ ]
+ }
+ ],
+ "source": [
+ "board_csv = board_to_csv(leaderBoard)\n",
+ "\n",
+ "every_params = get_every_params(board_csv)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 193,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
"Warning: This model doesn't have variable importances\n",
- "tryyyyyyyyyyyyyyyy 428\n",
- "StackedEnsemble_AllModels_AutoML_20190416_015849\n",
- "pass\n",
- "tryyyyyyyyyyyyyyyy 429\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 430\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 431\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 432\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 433\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 434\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 435\n",
- "done\n",
"Warning: This model doesn't have variable importances\n",
- "tryyyyyyyyyyyyyyyy 436\n",
- "StackedEnsemble_BestOfFamily_AutoML_20190416_015849\n",
- "pass\n",
- "tryyyyyyyyyyyyyyyy 437\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 438\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 439\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 440\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 441\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 442\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 443\n",
- "done\n",
- "tryyyyyyyyyyyyyyyy 444\n",
- "done\n"
+ "--- create new folder varimp ---\n",
+ "all varimp done\n"
]
}
],
"source": [
- "runtime = 2000\n",
- "leaderBoard = get_leaderBoard(runtime)\n",
- "\n",
- "board_csv = board_to_csv(leaderBoard, runtime)\n",
- "board_csv.to_csv('result/2000/leaderboard.csv', sep='\\t')\n",
- "\n",
- "params = get_all_params(board_csv)\n",
- "with open('result/2000/params.json', 'w') as f:\n",
- " json.dump(params, f)\n",
- " \n",
- "all_varimp = get_all_varimp(board_csv) \n",
- "all_varimp.to_csv('result/2000/all_varimp.csv', sep='\\t')"
+ "all_varimp = get_all_varimp(board_csv) "
]
},
{
"cell_type": "code",
- "execution_count": 33,
- "metadata": {},
+ "execution_count": 194,
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [
{
"name": "stdout",
@@ -5754,27 +6826,27 @@
"text": [
"Model Details\n",
"=============\n",
- "H2OGradientBoostingEstimator : Gradient Boosting Machine\n",
- "Model Key: GBM_1_AutoML_20190416_015849\n",
+ "H2OXGBoostEstimator : XGBoost\n",
+ "Model Key: XGBoost_grid_1_AutoML_20190425_061247_model_5\n",
"\n",
"\n",
- "ModelMetricsRegression: gbm\n",
+ "ModelMetricsRegression: xgboost\n",
"** Reported on train data. **\n",
"\n",
- "MSE: 9064188861621198.0\n",
- "RMSE: 95206033.74587767\n",
- "MAE: 67496135.99104144\n",
- "RMSLE: 0.25946421720441404\n",
- "Mean Residual Deviance: 9064188861621198.0\n",
+ "MSE: 5816853476665414.0\n",
+ "RMSE: 76268299.29050086\n",
+ "MAE: 46229019.4722372\n",
+ "RMSLE: 0.17690396458636065\n",
+ "Mean Residual Deviance: 5816853476665414.0\n",
"\n",
- "ModelMetricsRegression: gbm\n",
+ "ModelMetricsRegression: xgboost\n",
"** Reported on cross-validation data. **\n",
"\n",
- "MSE: 2.5146739460939084e+16\n",
- "RMSE: 158577235.00218776\n",
- "MAE: 96028946.28873461\n",
- "RMSLE: 0.3325625379269681\n",
- "Mean Residual Deviance: 2.5146739460939084e+16\n",
+ "MSE: 2.3382607125691124e+16\n",
+ "RMSE: 152913724.45170227\n",
+ "MAE: 90137824.6296496\n",
+ "RMSLE: 0.31093634277167725\n",
+ "Mean Residual Deviance: 2.3382607125691124e+16\n",
"Cross-Validation Metrics Summary: \n"
]
},
@@ -5790,72 +6862,72 @@
"| cv_4_valid | \n",
"cv_5_valid | \n",
"| mae | \n",
- "96028944.0000000 | \n",
- "3612221.8 | \n",
- "100648072.0000000 | \n",
- "89991768.0000000 | \n",
- "99987528.0000000 | \n",
- "89572152.0000000 | \n",
- "99945208.0000000 |
\n",
+ "90137824.0000000 | \n",
+ "1720194.9 | \n",
+ "94745192.0000000 | \n",
+ "89716088.0000000 | \n",
+ "89148568.0000000 | \n",
+ "89563824.0000000 | \n",
+ "87515440.0000000 | \n",
"| mean_residual_deviance | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
+ "23382607300000000.0000000 | \n",
+ "1616059290000000.0000000 | \n",
+ "26254581000000000.0000000 | \n",
+ "24030997000000000.0000000 | \n",
+ "21081099600000000.0000000 | \n",
+ "25161494700000000.0000000 | \n",
+ "20384864000000000.0000000 | \n",
"| mse | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
+ "23382607300000000.0000000 | \n",
+ "1616059290000000.0000000 | \n",
+ "26254581000000000.0000000 | \n",
+ "24030997000000000.0000000 | \n",
+ "21081099600000000.0000000 | \n",
+ "25161494700000000.0000000 | \n",
+ "20384864000000000.0000000 | \n",
"| r2 | \n",
- "0.7517724 | \n",
- "0.0152310 | \n",
- "0.7486387 | \n",
- "0.7622951 | \n",
- "0.7392049 | \n",
- "0.7862044 | \n",
- "0.7225189 |
\n",
+ "0.7620259 | \n",
+ "0.0145352 | \n",
+ "0.7485561 | \n",
+ "0.7481739 | \n",
+ "0.7475859 | \n",
+ "0.7647564 | \n",
+ "0.8010572 | \n",
"| residual_deviance | \n",
- "25146739300000000.0000000 | \n",
- "3702095920000000.0000000 | \n",
- "27711208500000000.0000000 | \n",
- "18931681100000000.0000000 | \n",
- "30423211900000000.0000000 | \n",
- "18735190700000000.0000000 | \n",
- "29932406600000000.0000000 |
\n",
+ "23382607300000000.0000000 | \n",
+ "1616059290000000.0000000 | \n",
+ "26254581000000000.0000000 | \n",
+ "24030997000000000.0000000 | \n",
+ "21081099600000000.0000000 | \n",
+ "25161494700000000.0000000 | \n",
+ "20384864000000000.0000000 | \n",
"| rmse | \n",
- "157673632.0000000 | \n",
- "11953314.0000000 | \n",
- "166466832.0000000 | \n",
- "137592448.0000000 | \n",
- "174422512.0000000 | \n",
- "136876560.0000000 | \n",
- "173009840.0000000 |
\n",
+ "152728928.0000000 | \n",
+ "5314216.0 | \n",
+ "162032656.0000000 | \n",
+ "155019344.0000000 | \n",
+ "145193312.0000000 | \n",
+ "158623744.0000000 | \n",
+ "142775568.0000000 | \n",
"| rmsle | \n",
- "0.3324099 | \n",
- "0.0071243 | \n",
- "0.3404068 | \n",
- "0.3175372 | \n",
- "0.3412233 | \n",
- "0.3229898 | \n",
- "0.3398924 |
"
+ "0.3108959 | \n",
+ "0.0035453 | \n",
+ "0.3065266 | \n",
+ "0.3103514 | \n",
+ "0.3044514 | \n",
+ "0.31621 | \n",
+ "0.3169402 | "
],
"text/plain": [
" mean sd cv_1_valid cv_2_valid cv_3_valid cv_4_valid cv_5_valid\n",
"---------------------- ----------- ----------- ------------ ------------ ------------ ------------ ------------\n",
- "mae 9.60289e+07 3.61222e+06 1.00648e+08 8.99918e+07 9.99875e+07 8.95722e+07 9.99452e+07\n",
- "mean_residual_deviance 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "mse 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "r2 0.751772 0.015231 0.748639 0.762295 0.739205 0.786204 0.722519\n",
- "residual_deviance 2.51467e+16 3.7021e+15 2.77112e+16 1.89317e+16 3.04232e+16 1.87352e+16 2.99324e+16\n",
- "rmse 1.57674e+08 1.19533e+07 1.66467e+08 1.37592e+08 1.74423e+08 1.36877e+08 1.7301e+08\n",
- "rmsle 0.33241 0.00712425 0.340407 0.317537 0.341223 0.32299 0.339892"
+ "mae 9.01378e+07 1.72019e+06 9.47452e+07 8.97161e+07 8.91486e+07 8.95638e+07 8.75154e+07\n",
+ "mean_residual_deviance 2.33826e+16 1.61606e+15 2.62546e+16 2.4031e+16 2.10811e+16 2.51615e+16 2.03849e+16\n",
+ "mse 2.33826e+16 1.61606e+15 2.62546e+16 2.4031e+16 2.10811e+16 2.51615e+16 2.03849e+16\n",
+ "r2 0.762026 0.0145352 0.748556 0.748174 0.747586 0.764756 0.801057\n",
+ "residual_deviance 2.33826e+16 1.61606e+15 2.62546e+16 2.4031e+16 2.10811e+16 2.51615e+16 2.03849e+16\n",
+ "rmse 1.52729e+08 5.31422e+06 1.62033e+08 1.55019e+08 1.45193e+08 1.58624e+08 1.42776e+08\n",
+ "rmsle 0.310896 0.00354531 0.306527 0.310351 0.304451 0.31621 0.31694"
]
},
"metadata": {},
@@ -5879,40 +6951,40 @@
"training_mae | \n",
"training_deviance | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.530 sec | \n",
+ "2019-04-25 06:19:45 | \n",
+ " 5 min 15.917 sec | \n",
"0.0 | \n",
- "316955226.6467000 | \n",
- "217175355.8332210 | \n",
- "100460615698660944.0000000 |
\n",
+ "510052399.0745529 | \n",
+ "401904324.3927224 | \n",
+ "260153449801706944.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.570 sec | \n",
+ "2019-04-25 06:19:45 | \n",
+ " 5 min 15.970 sec | \n",
"5.0 | \n",
- "233002195.6791182 | \n",
- "161623741.1834266 | \n",
- "54290023191290104.0000000 |
\n",
+ "418495889.6627705 | \n",
+ "314314193.8485175 | \n",
+ "175138809664633760.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.599 sec | \n",
+ "2019-04-25 06:19:45 | \n",
+ " 5 min 16.016 sec | \n",
"10.0 | \n",
- "185979042.9780051 | \n",
- "128617301.5363942 | \n",
- "34588204427014652.0000000 |
\n",
+ "349709775.0411803 | \n",
+ "246363801.1789757 | \n",
+ "122296926759352912.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.637 sec | \n",
+ "2019-04-25 06:19:45 | \n",
+ " 5 min 16.075 sec | \n",
"15.0 | \n",
- "160886370.0168623 | \n",
- "110703199.1023516 | \n",
- "25884424057202716.0000000 |
\n",
+ "299245657.0630278 | \n",
+ "196418295.8727763 | \n",
+ "89547963271083248.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.677 sec | \n",
+ "2019-04-25 06:19:45 | \n",
+ " 5 min 16.145 sec | \n",
"20.0 | \n",
- "147080024.7121016 | \n",
- "100357653.0723404 | \n",
- "21632533669312412.0000000 |
\n",
+ "260142796.7636881 | \n",
+ "160260701.7320755 | \n",
+ "67674274708033504.0000000 | \n",
"| --- | \n",
"--- | \n",
"--- | \n",
@@ -5921,55 +6993,55 @@
"--- | \n",
"--- |
\n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.941 sec | \n",
- "80.0 | \n",
- "100875681.1094938 | \n",
- "71046537.4405375 | \n",
- "10175903039304288.0000000 |
\n",
+ "2019-04-25 06:19:52 | \n",
+ " 5 min 23.585 sec | \n",
+ "150.0 | \n",
+ "81121986.2703420 | \n",
+ "48660595.7735849 | \n",
+ "6580776656445555.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.960 sec | \n",
- "85.0 | \n",
- "98941160.7536640 | \n",
- "69978548.0206047 | \n",
- "9789353291282378.0000000 |
\n",
+ "2019-04-25 06:19:53 | \n",
+ " 5 min 24.071 sec | \n",
+ "155.0 | \n",
+ "79778282.6056677 | \n",
+ "47968167.1115903 | \n",
+ "6364574375509785.0000000 | \n",
" | \n",
- "2019-04-16 01:59:34 | \n",
- " 2.982 sec | \n",
- "90.0 | \n",
- "97317074.0339378 | \n",
- "68895259.2815230 | \n",
- "9470612898526922.0000000 |
\n",
+ "2019-04-25 06:19:53 | \n",
+ " 5 min 24.578 sec | \n",
+ "160.0 | \n",
+ "78501676.1712975 | \n",
+ "47346526.1649596 | \n",
+ "6162513161703253.0000000 | \n",
" | \n",
- "2019-04-16 01:59:35 | \n",
- " 3.000 sec | \n",
- "95.0 | \n",
- "95815426.8702730 | \n",
- "67948401.3007839 | \n",
- "9180596026332636.0000000 |
\n",
+ "2019-04-25 06:19:54 | \n",
+ " 5 min 25.089 sec | \n",
+ "165.0 | \n",
+ "77163595.8103168 | \n",
+ "46649815.0442049 | \n",
+ "5954220518377946.0000000 | \n",
" | \n",
- "2019-04-16 01:59:35 | \n",
- " 3.008 sec | \n",
- "97.0 | \n",
- "95206033.7458777 | \n",
- "67496135.9910414 | \n",
- "9064188861621198.0000000 |
"
+ "2019-04-25 06:19:54 | \n",
+ " 5 min 25.606 sec | \n",
+ "169.0 | \n",
+ "76268299.2905009 | \n",
+ "46229019.4722372 | \n",
+ "5816853476665414.0000000 | "
],
"text/plain": [
- " timestamp duration number_of_trees training_rmse training_mae training_deviance\n",
- "--- ------------------- ---------- ----------------- ------------------ ------------------ ----------------------\n",
- " 2019-04-16 01:59:34 2.530 sec 0.0 316955226.64669997 217175355.83322105 1.0046061569866094e+17\n",
- " 2019-04-16 01:59:34 2.570 sec 5.0 233002195.67911825 161623741.18342665 5.4290023191290104e+16\n",
- " 2019-04-16 01:59:34 2.599 sec 10.0 185979042.97800505 128617301.53639418 3.4588204427014652e+16\n",
- " 2019-04-16 01:59:34 2.637 sec 15.0 160886370.01686227 110703199.10235162 2.5884424057202716e+16\n",
- " 2019-04-16 01:59:34 2.677 sec 20.0 147080024.71210158 100357653.07234043 2.1632533669312412e+16\n",
- "--- --- --- --- --- --- ---\n",
- " 2019-04-16 01:59:34 2.941 sec 80.0 100875681.10949382 71046537.44053751 1.0175903039304288e+16\n",
- " 2019-04-16 01:59:34 2.960 sec 85.0 98941160.75366399 69978548.0206047 9789353291282378.0\n",
- " 2019-04-16 01:59:34 2.982 sec 90.0 97317074.03393775 68895259.28152296 9470612898526922.0\n",
- " 2019-04-16 01:59:35 3.000 sec 95.0 95815426.87027301 67948401.30078387 9180596026332636.0\n",
- " 2019-04-16 01:59:35 3.008 sec 97.0 95206033.74587767 67496135.99104144 9064188861621198.0"
+ " timestamp duration number_of_trees training_rmse training_mae training_deviance\n",
+ "--- ------------------- ---------------- ----------------- ------------------ ------------------ ----------------------\n",
+ " 2019-04-25 06:19:45 5 min 15.917 sec 0.0 510052399.0745529 401904324.39272237 2.6015344980170694e+17\n",
+ " 2019-04-25 06:19:45 5 min 15.970 sec 5.0 418495889.66277045 314314193.84851754 1.7513880966463376e+17\n",
+ " 2019-04-25 06:19:45 5 min 16.016 sec 10.0 349709775.04118025 246363801.17897573 1.2229692675935291e+17\n",
+ " 2019-04-25 06:19:45 5 min 16.075 sec 15.0 299245657.0630278 196418295.87277627 8.954796327108325e+16\n",
+ " 2019-04-25 06:19:45 5 min 16.145 sec 20.0 260142796.76368806 160260701.73207548 6.76742747080335e+16\n",
+ "--- --- --- --- --- --- ---\n",
+ " 2019-04-25 06:19:52 5 min 23.585 sec 150.0 81121986.27034199 48660595.7735849 6580776656445555.0\n",
+ " 2019-04-25 06:19:53 5 min 24.071 sec 155.0 79778282.60566773 47968167.111590296 6364574375509785.0\n",
+ " 2019-04-25 06:19:53 5 min 24.578 sec 160.0 78501676.17129748 47346526.16495957 6162513161703253.0\n",
+ " 2019-04-25 06:19:54 5 min 25.089 sec 165.0 77163595.81031683 46649815.04420485 5954220518377946.0\n",
+ " 2019-04-25 06:19:54 5 min 25.606 sec 169.0 76268299.29050086 46229019.4722372 5816853476665414.0"
]
},
"metadata": {},
@@ -5992,99 +7064,99 @@
"scaled_importance | \n",
"percentage | \n",
"| supply_area | \n",
- "514244051216881418240.0000000 | \n",
+ "1436747078848013664256.0000000 | \n",
"1.0 | \n",
- "0.2696530 |
\n",
+ "0.2745831 | \n",
"| city | \n",
- "355607991304987869184.0000000 | \n",
- "0.6915160 | \n",
- "0.1864694 |
\n",
+ "970252688970932551680.0000000 | \n",
+ "0.6753121 | \n",
+ "0.1854293 | \n",
"| exclusive_use_area | \n",
- "287178627309046333440.0000000 | \n",
- "0.5584481 | \n",
- "0.1505872 |
\n",
- "| apartment_building_count_in_sites | \n",
- "136599603887541846016.0000000 | \n",
- "0.2656319 | \n",
- "0.0716284 |
\n",
+ "888728176672550944768.0000000 | \n",
+ "0.6185697 | \n",
+ "0.1698488 | \n",
+ "| heat_fuel_cogeneration | \n",
+ "430438852735329632256.0000000 | \n",
+ "0.2995926 | \n",
+ "0.0822631 |
\n",
"| total_parking_capacity_in_site | \n",
- "110624380553147711488.0000000 | \n",
- "0.2151204 | \n",
- "0.0580079 |
\n",
+ "321311848689538433024.0000000 | \n",
+ "0.2236384 | \n",
+ "0.0614073 | \n",
+ "| apartment_building_count_in_sites | \n",
+ "252033045990442270720.0000000 | \n",
+ "0.1754192 | \n",
+ "0.0481672 |
\n",
"| total_household_count_in_sites | \n",
- "83936717664419840000.0000000 | \n",
- "0.1632235 | \n",
- "0.0440137 |
\n",
- "| floor | \n",
- "79562227090429313024.0000000 | \n",
- "0.1547169 | \n",
- "0.0417199 |
\n",
- "| heat_fuel_cogeneration | \n",
- "62866688380418129920.0000000 | \n",
- "0.1222507 | \n",
- "0.0329653 |
\n",
+ "242843996308560150528.0000000 | \n",
+ "0.1690235 | \n",
+ "0.0464110 | \n",
"| total_household_count_of_area_type | \n",
- "52281927434330177536.0000000 | \n",
- "0.1016675 | \n",
- "0.0274150 |
\n",
+ "188630754709808873472.0000000 | \n",
+ "0.1312902 | \n",
+ "0.0360501 | \n",
+ "| floor | \n",
+ "127563790942199611392.0000000 | \n",
+ "0.0887865 | \n",
+ "0.0243793 |
\n",
"| heat_fuel_gas | \n",
- "43593366649318670336.0000000 | \n",
- "0.0847717 | \n",
- "0.0228590 |
\n",
- "| bathroom_count | \n",
- "42576472325253758976.0000000 | \n",
- "0.0827943 | \n",
- "0.0223257 |
\n",
+ "107952584889838075904.0000000 | \n",
+ "0.0751368 | \n",
+ "0.0206313 | \n",
"| heat_type_district | \n",
- "35194944992644694016.0000000 | \n",
- "0.0684402 | \n",
- "0.0184551 |
\n",
+ "82495266716498526208.0000000 | \n",
+ "0.0574181 | \n",
+ "0.0157660 | \n",
"| heat_type_individual | \n",
- "34225360454899728384.0000000 | \n",
- "0.0665547 | \n",
- "0.0179467 |
\n",
- "| front_door_structure_stairway | \n",
- "24499676530895486976.0000000 | \n",
- "0.0476421 | \n",
- "0.0128468 |
\n",
+ "73838072799204212736.0000000 | \n",
+ "0.0513925 | \n",
+ "0.0141115 | \n",
"| room_count | \n",
- "20022249678312570880.0000000 | \n",
- "0.0389353 | \n",
- "0.0104990 |
\n",
- "| front_door_structure_mixed | \n",
- "10703568675027288064.0000000 | \n",
- "0.0208142 | \n",
- "0.0056126 |
\n",
+ "34526037302677864448.0000000 | \n",
+ "0.0240307 | \n",
+ "0.0065984 | \n",
+ "| bathroom_count | \n",
+ "27993634212897882112.0000000 | \n",
+ "0.0194840 | \n",
+ "0.0053500 |
\n",
+ "| front_door_structure_stairway | \n",
+ "24037608968345878528.0000000 | \n",
+ "0.0167306 | \n",
+ "0.0045939 |
\n",
"| heat_type_central | \n",
- "7370545410470838272.0000000 | \n",
- "0.0143328 | \n",
- "0.0038649 |
\n",
+ "11834382299334443008.0000000 | \n",
+ "0.0082369 | \n",
+ "0.0022617 | \n",
"| front_door_structure_corridor | \n",
- "5969837415672578048.0000000 | \n",
- "0.0116090 | \n",
- "0.0031304 |
"
+ "10630146587059290112.0000000 | \n",
+ "0.0073988 | \n",
+ "0.0020316 | \n",
+ "| front_door_structure_mixed | \n",
+ "609122913437614080.0000000 | \n",
+ "0.0004240 | \n",
+ "0.0001164 |
"
],
"text/plain": [
"variable relative_importance scaled_importance percentage\n",
"---------------------------------- --------------------- ------------------- ------------\n",
- "supply_area 5.14244e+20 1 0.269653\n",
- "city 3.55608e+20 0.691516 0.186469\n",
- "exclusive_use_area 2.87179e+20 0.558448 0.150587\n",
- "apartment_building_count_in_sites 1.366e+20 0.265632 0.0716284\n",
- "total_parking_capacity_in_site 1.10624e+20 0.21512 0.0580079\n",
- "total_household_count_in_sites 8.39367e+19 0.163224 0.0440137\n",
- "floor 7.95622e+19 0.154717 0.0417199\n",
- "heat_fuel_cogeneration 6.28667e+19 0.122251 0.0329653\n",
- "total_household_count_of_area_type 5.22819e+19 0.101668 0.027415\n",
- "heat_fuel_gas 4.35934e+19 0.0847717 0.022859\n",
- "bathroom_count 4.25765e+19 0.0827943 0.0223257\n",
- "heat_type_district 3.51949e+19 0.0684402 0.0184551\n",
- "heat_type_individual 3.42254e+19 0.0665547 0.0179467\n",
- "front_door_structure_stairway 2.44997e+19 0.0476421 0.0128468\n",
- "room_count 2.00222e+19 0.0389353 0.010499\n",
- "front_door_structure_mixed 1.07036e+19 0.0208142 0.00561261\n",
- "heat_type_central 7.37055e+18 0.0143328 0.00386488\n",
- "front_door_structure_corridor 5.96984e+18 0.011609 0.00313039"
+ "supply_area 1.43675e+21 1 0.274583\n",
+ "city 9.70253e+20 0.675312 0.185429\n",
+ "exclusive_use_area 8.88728e+20 0.61857 0.169849\n",
+ "heat_fuel_cogeneration 4.30439e+20 0.299593 0.0822631\n",
+ "total_parking_capacity_in_site 3.21312e+20 0.223638 0.0614073\n",
+ "apartment_building_count_in_sites 2.52033e+20 0.175419 0.0481672\n",
+ "total_household_count_in_sites 2.42844e+20 0.169023 0.046411\n",
+ "total_household_count_of_area_type 1.88631e+20 0.13129 0.0360501\n",
+ "floor 1.27564e+20 0.0887865 0.0243793\n",
+ "heat_fuel_gas 1.07953e+20 0.0751368 0.0206313\n",
+ "heat_type_district 8.24953e+19 0.0574181 0.015766\n",
+ "heat_type_individual 7.38381e+19 0.0513925 0.0141115\n",
+ "room_count 3.4526e+19 0.0240307 0.00659842\n",
+ "bathroom_count 2.79936e+19 0.019484 0.00534999\n",
+ "front_door_structure_stairway 2.40376e+19 0.0167306 0.00459393\n",
+ "heat_type_central 1.18344e+19 0.00823693 0.00226172\n",
+ "front_door_structure_corridor 1.06301e+19 0.00739876 0.00203157\n",
+ "front_door_structure_mixed 6.09123e+17 0.00042396 0.000116412"
]
},
"metadata": {},
@@ -6094,26 +7166,50 @@
"data": {
"text/plain": []
},
- "execution_count": 33,
+ "execution_count": 194,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "bestModel_2000 = get_BestModel(board_csv)\n",
+ "bestModel_2000= get_BestModel(board_csv)\n",
"bestModel_2000"
]
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 195,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'/Users/bonnie/6105/project/DS/project/results/CzanFF2000/bestModel/XGBoost_grid_1_AutoML_20190425_061247_model_5'"
+ ]
+ },
+ "execution_count": 195,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "my_path = run_path + '/bestModel'\n",
+ "h2o.save_model(model=bestModel_2000, \n",
+ " path = my_path, \n",
+ " # force=True\n",
+ " )\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 196,
"metadata": {
- "scrolled": true
+ "scrolled": false
},
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
""
]
@@ -6130,12 +7226,352 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 197,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'xgboost'"
+ ]
+ },
+ "execution_count": 197,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "bestModel_2000.algo"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 198,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "meta_data['mod_best']=bestModel_2000._id\n",
+ "meta_data['mod_best_algo']=bestModel_2000.algo\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 199,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 XGBoost_grid_1_AutoML_20190425_061247_model_5\n",
+ "1 XGBoost_grid_1_AutoML_20190425_054218_model_6\n",
+ "2 GBM_1_AutoML_20190425_061247\n",
+ "3 XGBoost_grid_1_AutoML_20190425_034434_model_5\n",
+ "4 XGBoost_grid_1_AutoML_20190425_061247_model_2\n",
+ "5 XGBoost_grid_1_AutoML_20190425_054218_model_7\n",
+ "6 XGBoost_grid_1_AutoML_20190425_040839_model_7\n",
+ "7 GBM_1_AutoML_20190425_031629\n",
+ "8 GBM_grid_1_AutoML_20190425_034434_model_4\n",
+ "9 XGBoost_grid_1_AutoML_20190425_044008_model_1\n",
+ "10 XGBoost_grid_1_AutoML_20190425_061247_model_7\n",
+ "11 XGBoost_1_AutoML_20190425_044008\n",
+ "12 GBM_1_AutoML_20190425_044008\n",
+ "13 XGBoost_1_AutoML_20190425_054218\n",
+ "14 XGBoost_1_AutoML_20190425_031629\n",
+ "15 XGBoost_grid_1_AutoML_20190425_061247_model_6\n",
+ "16 XGBoost_grid_1_AutoML_20190425_044008_model_4\n",
+ "17 XGBoost_grid_1_AutoML_20190425_040839_model_5\n",
+ "18 XGBoost_grid_1_AutoML_20190425_040839_model_6\n",
+ "19 GBM_grid_1_AutoML_20190425_044008_model_7\n",
+ "20 XGBoost_grid_1_AutoML_20190425_061247_model_4\n",
+ "21 XGBoost_grid_1_AutoML_20190425_054218_model_9\n",
+ "22 XGBoost_1_AutoML_20190425_040839\n",
+ "23 XGBoost_2_AutoML_20190425_061247\n",
+ "24 XGBoost_1_AutoML_20190425_061247\n",
+ "25 GBM_1_AutoML_20190425_050348\n",
+ "26 XGBoost_grid_1_AutoML_20190425_054218_model_8\n",
+ "27 GBM_grid_1_AutoML_20190425_050348_model_17\n",
+ "28 XGBoost_grid_1_AutoML_20190425_054218_model_12\n",
+ "29 XGBoost_grid_1_AutoML_20190425_050348_model_5\n",
+ " ... \n",
+ "349 XGBoost_grid_1_AutoML_20190425_034434_model_8\n",
+ "350 GBM_grid_1_AutoML_20190425_061247_model_26\n",
+ "351 GBM_grid_1_AutoML_20190425_054218_model_30\n",
+ "352 GBM_grid_1_AutoML_20190425_054218_model_29\n",
+ "353 GBM_grid_1_AutoML_20190425_044008_model_29\n",
+ "354 GBM_grid_1_AutoML_20190425_031629_model_4\n",
+ "355 GBM_grid_1_AutoML_20190425_061247_model_18\n",
+ "356 GBM_grid_1_AutoML_20190425_061247_model_13\n",
+ "357 GBM_grid_1_AutoML_20190425_054218_model_4\n",
+ "358 GBM_grid_1_AutoML_20190425_061247_model_35\n",
+ "359 GBM_grid_1_AutoML_20190425_061247_model_36\n",
+ "360 GBM_grid_1_AutoML_20190425_061247_model_37\n",
+ "361 GBM_grid_1_AutoML_20190425_040839_model_34\n",
+ "362 GBM_grid_1_AutoML_20190425_050348_model_32\n",
+ "363 StackedEnsemble_AllModels_AutoML_20190425_031629\n",
+ "364 StackedEnsemble_BestOfFamily_AutoML_20190425_0...\n",
+ "365 GLM_grid_1_AutoML_20190425_044008_model_1\n",
+ "366 GLM_grid_1_AutoML_20190425_034434_model_1\n",
+ "367 GLM_grid_1_AutoML_20190425_061247_model_1\n",
+ "368 GLM_grid_1_AutoML_20190425_031629_model_1\n",
+ "369 GLM_grid_1_AutoML_20190425_054218_model_1\n",
+ "370 GLM_grid_1_AutoML_20190425_050348_model_1\n",
+ "371 GLM_grid_1_AutoML_20190425_040839_model_1\n",
+ "372 XGBoost_grid_1_AutoML_20190425_034434_model_2\n",
+ "373 XGBoost_grid_1_AutoML_20190425_061247_model_11\n",
+ "374 XGBoost_grid_1_AutoML_20190425_061247_model_15\n",
+ "375 XGBoost_grid_1_AutoML_20190425_044008_model_2\n",
+ "376 XGBoost_grid_1_AutoML_20190425_054218_model_11\n",
+ "377 XGBoost_grid_1_AutoML_20190425_054218_model_2\n",
+ "378 XGBoost_grid_1_AutoML_20190425_044008_model_8\n",
+ "Name: model_id, Length: 379, dtype: object"
+ ]
+ },
+ "execution_count": 199,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "aml_leaderboard_df=leaderBoard.as_data_frame()\n",
+ "model_set=aml_leaderboard_df['model_id']\n",
+ "model_set"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 202,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "DL = [ 263, 264, 253, 256, 243, 247, 260, 307, 269, 281, 284, 291, 293, 236, 305, 255, 322, 239, 279, 304, 268, 309, 315, 266, 312, 238, 308, 289, 306, 257, 280, 245, 276, 242, 275, 283, 334, 311, 194, 235, 278, 316, 318, 313, 265, 319, 303, 271, 301, 299, 326, 332, 330, 310,]\n",
+ "DRF = [85, 97, 78, 143, 129, 158, 84,]\n",
+ "GBM=[ 7, 32, 52, 12, 25, 48, 2, 100, 102, 108, 118, 116, 130, 93, 111, 115, 104, 99, 82, 109, 110, 73, 54, 94, 89, 67, 72, 105, 219, 226, 233, 229, 228, 232, 224, 98, 287, 92, 354, 340, 209, 323, 177, 339, 8, 173, 294, 296, 217, 251, 241, 206, 184, 90, 272, 122, 267, 61, 40, 168, 180, 345, 63, 331, 117, 295, 237, 113, 169, 133, 262, 324, 147, 249, 240, 361, 69, 285, 170, 148, 213, 203, 119, 274, 201, 60, 234, 221, 321, 193, 210, 154, 248, 225, 182, 292, 185, 70, 161, 172, 198, 335, 297, 353, 212, 320, 341, 214, 246, 186, 19, 167, 156, 222, 171, 95, 207, 314, 175, 176, 134, 27, 107, 187, 166, 227, 343, 197, 200, 231, 208, 218, 254, 347, 46, 144, 179, 333, 362, 348, 114, 244, 58, 150, 165, 220, 204, 162, 258, 112, 290, 252, 77, 80, 337, 126, 259, 195, 338, 191, 131, 250, 199, 50, 216, 352, 86, 351, 357, 189, 282, 55, 336, 178, 202, 342, 164, 288, 356, 181, 300, 192, 196, 355, 151, 49, 211, 138, 327, 153, 145, 350, 215, 223, 125, 190, 325, 328, 346, 344, 298, 358, 359, 360, 188, 174, 87, 277, 261, 137,]\n",
+ "GLM = [368, 366, 371, 365, 370, 369, 367, ]\n",
+ "XGB = [14, 34, 22, 11, 36, 13, 24, 57, 37, 56, 71, 62, 35, 23, 163, 159, 155, 149, 160, 152, 157, 53, 66, 39, 372, 31, 51, 3, 127, 123, 349, 41, 141, 146, 91, 17, 18, 6, 230, 9, 375, 45, 16, 88, 142, 302, 378, 42, 59, 183, 96, 139, 205, 136, 68, 76, 38, 29, 81, 106, 121, 132, 47, 64, 376, 28, 30, 329, 377, 317, 83, 101, 1, 5, 26, 21, 270, 43, 373, 65, 286, 44, 374, 273, 4, 75, 20, 0, 15, 10, 33,103,]\n",
+ "XRT = [74, 79, 120, 124, 128, 135, 140,]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 203,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "HP done\n",
+ "--- hyperparameter existed ---\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n",
+ "HP done\n",
+ "HP_to_csv done\n"
+ ]
+ }
+ ],
+ "source": [
+ "DL = get_DL_params(board_csv, DL, 'DL')\n",
+ "XGB = get_XG_params(board_csv, XGB, 'XGB')\n",
+ "DRF = get_DRF_params(board_csv, DRF, 'DRF')\n",
+ "GBM = get_GBM_params(board_csv, GBM, 'GBM')\n",
+ "XRT = get_XRT_params(board_csv, XRT, 'XRT')\n",
+ "GLM = get_GLM_params(board_csv, GLM, 'GLM') "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 204,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['XGBoost_grid_1_AutoML_20190425_061247_model_5',\n",
+ " 'GBM_1_AutoML_20190425_061247',\n",
+ " 'XRT_1_AutoML_20190425_031629',\n",
+ " 'DRF_1_AutoML_20190425_040839',\n",
+ " 'DeepLearning_grid_1_AutoML_20190425_054218_model_1',\n",
+ " 'StackedEnsemble_AllModels_AutoML_20190425_031629']"
+ ]
+ },
+ "execution_count": 204,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# best model of each type\n",
+ "best_model_set = [0,2,74,78,194,363,]\n",
+ "best_sets_2000 = get_best_models(best_model_set, model_set)\n",
+ "meta_data['models']=best_sets_2000\n",
+ "best_sets_2000\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 205,
"metadata": {},
"outputs": [],
+ "source": [
+ "# Update and save meta data\n",
+ "\n",
+ "meta_data['end_time'] = time.time()\n",
+ "meta_data['execution_time'] = meta_data['end_time'] - meta_data['start_time']\n",
+ " \n",
+ "n=run_id+'_meta_data.json'\n",
+ "dict_to_json(meta_data,n)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 206,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'start_time': 1556187167.476568,\n",
+ " 'target': 'transaction_real_price',\n",
+ " 'server_path': '/Users/bonnie/6105/project/DS/project/results',\n",
+ " 'data_path': '/Users/bonnie/6105/project/DS/project/data/trainPriceCleaned.csv',\n",
+ " 'test_path': None,\n",
+ " 'max_models': 9,\n",
+ " 'run_time': 2000,\n",
+ " 'run_id': 'CzanFF2000',\n",
+ " 'scale': False,\n",
+ " 'classification': False,\n",
+ " 'model_path': None,\n",
+ " 'balance': False,\n",
+ " 'balance_threshold': 0.2,\n",
+ " 'project': None,\n",
+ " 'end_time': 1556189506.807585,\n",
+ " 'execution_time': 2339.3310170173645,\n",
+ " 'run_path': '/Users/bonnie/6105/project/DS/project/results/CzanFF2000',\n",
+ " 'nthreads': 1,\n",
+ " 'min_mem_size': 1,\n",
+ " 'analysis': 0,\n",
+ " 'X': ['city',\n",
+ " 'exclusive_use_area',\n",
+ " 'floor',\n",
+ " 'total_parking_capacity_in_site',\n",
+ " 'total_household_count_in_sites',\n",
+ " 'apartment_building_count_in_sites',\n",
+ " 'supply_area',\n",
+ " 'total_household_count_of_area_type',\n",
+ " 'room_count',\n",
+ " 'bathroom_count',\n",
+ " 'heat_fuel_cogeneration',\n",
+ " 'heat_fuel_gas',\n",
+ " 'heat_type_central',\n",
+ " 'heat_type_district',\n",
+ " 'heat_type_individual',\n",
+ " 'front_door_structure_corridor',\n",
+ " 'front_door_structure_mixed',\n",
+ " 'front_door_structure_stairway'],\n",
+ " 'variables': {'transaction_real_price': 'int',\n",
+ " 'city': 'int',\n",
+ " 'exclusive_use_area': 'real',\n",
+ " 'floor': 'int',\n",
+ " 'total_parking_capacity_in_site': 'int',\n",
+ " 'total_household_count_in_sites': 'int',\n",
+ " 'apartment_building_count_in_sites': 'int',\n",
+ " 'supply_area': 'real',\n",
+ " 'total_household_count_of_area_type': 'int',\n",
+ " 'room_count': 'int',\n",
+ " 'bathroom_count': 'int',\n",
+ " 'heat_fuel_cogeneration': 'int',\n",
+ " 'heat_fuel_gas': 'int',\n",
+ " 'heat_type_central': 'int',\n",
+ " 'heat_type_district': 'int',\n",
+ " 'heat_type_individual': 'int',\n",
+ " 'front_door_structure_corridor': 'int',\n",
+ " 'front_door_structure_mixed': 'int',\n",
+ " 'front_door_structure_stairway': 'int'},\n",
+ " 'model_execution_time_sec': 1797.248456954956,\n",
+ " 'model_execution_time': 1797.248547077179,\n",
+ " 'mod_best': 'XGBoost_grid_1_AutoML_20190425_061247_model_5',\n",
+ " 'mod_best_algo': 'xgboost',\n",
+ " 'models': ['XGBoost_grid_1_AutoML_20190425_061247_model_5',\n",
+ " 'GBM_1_AutoML_20190425_061247',\n",
+ " 'XRT_1_AutoML_20190425_031629',\n",
+ " 'DRF_1_AutoML_20190425_040839',\n",
+ " 'DeepLearning_grid_1_AutoML_20190425_054218_model_1',\n",
+ " 'StackedEnsemble_AllModels_AutoML_20190425_031629']}"
+ ]
+ },
+ "execution_count": 206,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "meta_data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 207,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Writing H2O logs to /Users/bonnie/6105/project/DS/project/results/CzanFF2000/logs/CzanFF2000_autoh2o_log.zip\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'/Users/bonnie/6105/project/DS/project/results/CzanFF2000/logs/CzanFF2000_autoh2o_log.zip'"
+ ]
+ },
+ "execution_count": 207,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Save logs\n",
+ "h2o.download_all_logs(dirname=logs_path, filename=logfile)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 208,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "H2O session _sid_b242 closed.\n"
+ ]
+ }
+ ],
"source": [
"h2o.cluster().shutdown()"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
diff --git a/DS/H2O_CleanData.ipynb b/DS/H2O_CleanData.ipynb
index 21f231b..fa48db2 100644
--- a/DS/H2O_CleanData.ipynb
+++ b/DS/H2O_CleanData.ipynb
@@ -2,19 +2,21 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
- "df=pd.read_csv(\"data/trainPrice.csv\", decimal = ',')"
+ "df=pd.read_csv(\"trainPrice.csv\", decimal = ',')"
]
},
{
"cell_type": "code",
- "execution_count": 2,
- "metadata": {},
+ "execution_count": 35,
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [
{
"data": {
@@ -56,515 +58,515 @@
" \n",
" \n",
" | 0 | \n",
- " 570000000 | \n",
- " 1 | \n",
- " 84.91 | \n",
- " 15 | \n",
- " 1391.0 | \n",
- " 1606 | \n",
- " 15 | \n",
+ " 135000000 | \n",
+ " 0 | \n",
+ " 82.32 | \n",
+ " 4 | \n",
+ " 224.0 | \n",
+ " 200 | \n",
+ " 8 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 104.75 | \n",
- " 958 | \n",
+ " corridor | \n",
+ " 88.51 | \n",
+ " 20 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 1 | \n",
- " 1050000000 | \n",
- " 1 | \n",
- " 84.99 | \n",
- " 17 | \n",
- " 7876.0 | \n",
- " 5563 | \n",
- " 65 | \n",
- " district | \n",
- " cogeneration | \n",
+ " 145000000 | \n",
+ " 0 | \n",
+ " 59.948 | \n",
+ " 19 | \n",
+ " 1497.0 | \n",
+ " 1280 | \n",
+ " 11 | \n",
+ " individual | \n",
+ " gas | \n",
" stairway | \n",
- " 109.35 | \n",
- " 828 | \n",
+ " 85.37 | \n",
+ " 168 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 2 | \n",
- " 586050000 | \n",
+ " 94500000 | \n",
" 0 | \n",
- " 156.7997 | \n",
- " 13 | \n",
- " 857.0 | \n",
- " 390 | \n",
- " 4 | \n",
+ " 59.92 | \n",
+ " 14 | \n",
+ " 559.0 | \n",
+ " 848 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 198.7 | \n",
- " 154 | \n",
+ " 80.44 | \n",
+ " 598 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 3 | \n",
- " 389370000 | \n",
- " 1 | \n",
- " 84.93 | \n",
- " 9 | \n",
- " 492.0 | \n",
- " 455 | \n",
- " 6 | \n",
+ " 308000000 | \n",
+ " 0 | \n",
+ " 84.99 | \n",
+ " 16 | \n",
+ " 1573.0 | \n",
+ " 1733 | \n",
+ " 13 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 109.81 | \n",
- " 78 | \n",
+ " 102.69 | \n",
+ " 628 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 4 | \n",
- " 1130000000 | \n",
+ " 538000000 | \n",
" 1 | \n",
- " 76.5 | \n",
- " 6 | \n",
- " 3930.0 | \n",
- " 3930 | \n",
- " 30 | \n",
+ " 59.88 | \n",
+ " 16 | \n",
+ " 2173.0 | \n",
+ " 2036 | \n",
+ " 19 | \n",
" district | \n",
" cogeneration | \n",
" corridor | \n",
- " 112.39 | \n",
- " 1170 | \n",
+ " 85.12 | \n",
+ " 895 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 5 | \n",
- " 128000000 | \n",
- " 0 | \n",
- " 84.92 | \n",
- " 10 | \n",
- " 225.0 | \n",
- " 343 | \n",
+ " 1265000000 | \n",
" 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 125.62 | \n",
- " 164 | \n",
- " 3.0 | \n",
+ " 115.47 | \n",
+ " 3 | \n",
+ " 1444.0 | \n",
+ " 1848 | \n",
+ " 36 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " corridor | \n",
+ " 143.81 | \n",
+ " 102 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 6 | \n",
- " 350000000 | \n",
- " 1 | \n",
- " 59.54 | \n",
- " 26 | \n",
- " 2990.0 | \n",
- " 2182 | \n",
- " 22 | \n",
+ " 206000000 | \n",
+ " 0 | \n",
+ " 84.98 | \n",
+ " 2 | \n",
+ " 243.0 | \n",
+ " 170 | \n",
+ " 2 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 76.62 | \n",
- " 176 | \n",
+ " 107.32 | \n",
+ " 54 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
" | 7 | \n",
- " 305000000 | \n",
+ " 1120000000 | \n",
" 1 | \n",
- " 84.96 | \n",
- " 9 | \n",
- " 169.0 | \n",
- " 165 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
+ " 126.18 | \n",
+ " 7 | \n",
+ " 5540.0 | \n",
+ " 5539 | \n",
+ " 122 | \n",
+ " district | \n",
+ " cogeneration | \n",
" stairway | \n",
- " 111.28 | \n",
- " 60 | \n",
- " 3.0 | \n",
+ " 161.98 | \n",
+ " 76 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 8 | \n",
- " 315000000 | \n",
+ " 382000000 | \n",
" 1 | \n",
- " 60.053999999999995 | \n",
- " 4 | \n",
- " 635.0 | \n",
- " 620 | \n",
- " 22 | \n",
+ " 84.09 | \n",
+ " 2 | \n",
+ " 2366.0 | \n",
+ " 1971 | \n",
+ " 28 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 81.54 | \n",
- " 256 | \n",
+ " 105.32 | \n",
+ " 394 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 9 | \n",
- " 350000000 | \n",
- " 1 | \n",
- " 84.99 | \n",
- " 6 | \n",
- " 209.0 | \n",
- " 194 | \n",
+ " 80000000 | \n",
+ " 0 | \n",
+ " 57.06 | \n",
+ " 3 | \n",
+ " NaN | \n",
+ " 130 | \n",
" 2 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 108.79 | \n",
- " 108 | \n",
+ " 63.54 | \n",
+ " 40 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 10 | \n",
- " 1400000000 | \n",
+ " 565000000 | \n",
" 1 | \n",
- " 177.255 | \n",
+ " 59.9 | \n",
" 18 | \n",
- " 1662.0 | \n",
- " 490 | \n",
- " 2 | \n",
- " central | \n",
+ " 2776.0 | \n",
+ " 2298 | \n",
+ " 27 | \n",
+ " individual | \n",
" gas | \n",
" stairway | \n",
- " 244.63 | \n",
- " 62 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
+ " 82.54 | \n",
+ " 384 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 11 | \n",
- " 480000000 | \n",
+ " 215600000 | \n",
+ " 0 | \n",
+ " 117.27 | \n",
" 1 | \n",
- " 84.51 | \n",
- " 2 | \n",
- " 465.0 | \n",
- " 387 | \n",
- " 5 | \n",
+ " 941.0 | \n",
+ " 652 | \n",
+ " 11 | \n",
" district | \n",
" cogeneration | \n",
" stairway | \n",
- " 116.84 | \n",
- " 34 | \n",
- " 3.0 | \n",
+ " 155.05 | \n",
+ " 187 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 12 | \n",
- " 350000000 | \n",
+ " 214540000 | \n",
" 0 | \n",
- " 134.92 | \n",
- " 9 | \n",
- " 1849.0 | \n",
- " 1691 | \n",
- " 16 | \n",
- " individual | \n",
+ " 117.27 | \n",
+ " 2 | \n",
+ " 1576.0 | \n",
+ " 1112 | \n",
+ " 17 | \n",
+ " central | \n",
" gas | \n",
" stairway | \n",
- " 162.74 | \n",
- " 182 | \n",
+ " 153.13 | \n",
+ " 214 | \n",
" 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 13 | \n",
- " 720000000 | \n",
+ " 163000000 | \n",
" 0 | \n",
- " 98.55 | \n",
- " 33 | \n",
- " 3728.0 | \n",
- " 1631 | \n",
- " 3 | \n",
+ " 84.99 | \n",
+ " 19 | \n",
+ " 3776.0 | \n",
+ " 3382 | \n",
+ " 35 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 147.52 | \n",
- " 2 | \n",
- " 4.0 | \n",
+ " 107.48 | \n",
+ " 850 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 14 | \n",
- " 247000000 | \n",
- " 1 | \n",
- " 59.87 | \n",
- " 15 | \n",
- " 505.0 | \n",
- " 700 | \n",
- " 7 | \n",
- " district | \n",
- " cogeneration | \n",
- " NaN | \n",
- " 78.09 | \n",
- " 87 | \n",
+ " 150000000 | \n",
+ " 0 | \n",
+ " 59.84 | \n",
+ " 9 | \n",
+ " 514.0 | \n",
+ " 498 | \n",
+ " 5 | \n",
+ " individual | \n",
+ " gas | \n",
+ " stairway | \n",
+ " 79.55 | \n",
+ " 160 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 15 | \n",
- " 260000000 | \n",
+ " 1093000000 | \n",
" 1 | \n",
- " 60.06 | \n",
- " 6 | \n",
- " 1425.0 | \n",
- " 998 | \n",
- " 10 | \n",
+ " 125.58 | \n",
+ " 8 | \n",
+ " 237.0 | \n",
+ " 138 | \n",
+ " 2 | \n",
" individual | \n",
" gas | \n",
- " corridor | \n",
- " 76.88 | \n",
- " 538 | \n",
+ " stairway | \n",
+ " 155.01 | \n",
+ " 70 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
"
\n",
" \n",
" | 16 | \n",
- " 460000000 | \n",
+ " 297000000 | \n",
" 1 | \n",
- " 84.99 | \n",
- " 9 | \n",
+ " 59.99 | \n",
+ " 10 | \n",
" 2251.0 | \n",
" 2904 | \n",
" 21 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 110.76 | \n",
- " 816 | \n",
+ " corridor | \n",
+ " 78.18 | \n",
+ " 753 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 17 | \n",
- " 685000000 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 2 | \n",
- " 1027.0 | \n",
- " 847 | \n",
- " 10 | \n",
- " district | \n",
+ " 357500000 | \n",
+ " 0 | \n",
+ " 125.04 | \n",
+ " 9 | \n",
+ " 543.0 | \n",
+ " 431 | \n",
+ " 3 | \n",
+ " individual | \n",
" gas | \n",
" stairway | \n",
- " 85.02 | \n",
- " 76 | \n",
- " 3.0 | \n",
+ " 156.57 | \n",
+ " 86 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 18 | \n",
- " 175000000 | \n",
+ " 239400000 | \n",
" 0 | \n",
- " 57.0 | \n",
- " 2 | \n",
- " 1197.0 | \n",
- " 798 | \n",
- " 8 | \n",
- " central | \n",
+ " 84.99 | \n",
+ " 29 | \n",
+ " 1066.0 | \n",
+ " 690 | \n",
+ " 4 | \n",
+ " individual | \n",
" gas | \n",
- " corridor | \n",
- " 74.27 | \n",
- " 228 | \n",
+ " stairway | \n",
+ " 107.13 | \n",
+ " 85 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
"
\n",
" \n",
" | 19 | \n",
- " 164000000 | \n",
+ " 392000000 | \n",
" 0 | \n",
- " 84.7504 | \n",
- " 7 | \n",
- " 712.0 | \n",
- " 705 | \n",
- " 7 | \n",
+ " 104.95 | \n",
+ " 20 | \n",
+ " 775.0 | \n",
+ " 490 | \n",
+ " 8 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 107.51 | \n",
- " 409 | \n",
- " 3.0 | \n",
+ " 143.48 | \n",
+ " 190 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 20 | \n",
- " 580000000 | \n",
- " 1 | \n",
- " 84.3 | \n",
- " 7 | \n",
- " 156.0 | \n",
- " 144 | \n",
- " 2 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 106.34 | \n",
- " 120 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 21 | \n",
- " 1247000000 | \n",
+ " 200000000 | \n",
" 1 | \n",
- " 58.08 | \n",
- " 3 | \n",
- " 2500.0 | \n",
- " 5040 | \n",
- " 124 | \n",
+ " 63.38 | \n",
+ " 8 | \n",
+ " NaN | \n",
+ " 489 | \n",
+ " 4 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 59.5 | \n",
- " 65 | \n",
+ " 77.34 | \n",
+ " 145 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 22 | \n",
- " 200000000 | \n",
+ " 21 | \n",
+ " 184000000 | \n",
" 0 | \n",
" 84.962 | \n",
+ " 23 | \n",
+ " 1599.0 | \n",
+ " 1270 | \n",
" 13 | \n",
- " 1093.0 | \n",
- " 1002 | \n",
- " 12 | \n",
- " district | \n",
- " cogeneration | \n",
+ " individual | \n",
+ " gas | \n",
" stairway | \n",
- " 106.79 | \n",
- " 224 | \n",
+ " 106.95 | \n",
+ " 300 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 23 | \n",
- " 950000000 | \n",
+ " 22 | \n",
+ " 395000000 | \n",
" 1 | \n",
- " 59.88 | \n",
- " 22 | \n",
- " 2173.0 | \n",
- " 2036 | \n",
- " 19 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 85.12 | \n",
- " 895 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 24 | \n",
- " 94000000 | \n",
- " 0 | \n",
- " 46.32 | \n",
- " 4 | \n",
- " NaN | \n",
- " 1110 | \n",
+ " 114.99 | \n",
" 10 | \n",
+ " 1525.0 | \n",
+ " 1281 | \n",
+ " 11 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 64.9 | \n",
- " 1110 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
+ " 143.66 | \n",
+ " 296 | \n",
+ " 4.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
- " | 25 | \n",
- " 590000000 | \n",
- " 1 | \n",
- " 83.475 | \n",
+ " 23 | \n",
+ " 151000000 | \n",
+ " 0 | \n",
+ " 108.2848 | \n",
" 9 | \n",
- " 1920.0 | \n",
- " 960 | \n",
- " 13 | \n",
- " central | \n",
+ " 87.0 | \n",
+ " 114 | \n",
+ " 1 | \n",
+ " individual | \n",
" gas | \n",
" stairway | \n",
- " 100.04 | \n",
- " 270 | \n",
+ " 139.1 | \n",
+ " 9 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
- " | 26 | \n",
- " 449000000 | \n",
+ " 24 | \n",
+ " 460000000 | \n",
" 1 | \n",
- " 84.98 | \n",
+ " 102.634 | \n",
+ " 3 | \n",
+ " 330.0 | \n",
+ " 256 | \n",
" 4 | \n",
- " 321.0 | \n",
- " 293 | \n",
- " 5 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 109.66 | \n",
- " 15 | \n",
- " 3.0 | \n",
+ " 127.18 | \n",
+ " 19 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 27 | \n",
- " 325330000 | \n",
- " 0 | \n",
- " 115.28 | \n",
- " 26 | \n",
- " 507.0 | \n",
- " 270 | \n",
+ " 25 | \n",
+ " 224000000 | \n",
+ " 1 | \n",
+ " 84.42 | \n",
+ " 2 | \n",
+ " 133.0 | \n",
+ " 167 | \n",
" 2 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 155.92 | \n",
- " 112 | \n",
+ " corridor | \n",
+ " 107.93 | \n",
+ " 167 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 28 | \n",
- " 495000000 | \n",
+ " 26 | \n",
+ " 430000000 | \n",
" 1 | \n",
- " 59.817 | \n",
- " 6 | \n",
- " 677.0 | \n",
- " 603 | \n",
- " 11 | \n",
+ " 59.26 | \n",
+ " 5 | \n",
+ " 893.0 | \n",
+ " 2433 | \n",
+ " 14 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " corridor | \n",
+ " 83.26 | \n",
+ " 447 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " | 27 | \n",
+ " 394000000 | \n",
+ " 1 | \n",
+ " 101.95 | \n",
+ " 3 | \n",
+ " 2251.0 | \n",
+ " 2904 | \n",
+ " 21 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 85.43 | \n",
- " 213 | \n",
- " 3.0 | \n",
+ " 132.88 | \n",
+ " 278 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 29 | \n",
- " 250000000 | \n",
+ " 28 | \n",
+ " 275000000 | \n",
" 0 | \n",
- " 167.66 | \n",
+ " 72.2358 | \n",
" 8 | \n",
- " 994.0 | \n",
- " 868 | \n",
- " 10 | \n",
+ " 3400.0 | \n",
+ " 3160 | \n",
+ " 30 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 201.31 | \n",
- " 48 | \n",
- " 4.0 | \n",
+ " 95.84 | \n",
+ " 49 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
+ " | 29 | \n",
+ " 430000000 | \n",
+ " 1 | \n",
+ " 71.17 | \n",
+ " 1 | \n",
+ " 381.0 | \n",
+ " 708 | \n",
+ " 6 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " stairway | \n",
+ " 88.59 | \n",
+ " 78 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
" | ... | \n",
" ... | \n",
" ... | \n",
@@ -582,847 +584,847 @@
" ... | \n",
"
\n",
" \n",
- " | 4774 | \n",
- " 140000000 | \n",
- " 0 | \n",
- " 52.7659 | \n",
- " 15 | \n",
- " 1331.0 | \n",
- " 1395 | \n",
+ " 7977 | \n",
+ " 320000000 | \n",
+ " 1 | \n",
+ " 45.77 | \n",
" 9 | \n",
- " individual | \n",
- " gas | \n",
+ " NaN | \n",
+ " 750 | \n",
+ " 6 | \n",
+ " district | \n",
+ " cogeneration | \n",
" corridor | \n",
- " 78.49 | \n",
- " 96 | \n",
- " 1.0 | \n",
+ " 64.11 | \n",
+ " 224 | \n",
+ " 2.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4775 | \n",
- " 558000000 | \n",
+ " 7978 | \n",
+ " 302000000 | \n",
" 1 | \n",
- " 84.93 | \n",
- " 26 | \n",
- " 4890.0 | \n",
- " 3293 | \n",
- " 51 | \n",
+ " 59.76 | \n",
+ " 13 | \n",
+ " 2300.0 | \n",
+ " 1981 | \n",
+ " 18 | \n",
" district | \n",
" cogeneration | \n",
- " stairway | \n",
- " 109.64 | \n",
- " 133 | \n",
+ " corridor | \n",
+ " 81.14 | \n",
+ " 386 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4776 | \n",
- " 285000000 | \n",
+ " 7979 | \n",
+ " 127000000 | \n",
+ " 0 | \n",
+ " 84.86 | \n",
+ " 3 | \n",
+ " 270.0 | \n",
+ " 210 | \n",
" 1 | \n",
- " 59.993 | \n",
- " 2 | \n",
- " 1153.0 | \n",
- " 850 | \n",
- " 21 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 80.97 | \n",
- " 114 | \n",
+ " 95.59 | \n",
+ " 1 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4777 | \n",
- " 240000000 | \n",
+ " 7980 | \n",
+ " 316000000 | \n",
" 0 | \n",
- " 127.845 | \n",
- " 6 | \n",
- " 379.0 | \n",
- " 231 | \n",
- " 2 | \n",
+ " 84.6389 | \n",
+ " 4 | \n",
+ " 4599.0 | \n",
+ " 2752 | \n",
+ " 14 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 159.2 | \n",
- " 48 | \n",
- " 4.0 | \n",
+ " 113.65 | \n",
+ " 772 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4778 | \n",
- " 317000000 | \n",
+ " 7981 | \n",
+ " 170880000 | \n",
" 0 | \n",
- " 84.7841 | \n",
- " 29 | \n",
- " 2446.0 | \n",
- " 1149 | \n",
- " 9 | \n",
+ " 84.9387 | \n",
+ " 4 | \n",
+ " 222.0 | \n",
+ " 215 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 128.83 | \n",
+ " 108.64 | \n",
" 87 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4779 | \n",
- " 365000000 | \n",
- " 1 | \n",
- " 84.84 | \n",
- " 8 | \n",
- " 2513.0 | \n",
- " 1224 | \n",
- " 13 | \n",
+ " 7982 | \n",
+ " 115000000 | \n",
+ " 0 | \n",
+ " 59.38 | \n",
+ " 2 | \n",
+ " 85.0 | \n",
+ " 365 | \n",
+ " 4 | \n",
" individual | \n",
- " gas | \n",
+ " - | \n",
" stairway | \n",
- " 110.48 | \n",
- " 160 | \n",
+ " 77.68 | \n",
+ " 87 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4780 | \n",
- " 208500000 | \n",
+ " 7983 | \n",
+ " 240000000 | \n",
" 1 | \n",
- " 45.77 | \n",
- " 9 | \n",
- " 802.0 | \n",
- " 860 | \n",
- " 8 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 65.69 | \n",
- " 42 | \n",
- " 2.0 | \n",
+ " 37.46 | \n",
+ " 5 | \n",
+ " 1120.0 | \n",
+ " 2213 | \n",
+ " 26 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " stairway | \n",
+ " 58.24 | \n",
+ " 70 | \n",
+ " 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4781 | \n",
- " 500000000 | \n",
+ " 7984 | \n",
+ " 660000000 | \n",
" 1 | \n",
- " 59.9 | \n",
+ " 84.98 | \n",
" 4 | \n",
- " 382.0 | \n",
- " 303 | \n",
- " 9 | \n",
+ " 1155.0 | \n",
+ " 863 | \n",
+ " 14 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 78.51 | \n",
- " 7 | \n",
+ " 108.76 | \n",
+ " 180 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4782 | \n",
- " 242000000 | \n",
- " 1 | \n",
- " 59.88 | \n",
- " 11 | \n",
- " 194.0 | \n",
- " 202 | \n",
- " 2 | \n",
+ " 7985 | \n",
+ " 413000000 | \n",
+ " 0 | \n",
+ " 84.73200000000001 | \n",
+ " 14 | \n",
+ " 625.0 | \n",
+ " 530 | \n",
+ " 4 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 77.35 | \n",
- " 54 | \n",
+ " 109.15 | \n",
+ " 106 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4783 | \n",
- " 270000000 | \n",
+ " 7986 | \n",
+ " 298000000 | \n",
" 1 | \n",
- " 59.52 | \n",
- " 12 | \n",
- " 344.0 | \n",
- " 424 | \n",
- " 3 | \n",
+ " 84.98 | \n",
+ " 22 | \n",
+ " 1525.0 | \n",
+ " 1281 | \n",
+ " 11 | \n",
" individual | \n",
" gas | \n",
- " corridor | \n",
- " 76.44 | \n",
- " 209 | \n",
+ " stairway | \n",
+ " 109.36 | \n",
+ " 441 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
- " | 4784 | \n",
- " 390000000 | \n",
- " 1 | \n",
- " 84.92 | \n",
- " 22 | \n",
- " 397.0 | \n",
- " 355 | \n",
- " 7 | \n",
+ " 7987 | \n",
+ " 227500000 | \n",
+ " 0 | \n",
+ " 84.986 | \n",
+ " 10 | \n",
+ " 166.0 | \n",
+ " 163 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 112.66 | \n",
- " 314 | \n",
+ " 113.91 | \n",
+ " 14 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4785 | \n",
- " 1030000000 | \n",
- " 1 | \n",
- " 58.08 | \n",
- " 5 | \n",
- " 2500.0 | \n",
- " 5040 | \n",
- " 124 | \n",
+ " 7988 | \n",
+ " 227500000 | \n",
+ " 0 | \n",
+ " 59.997 | \n",
+ " 25 | \n",
+ " 2716.0 | \n",
+ " 2302 | \n",
+ " 24 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 59.5 | \n",
- " 65 | \n",
- " 3.0 | \n",
+ " 80.72 | \n",
+ " 200 | \n",
+ " 2.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4786 | \n",
- " 415000000 | \n",
+ " 7989 | \n",
+ " 370000000 | \n",
+ " 1 | \n",
+ " 59.145 | \n",
+ " 11 | \n",
+ " 338.0 | \n",
+ " 457 | \n",
+ " 1 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " corridor | \n",
+ " 77.96 | \n",
+ " 39 | \n",
+ " 1.0 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " | 7990 | \n",
+ " 678000000 | \n",
+ " 1 | \n",
+ " 84.85 | \n",
+ " 12 | \n",
+ " 126.0 | \n",
+ " 111 | \n",
" 1 | \n",
- " 68.28 | \n",
- " 10 | \n",
- " 285.0 | \n",
- " 284 | \n",
- " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 93.51 | \n",
- " 72 | \n",
+ " 104.7 | \n",
+ " 111 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4787 | \n",
- " 625000000 | \n",
+ " 7991 | \n",
+ " 245000000 | \n",
" 1 | \n",
- " 84.94 | \n",
- " 16 | \n",
- " 364.0 | \n",
- " 333 | \n",
- " 9 | \n",
+ " 59.91 | \n",
+ " 12 | \n",
+ " 488.0 | \n",
+ " 429 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 109.81 | \n",
- " 71 | \n",
+ " corridor | \n",
+ " 83.31 | \n",
+ " 184 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4788 | \n",
- " 800000000 | \n",
+ " 7992 | \n",
+ " 590000000 | \n",
" 1 | \n",
- " 84.87 | \n",
- " 13 | \n",
- " 221.0 | \n",
- " 293 | \n",
- " 2 | \n",
+ " 84.708 | \n",
+ " 8 | \n",
+ " 178.0 | \n",
+ " 157 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 108.05 | \n",
- " 22 | \n",
+ " 105.22 | \n",
+ " 115 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4789 | \n",
- " 76550000 | \n",
- " 0 | \n",
- " 56.9704 | \n",
- " 4 | \n",
- " NaN | \n",
- " 564 | \n",
- " 5 | \n",
+ " 7993 | \n",
+ " 308000000 | \n",
+ " 1 | \n",
+ " 84.84 | \n",
+ " 12 | \n",
+ " 1200.0 | \n",
+ " 1234 | \n",
+ " 15 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 81.54 | \n",
- " 564 | \n",
+ " 95.15 | \n",
+ " 240 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4790 | \n",
- " 373000000 | \n",
+ " 7994 | \n",
+ " 630000000 | \n",
" 1 | \n",
- " 59.96 | \n",
- " 2 | \n",
- " 1267.0 | \n",
- " 999 | \n",
- " 18 | \n",
- " individual | \n",
- " gas | \n",
+ " 84.79 | \n",
+ " 7 | \n",
+ " 658.0 | \n",
+ " 551 | \n",
+ " 10 | \n",
+ " district | \n",
+ " cogeneration | \n",
" stairway | \n",
- " 82.61 | \n",
- " 156 | \n",
+ " 108.52 | \n",
+ " 173 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4791 | \n",
- " 228000000 | \n",
- " 0 | \n",
- " 84.8404 | \n",
- " 13 | \n",
- " 775.0 | \n",
- " 846 | \n",
- " 8 | \n",
+ " 7995 | \n",
+ " 400000000 | \n",
+ " 1 | \n",
+ " 84.98 | \n",
+ " 11 | \n",
+ " 195.0 | \n",
+ " 177 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 103.41 | \n",
- " 163 | \n",
+ " 108.16 | \n",
+ " 41 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4792 | \n",
- " 340000000 | \n",
+ " 7996 | \n",
+ " 570000000 | \n",
" 1 | \n",
- " 59.95 | \n",
- " 10 | \n",
- " 1459.0 | \n",
- " 1371 | \n",
- " 13 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 88.78 | \n",
- " 557 | \n",
- " 3.0 | \n",
+ " 27.68 | \n",
+ " 31 | \n",
+ " 7876.0 | \n",
+ " 5563 | \n",
+ " 65 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " stairway | \n",
+ " 42.28 | \n",
+ " 500 | \n",
+ " 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4793 | \n",
- " 288000000 | \n",
+ " 7997 | \n",
+ " 600000000 | \n",
" 1 | \n",
- " 59.94 | \n",
- " 16 | \n",
- " 461.0 | \n",
- " 453 | \n",
- " 6 | \n",
+ " 59.97 | \n",
+ " 8 | \n",
+ " 329.0 | \n",
+ " 348 | \n",
+ " 4 | \n",
" individual | \n",
" gas | \n",
+ " stairway | \n",
+ " 80.55 | \n",
+ " 128 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " | 7998 | \n",
+ " 190000000 | \n",
+ " 1 | \n",
+ " 49.77 | \n",
+ " 9 | \n",
+ " 2450.0 | \n",
+ " 2462 | \n",
+ " 16 | \n",
+ " district | \n",
+ " gas | \n",
" corridor | \n",
- " 81.97 | \n",
- " 177 | \n",
+ " 72.73 | \n",
+ " 1268 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4794 | \n",
- " 407000000 | \n",
+ " 7999 | \n",
+ " 315000000 | \n",
" 1 | \n",
- " 84.97 | \n",
- " 5 | \n",
- " 2772.0 | \n",
- " 3322 | \n",
- " 32 | \n",
+ " 59.76 | \n",
+ " 14 | \n",
+ " 1544.0 | \n",
+ " 1544 | \n",
+ " 9 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 113.67 | \n",
- " 876 | \n",
+ " corridor | \n",
+ " 83.46 | \n",
+ " 558 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4795 | \n",
- " 99730000 | \n",
- " 0 | \n",
- " 84.975 | \n",
- " 3 | \n",
- " 422.0 | \n",
- " 424 | \n",
- " 4 | \n",
+ " 8000 | \n",
+ " 219500000 | \n",
+ " 1 | \n",
+ " 47.3 | \n",
+ " 1 | \n",
+ " 390.0 | \n",
+ " 390 | \n",
+ " 2 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 106.74 | \n",
- " 186 | \n",
- " 3.0 | \n",
+ " corridor | \n",
+ " 67.28 | \n",
+ " 90 | \n",
" 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4796 | \n",
- " 550000000 | \n",
+ " 8001 | \n",
+ " 360000000 | \n",
" 1 | \n",
- " 84.91 | \n",
- " 3 | \n",
- " 1391.0 | \n",
- " 1606 | \n",
+ " 84.95100000000001 | \n",
+ " 7 | \n",
+ " 1077.0 | \n",
+ " 976 | \n",
" 15 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 104.75 | \n",
- " 958 | \n",
+ " corridor | \n",
+ " 106.77 | \n",
+ " 445 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4797 | \n",
- " 550000000 | \n",
+ " 8002 | \n",
+ " 205000000 | \n",
" 1 | \n",
- " 84.43 | \n",
- " 13 | \n",
- " 1163.0 | \n",
- " 967 | \n",
- " 11 | \n",
+ " 49.54 | \n",
+ " 9 | \n",
+ " 893.0 | \n",
+ " 2433 | \n",
+ " 14 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " corridor | \n",
+ " 71.07 | \n",
+ " 743 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " | 8003 | \n",
+ " 188000000 | \n",
+ " 1 | \n",
+ " 59.96 | \n",
+ " 7 | \n",
+ " 715.0 | \n",
+ " 956 | \n",
+ " 6 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 108.63 | \n",
- " 154 | \n",
+ " corridor | \n",
+ " 82.4 | \n",
+ " 956 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4798 | \n",
- " 215000000 | \n",
+ " 8004 | \n",
+ " 292000000 | \n",
" 0 | \n",
- " 84.6588 | \n",
- " 11 | \n",
- " 918.0 | \n",
- " 712 | \n",
- " 15 | \n",
+ " 109.7847 | \n",
+ " 13 | \n",
+ " 354.0 | \n",
+ " 338 | \n",
+ " 4 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 111.48 | \n",
- " 46 | \n",
- " 3.0 | \n",
+ " 134.8 | \n",
+ " 56 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4799 | \n",
- " 339000000 | \n",
- " 1 | \n",
- " 84.97 | \n",
+ " 8005 | \n",
+ " 248000000 | \n",
+ " 0 | \n",
+ " 59.955 | \n",
" 20 | \n",
- " 3940.0 | \n",
- " 3003 | \n",
- " 25 | \n",
+ " 617.0 | \n",
+ " 600 | \n",
+ " 6 | \n",
" individual | \n",
" gas | \n",
- " mixed | \n",
- " 109.57 | \n",
- " 280 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 4800 | \n",
- " 700000000 | \n",
- " 1 | \n",
- " 59.55 | \n",
- " 8 | \n",
- " 205.0 | \n",
- " 340 | \n",
- " 2 | \n",
- " district | \n",
- " cogeneration | \n",
" stairway | \n",
- " 91.48 | \n",
- " 340 | \n",
+ " 80.38 | \n",
+ " 200 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4801 | \n",
- " 445000000 | \n",
+ " 8006 | \n",
+ " 490000000 | \n",
" 1 | \n",
- " 110.56 | \n",
- " 5 | \n",
- " 290.0 | \n",
- " 216 | \n",
- " 7 | \n",
+ " 84.87 | \n",
+ " 1 | \n",
+ " 3384.0 | \n",
+ " 3404 | \n",
+ " 35 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 134.04 | \n",
- " 108 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 4802 | \n",
- " 270000000 | \n",
- " 1 | \n",
- " 84.87 | \n",
- " 9 | \n",
- " 1252.0 | \n",
- " 1668 | \n",
- " 18 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 105.79 | \n",
- " 56 | \n",
+ " 104.58 | \n",
+ " 1034 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
- " \n",
- " | 4803 | \n",
- " 93000000 | \n",
- " 1 | \n",
- " 39.6 | \n",
- " 3 | \n",
- " 486.0 | \n",
- " 1624 | \n",
- " 10 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 56.91 | \n",
- " 626 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
" \n",
"\n",
- "4804 rows × 14 columns
\n",
+ "8007 rows × 14 columns
\n",
""
],
"text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "0 570000000 1 84.91 15 \n",
- "1 1050000000 1 84.99 17 \n",
- "2 586050000 0 156.7997 13 \n",
- "3 389370000 1 84.93 9 \n",
- "4 1130000000 1 76.5 6 \n",
- "5 128000000 0 84.92 10 \n",
- "6 350000000 1 59.54 26 \n",
- "7 305000000 1 84.96 9 \n",
- "8 315000000 1 60.053999999999995 4 \n",
- "9 350000000 1 84.99 6 \n",
- "10 1400000000 1 177.255 18 \n",
- "11 480000000 1 84.51 2 \n",
- "12 350000000 0 134.92 9 \n",
- "13 720000000 0 98.55 33 \n",
- "14 247000000 1 59.87 15 \n",
- "15 260000000 1 60.06 6 \n",
- "16 460000000 1 84.99 9 \n",
- "17 685000000 1 59.99 2 \n",
- "18 175000000 0 57.0 2 \n",
- "19 164000000 0 84.7504 7 \n",
- "20 580000000 1 84.3 7 \n",
- "21 1247000000 1 58.08 3 \n",
- "22 200000000 0 84.962 13 \n",
- "23 950000000 1 59.88 22 \n",
- "24 94000000 0 46.32 4 \n",
- "25 590000000 1 83.475 9 \n",
- "26 449000000 1 84.98 4 \n",
- "27 325330000 0 115.28 26 \n",
- "28 495000000 1 59.817 6 \n",
- "29 250000000 0 167.66 8 \n",
- "... ... ... ... ... \n",
- "4774 140000000 0 52.7659 15 \n",
- "4775 558000000 1 84.93 26 \n",
- "4776 285000000 1 59.993 2 \n",
- "4777 240000000 0 127.845 6 \n",
- "4778 317000000 0 84.7841 29 \n",
- "4779 365000000 1 84.84 8 \n",
- "4780 208500000 1 45.77 9 \n",
- "4781 500000000 1 59.9 4 \n",
- "4782 242000000 1 59.88 11 \n",
- "4783 270000000 1 59.52 12 \n",
- "4784 390000000 1 84.92 22 \n",
- "4785 1030000000 1 58.08 5 \n",
- "4786 415000000 1 68.28 10 \n",
- "4787 625000000 1 84.94 16 \n",
- "4788 800000000 1 84.87 13 \n",
- "4789 76550000 0 56.9704 4 \n",
- "4790 373000000 1 59.96 2 \n",
- "4791 228000000 0 84.8404 13 \n",
- "4792 340000000 1 59.95 10 \n",
- "4793 288000000 1 59.94 16 \n",
- "4794 407000000 1 84.97 5 \n",
- "4795 99730000 0 84.975 3 \n",
- "4796 550000000 1 84.91 3 \n",
- "4797 550000000 1 84.43 13 \n",
- "4798 215000000 0 84.6588 11 \n",
- "4799 339000000 1 84.97 20 \n",
- "4800 700000000 1 59.55 8 \n",
- "4801 445000000 1 110.56 5 \n",
- "4802 270000000 1 84.87 9 \n",
- "4803 93000000 1 39.6 3 \n",
+ " transaction_real_price city exclusive_use_area floor \\\n",
+ "0 135000000 0 82.32 4 \n",
+ "1 145000000 0 59.948 19 \n",
+ "2 94500000 0 59.92 14 \n",
+ "3 308000000 0 84.99 16 \n",
+ "4 538000000 1 59.88 16 \n",
+ "5 1265000000 1 115.47 3 \n",
+ "6 206000000 0 84.98 2 \n",
+ "7 1120000000 1 126.18 7 \n",
+ "8 382000000 1 84.09 2 \n",
+ "9 80000000 0 57.06 3 \n",
+ "10 565000000 1 59.9 18 \n",
+ "11 215600000 0 117.27 1 \n",
+ "12 214540000 0 117.27 2 \n",
+ "13 163000000 0 84.99 19 \n",
+ "14 150000000 0 59.84 9 \n",
+ "15 1093000000 1 125.58 8 \n",
+ "16 297000000 1 59.99 10 \n",
+ "17 357500000 0 125.04 9 \n",
+ "18 239400000 0 84.99 29 \n",
+ "19 392000000 0 104.95 20 \n",
+ "20 200000000 1 63.38 8 \n",
+ "21 184000000 0 84.962 23 \n",
+ "22 395000000 1 114.99 10 \n",
+ "23 151000000 0 108.2848 9 \n",
+ "24 460000000 1 102.634 3 \n",
+ "25 224000000 1 84.42 2 \n",
+ "26 430000000 1 59.26 5 \n",
+ "27 394000000 1 101.95 3 \n",
+ "28 275000000 0 72.2358 8 \n",
+ "29 430000000 1 71.17 1 \n",
+ "... ... ... ... ... \n",
+ "7977 320000000 1 45.77 9 \n",
+ "7978 302000000 1 59.76 13 \n",
+ "7979 127000000 0 84.86 3 \n",
+ "7980 316000000 0 84.6389 4 \n",
+ "7981 170880000 0 84.9387 4 \n",
+ "7982 115000000 0 59.38 2 \n",
+ "7983 240000000 1 37.46 5 \n",
+ "7984 660000000 1 84.98 4 \n",
+ "7985 413000000 0 84.73200000000001 14 \n",
+ "7986 298000000 1 84.98 22 \n",
+ "7987 227500000 0 84.986 10 \n",
+ "7988 227500000 0 59.997 25 \n",
+ "7989 370000000 1 59.145 11 \n",
+ "7990 678000000 1 84.85 12 \n",
+ "7991 245000000 1 59.91 12 \n",
+ "7992 590000000 1 84.708 8 \n",
+ "7993 308000000 1 84.84 12 \n",
+ "7994 630000000 1 84.79 7 \n",
+ "7995 400000000 1 84.98 11 \n",
+ "7996 570000000 1 27.68 31 \n",
+ "7997 600000000 1 59.97 8 \n",
+ "7998 190000000 1 49.77 9 \n",
+ "7999 315000000 1 59.76 14 \n",
+ "8000 219500000 1 47.3 1 \n",
+ "8001 360000000 1 84.95100000000001 7 \n",
+ "8002 205000000 1 49.54 9 \n",
+ "8003 188000000 1 59.96 7 \n",
+ "8004 292000000 0 109.7847 13 \n",
+ "8005 248000000 0 59.955 20 \n",
+ "8006 490000000 1 84.87 1 \n",
"\n",
" total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "0 1391.0 1606 \n",
- "1 7876.0 5563 \n",
- "2 857.0 390 \n",
- "3 492.0 455 \n",
- "4 3930.0 3930 \n",
- "5 225.0 343 \n",
- "6 2990.0 2182 \n",
- "7 169.0 165 \n",
- "8 635.0 620 \n",
- "9 209.0 194 \n",
- "10 1662.0 490 \n",
- "11 465.0 387 \n",
- "12 1849.0 1691 \n",
- "13 3728.0 1631 \n",
- "14 505.0 700 \n",
- "15 1425.0 998 \n",
+ "0 224.0 200 \n",
+ "1 1497.0 1280 \n",
+ "2 559.0 848 \n",
+ "3 1573.0 1733 \n",
+ "4 2173.0 2036 \n",
+ "5 1444.0 1848 \n",
+ "6 243.0 170 \n",
+ "7 5540.0 5539 \n",
+ "8 2366.0 1971 \n",
+ "9 NaN 130 \n",
+ "10 2776.0 2298 \n",
+ "11 941.0 652 \n",
+ "12 1576.0 1112 \n",
+ "13 3776.0 3382 \n",
+ "14 514.0 498 \n",
+ "15 237.0 138 \n",
"16 2251.0 2904 \n",
- "17 1027.0 847 \n",
- "18 1197.0 798 \n",
- "19 712.0 705 \n",
- "20 156.0 144 \n",
- "21 2500.0 5040 \n",
- "22 1093.0 1002 \n",
- "23 2173.0 2036 \n",
- "24 NaN 1110 \n",
- "25 1920.0 960 \n",
- "26 321.0 293 \n",
- "27 507.0 270 \n",
- "28 677.0 603 \n",
- "29 994.0 868 \n",
+ "17 543.0 431 \n",
+ "18 1066.0 690 \n",
+ "19 775.0 490 \n",
+ "20 NaN 489 \n",
+ "21 1599.0 1270 \n",
+ "22 1525.0 1281 \n",
+ "23 87.0 114 \n",
+ "24 330.0 256 \n",
+ "25 133.0 167 \n",
+ "26 893.0 2433 \n",
+ "27 2251.0 2904 \n",
+ "28 3400.0 3160 \n",
+ "29 381.0 708 \n",
"... ... ... \n",
- "4774 1331.0 1395 \n",
- "4775 4890.0 3293 \n",
- "4776 1153.0 850 \n",
- "4777 379.0 231 \n",
- "4778 2446.0 1149 \n",
- "4779 2513.0 1224 \n",
- "4780 802.0 860 \n",
- "4781 382.0 303 \n",
- "4782 194.0 202 \n",
- "4783 344.0 424 \n",
- "4784 397.0 355 \n",
- "4785 2500.0 5040 \n",
- "4786 285.0 284 \n",
- "4787 364.0 333 \n",
- "4788 221.0 293 \n",
- "4789 NaN 564 \n",
- "4790 1267.0 999 \n",
- "4791 775.0 846 \n",
- "4792 1459.0 1371 \n",
- "4793 461.0 453 \n",
- "4794 2772.0 3322 \n",
- "4795 422.0 424 \n",
- "4796 1391.0 1606 \n",
- "4797 1163.0 967 \n",
- "4798 918.0 712 \n",
- "4799 3940.0 3003 \n",
- "4800 205.0 340 \n",
- "4801 290.0 216 \n",
- "4802 1252.0 1668 \n",
- "4803 486.0 1624 \n",
+ "7977 NaN 750 \n",
+ "7978 2300.0 1981 \n",
+ "7979 270.0 210 \n",
+ "7980 4599.0 2752 \n",
+ "7981 222.0 215 \n",
+ "7982 85.0 365 \n",
+ "7983 1120.0 2213 \n",
+ "7984 1155.0 863 \n",
+ "7985 625.0 530 \n",
+ "7986 1525.0 1281 \n",
+ "7987 166.0 163 \n",
+ "7988 2716.0 2302 \n",
+ "7989 338.0 457 \n",
+ "7990 126.0 111 \n",
+ "7991 488.0 429 \n",
+ "7992 178.0 157 \n",
+ "7993 1200.0 1234 \n",
+ "7994 658.0 551 \n",
+ "7995 195.0 177 \n",
+ "7996 7876.0 5563 \n",
+ "7997 329.0 348 \n",
+ "7998 2450.0 2462 \n",
+ "7999 1544.0 1544 \n",
+ "8000 390.0 390 \n",
+ "8001 1077.0 976 \n",
+ "8002 893.0 2433 \n",
+ "8003 715.0 956 \n",
+ "8004 354.0 338 \n",
+ "8005 617.0 600 \n",
+ "8006 3384.0 3404 \n",
"\n",
" apartment_building_count_in_sites heat_type heat_fuel \\\n",
- "0 15 individual gas \n",
- "1 65 district cogeneration \n",
- "2 4 individual gas \n",
- "3 6 individual gas \n",
- "4 30 district cogeneration \n",
- "5 1 individual gas \n",
- "6 22 individual gas \n",
- "7 1 individual gas \n",
- "8 22 individual gas \n",
+ "0 8 individual gas \n",
+ "1 11 individual gas \n",
+ "2 3 individual gas \n",
+ "3 13 individual gas \n",
+ "4 19 district cogeneration \n",
+ "5 36 district cogeneration \n",
+ "6 2 individual gas \n",
+ "7 122 district cogeneration \n",
+ "8 28 individual gas \n",
"9 2 individual gas \n",
- "10 2 central gas \n",
- "11 5 district cogeneration \n",
- "12 16 individual gas \n",
- "13 3 individual gas \n",
- "14 7 district cogeneration \n",
- "15 10 individual gas \n",
+ "10 27 individual gas \n",
+ "11 11 district cogeneration \n",
+ "12 17 central gas \n",
+ "13 35 individual gas \n",
+ "14 5 individual gas \n",
+ "15 2 individual gas \n",
"16 21 individual gas \n",
- "17 10 district gas \n",
- "18 8 central gas \n",
- "19 7 individual gas \n",
- "20 2 district cogeneration \n",
- "21 124 individual gas \n",
- "22 12 district cogeneration \n",
- "23 19 district cogeneration \n",
- "24 10 individual gas \n",
- "25 13 central gas \n",
- "26 5 individual gas \n",
- "27 2 individual gas \n",
- "28 11 individual gas \n",
- "29 10 individual gas \n",
+ "17 3 individual gas \n",
+ "18 4 individual gas \n",
+ "19 8 individual gas \n",
+ "20 4 individual gas \n",
+ "21 13 individual gas \n",
+ "22 11 individual gas \n",
+ "23 1 individual gas \n",
+ "24 4 individual gas \n",
+ "25 2 individual gas \n",
+ "26 14 district cogeneration \n",
+ "27 21 individual gas \n",
+ "28 30 individual gas \n",
+ "29 6 district cogeneration \n",
"... ... ... ... \n",
- "4774 9 individual gas \n",
- "4775 51 district cogeneration \n",
- "4776 21 individual gas \n",
- "4777 2 individual gas \n",
- "4778 9 individual gas \n",
- "4779 13 individual gas \n",
- "4780 8 individual gas \n",
- "4781 9 individual gas \n",
- "4782 2 individual gas \n",
- "4783 3 individual gas \n",
- "4784 7 individual gas \n",
- "4785 124 individual gas \n",
- "4786 3 individual gas \n",
- "4787 9 individual gas \n",
- "4788 2 individual gas \n",
- "4789 5 individual gas \n",
- "4790 18 individual gas \n",
- "4791 8 individual gas \n",
- "4792 13 individual gas \n",
- "4793 6 individual gas \n",
- "4794 32 individual gas \n",
- "4795 4 individual gas \n",
- "4796 15 individual gas \n",
- "4797 11 individual gas \n",
- "4798 15 individual gas \n",
- "4799 25 individual gas \n",
- "4800 2 district cogeneration \n",
- "4801 7 individual gas \n",
- "4802 18 district cogeneration \n",
- "4803 10 district cogeneration \n",
+ "7977 6 district cogeneration \n",
+ "7978 18 district cogeneration \n",
+ "7979 1 individual gas \n",
+ "7980 14 individual gas \n",
+ "7981 3 individual gas \n",
+ "7982 4 individual - \n",
+ "7983 26 district cogeneration \n",
+ "7984 14 individual gas \n",
+ "7985 4 individual gas \n",
+ "7986 11 individual gas \n",
+ "7987 3 individual gas \n",
+ "7988 24 individual gas \n",
+ "7989 1 district cogeneration \n",
+ "7990 1 individual gas \n",
+ "7991 3 individual gas \n",
+ "7992 3 individual gas \n",
+ "7993 15 individual gas \n",
+ "7994 10 district cogeneration \n",
+ "7995 3 individual gas \n",
+ "7996 65 district cogeneration \n",
+ "7997 4 individual gas \n",
+ "7998 16 district gas \n",
+ "7999 9 individual gas \n",
+ "8000 2 individual gas \n",
+ "8001 15 individual gas \n",
+ "8002 14 district cogeneration \n",
+ "8003 6 individual gas \n",
+ "8004 4 individual gas \n",
+ "8005 6 individual gas \n",
+ "8006 35 individual gas \n",
"\n",
" front_door_structure supply_area total_household_count_of_area_type \\\n",
- "0 stairway 104.75 958 \n",
- "1 stairway 109.35 828 \n",
- "2 stairway 198.7 154 \n",
- "3 stairway 109.81 78 \n",
- "4 corridor 112.39 1170 \n",
- "5 stairway 125.62 164 \n",
- "6 stairway 76.62 176 \n",
- "7 stairway 111.28 60 \n",
- "8 stairway 81.54 256 \n",
- "9 stairway 108.79 108 \n",
- "10 stairway 244.63 62 \n",
- "11 stairway 116.84 34 \n",
- "12 stairway 162.74 182 \n",
- "13 stairway 147.52 2 \n",
- "14 NaN 78.09 87 \n",
- "15 corridor 76.88 538 \n",
- "16 stairway 110.76 816 \n",
- "17 stairway 85.02 76 \n",
- "18 corridor 74.27 228 \n",
- "19 stairway 107.51 409 \n",
- "20 stairway 106.34 120 \n",
- "21 stairway 59.5 65 \n",
- "22 stairway 106.79 224 \n",
- "23 corridor 85.12 895 \n",
- "24 stairway 64.9 1110 \n",
- "25 stairway 100.04 270 \n",
- "26 stairway 109.66 15 \n",
- "27 stairway 155.92 112 \n",
- "28 stairway 85.43 213 \n",
- "29 stairway 201.31 48 \n",
+ "0 corridor 88.51 20 \n",
+ "1 stairway 85.37 168 \n",
+ "2 stairway 80.44 598 \n",
+ "3 stairway 102.69 628 \n",
+ "4 corridor 85.12 895 \n",
+ "5 corridor 143.81 102 \n",
+ "6 stairway 107.32 54 \n",
+ "7 stairway 161.98 76 \n",
+ "8 stairway 105.32 394 \n",
+ "9 stairway 63.54 40 \n",
+ "10 stairway 82.54 384 \n",
+ "11 stairway 155.05 187 \n",
+ "12 stairway 153.13 214 \n",
+ "13 stairway 107.48 850 \n",
+ "14 stairway 79.55 160 \n",
+ "15 stairway 155.01 70 \n",
+ "16 corridor 78.18 753 \n",
+ "17 stairway 156.57 86 \n",
+ "18 stairway 107.13 85 \n",
+ "19 stairway 143.48 190 \n",
+ "20 stairway 77.34 145 \n",
+ "21 stairway 106.95 300 \n",
+ "22 stairway 143.66 296 \n",
+ "23 stairway 139.1 9 \n",
+ "24 stairway 127.18 19 \n",
+ "25 corridor 107.93 167 \n",
+ "26 corridor 83.26 447 \n",
+ "27 stairway 132.88 278 \n",
+ "28 stairway 95.84 49 \n",
+ "29 stairway 88.59 78 \n",
"... ... ... ... \n",
- "4774 corridor 78.49 96 \n",
- "4775 stairway 109.64 133 \n",
- "4776 stairway 80.97 114 \n",
- "4777 stairway 159.2 48 \n",
- "4778 stairway 128.83 87 \n",
- "4779 stairway 110.48 160 \n",
- "4780 corridor 65.69 42 \n",
- "4781 stairway 78.51 7 \n",
- "4782 stairway 77.35 54 \n",
- "4783 corridor 76.44 209 \n",
- "4784 stairway 112.66 314 \n",
- "4785 stairway 59.5 65 \n",
- "4786 stairway 93.51 72 \n",
- "4787 stairway 109.81 71 \n",
- "4788 stairway 108.05 22 \n",
- "4789 stairway 81.54 564 \n",
- "4790 stairway 82.61 156 \n",
- "4791 stairway 103.41 163 \n",
- "4792 corridor 88.78 557 \n",
- "4793 corridor 81.97 177 \n",
- "4794 stairway 113.67 876 \n",
- "4795 stairway 106.74 186 \n",
- "4796 stairway 104.75 958 \n",
- "4797 stairway 108.63 154 \n",
- "4798 stairway 111.48 46 \n",
- "4799 mixed 109.57 280 \n",
- "4800 stairway 91.48 340 \n",
- "4801 stairway 134.04 108 \n",
- "4802 stairway 105.79 56 \n",
- "4803 corridor 56.91 626 \n",
+ "7977 corridor 64.11 224 \n",
+ "7978 corridor 81.14 386 \n",
+ "7979 stairway 95.59 1 \n",
+ "7980 stairway 113.65 772 \n",
+ "7981 stairway 108.64 87 \n",
+ "7982 stairway 77.68 87 \n",
+ "7983 stairway 58.24 70 \n",
+ "7984 stairway 108.76 180 \n",
+ "7985 stairway 109.15 106 \n",
+ "7986 stairway 109.36 441 \n",
+ "7987 stairway 113.91 14 \n",
+ "7988 stairway 80.72 200 \n",
+ "7989 corridor 77.96 39 \n",
+ "7990 stairway 104.7 111 \n",
+ "7991 corridor 83.31 184 \n",
+ "7992 stairway 105.22 115 \n",
+ "7993 stairway 95.15 240 \n",
+ "7994 stairway 108.52 173 \n",
+ "7995 stairway 108.16 41 \n",
+ "7996 stairway 42.28 500 \n",
+ "7997 stairway 80.55 128 \n",
+ "7998 corridor 72.73 1268 \n",
+ "7999 corridor 83.46 558 \n",
+ "8000 corridor 67.28 90 \n",
+ "8001 corridor 106.77 445 \n",
+ "8002 corridor 71.07 743 \n",
+ "8003 corridor 82.4 956 \n",
+ "8004 stairway 134.8 56 \n",
+ "8005 stairway 80.38 200 \n",
+ "8006 stairway 104.58 1034 \n",
"\n",
" room_count bathroom_count \n",
- "0 3.0 2.0 \n",
- "1 3.0 2.0 \n",
+ "0 3.0 1.0 \n",
+ "1 3.0 1.0 \n",
"2 3.0 2.0 \n",
"3 3.0 2.0 \n",
"4 3.0 1.0 \n",
- "5 3.0 2.0 \n",
- "6 3.0 1.0 \n",
- "7 3.0 2.0 \n",
+ "5 4.0 2.0 \n",
+ "6 3.0 2.0 \n",
+ "7 4.0 2.0 \n",
"8 3.0 2.0 \n",
- "9 3.0 2.0 \n",
- "10 4.0 2.0 \n",
- "11 3.0 2.0 \n",
+ "9 3.0 1.0 \n",
+ "10 3.0 1.0 \n",
+ "11 4.0 2.0 \n",
"12 4.0 2.0 \n",
- "13 4.0 2.0 \n",
+ "13 3.0 2.0 \n",
"14 3.0 1.0 \n",
- "15 2.0 1.0 \n",
+ "15 4.0 2.0 \n",
"16 3.0 2.0 \n",
- "17 3.0 2.0 \n",
- "18 2.0 1.0 \n",
- "19 3.0 2.0 \n",
- "20 3.0 2.0 \n",
- "21 3.0 1.0 \n",
- "22 3.0 2.0 \n",
- "23 3.0 1.0 \n",
- "24 3.0 1.0 \n",
+ "17 4.0 2.0 \n",
+ "18 3.0 2.0 \n",
+ "19 4.0 2.0 \n",
+ "20 3.0 1.0 \n",
+ "21 3.0 2.0 \n",
+ "22 4.0 2.0 \n",
+ "23 3.0 2.0 \n",
+ "24 4.0 2.0 \n",
"25 3.0 1.0 \n",
- "26 3.0 2.0 \n",
- "27 3.0 2.0 \n",
+ "26 3.0 1.0 \n",
+ "27 4.0 2.0 \n",
"28 3.0 2.0 \n",
- "29 4.0 2.0 \n",
+ "29 3.0 1.0 \n",
"... ... ... \n",
- "4774 1.0 1.0 \n",
- "4775 3.0 2.0 \n",
- "4776 3.0 2.0 \n",
- "4777 4.0 2.0 \n",
- "4778 3.0 2.0 \n",
- "4779 3.0 2.0 \n",
- "4780 2.0 1.0 \n",
- "4781 3.0 2.0 \n",
- "4782 3.0 2.0 \n",
- "4783 3.0 1.0 \n",
- "4784 3.0 2.0 \n",
- "4785 3.0 1.0 \n",
- "4786 3.0 2.0 \n",
- "4787 3.0 2.0 \n",
- "4788 3.0 2.0 \n",
- "4789 3.0 1.0 \n",
- "4790 3.0 2.0 \n",
- "4791 3.0 2.0 \n",
- "4792 3.0 1.0 \n",
- "4793 3.0 1.0 \n",
- "4794 3.0 2.0 \n",
- "4795 3.0 2.0 \n",
- "4796 3.0 2.0 \n",
- "4797 3.0 2.0 \n",
- "4798 3.0 2.0 \n",
- "4799 3.0 2.0 \n",
- "4800 3.0 1.0 \n",
- "4801 3.0 2.0 \n",
- "4802 3.0 2.0 \n",
- "4803 2.0 1.0 \n",
- "\n",
- "[4804 rows x 14 columns]"
+ "7977 2.0 1.0 \n",
+ "7978 3.0 1.0 \n",
+ "7979 3.0 2.0 \n",
+ "7980 3.0 2.0 \n",
+ "7981 3.0 2.0 \n",
+ "7982 3.0 2.0 \n",
+ "7983 3.0 1.0 \n",
+ "7984 3.0 2.0 \n",
+ "7985 3.0 2.0 \n",
+ "7986 3.0 2.0 \n",
+ "7987 3.0 2.0 \n",
+ "7988 2.0 1.0 \n",
+ "7989 1.0 1.0 \n",
+ "7990 3.0 2.0 \n",
+ "7991 3.0 1.0 \n",
+ "7992 3.0 2.0 \n",
+ "7993 3.0 1.0 \n",
+ "7994 3.0 2.0 \n",
+ "7995 3.0 2.0 \n",
+ "7996 1.0 1.0 \n",
+ "7997 3.0 1.0 \n",
+ "7998 3.0 1.0 \n",
+ "7999 3.0 1.0 \n",
+ "8000 2.0 1.0 \n",
+ "8001 3.0 2.0 \n",
+ "8002 3.0 1.0 \n",
+ "8003 3.0 1.0 \n",
+ "8004 4.0 2.0 \n",
+ "8005 3.0 1.0 \n",
+ "8006 3.0 2.0 \n",
+ "\n",
+ "[8007 rows x 14 columns]"
]
},
- "execution_count": 2,
+ "execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## Show all the data we import in DataFrame\n",
- "df = df.sample(frac=0.003).reset_index(drop=True)\n",
+ "df = df.sample(frac=0.005).reset_index(drop=True)\n",
"\n",
"col_n = ['transaction_real_price', 'city', 'exclusive_use_area','floor','total_parking_capacity_in_site',\n",
" 'total_household_count_in_sites','apartment_building_count_in_sites','heat_type','heat_fuel',\n",
@@ -1436,7 +1438,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
@@ -1467,7 +1469,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 37,
"metadata": {},
"outputs": [
{
@@ -1510,513 +1512,513 @@
" \n",
" \n",
" | 0 | \n",
- " 570000000 | \n",
- " 1 | \n",
- " 84.91 | \n",
- " 15 | \n",
- " 1391.0 | \n",
- " 1606 | \n",
- " 15 | \n",
+ " 135000000 | \n",
+ " 0 | \n",
+ " 82.32 | \n",
+ " 4 | \n",
+ " 224.0 | \n",
+ " 200 | \n",
+ " 8 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 104.75 | \n",
- " 958 | \n",
+ " corridor | \n",
+ " 88.51 | \n",
+ " 20 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 1 | \n",
- " 1050000000 | \n",
- " 1 | \n",
- " 84.99 | \n",
- " 17 | \n",
- " 7876.0 | \n",
- " 5563 | \n",
- " 65 | \n",
- " district | \n",
- " cogeneration | \n",
+ " 145000000 | \n",
+ " 0 | \n",
+ " 59.948 | \n",
+ " 19 | \n",
+ " 1497.0 | \n",
+ " 1280 | \n",
+ " 11 | \n",
+ " individual | \n",
+ " gas | \n",
" stairway | \n",
- " 109.35 | \n",
- " 828 | \n",
+ " 85.37 | \n",
+ " 168 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 2 | \n",
- " 586050000 | \n",
+ " 94500000 | \n",
" 0 | \n",
- " 156.7997 | \n",
- " 13 | \n",
- " 857.0 | \n",
- " 390 | \n",
- " 4 | \n",
+ " 59.92 | \n",
+ " 14 | \n",
+ " 559.0 | \n",
+ " 848 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 198.7 | \n",
- " 154 | \n",
+ " 80.44 | \n",
+ " 598 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 3 | \n",
- " 389370000 | \n",
- " 1 | \n",
- " 84.93 | \n",
- " 9 | \n",
- " 492.0 | \n",
- " 455 | \n",
- " 6 | \n",
+ " 308000000 | \n",
+ " 0 | \n",
+ " 84.99 | \n",
+ " 16 | \n",
+ " 1573.0 | \n",
+ " 1733 | \n",
+ " 13 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 109.81 | \n",
- " 78 | \n",
+ " 102.69 | \n",
+ " 628 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 4 | \n",
- " 1130000000 | \n",
+ " 538000000 | \n",
" 1 | \n",
- " 76.5 | \n",
- " 6 | \n",
- " 3930.0 | \n",
- " 3930 | \n",
- " 30 | \n",
+ " 59.88 | \n",
+ " 16 | \n",
+ " 2173.0 | \n",
+ " 2036 | \n",
+ " 19 | \n",
" district | \n",
" cogeneration | \n",
" corridor | \n",
- " 112.39 | \n",
- " 1170 | \n",
+ " 85.12 | \n",
+ " 895 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 5 | \n",
- " 128000000 | \n",
- " 0 | \n",
- " 84.92 | \n",
- " 10 | \n",
- " 225.0 | \n",
- " 343 | \n",
+ " 1265000000 | \n",
" 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 125.62 | \n",
- " 164 | \n",
- " 3.0 | \n",
+ " 115.47 | \n",
+ " 3 | \n",
+ " 1444.0 | \n",
+ " 1848 | \n",
+ " 36 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " corridor | \n",
+ " 143.81 | \n",
+ " 102 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 6 | \n",
- " 350000000 | \n",
- " 1 | \n",
- " 59.54 | \n",
- " 26 | \n",
- " 2990.0 | \n",
- " 2182 | \n",
- " 22 | \n",
+ " 206000000 | \n",
+ " 0 | \n",
+ " 84.98 | \n",
+ " 2 | \n",
+ " 243.0 | \n",
+ " 170 | \n",
+ " 2 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 76.62 | \n",
- " 176 | \n",
+ " 107.32 | \n",
+ " 54 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
" | 7 | \n",
- " 305000000 | \n",
- " 1 | \n",
- " 84.96 | \n",
- " 9 | \n",
- " 169.0 | \n",
- " 165 | \n",
+ " 1120000000 | \n",
" 1 | \n",
- " individual | \n",
- " gas | \n",
+ " 126.18 | \n",
+ " 7 | \n",
+ " 5540.0 | \n",
+ " 5539 | \n",
+ " 122 | \n",
+ " district | \n",
+ " cogeneration | \n",
" stairway | \n",
- " 111.28 | \n",
- " 60 | \n",
- " 3.0 | \n",
+ " 161.98 | \n",
+ " 76 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 8 | \n",
- " 315000000 | \n",
+ " 382000000 | \n",
" 1 | \n",
- " 60.053999999999995 | \n",
- " 4 | \n",
- " 635.0 | \n",
- " 620 | \n",
- " 22 | \n",
+ " 84.09 | \n",
+ " 2 | \n",
+ " 2366.0 | \n",
+ " 1971 | \n",
+ " 28 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 81.54 | \n",
- " 256 | \n",
+ " 105.32 | \n",
+ " 394 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 9 | \n",
- " 350000000 | \n",
- " 1 | \n",
- " 84.99 | \n",
- " 6 | \n",
- " 209.0 | \n",
- " 194 | \n",
+ " 80000000 | \n",
+ " 0 | \n",
+ " 57.06 | \n",
+ " 3 | \n",
+ " NaN | \n",
+ " 130 | \n",
" 2 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 108.79 | \n",
- " 108 | \n",
+ " 63.54 | \n",
+ " 40 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 10 | \n",
- " 1400000000 | \n",
+ " 565000000 | \n",
" 1 | \n",
- " 177.255 | \n",
+ " 59.9 | \n",
" 18 | \n",
- " 1662.0 | \n",
- " 490 | \n",
- " 2 | \n",
- " central | \n",
+ " 2776.0 | \n",
+ " 2298 | \n",
+ " 27 | \n",
+ " individual | \n",
" gas | \n",
" stairway | \n",
- " 244.63 | \n",
- " 62 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
+ " 82.54 | \n",
+ " 384 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 11 | \n",
- " 480000000 | \n",
+ " 215600000 | \n",
+ " 0 | \n",
+ " 117.27 | \n",
" 1 | \n",
- " 84.51 | \n",
- " 2 | \n",
- " 465.0 | \n",
- " 387 | \n",
- " 5 | \n",
+ " 941.0 | \n",
+ " 652 | \n",
+ " 11 | \n",
" district | \n",
" cogeneration | \n",
" stairway | \n",
- " 116.84 | \n",
- " 34 | \n",
- " 3.0 | \n",
+ " 155.05 | \n",
+ " 187 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 12 | \n",
- " 350000000 | \n",
+ " 214540000 | \n",
" 0 | \n",
- " 134.92 | \n",
- " 9 | \n",
- " 1849.0 | \n",
- " 1691 | \n",
- " 16 | \n",
- " individual | \n",
+ " 117.27 | \n",
+ " 2 | \n",
+ " 1576.0 | \n",
+ " 1112 | \n",
+ " 17 | \n",
+ " central | \n",
" gas | \n",
" stairway | \n",
- " 162.74 | \n",
- " 182 | \n",
+ " 153.13 | \n",
+ " 214 | \n",
" 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 13 | \n",
- " 720000000 | \n",
+ " 163000000 | \n",
" 0 | \n",
- " 98.55 | \n",
- " 33 | \n",
- " 3728.0 | \n",
- " 1631 | \n",
- " 3 | \n",
+ " 84.99 | \n",
+ " 19 | \n",
+ " 3776.0 | \n",
+ " 3382 | \n",
+ " 35 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 147.52 | \n",
- " 2 | \n",
- " 4.0 | \n",
+ " 107.48 | \n",
+ " 850 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 14 | \n",
- " 247000000 | \n",
- " 1 | \n",
- " 59.87 | \n",
- " 15 | \n",
- " 505.0 | \n",
- " 700 | \n",
- " 7 | \n",
- " district | \n",
- " cogeneration | \n",
- " NaN | \n",
- " 78.09 | \n",
- " 87 | \n",
+ " 150000000 | \n",
+ " 0 | \n",
+ " 59.84 | \n",
+ " 9 | \n",
+ " 514.0 | \n",
+ " 498 | \n",
+ " 5 | \n",
+ " individual | \n",
+ " gas | \n",
+ " stairway | \n",
+ " 79.55 | \n",
+ " 160 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 15 | \n",
- " 260000000 | \n",
+ " 1093000000 | \n",
" 1 | \n",
- " 60.06 | \n",
- " 6 | \n",
- " 1425.0 | \n",
- " 998 | \n",
- " 10 | \n",
+ " 125.58 | \n",
+ " 8 | \n",
+ " 237.0 | \n",
+ " 138 | \n",
+ " 2 | \n",
" individual | \n",
" gas | \n",
- " corridor | \n",
- " 76.88 | \n",
- " 538 | \n",
+ " stairway | \n",
+ " 155.01 | \n",
+ " 70 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
"
\n",
" \n",
" | 16 | \n",
- " 460000000 | \n",
+ " 297000000 | \n",
" 1 | \n",
- " 84.99 | \n",
- " 9 | \n",
+ " 59.99 | \n",
+ " 10 | \n",
" 2251.0 | \n",
" 2904 | \n",
" 21 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 110.76 | \n",
- " 816 | \n",
+ " corridor | \n",
+ " 78.18 | \n",
+ " 753 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 17 | \n",
- " 685000000 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 2 | \n",
- " 1027.0 | \n",
- " 847 | \n",
- " 10 | \n",
- " district | \n",
+ " 357500000 | \n",
+ " 0 | \n",
+ " 125.04 | \n",
+ " 9 | \n",
+ " 543.0 | \n",
+ " 431 | \n",
+ " 3 | \n",
+ " individual | \n",
" gas | \n",
" stairway | \n",
- " 85.02 | \n",
- " 76 | \n",
- " 3.0 | \n",
+ " 156.57 | \n",
+ " 86 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 18 | \n",
- " 175000000 | \n",
+ " 239400000 | \n",
" 0 | \n",
- " 57.0 | \n",
- " 2 | \n",
- " 1197.0 | \n",
- " 798 | \n",
- " 8 | \n",
- " central | \n",
+ " 84.99 | \n",
+ " 29 | \n",
+ " 1066.0 | \n",
+ " 690 | \n",
+ " 4 | \n",
+ " individual | \n",
" gas | \n",
- " corridor | \n",
- " 74.27 | \n",
- " 228 | \n",
+ " stairway | \n",
+ " 107.13 | \n",
+ " 85 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
"
\n",
" \n",
" | 19 | \n",
- " 164000000 | \n",
+ " 392000000 | \n",
" 0 | \n",
- " 84.7504 | \n",
- " 7 | \n",
- " 712.0 | \n",
- " 705 | \n",
- " 7 | \n",
+ " 104.95 | \n",
+ " 20 | \n",
+ " 775.0 | \n",
+ " 490 | \n",
+ " 8 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 107.51 | \n",
- " 409 | \n",
- " 3.0 | \n",
+ " 143.48 | \n",
+ " 190 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 20 | \n",
- " 580000000 | \n",
+ " 200000000 | \n",
" 1 | \n",
- " 84.3 | \n",
- " 7 | \n",
- " 156.0 | \n",
- " 144 | \n",
- " 2 | \n",
- " district | \n",
- " cogeneration | \n",
+ " 63.38 | \n",
+ " 8 | \n",
+ " NaN | \n",
+ " 489 | \n",
+ " 4 | \n",
+ " individual | \n",
+ " gas | \n",
" stairway | \n",
- " 106.34 | \n",
- " 120 | \n",
+ " 77.34 | \n",
+ " 145 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 21 | \n",
- " 1247000000 | \n",
- " 1 | \n",
- " 58.08 | \n",
- " 3 | \n",
- " 2500.0 | \n",
- " 5040 | \n",
- " 124 | \n",
+ " 184000000 | \n",
+ " 0 | \n",
+ " 84.962 | \n",
+ " 23 | \n",
+ " 1599.0 | \n",
+ " 1270 | \n",
+ " 13 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 59.5 | \n",
- " 65 | \n",
+ " 106.95 | \n",
+ " 300 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
" | 22 | \n",
- " 200000000 | \n",
- " 0 | \n",
- " 84.962 | \n",
- " 13 | \n",
- " 1093.0 | \n",
- " 1002 | \n",
- " 12 | \n",
- " district | \n",
- " cogeneration | \n",
+ " 395000000 | \n",
+ " 1 | \n",
+ " 114.99 | \n",
+ " 10 | \n",
+ " 1525.0 | \n",
+ " 1281 | \n",
+ " 11 | \n",
+ " individual | \n",
+ " gas | \n",
" stairway | \n",
- " 106.79 | \n",
- " 224 | \n",
- " 3.0 | \n",
+ " 143.66 | \n",
+ " 296 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 23 | \n",
- " 950000000 | \n",
+ " 151000000 | \n",
+ " 0 | \n",
+ " 108.2848 | \n",
+ " 9 | \n",
+ " 87.0 | \n",
+ " 114 | \n",
" 1 | \n",
- " 59.88 | \n",
- " 22 | \n",
- " 2173.0 | \n",
- " 2036 | \n",
- " 19 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 85.12 | \n",
- " 895 | \n",
+ " individual | \n",
+ " gas | \n",
+ " stairway | \n",
+ " 139.1 | \n",
+ " 9 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
" | 24 | \n",
- " 94000000 | \n",
- " 0 | \n",
- " 46.32 | \n",
+ " 460000000 | \n",
+ " 1 | \n",
+ " 102.634 | \n",
+ " 3 | \n",
+ " 330.0 | \n",
+ " 256 | \n",
" 4 | \n",
- " NaN | \n",
- " 1110 | \n",
- " 10 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 64.9 | \n",
- " 1110 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
+ " 127.18 | \n",
+ " 19 | \n",
+ " 4.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
" | 25 | \n",
- " 590000000 | \n",
+ " 224000000 | \n",
" 1 | \n",
- " 83.475 | \n",
- " 9 | \n",
- " 1920.0 | \n",
- " 960 | \n",
- " 13 | \n",
- " central | \n",
+ " 84.42 | \n",
+ " 2 | \n",
+ " 133.0 | \n",
+ " 167 | \n",
+ " 2 | \n",
+ " individual | \n",
" gas | \n",
- " stairway | \n",
- " 100.04 | \n",
- " 270 | \n",
+ " corridor | \n",
+ " 107.93 | \n",
+ " 167 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 26 | \n",
- " 449000000 | \n",
+ " 430000000 | \n",
" 1 | \n",
- " 84.98 | \n",
- " 4 | \n",
- " 321.0 | \n",
- " 293 | \n",
+ " 59.26 | \n",
" 5 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 109.66 | \n",
- " 15 | \n",
+ " 893.0 | \n",
+ " 2433 | \n",
+ " 14 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " corridor | \n",
+ " 83.26 | \n",
+ " 447 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 27 | \n",
- " 325330000 | \n",
- " 0 | \n",
- " 115.28 | \n",
- " 26 | \n",
- " 507.0 | \n",
- " 270 | \n",
- " 2 | \n",
+ " 394000000 | \n",
+ " 1 | \n",
+ " 101.95 | \n",
+ " 3 | \n",
+ " 2251.0 | \n",
+ " 2904 | \n",
+ " 21 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 155.92 | \n",
- " 112 | \n",
- " 3.0 | \n",
+ " 132.88 | \n",
+ " 278 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 28 | \n",
- " 495000000 | \n",
- " 1 | \n",
- " 59.817 | \n",
- " 6 | \n",
- " 677.0 | \n",
- " 603 | \n",
- " 11 | \n",
+ " 275000000 | \n",
+ " 0 | \n",
+ " 72.2358 | \n",
+ " 8 | \n",
+ " 3400.0 | \n",
+ " 3160 | \n",
+ " 30 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 85.43 | \n",
- " 213 | \n",
+ " 95.84 | \n",
+ " 49 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 29 | \n",
- " 250000000 | \n",
- " 0 | \n",
- " 167.66 | \n",
- " 8 | \n",
- " 994.0 | \n",
- " 868 | \n",
- " 10 | \n",
- " individual | \n",
- " gas | \n",
+ " 430000000 | \n",
+ " 1 | \n",
+ " 71.17 | \n",
+ " 1 | \n",
+ " 381.0 | \n",
+ " 708 | \n",
+ " 6 | \n",
+ " district | \n",
+ " cogeneration | \n",
" stairway | \n",
- " 201.31 | \n",
- " 48 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
+ " 88.59 | \n",
+ " 78 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | ... | \n",
@@ -2036,840 +2038,840 @@
" ... | \n",
"
\n",
" \n",
- " | 4774 | \n",
- " 140000000 | \n",
- " 0 | \n",
- " 52.7659 | \n",
- " 15 | \n",
- " 1331.0 | \n",
- " 1395 | \n",
+ " 7977 | \n",
+ " 320000000 | \n",
+ " 1 | \n",
+ " 45.77 | \n",
" 9 | \n",
- " individual | \n",
- " gas | \n",
+ " NaN | \n",
+ " 750 | \n",
+ " 6 | \n",
+ " district | \n",
+ " cogeneration | \n",
" corridor | \n",
- " 78.49 | \n",
- " 96 | \n",
- " 1.0 | \n",
+ " 64.11 | \n",
+ " 224 | \n",
+ " 2.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4775 | \n",
- " 558000000 | \n",
+ " 7978 | \n",
+ " 302000000 | \n",
" 1 | \n",
- " 84.93 | \n",
- " 26 | \n",
- " 4890.0 | \n",
- " 3293 | \n",
- " 51 | \n",
+ " 59.76 | \n",
+ " 13 | \n",
+ " 2300.0 | \n",
+ " 1981 | \n",
+ " 18 | \n",
" district | \n",
" cogeneration | \n",
- " stairway | \n",
- " 109.64 | \n",
- " 133 | \n",
+ " corridor | \n",
+ " 81.14 | \n",
+ " 386 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4776 | \n",
- " 285000000 | \n",
+ " 7979 | \n",
+ " 127000000 | \n",
+ " 0 | \n",
+ " 84.86 | \n",
+ " 3 | \n",
+ " 270.0 | \n",
+ " 210 | \n",
" 1 | \n",
- " 59.993 | \n",
- " 2 | \n",
- " 1153.0 | \n",
- " 850 | \n",
- " 21 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 80.97 | \n",
- " 114 | \n",
+ " 95.59 | \n",
+ " 1 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4777 | \n",
- " 240000000 | \n",
+ " 7980 | \n",
+ " 316000000 | \n",
" 0 | \n",
- " 127.845 | \n",
- " 6 | \n",
- " 379.0 | \n",
- " 231 | \n",
- " 2 | \n",
+ " 84.6389 | \n",
+ " 4 | \n",
+ " 4599.0 | \n",
+ " 2752 | \n",
+ " 14 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 159.2 | \n",
- " 48 | \n",
- " 4.0 | \n",
+ " 113.65 | \n",
+ " 772 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4778 | \n",
- " 317000000 | \n",
+ " 7981 | \n",
+ " 170880000 | \n",
" 0 | \n",
- " 84.7841 | \n",
- " 29 | \n",
- " 2446.0 | \n",
- " 1149 | \n",
- " 9 | \n",
+ " 84.9387 | \n",
+ " 4 | \n",
+ " 222.0 | \n",
+ " 215 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 128.83 | \n",
+ " 108.64 | \n",
" 87 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4779 | \n",
- " 365000000 | \n",
- " 1 | \n",
- " 84.84 | \n",
- " 8 | \n",
- " 2513.0 | \n",
- " 1224 | \n",
- " 13 | \n",
+ " 7982 | \n",
+ " 115000000 | \n",
+ " 0 | \n",
+ " 59.38 | \n",
+ " 2 | \n",
+ " 85.0 | \n",
+ " 365 | \n",
+ " 4 | \n",
" individual | \n",
- " gas | \n",
+ " - | \n",
" stairway | \n",
- " 110.48 | \n",
- " 160 | \n",
+ " 77.68 | \n",
+ " 87 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4780 | \n",
- " 208500000 | \n",
+ " 7983 | \n",
+ " 240000000 | \n",
" 1 | \n",
- " 45.77 | \n",
- " 9 | \n",
- " 802.0 | \n",
- " 860 | \n",
- " 8 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 65.69 | \n",
- " 42 | \n",
- " 2.0 | \n",
+ " 37.46 | \n",
+ " 5 | \n",
+ " 1120.0 | \n",
+ " 2213 | \n",
+ " 26 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " stairway | \n",
+ " 58.24 | \n",
+ " 70 | \n",
+ " 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4781 | \n",
- " 500000000 | \n",
+ " 7984 | \n",
+ " 660000000 | \n",
" 1 | \n",
- " 59.9 | \n",
+ " 84.98 | \n",
" 4 | \n",
- " 382.0 | \n",
- " 303 | \n",
- " 9 | \n",
+ " 1155.0 | \n",
+ " 863 | \n",
+ " 14 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 78.51 | \n",
- " 7 | \n",
+ " 108.76 | \n",
+ " 180 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4782 | \n",
- " 242000000 | \n",
- " 1 | \n",
- " 59.88 | \n",
- " 11 | \n",
- " 194.0 | \n",
- " 202 | \n",
- " 2 | \n",
+ " 7985 | \n",
+ " 413000000 | \n",
+ " 0 | \n",
+ " 84.73200000000001 | \n",
+ " 14 | \n",
+ " 625.0 | \n",
+ " 530 | \n",
+ " 4 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 77.35 | \n",
- " 54 | \n",
+ " 109.15 | \n",
+ " 106 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4783 | \n",
- " 270000000 | \n",
+ " 7986 | \n",
+ " 298000000 | \n",
" 1 | \n",
- " 59.52 | \n",
- " 12 | \n",
- " 344.0 | \n",
- " 424 | \n",
- " 3 | \n",
+ " 84.98 | \n",
+ " 22 | \n",
+ " 1525.0 | \n",
+ " 1281 | \n",
+ " 11 | \n",
" individual | \n",
" gas | \n",
- " corridor | \n",
- " 76.44 | \n",
- " 209 | \n",
+ " stairway | \n",
+ " 109.36 | \n",
+ " 441 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
- " | 4784 | \n",
- " 390000000 | \n",
- " 1 | \n",
- " 84.92 | \n",
- " 22 | \n",
- " 397.0 | \n",
- " 355 | \n",
- " 7 | \n",
+ " 7987 | \n",
+ " 227500000 | \n",
+ " 0 | \n",
+ " 84.986 | \n",
+ " 10 | \n",
+ " 166.0 | \n",
+ " 163 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 112.66 | \n",
- " 314 | \n",
+ " 113.91 | \n",
+ " 14 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4785 | \n",
- " 1030000000 | \n",
- " 1 | \n",
- " 58.08 | \n",
- " 5 | \n",
- " 2500.0 | \n",
- " 5040 | \n",
- " 124 | \n",
+ " 7988 | \n",
+ " 227500000 | \n",
+ " 0 | \n",
+ " 59.997 | \n",
+ " 25 | \n",
+ " 2716.0 | \n",
+ " 2302 | \n",
+ " 24 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 59.5 | \n",
- " 65 | \n",
- " 3.0 | \n",
+ " 80.72 | \n",
+ " 200 | \n",
+ " 2.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4786 | \n",
- " 415000000 | \n",
+ " 7989 | \n",
+ " 370000000 | \n",
+ " 1 | \n",
+ " 59.145 | \n",
+ " 11 | \n",
+ " 338.0 | \n",
+ " 457 | \n",
+ " 1 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " corridor | \n",
+ " 77.96 | \n",
+ " 39 | \n",
+ " 1.0 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " | 7990 | \n",
+ " 678000000 | \n",
+ " 1 | \n",
+ " 84.85 | \n",
+ " 12 | \n",
+ " 126.0 | \n",
+ " 111 | \n",
" 1 | \n",
- " 68.28 | \n",
- " 10 | \n",
- " 285.0 | \n",
- " 284 | \n",
- " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 93.51 | \n",
- " 72 | \n",
+ " 104.7 | \n",
+ " 111 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4787 | \n",
- " 625000000 | \n",
+ " 7991 | \n",
+ " 245000000 | \n",
" 1 | \n",
- " 84.94 | \n",
- " 16 | \n",
- " 364.0 | \n",
- " 333 | \n",
- " 9 | \n",
+ " 59.91 | \n",
+ " 12 | \n",
+ " 488.0 | \n",
+ " 429 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 109.81 | \n",
- " 71 | \n",
+ " corridor | \n",
+ " 83.31 | \n",
+ " 184 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4788 | \n",
- " 800000000 | \n",
+ " 7992 | \n",
+ " 590000000 | \n",
" 1 | \n",
- " 84.87 | \n",
- " 13 | \n",
- " 221.0 | \n",
- " 293 | \n",
- " 2 | \n",
+ " 84.708 | \n",
+ " 8 | \n",
+ " 178.0 | \n",
+ " 157 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 108.05 | \n",
- " 22 | \n",
+ " 105.22 | \n",
+ " 115 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4789 | \n",
- " 76550000 | \n",
- " 0 | \n",
- " 56.9704 | \n",
- " 4 | \n",
- " NaN | \n",
- " 564 | \n",
- " 5 | \n",
+ " 7993 | \n",
+ " 308000000 | \n",
+ " 1 | \n",
+ " 84.84 | \n",
+ " 12 | \n",
+ " 1200.0 | \n",
+ " 1234 | \n",
+ " 15 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 81.54 | \n",
- " 564 | \n",
+ " 95.15 | \n",
+ " 240 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4790 | \n",
- " 373000000 | \n",
+ " 7994 | \n",
+ " 630000000 | \n",
" 1 | \n",
- " 59.96 | \n",
- " 2 | \n",
- " 1267.0 | \n",
- " 999 | \n",
- " 18 | \n",
- " individual | \n",
- " gas | \n",
+ " 84.79 | \n",
+ " 7 | \n",
+ " 658.0 | \n",
+ " 551 | \n",
+ " 10 | \n",
+ " district | \n",
+ " cogeneration | \n",
" stairway | \n",
- " 82.61 | \n",
- " 156 | \n",
+ " 108.52 | \n",
+ " 173 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4791 | \n",
- " 228000000 | \n",
- " 0 | \n",
- " 84.8404 | \n",
- " 13 | \n",
- " 775.0 | \n",
- " 846 | \n",
- " 8 | \n",
+ " 7995 | \n",
+ " 400000000 | \n",
+ " 1 | \n",
+ " 84.98 | \n",
+ " 11 | \n",
+ " 195.0 | \n",
+ " 177 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 103.41 | \n",
- " 163 | \n",
+ " 108.16 | \n",
+ " 41 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4792 | \n",
- " 340000000 | \n",
+ " 7996 | \n",
+ " 570000000 | \n",
" 1 | \n",
- " 59.95 | \n",
- " 10 | \n",
- " 1459.0 | \n",
- " 1371 | \n",
- " 13 | \n",
+ " 27.68 | \n",
+ " 31 | \n",
+ " 7876.0 | \n",
+ " 5563 | \n",
+ " 65 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " stairway | \n",
+ " 42.28 | \n",
+ " 500 | \n",
+ " 1.0 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " | 7997 | \n",
+ " 600000000 | \n",
+ " 1 | \n",
+ " 59.97 | \n",
+ " 8 | \n",
+ " 329.0 | \n",
+ " 348 | \n",
+ " 4 | \n",
" individual | \n",
" gas | \n",
- " corridor | \n",
- " 88.78 | \n",
- " 557 | \n",
+ " stairway | \n",
+ " 80.55 | \n",
+ " 128 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4793 | \n",
- " 288000000 | \n",
+ " 7998 | \n",
+ " 190000000 | \n",
" 1 | \n",
- " 59.94 | \n",
+ " 49.77 | \n",
+ " 9 | \n",
+ " 2450.0 | \n",
+ " 2462 | \n",
" 16 | \n",
- " 461.0 | \n",
- " 453 | \n",
- " 6 | \n",
- " individual | \n",
+ " district | \n",
" gas | \n",
" corridor | \n",
- " 81.97 | \n",
- " 177 | \n",
+ " 72.73 | \n",
+ " 1268 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4794 | \n",
- " 407000000 | \n",
+ " 7999 | \n",
+ " 315000000 | \n",
" 1 | \n",
- " 84.97 | \n",
- " 5 | \n",
- " 2772.0 | \n",
- " 3322 | \n",
- " 32 | \n",
+ " 59.76 | \n",
+ " 14 | \n",
+ " 1544.0 | \n",
+ " 1544 | \n",
+ " 9 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 113.67 | \n",
- " 876 | \n",
+ " corridor | \n",
+ " 83.46 | \n",
+ " 558 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4795 | \n",
- " 99730000 | \n",
- " 0 | \n",
- " 84.975 | \n",
- " 3 | \n",
- " 422.0 | \n",
- " 424 | \n",
- " 4 | \n",
+ " 8000 | \n",
+ " 219500000 | \n",
+ " 1 | \n",
+ " 47.3 | \n",
+ " 1 | \n",
+ " 390.0 | \n",
+ " 390 | \n",
+ " 2 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 106.74 | \n",
- " 186 | \n",
- " 3.0 | \n",
+ " corridor | \n",
+ " 67.28 | \n",
+ " 90 | \n",
" 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4796 | \n",
- " 550000000 | \n",
+ " 8001 | \n",
+ " 360000000 | \n",
" 1 | \n",
- " 84.91 | \n",
- " 3 | \n",
- " 1391.0 | \n",
- " 1606 | \n",
+ " 84.95100000000001 | \n",
+ " 7 | \n",
+ " 1077.0 | \n",
+ " 976 | \n",
" 15 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 104.75 | \n",
- " 958 | \n",
+ " corridor | \n",
+ " 106.77 | \n",
+ " 445 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4797 | \n",
- " 550000000 | \n",
+ " 8002 | \n",
+ " 205000000 | \n",
" 1 | \n",
- " 84.43 | \n",
- " 13 | \n",
- " 1163.0 | \n",
- " 967 | \n",
- " 11 | \n",
+ " 49.54 | \n",
+ " 9 | \n",
+ " 893.0 | \n",
+ " 2433 | \n",
+ " 14 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " corridor | \n",
+ " 71.07 | \n",
+ " 743 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " | 8003 | \n",
+ " 188000000 | \n",
+ " 1 | \n",
+ " 59.96 | \n",
+ " 7 | \n",
+ " 715.0 | \n",
+ " 956 | \n",
+ " 6 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 108.63 | \n",
- " 154 | \n",
+ " corridor | \n",
+ " 82.4 | \n",
+ " 956 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4798 | \n",
- " 215000000 | \n",
+ " 8004 | \n",
+ " 292000000 | \n",
" 0 | \n",
- " 84.6588 | \n",
- " 11 | \n",
- " 918.0 | \n",
- " 712 | \n",
- " 15 | \n",
+ " 109.7847 | \n",
+ " 13 | \n",
+ " 354.0 | \n",
+ " 338 | \n",
+ " 4 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 111.48 | \n",
- " 46 | \n",
- " 3.0 | \n",
+ " 134.8 | \n",
+ " 56 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4799 | \n",
- " 339000000 | \n",
- " 1 | \n",
- " 84.97 | \n",
+ " 8005 | \n",
+ " 248000000 | \n",
+ " 0 | \n",
+ " 59.955 | \n",
" 20 | \n",
- " 3940.0 | \n",
- " 3003 | \n",
- " 25 | \n",
+ " 617.0 | \n",
+ " 600 | \n",
+ " 6 | \n",
" individual | \n",
" gas | \n",
- " mixed | \n",
- " 109.57 | \n",
- " 280 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 4800 | \n",
- " 700000000 | \n",
- " 1 | \n",
- " 59.55 | \n",
- " 8 | \n",
- " 205.0 | \n",
- " 340 | \n",
- " 2 | \n",
- " district | \n",
- " cogeneration | \n",
" stairway | \n",
- " 91.48 | \n",
- " 340 | \n",
+ " 80.38 | \n",
+ " 200 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4801 | \n",
- " 445000000 | \n",
+ " 8006 | \n",
+ " 490000000 | \n",
" 1 | \n",
- " 110.56 | \n",
- " 5 | \n",
- " 290.0 | \n",
- " 216 | \n",
- " 7 | \n",
+ " 84.87 | \n",
+ " 1 | \n",
+ " 3384.0 | \n",
+ " 3404 | \n",
+ " 35 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 134.04 | \n",
- " 108 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 4802 | \n",
- " 270000000 | \n",
- " 1 | \n",
- " 84.87 | \n",
- " 9 | \n",
- " 1252.0 | \n",
- " 1668 | \n",
- " 18 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 105.79 | \n",
- " 56 | \n",
+ " 104.58 | \n",
+ " 1034 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
- " \n",
- " | 4803 | \n",
- " 93000000 | \n",
- " 1 | \n",
- " 39.6 | \n",
- " 3 | \n",
- " 486.0 | \n",
- " 1624 | \n",
- " 10 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 56.91 | \n",
- " 626 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
" \n",
"\n",
- "4804 rows × 14 columns
\n",
+ "8007 rows × 14 columns
\n",
""
],
"text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "0 570000000 1 84.91 15 \n",
- "1 1050000000 1 84.99 17 \n",
- "2 586050000 0 156.7997 13 \n",
- "3 389370000 1 84.93 9 \n",
- "4 1130000000 1 76.5 6 \n",
- "5 128000000 0 84.92 10 \n",
- "6 350000000 1 59.54 26 \n",
- "7 305000000 1 84.96 9 \n",
- "8 315000000 1 60.053999999999995 4 \n",
- "9 350000000 1 84.99 6 \n",
- "10 1400000000 1 177.255 18 \n",
- "11 480000000 1 84.51 2 \n",
- "12 350000000 0 134.92 9 \n",
- "13 720000000 0 98.55 33 \n",
- "14 247000000 1 59.87 15 \n",
- "15 260000000 1 60.06 6 \n",
- "16 460000000 1 84.99 9 \n",
- "17 685000000 1 59.99 2 \n",
- "18 175000000 0 57.0 2 \n",
- "19 164000000 0 84.7504 7 \n",
- "20 580000000 1 84.3 7 \n",
- "21 1247000000 1 58.08 3 \n",
- "22 200000000 0 84.962 13 \n",
- "23 950000000 1 59.88 22 \n",
- "24 94000000 0 46.32 4 \n",
- "25 590000000 1 83.475 9 \n",
- "26 449000000 1 84.98 4 \n",
- "27 325330000 0 115.28 26 \n",
- "28 495000000 1 59.817 6 \n",
- "29 250000000 0 167.66 8 \n",
- "... ... ... ... ... \n",
- "4774 140000000 0 52.7659 15 \n",
- "4775 558000000 1 84.93 26 \n",
- "4776 285000000 1 59.993 2 \n",
- "4777 240000000 0 127.845 6 \n",
- "4778 317000000 0 84.7841 29 \n",
- "4779 365000000 1 84.84 8 \n",
- "4780 208500000 1 45.77 9 \n",
- "4781 500000000 1 59.9 4 \n",
- "4782 242000000 1 59.88 11 \n",
- "4783 270000000 1 59.52 12 \n",
- "4784 390000000 1 84.92 22 \n",
- "4785 1030000000 1 58.08 5 \n",
- "4786 415000000 1 68.28 10 \n",
- "4787 625000000 1 84.94 16 \n",
- "4788 800000000 1 84.87 13 \n",
- "4789 76550000 0 56.9704 4 \n",
- "4790 373000000 1 59.96 2 \n",
- "4791 228000000 0 84.8404 13 \n",
- "4792 340000000 1 59.95 10 \n",
- "4793 288000000 1 59.94 16 \n",
- "4794 407000000 1 84.97 5 \n",
- "4795 99730000 0 84.975 3 \n",
- "4796 550000000 1 84.91 3 \n",
- "4797 550000000 1 84.43 13 \n",
- "4798 215000000 0 84.6588 11 \n",
- "4799 339000000 1 84.97 20 \n",
- "4800 700000000 1 59.55 8 \n",
- "4801 445000000 1 110.56 5 \n",
- "4802 270000000 1 84.87 9 \n",
- "4803 93000000 1 39.6 3 \n",
+ " transaction_real_price city exclusive_use_area floor \\\n",
+ "0 135000000 0 82.32 4 \n",
+ "1 145000000 0 59.948 19 \n",
+ "2 94500000 0 59.92 14 \n",
+ "3 308000000 0 84.99 16 \n",
+ "4 538000000 1 59.88 16 \n",
+ "5 1265000000 1 115.47 3 \n",
+ "6 206000000 0 84.98 2 \n",
+ "7 1120000000 1 126.18 7 \n",
+ "8 382000000 1 84.09 2 \n",
+ "9 80000000 0 57.06 3 \n",
+ "10 565000000 1 59.9 18 \n",
+ "11 215600000 0 117.27 1 \n",
+ "12 214540000 0 117.27 2 \n",
+ "13 163000000 0 84.99 19 \n",
+ "14 150000000 0 59.84 9 \n",
+ "15 1093000000 1 125.58 8 \n",
+ "16 297000000 1 59.99 10 \n",
+ "17 357500000 0 125.04 9 \n",
+ "18 239400000 0 84.99 29 \n",
+ "19 392000000 0 104.95 20 \n",
+ "20 200000000 1 63.38 8 \n",
+ "21 184000000 0 84.962 23 \n",
+ "22 395000000 1 114.99 10 \n",
+ "23 151000000 0 108.2848 9 \n",
+ "24 460000000 1 102.634 3 \n",
+ "25 224000000 1 84.42 2 \n",
+ "26 430000000 1 59.26 5 \n",
+ "27 394000000 1 101.95 3 \n",
+ "28 275000000 0 72.2358 8 \n",
+ "29 430000000 1 71.17 1 \n",
+ "... ... ... ... ... \n",
+ "7977 320000000 1 45.77 9 \n",
+ "7978 302000000 1 59.76 13 \n",
+ "7979 127000000 0 84.86 3 \n",
+ "7980 316000000 0 84.6389 4 \n",
+ "7981 170880000 0 84.9387 4 \n",
+ "7982 115000000 0 59.38 2 \n",
+ "7983 240000000 1 37.46 5 \n",
+ "7984 660000000 1 84.98 4 \n",
+ "7985 413000000 0 84.73200000000001 14 \n",
+ "7986 298000000 1 84.98 22 \n",
+ "7987 227500000 0 84.986 10 \n",
+ "7988 227500000 0 59.997 25 \n",
+ "7989 370000000 1 59.145 11 \n",
+ "7990 678000000 1 84.85 12 \n",
+ "7991 245000000 1 59.91 12 \n",
+ "7992 590000000 1 84.708 8 \n",
+ "7993 308000000 1 84.84 12 \n",
+ "7994 630000000 1 84.79 7 \n",
+ "7995 400000000 1 84.98 11 \n",
+ "7996 570000000 1 27.68 31 \n",
+ "7997 600000000 1 59.97 8 \n",
+ "7998 190000000 1 49.77 9 \n",
+ "7999 315000000 1 59.76 14 \n",
+ "8000 219500000 1 47.3 1 \n",
+ "8001 360000000 1 84.95100000000001 7 \n",
+ "8002 205000000 1 49.54 9 \n",
+ "8003 188000000 1 59.96 7 \n",
+ "8004 292000000 0 109.7847 13 \n",
+ "8005 248000000 0 59.955 20 \n",
+ "8006 490000000 1 84.87 1 \n",
"\n",
" total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "0 1391.0 1606 \n",
- "1 7876.0 5563 \n",
- "2 857.0 390 \n",
- "3 492.0 455 \n",
- "4 3930.0 3930 \n",
- "5 225.0 343 \n",
- "6 2990.0 2182 \n",
- "7 169.0 165 \n",
- "8 635.0 620 \n",
- "9 209.0 194 \n",
- "10 1662.0 490 \n",
- "11 465.0 387 \n",
- "12 1849.0 1691 \n",
- "13 3728.0 1631 \n",
- "14 505.0 700 \n",
- "15 1425.0 998 \n",
+ "0 224.0 200 \n",
+ "1 1497.0 1280 \n",
+ "2 559.0 848 \n",
+ "3 1573.0 1733 \n",
+ "4 2173.0 2036 \n",
+ "5 1444.0 1848 \n",
+ "6 243.0 170 \n",
+ "7 5540.0 5539 \n",
+ "8 2366.0 1971 \n",
+ "9 NaN 130 \n",
+ "10 2776.0 2298 \n",
+ "11 941.0 652 \n",
+ "12 1576.0 1112 \n",
+ "13 3776.0 3382 \n",
+ "14 514.0 498 \n",
+ "15 237.0 138 \n",
"16 2251.0 2904 \n",
- "17 1027.0 847 \n",
- "18 1197.0 798 \n",
- "19 712.0 705 \n",
- "20 156.0 144 \n",
- "21 2500.0 5040 \n",
- "22 1093.0 1002 \n",
- "23 2173.0 2036 \n",
- "24 NaN 1110 \n",
- "25 1920.0 960 \n",
- "26 321.0 293 \n",
- "27 507.0 270 \n",
- "28 677.0 603 \n",
- "29 994.0 868 \n",
+ "17 543.0 431 \n",
+ "18 1066.0 690 \n",
+ "19 775.0 490 \n",
+ "20 NaN 489 \n",
+ "21 1599.0 1270 \n",
+ "22 1525.0 1281 \n",
+ "23 87.0 114 \n",
+ "24 330.0 256 \n",
+ "25 133.0 167 \n",
+ "26 893.0 2433 \n",
+ "27 2251.0 2904 \n",
+ "28 3400.0 3160 \n",
+ "29 381.0 708 \n",
"... ... ... \n",
- "4774 1331.0 1395 \n",
- "4775 4890.0 3293 \n",
- "4776 1153.0 850 \n",
- "4777 379.0 231 \n",
- "4778 2446.0 1149 \n",
- "4779 2513.0 1224 \n",
- "4780 802.0 860 \n",
- "4781 382.0 303 \n",
- "4782 194.0 202 \n",
- "4783 344.0 424 \n",
- "4784 397.0 355 \n",
- "4785 2500.0 5040 \n",
- "4786 285.0 284 \n",
- "4787 364.0 333 \n",
- "4788 221.0 293 \n",
- "4789 NaN 564 \n",
- "4790 1267.0 999 \n",
- "4791 775.0 846 \n",
- "4792 1459.0 1371 \n",
- "4793 461.0 453 \n",
- "4794 2772.0 3322 \n",
- "4795 422.0 424 \n",
- "4796 1391.0 1606 \n",
- "4797 1163.0 967 \n",
- "4798 918.0 712 \n",
- "4799 3940.0 3003 \n",
- "4800 205.0 340 \n",
- "4801 290.0 216 \n",
- "4802 1252.0 1668 \n",
- "4803 486.0 1624 \n",
+ "7977 NaN 750 \n",
+ "7978 2300.0 1981 \n",
+ "7979 270.0 210 \n",
+ "7980 4599.0 2752 \n",
+ "7981 222.0 215 \n",
+ "7982 85.0 365 \n",
+ "7983 1120.0 2213 \n",
+ "7984 1155.0 863 \n",
+ "7985 625.0 530 \n",
+ "7986 1525.0 1281 \n",
+ "7987 166.0 163 \n",
+ "7988 2716.0 2302 \n",
+ "7989 338.0 457 \n",
+ "7990 126.0 111 \n",
+ "7991 488.0 429 \n",
+ "7992 178.0 157 \n",
+ "7993 1200.0 1234 \n",
+ "7994 658.0 551 \n",
+ "7995 195.0 177 \n",
+ "7996 7876.0 5563 \n",
+ "7997 329.0 348 \n",
+ "7998 2450.0 2462 \n",
+ "7999 1544.0 1544 \n",
+ "8000 390.0 390 \n",
+ "8001 1077.0 976 \n",
+ "8002 893.0 2433 \n",
+ "8003 715.0 956 \n",
+ "8004 354.0 338 \n",
+ "8005 617.0 600 \n",
+ "8006 3384.0 3404 \n",
"\n",
" apartment_building_count_in_sites heat_type heat_fuel \\\n",
- "0 15 individual gas \n",
- "1 65 district cogeneration \n",
- "2 4 individual gas \n",
- "3 6 individual gas \n",
- "4 30 district cogeneration \n",
- "5 1 individual gas \n",
- "6 22 individual gas \n",
- "7 1 individual gas \n",
- "8 22 individual gas \n",
+ "0 8 individual gas \n",
+ "1 11 individual gas \n",
+ "2 3 individual gas \n",
+ "3 13 individual gas \n",
+ "4 19 district cogeneration \n",
+ "5 36 district cogeneration \n",
+ "6 2 individual gas \n",
+ "7 122 district cogeneration \n",
+ "8 28 individual gas \n",
"9 2 individual gas \n",
- "10 2 central gas \n",
- "11 5 district cogeneration \n",
- "12 16 individual gas \n",
- "13 3 individual gas \n",
- "14 7 district cogeneration \n",
- "15 10 individual gas \n",
+ "10 27 individual gas \n",
+ "11 11 district cogeneration \n",
+ "12 17 central gas \n",
+ "13 35 individual gas \n",
+ "14 5 individual gas \n",
+ "15 2 individual gas \n",
"16 21 individual gas \n",
- "17 10 district gas \n",
- "18 8 central gas \n",
- "19 7 individual gas \n",
- "20 2 district cogeneration \n",
- "21 124 individual gas \n",
- "22 12 district cogeneration \n",
- "23 19 district cogeneration \n",
- "24 10 individual gas \n",
- "25 13 central gas \n",
- "26 5 individual gas \n",
- "27 2 individual gas \n",
- "28 11 individual gas \n",
- "29 10 individual gas \n",
+ "17 3 individual gas \n",
+ "18 4 individual gas \n",
+ "19 8 individual gas \n",
+ "20 4 individual gas \n",
+ "21 13 individual gas \n",
+ "22 11 individual gas \n",
+ "23 1 individual gas \n",
+ "24 4 individual gas \n",
+ "25 2 individual gas \n",
+ "26 14 district cogeneration \n",
+ "27 21 individual gas \n",
+ "28 30 individual gas \n",
+ "29 6 district cogeneration \n",
"... ... ... ... \n",
- "4774 9 individual gas \n",
- "4775 51 district cogeneration \n",
- "4776 21 individual gas \n",
- "4777 2 individual gas \n",
- "4778 9 individual gas \n",
- "4779 13 individual gas \n",
- "4780 8 individual gas \n",
- "4781 9 individual gas \n",
- "4782 2 individual gas \n",
- "4783 3 individual gas \n",
- "4784 7 individual gas \n",
- "4785 124 individual gas \n",
- "4786 3 individual gas \n",
- "4787 9 individual gas \n",
- "4788 2 individual gas \n",
- "4789 5 individual gas \n",
- "4790 18 individual gas \n",
- "4791 8 individual gas \n",
- "4792 13 individual gas \n",
- "4793 6 individual gas \n",
- "4794 32 individual gas \n",
- "4795 4 individual gas \n",
- "4796 15 individual gas \n",
- "4797 11 individual gas \n",
- "4798 15 individual gas \n",
- "4799 25 individual gas \n",
- "4800 2 district cogeneration \n",
- "4801 7 individual gas \n",
- "4802 18 district cogeneration \n",
- "4803 10 district cogeneration \n",
+ "7977 6 district cogeneration \n",
+ "7978 18 district cogeneration \n",
+ "7979 1 individual gas \n",
+ "7980 14 individual gas \n",
+ "7981 3 individual gas \n",
+ "7982 4 individual - \n",
+ "7983 26 district cogeneration \n",
+ "7984 14 individual gas \n",
+ "7985 4 individual gas \n",
+ "7986 11 individual gas \n",
+ "7987 3 individual gas \n",
+ "7988 24 individual gas \n",
+ "7989 1 district cogeneration \n",
+ "7990 1 individual gas \n",
+ "7991 3 individual gas \n",
+ "7992 3 individual gas \n",
+ "7993 15 individual gas \n",
+ "7994 10 district cogeneration \n",
+ "7995 3 individual gas \n",
+ "7996 65 district cogeneration \n",
+ "7997 4 individual gas \n",
+ "7998 16 district gas \n",
+ "7999 9 individual gas \n",
+ "8000 2 individual gas \n",
+ "8001 15 individual gas \n",
+ "8002 14 district cogeneration \n",
+ "8003 6 individual gas \n",
+ "8004 4 individual gas \n",
+ "8005 6 individual gas \n",
+ "8006 35 individual gas \n",
"\n",
" front_door_structure supply_area total_household_count_of_area_type \\\n",
- "0 stairway 104.75 958 \n",
- "1 stairway 109.35 828 \n",
- "2 stairway 198.7 154 \n",
- "3 stairway 109.81 78 \n",
- "4 corridor 112.39 1170 \n",
- "5 stairway 125.62 164 \n",
- "6 stairway 76.62 176 \n",
- "7 stairway 111.28 60 \n",
- "8 stairway 81.54 256 \n",
- "9 stairway 108.79 108 \n",
- "10 stairway 244.63 62 \n",
- "11 stairway 116.84 34 \n",
- "12 stairway 162.74 182 \n",
- "13 stairway 147.52 2 \n",
- "14 NaN 78.09 87 \n",
- "15 corridor 76.88 538 \n",
- "16 stairway 110.76 816 \n",
- "17 stairway 85.02 76 \n",
- "18 corridor 74.27 228 \n",
- "19 stairway 107.51 409 \n",
- "20 stairway 106.34 120 \n",
- "21 stairway 59.5 65 \n",
- "22 stairway 106.79 224 \n",
- "23 corridor 85.12 895 \n",
- "24 stairway 64.9 1110 \n",
- "25 stairway 100.04 270 \n",
- "26 stairway 109.66 15 \n",
- "27 stairway 155.92 112 \n",
- "28 stairway 85.43 213 \n",
- "29 stairway 201.31 48 \n",
+ "0 corridor 88.51 20 \n",
+ "1 stairway 85.37 168 \n",
+ "2 stairway 80.44 598 \n",
+ "3 stairway 102.69 628 \n",
+ "4 corridor 85.12 895 \n",
+ "5 corridor 143.81 102 \n",
+ "6 stairway 107.32 54 \n",
+ "7 stairway 161.98 76 \n",
+ "8 stairway 105.32 394 \n",
+ "9 stairway 63.54 40 \n",
+ "10 stairway 82.54 384 \n",
+ "11 stairway 155.05 187 \n",
+ "12 stairway 153.13 214 \n",
+ "13 stairway 107.48 850 \n",
+ "14 stairway 79.55 160 \n",
+ "15 stairway 155.01 70 \n",
+ "16 corridor 78.18 753 \n",
+ "17 stairway 156.57 86 \n",
+ "18 stairway 107.13 85 \n",
+ "19 stairway 143.48 190 \n",
+ "20 stairway 77.34 145 \n",
+ "21 stairway 106.95 300 \n",
+ "22 stairway 143.66 296 \n",
+ "23 stairway 139.1 9 \n",
+ "24 stairway 127.18 19 \n",
+ "25 corridor 107.93 167 \n",
+ "26 corridor 83.26 447 \n",
+ "27 stairway 132.88 278 \n",
+ "28 stairway 95.84 49 \n",
+ "29 stairway 88.59 78 \n",
"... ... ... ... \n",
- "4774 corridor 78.49 96 \n",
- "4775 stairway 109.64 133 \n",
- "4776 stairway 80.97 114 \n",
- "4777 stairway 159.2 48 \n",
- "4778 stairway 128.83 87 \n",
- "4779 stairway 110.48 160 \n",
- "4780 corridor 65.69 42 \n",
- "4781 stairway 78.51 7 \n",
- "4782 stairway 77.35 54 \n",
- "4783 corridor 76.44 209 \n",
- "4784 stairway 112.66 314 \n",
- "4785 stairway 59.5 65 \n",
- "4786 stairway 93.51 72 \n",
- "4787 stairway 109.81 71 \n",
- "4788 stairway 108.05 22 \n",
- "4789 stairway 81.54 564 \n",
- "4790 stairway 82.61 156 \n",
- "4791 stairway 103.41 163 \n",
- "4792 corridor 88.78 557 \n",
- "4793 corridor 81.97 177 \n",
- "4794 stairway 113.67 876 \n",
- "4795 stairway 106.74 186 \n",
- "4796 stairway 104.75 958 \n",
- "4797 stairway 108.63 154 \n",
- "4798 stairway 111.48 46 \n",
- "4799 mixed 109.57 280 \n",
- "4800 stairway 91.48 340 \n",
- "4801 stairway 134.04 108 \n",
- "4802 stairway 105.79 56 \n",
- "4803 corridor 56.91 626 \n",
+ "7977 corridor 64.11 224 \n",
+ "7978 corridor 81.14 386 \n",
+ "7979 stairway 95.59 1 \n",
+ "7980 stairway 113.65 772 \n",
+ "7981 stairway 108.64 87 \n",
+ "7982 stairway 77.68 87 \n",
+ "7983 stairway 58.24 70 \n",
+ "7984 stairway 108.76 180 \n",
+ "7985 stairway 109.15 106 \n",
+ "7986 stairway 109.36 441 \n",
+ "7987 stairway 113.91 14 \n",
+ "7988 stairway 80.72 200 \n",
+ "7989 corridor 77.96 39 \n",
+ "7990 stairway 104.7 111 \n",
+ "7991 corridor 83.31 184 \n",
+ "7992 stairway 105.22 115 \n",
+ "7993 stairway 95.15 240 \n",
+ "7994 stairway 108.52 173 \n",
+ "7995 stairway 108.16 41 \n",
+ "7996 stairway 42.28 500 \n",
+ "7997 stairway 80.55 128 \n",
+ "7998 corridor 72.73 1268 \n",
+ "7999 corridor 83.46 558 \n",
+ "8000 corridor 67.28 90 \n",
+ "8001 corridor 106.77 445 \n",
+ "8002 corridor 71.07 743 \n",
+ "8003 corridor 82.4 956 \n",
+ "8004 stairway 134.8 56 \n",
+ "8005 stairway 80.38 200 \n",
+ "8006 stairway 104.58 1034 \n",
"\n",
" room_count bathroom_count \n",
- "0 3.0 2.0 \n",
- "1 3.0 2.0 \n",
+ "0 3.0 1.0 \n",
+ "1 3.0 1.0 \n",
"2 3.0 2.0 \n",
"3 3.0 2.0 \n",
"4 3.0 1.0 \n",
- "5 3.0 2.0 \n",
- "6 3.0 1.0 \n",
- "7 3.0 2.0 \n",
+ "5 4.0 2.0 \n",
+ "6 3.0 2.0 \n",
+ "7 4.0 2.0 \n",
"8 3.0 2.0 \n",
- "9 3.0 2.0 \n",
- "10 4.0 2.0 \n",
- "11 3.0 2.0 \n",
+ "9 3.0 1.0 \n",
+ "10 3.0 1.0 \n",
+ "11 4.0 2.0 \n",
"12 4.0 2.0 \n",
- "13 4.0 2.0 \n",
+ "13 3.0 2.0 \n",
"14 3.0 1.0 \n",
- "15 2.0 1.0 \n",
+ "15 4.0 2.0 \n",
"16 3.0 2.0 \n",
- "17 3.0 2.0 \n",
- "18 2.0 1.0 \n",
- "19 3.0 2.0 \n",
- "20 3.0 2.0 \n",
- "21 3.0 1.0 \n",
- "22 3.0 2.0 \n",
- "23 3.0 1.0 \n",
- "24 3.0 1.0 \n",
+ "17 4.0 2.0 \n",
+ "18 3.0 2.0 \n",
+ "19 4.0 2.0 \n",
+ "20 3.0 1.0 \n",
+ "21 3.0 2.0 \n",
+ "22 4.0 2.0 \n",
+ "23 3.0 2.0 \n",
+ "24 4.0 2.0 \n",
"25 3.0 1.0 \n",
- "26 3.0 2.0 \n",
- "27 3.0 2.0 \n",
+ "26 3.0 1.0 \n",
+ "27 4.0 2.0 \n",
"28 3.0 2.0 \n",
- "29 4.0 2.0 \n",
+ "29 3.0 1.0 \n",
"... ... ... \n",
- "4774 1.0 1.0 \n",
- "4775 3.0 2.0 \n",
- "4776 3.0 2.0 \n",
- "4777 4.0 2.0 \n",
- "4778 3.0 2.0 \n",
- "4779 3.0 2.0 \n",
- "4780 2.0 1.0 \n",
- "4781 3.0 2.0 \n",
- "4782 3.0 2.0 \n",
- "4783 3.0 1.0 \n",
- "4784 3.0 2.0 \n",
- "4785 3.0 1.0 \n",
- "4786 3.0 2.0 \n",
- "4787 3.0 2.0 \n",
- "4788 3.0 2.0 \n",
- "4789 3.0 1.0 \n",
- "4790 3.0 2.0 \n",
- "4791 3.0 2.0 \n",
- "4792 3.0 1.0 \n",
- "4793 3.0 1.0 \n",
- "4794 3.0 2.0 \n",
- "4795 3.0 2.0 \n",
- "4796 3.0 2.0 \n",
- "4797 3.0 2.0 \n",
- "4798 3.0 2.0 \n",
- "4799 3.0 2.0 \n",
- "4800 3.0 1.0 \n",
- "4801 3.0 2.0 \n",
- "4802 3.0 2.0 \n",
- "4803 2.0 1.0 \n",
- "\n",
- "[4804 rows x 14 columns]"
+ "7977 2.0 1.0 \n",
+ "7978 3.0 1.0 \n",
+ "7979 3.0 2.0 \n",
+ "7980 3.0 2.0 \n",
+ "7981 3.0 2.0 \n",
+ "7982 3.0 2.0 \n",
+ "7983 3.0 1.0 \n",
+ "7984 3.0 2.0 \n",
+ "7985 3.0 2.0 \n",
+ "7986 3.0 2.0 \n",
+ "7987 3.0 2.0 \n",
+ "7988 2.0 1.0 \n",
+ "7989 1.0 1.0 \n",
+ "7990 3.0 2.0 \n",
+ "7991 3.0 1.0 \n",
+ "7992 3.0 2.0 \n",
+ "7993 3.0 1.0 \n",
+ "7994 3.0 2.0 \n",
+ "7995 3.0 2.0 \n",
+ "7996 1.0 1.0 \n",
+ "7997 3.0 1.0 \n",
+ "7998 3.0 1.0 \n",
+ "7999 3.0 1.0 \n",
+ "8000 2.0 1.0 \n",
+ "8001 3.0 2.0 \n",
+ "8002 3.0 1.0 \n",
+ "8003 3.0 1.0 \n",
+ "8004 4.0 2.0 \n",
+ "8005 3.0 1.0 \n",
+ "8006 3.0 2.0 \n",
+ "\n",
+ "[8007 rows x 14 columns]"
]
},
- "execution_count": 4,
+ "execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
@@ -2881,7 +2883,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 38,
"metadata": {},
"outputs": [
{
@@ -2916,72 +2918,72 @@
" \n",
" \n",
" | count | \n",
- " 4.804000e+03 | \n",
- " 4804.000000 | \n",
- " 4804.000000 | \n",
- " 4804.000000 | \n",
- " 4804.000000 | \n",
- " 4804.000000 | \n",
+ " 8.007000e+03 | \n",
+ " 8007.000000 | \n",
+ " 8007.000000 | \n",
+ " 8007.000000 | \n",
+ " 8007.000000 | \n",
+ " 8007.000000 | \n",
"
\n",
" \n",
" | mean | \n",
- " 4.028951e+08 | \n",
- " 0.626561 | \n",
- " 10.342007 | \n",
- " 1178.919026 | \n",
- " 12.746669 | \n",
- " 296.869276 | \n",
+ " 3.975305e+08 | \n",
+ " 0.619708 | \n",
+ " 10.206070 | \n",
+ " 1165.867991 | \n",
+ " 12.593106 | \n",
+ " 291.045960 | \n",
"
\n",
" \n",
" | std | \n",
- " 3.166673e+08 | \n",
- " 0.483767 | \n",
- " 7.270066 | \n",
- " 1125.314127 | \n",
- " 14.141390 | \n",
- " 334.868708 | \n",
+ " 3.148733e+08 | \n",
+ " 0.485489 | \n",
+ " 7.229768 | \n",
+ " 1098.361326 | \n",
+ " 13.960753 | \n",
+ " 320.597129 | \n",
"
\n",
" \n",
" | min | \n",
- " 1.515000e+07 | \n",
+ " 2.860000e+07 | \n",
" 0.000000 | \n",
- " 1.000000 | \n",
+ " -4.000000 | \n",
" 100.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" | 25% | \n",
- " 1.950000e+08 | \n",
+ " 1.957500e+08 | \n",
" 0.000000 | \n",
" 5.000000 | \n",
- " 416.000000 | \n",
+ " 408.000000 | \n",
" 4.000000 | \n",
- " 88.000000 | \n",
+ " 90.000000 | \n",
"
\n",
" \n",
" | 50% | \n",
" 3.250000e+08 | \n",
" 1.000000 | \n",
" 9.000000 | \n",
- " 804.000000 | \n",
+ " 812.000000 | \n",
" 9.000000 | \n",
- " 196.000000 | \n",
+ " 190.000000 | \n",
"
\n",
" \n",
" | 75% | \n",
- " 5.092500e+08 | \n",
+ " 5.000000e+08 | \n",
" 1.000000 | \n",
" 14.000000 | \n",
- " 1590.000000 | \n",
+ " 1550.000000 | \n",
" 15.000000 | \n",
- " 385.250000 | \n",
+ " 384.000000 | \n",
"
\n",
" \n",
" | max | \n",
- " 3.878340e+09 | \n",
+ " 4.800000e+09 | \n",
" 1.000000 | \n",
- " 59.000000 | \n",
+ " 67.000000 | \n",
" 6864.000000 | \n",
" 124.000000 | \n",
" 2960.000000 | \n",
@@ -2992,37 +2994,37 @@
],
"text/plain": [
" transaction_real_price city floor \\\n",
- "count 4.804000e+03 4804.000000 4804.000000 \n",
- "mean 4.028951e+08 0.626561 10.342007 \n",
- "std 3.166673e+08 0.483767 7.270066 \n",
- "min 1.515000e+07 0.000000 1.000000 \n",
- "25% 1.950000e+08 0.000000 5.000000 \n",
+ "count 8.007000e+03 8007.000000 8007.000000 \n",
+ "mean 3.975305e+08 0.619708 10.206070 \n",
+ "std 3.148733e+08 0.485489 7.229768 \n",
+ "min 2.860000e+07 0.000000 -4.000000 \n",
+ "25% 1.957500e+08 0.000000 5.000000 \n",
"50% 3.250000e+08 1.000000 9.000000 \n",
- "75% 5.092500e+08 1.000000 14.000000 \n",
- "max 3.878340e+09 1.000000 59.000000 \n",
+ "75% 5.000000e+08 1.000000 14.000000 \n",
+ "max 4.800000e+09 1.000000 67.000000 \n",
"\n",
" total_household_count_in_sites apartment_building_count_in_sites \\\n",
- "count 4804.000000 4804.000000 \n",
- "mean 1178.919026 12.746669 \n",
- "std 1125.314127 14.141390 \n",
+ "count 8007.000000 8007.000000 \n",
+ "mean 1165.867991 12.593106 \n",
+ "std 1098.361326 13.960753 \n",
"min 100.000000 1.000000 \n",
- "25% 416.000000 4.000000 \n",
- "50% 804.000000 9.000000 \n",
- "75% 1590.000000 15.000000 \n",
+ "25% 408.000000 4.000000 \n",
+ "50% 812.000000 9.000000 \n",
+ "75% 1550.000000 15.000000 \n",
"max 6864.000000 124.000000 \n",
"\n",
" total_household_count_of_area_type \n",
- "count 4804.000000 \n",
- "mean 296.869276 \n",
- "std 334.868708 \n",
+ "count 8007.000000 \n",
+ "mean 291.045960 \n",
+ "std 320.597129 \n",
"min 0.000000 \n",
- "25% 88.000000 \n",
- "50% 196.000000 \n",
- "75% 385.250000 \n",
+ "25% 90.000000 \n",
+ "50% 190.000000 \n",
+ "75% 384.000000 \n",
"max 2960.000000 "
]
},
- "execution_count": 5,
+ "execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
@@ -3033,7 +3035,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
@@ -3042,7 +3044,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 40,
"metadata": {},
"outputs": [
{
@@ -3073,32 +3075,32 @@
"
\n",
" \n",
" | total_parking_capacity_in_site | \n",
- " 281 | \n",
- " 5.85 | \n",
+ " 461 | \n",
+ " 5.76 | \n",
"
\n",
" \n",
" | front_door_structure | \n",
- " 29 | \n",
- " 0.60 | \n",
+ " 77 | \n",
+ " 0.96 | \n",
"
\n",
" \n",
" | heat_fuel | \n",
- " 27 | \n",
- " 0.56 | \n",
+ " 48 | \n",
+ " 0.60 | \n",
"
\n",
" \n",
" | heat_type | \n",
- " 6 | \n",
- " 0.12 | \n",
+ " 12 | \n",
+ " 0.15 | \n",
"
\n",
" \n",
" | bathroom_count | \n",
- " 2 | \n",
+ " 3 | \n",
" 0.04 | \n",
"
\n",
" \n",
" | room_count | \n",
- " 2 | \n",
+ " 3 | \n",
" 0.04 | \n",
"
\n",
" \n",
@@ -3107,15 +3109,15 @@
],
"text/plain": [
" total_missing percent\n",
- "total_parking_capacity_in_site 281 5.85\n",
- "front_door_structure 29 0.60\n",
- "heat_fuel 27 0.56\n",
- "heat_type 6 0.12\n",
- "bathroom_count 2 0.04\n",
- "room_count 2 0.04"
+ "total_parking_capacity_in_site 461 5.76\n",
+ "front_door_structure 77 0.96\n",
+ "heat_fuel 48 0.60\n",
+ "heat_type 12 0.15\n",
+ "bathroom_count 3 0.04\n",
+ "room_count 3 0.04"
]
},
- "execution_count": 7,
+ "execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
@@ -3129,7 +3131,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 41,
"metadata": {},
"outputs": [
{
@@ -3172,512 +3174,512 @@
" \n",
" \n",
" | 0 | \n",
- " 570000000 | \n",
- " 1 | \n",
- " 84.91 | \n",
- " 15 | \n",
- " 1391.0 | \n",
- " 1606 | \n",
- " 15 | \n",
+ " 135000000 | \n",
+ " 0 | \n",
+ " 82.32 | \n",
+ " 4 | \n",
+ " 224.0 | \n",
+ " 200 | \n",
+ " 8 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 104.75 | \n",
- " 958 | \n",
+ " corridor | \n",
+ " 88.51 | \n",
+ " 20 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 1 | \n",
- " 1050000000 | \n",
- " 1 | \n",
- " 84.99 | \n",
- " 17 | \n",
- " 7876.0 | \n",
- " 5563 | \n",
- " 65 | \n",
- " district | \n",
- " cogeneration | \n",
+ " 145000000 | \n",
+ " 0 | \n",
+ " 59.948 | \n",
+ " 19 | \n",
+ " 1497.0 | \n",
+ " 1280 | \n",
+ " 11 | \n",
+ " individual | \n",
+ " gas | \n",
" stairway | \n",
- " 109.35 | \n",
- " 828 | \n",
+ " 85.37 | \n",
+ " 168 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 2 | \n",
- " 586050000 | \n",
+ " 94500000 | \n",
" 0 | \n",
- " 156.7997 | \n",
- " 13 | \n",
- " 857.0 | \n",
- " 390 | \n",
- " 4 | \n",
+ " 59.92 | \n",
+ " 14 | \n",
+ " 559.0 | \n",
+ " 848 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 198.7 | \n",
- " 154 | \n",
+ " 80.44 | \n",
+ " 598 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 3 | \n",
- " 389370000 | \n",
- " 1 | \n",
- " 84.93 | \n",
- " 9 | \n",
- " 492.0 | \n",
- " 455 | \n",
- " 6 | \n",
+ " 308000000 | \n",
+ " 0 | \n",
+ " 84.99 | \n",
+ " 16 | \n",
+ " 1573.0 | \n",
+ " 1733 | \n",
+ " 13 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 109.81 | \n",
- " 78 | \n",
+ " 102.69 | \n",
+ " 628 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 4 | \n",
- " 1130000000 | \n",
+ " 538000000 | \n",
" 1 | \n",
- " 76.5 | \n",
- " 6 | \n",
- " 3930.0 | \n",
- " 3930 | \n",
- " 30 | \n",
+ " 59.88 | \n",
+ " 16 | \n",
+ " 2173.0 | \n",
+ " 2036 | \n",
+ " 19 | \n",
" district | \n",
" cogeneration | \n",
" corridor | \n",
- " 112.39 | \n",
- " 1170 | \n",
+ " 85.12 | \n",
+ " 895 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 5 | \n",
- " 128000000 | \n",
- " 0 | \n",
- " 84.92 | \n",
- " 10 | \n",
- " 225.0 | \n",
- " 343 | \n",
+ " 1265000000 | \n",
" 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 125.62 | \n",
- " 164 | \n",
- " 3.0 | \n",
+ " 115.47 | \n",
+ " 3 | \n",
+ " 1444.0 | \n",
+ " 1848 | \n",
+ " 36 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " corridor | \n",
+ " 143.81 | \n",
+ " 102 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 6 | \n",
- " 350000000 | \n",
- " 1 | \n",
- " 59.54 | \n",
- " 26 | \n",
- " 2990.0 | \n",
- " 2182 | \n",
- " 22 | \n",
+ " 206000000 | \n",
+ " 0 | \n",
+ " 84.98 | \n",
+ " 2 | \n",
+ " 243.0 | \n",
+ " 170 | \n",
+ " 2 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 76.62 | \n",
- " 176 | \n",
+ " 107.32 | \n",
+ " 54 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
" | 7 | \n",
- " 305000000 | \n",
- " 1 | \n",
- " 84.96 | \n",
- " 9 | \n",
- " 169.0 | \n",
- " 165 | \n",
+ " 1120000000 | \n",
" 1 | \n",
- " individual | \n",
- " gas | \n",
+ " 126.18 | \n",
+ " 7 | \n",
+ " 5540.0 | \n",
+ " 5539 | \n",
+ " 122 | \n",
+ " district | \n",
+ " cogeneration | \n",
" stairway | \n",
- " 111.28 | \n",
- " 60 | \n",
- " 3.0 | \n",
+ " 161.98 | \n",
+ " 76 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 8 | \n",
- " 315000000 | \n",
- " 1 | \n",
- " 60.053999999999995 | \n",
- " 4 | \n",
- " 635.0 | \n",
- " 620 | \n",
- " 22 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 81.54 | \n",
- " 256 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 9 | \n",
- " 350000000 | \n",
+ " 382000000 | \n",
" 1 | \n",
- " 84.99 | \n",
- " 6 | \n",
- " 209.0 | \n",
- " 194 | \n",
+ " 84.09 | \n",
" 2 | \n",
+ " 2366.0 | \n",
+ " 1971 | \n",
+ " 28 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 108.79 | \n",
- " 108 | \n",
+ " 105.32 | \n",
+ " 394 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 10 | \n",
- " 1400000000 | \n",
+ " 565000000 | \n",
" 1 | \n",
- " 177.255 | \n",
+ " 59.9 | \n",
" 18 | \n",
- " 1662.0 | \n",
- " 490 | \n",
- " 2 | \n",
- " central | \n",
+ " 2776.0 | \n",
+ " 2298 | \n",
+ " 27 | \n",
+ " individual | \n",
" gas | \n",
" stairway | \n",
- " 244.63 | \n",
- " 62 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
+ " 82.54 | \n",
+ " 384 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 11 | \n",
- " 480000000 | \n",
+ " 215600000 | \n",
+ " 0 | \n",
+ " 117.27 | \n",
" 1 | \n",
- " 84.51 | \n",
- " 2 | \n",
- " 465.0 | \n",
- " 387 | \n",
- " 5 | \n",
+ " 941.0 | \n",
+ " 652 | \n",
+ " 11 | \n",
" district | \n",
" cogeneration | \n",
" stairway | \n",
- " 116.84 | \n",
- " 34 | \n",
- " 3.0 | \n",
+ " 155.05 | \n",
+ " 187 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 12 | \n",
- " 350000000 | \n",
+ " 214540000 | \n",
" 0 | \n",
- " 134.92 | \n",
- " 9 | \n",
- " 1849.0 | \n",
- " 1691 | \n",
- " 16 | \n",
- " individual | \n",
+ " 117.27 | \n",
+ " 2 | \n",
+ " 1576.0 | \n",
+ " 1112 | \n",
+ " 17 | \n",
+ " central | \n",
" gas | \n",
" stairway | \n",
- " 162.74 | \n",
- " 182 | \n",
+ " 153.13 | \n",
+ " 214 | \n",
" 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 13 | \n",
- " 720000000 | \n",
+ " 163000000 | \n",
" 0 | \n",
- " 98.55 | \n",
- " 33 | \n",
- " 3728.0 | \n",
- " 1631 | \n",
- " 3 | \n",
+ " 84.99 | \n",
+ " 19 | \n",
+ " 3776.0 | \n",
+ " 3382 | \n",
+ " 35 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 147.52 | \n",
- " 2 | \n",
- " 4.0 | \n",
+ " 107.48 | \n",
+ " 850 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
+ " | 14 | \n",
+ " 150000000 | \n",
+ " 0 | \n",
+ " 59.84 | \n",
+ " 9 | \n",
+ " 514.0 | \n",
+ " 498 | \n",
+ " 5 | \n",
+ " individual | \n",
+ " gas | \n",
+ " stairway | \n",
+ " 79.55 | \n",
+ " 160 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
" | 15 | \n",
- " 260000000 | \n",
+ " 1093000000 | \n",
" 1 | \n",
- " 60.06 | \n",
- " 6 | \n",
- " 1425.0 | \n",
- " 998 | \n",
- " 10 | \n",
+ " 125.58 | \n",
+ " 8 | \n",
+ " 237.0 | \n",
+ " 138 | \n",
+ " 2 | \n",
" individual | \n",
" gas | \n",
- " corridor | \n",
- " 76.88 | \n",
- " 538 | \n",
+ " stairway | \n",
+ " 155.01 | \n",
+ " 70 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
"
\n",
" \n",
" | 16 | \n",
- " 460000000 | \n",
+ " 297000000 | \n",
" 1 | \n",
- " 84.99 | \n",
- " 9 | \n",
+ " 59.99 | \n",
+ " 10 | \n",
" 2251.0 | \n",
" 2904 | \n",
" 21 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 110.76 | \n",
- " 816 | \n",
+ " corridor | \n",
+ " 78.18 | \n",
+ " 753 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 17 | \n",
- " 685000000 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 2 | \n",
- " 1027.0 | \n",
- " 847 | \n",
- " 10 | \n",
- " district | \n",
+ " 357500000 | \n",
+ " 0 | \n",
+ " 125.04 | \n",
+ " 9 | \n",
+ " 543.0 | \n",
+ " 431 | \n",
+ " 3 | \n",
+ " individual | \n",
" gas | \n",
" stairway | \n",
- " 85.02 | \n",
- " 76 | \n",
- " 3.0 | \n",
+ " 156.57 | \n",
+ " 86 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 18 | \n",
- " 175000000 | \n",
+ " 239400000 | \n",
" 0 | \n",
- " 57.0 | \n",
- " 2 | \n",
- " 1197.0 | \n",
- " 798 | \n",
- " 8 | \n",
- " central | \n",
+ " 84.99 | \n",
+ " 29 | \n",
+ " 1066.0 | \n",
+ " 690 | \n",
+ " 4 | \n",
+ " individual | \n",
" gas | \n",
- " corridor | \n",
- " 74.27 | \n",
- " 228 | \n",
+ " stairway | \n",
+ " 107.13 | \n",
+ " 85 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
"
\n",
" \n",
" | 19 | \n",
- " 164000000 | \n",
+ " 392000000 | \n",
" 0 | \n",
- " 84.7504 | \n",
- " 7 | \n",
- " 712.0 | \n",
- " 705 | \n",
- " 7 | \n",
+ " 104.95 | \n",
+ " 20 | \n",
+ " 775.0 | \n",
+ " 490 | \n",
+ " 8 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 107.51 | \n",
- " 409 | \n",
- " 3.0 | \n",
+ " 143.48 | \n",
+ " 190 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 20 | \n",
- " 580000000 | \n",
- " 1 | \n",
- " 84.3 | \n",
- " 7 | \n",
- " 156.0 | \n",
- " 144 | \n",
- " 2 | \n",
- " district | \n",
- " cogeneration | \n",
+ " 21 | \n",
+ " 184000000 | \n",
+ " 0 | \n",
+ " 84.962 | \n",
+ " 23 | \n",
+ " 1599.0 | \n",
+ " 1270 | \n",
+ " 13 | \n",
+ " individual | \n",
+ " gas | \n",
" stairway | \n",
- " 106.34 | \n",
- " 120 | \n",
+ " 106.95 | \n",
+ " 300 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 21 | \n",
- " 1247000000 | \n",
+ " 22 | \n",
+ " 395000000 | \n",
" 1 | \n",
- " 58.08 | \n",
- " 3 | \n",
- " 2500.0 | \n",
- " 5040 | \n",
- " 124 | \n",
+ " 114.99 | \n",
+ " 10 | \n",
+ " 1525.0 | \n",
+ " 1281 | \n",
+ " 11 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 59.5 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
+ " 143.66 | \n",
+ " 296 | \n",
+ " 4.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
- " | 22 | \n",
- " 200000000 | \n",
+ " 23 | \n",
+ " 151000000 | \n",
" 0 | \n",
- " 84.962 | \n",
- " 13 | \n",
- " 1093.0 | \n",
- " 1002 | \n",
- " 12 | \n",
- " district | \n",
- " cogeneration | \n",
+ " 108.2848 | \n",
+ " 9 | \n",
+ " 87.0 | \n",
+ " 114 | \n",
+ " 1 | \n",
+ " individual | \n",
+ " gas | \n",
" stairway | \n",
- " 106.79 | \n",
- " 224 | \n",
+ " 139.1 | \n",
+ " 9 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 23 | \n",
- " 950000000 | \n",
+ " 24 | \n",
+ " 460000000 | \n",
" 1 | \n",
- " 59.88 | \n",
- " 22 | \n",
- " 2173.0 | \n",
- " 2036 | \n",
+ " 102.634 | \n",
+ " 3 | \n",
+ " 330.0 | \n",
+ " 256 | \n",
+ " 4 | \n",
+ " individual | \n",
+ " gas | \n",
+ " stairway | \n",
+ " 127.18 | \n",
" 19 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 85.12 | \n",
- " 895 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
+ " 4.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
" | 25 | \n",
- " 590000000 | \n",
+ " 224000000 | \n",
" 1 | \n",
- " 83.475 | \n",
- " 9 | \n",
- " 1920.0 | \n",
- " 960 | \n",
- " 13 | \n",
- " central | \n",
+ " 84.42 | \n",
+ " 2 | \n",
+ " 133.0 | \n",
+ " 167 | \n",
+ " 2 | \n",
+ " individual | \n",
" gas | \n",
- " stairway | \n",
- " 100.04 | \n",
- " 270 | \n",
+ " corridor | \n",
+ " 107.93 | \n",
+ " 167 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" | 26 | \n",
- " 449000000 | \n",
+ " 430000000 | \n",
" 1 | \n",
- " 84.98 | \n",
- " 4 | \n",
- " 321.0 | \n",
- " 293 | \n",
+ " 59.26 | \n",
" 5 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 109.66 | \n",
- " 15 | \n",
+ " 893.0 | \n",
+ " 2433 | \n",
+ " 14 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " corridor | \n",
+ " 83.26 | \n",
+ " 447 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 27 | \n",
- " 325330000 | \n",
- " 0 | \n",
- " 115.28 | \n",
- " 26 | \n",
- " 507.0 | \n",
- " 270 | \n",
- " 2 | \n",
+ " 394000000 | \n",
+ " 1 | \n",
+ " 101.95 | \n",
+ " 3 | \n",
+ " 2251.0 | \n",
+ " 2904 | \n",
+ " 21 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 155.92 | \n",
- " 112 | \n",
- " 3.0 | \n",
+ " 132.88 | \n",
+ " 278 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 28 | \n",
- " 495000000 | \n",
- " 1 | \n",
- " 59.817 | \n",
- " 6 | \n",
- " 677.0 | \n",
- " 603 | \n",
- " 11 | \n",
+ " 275000000 | \n",
+ " 0 | \n",
+ " 72.2358 | \n",
+ " 8 | \n",
+ " 3400.0 | \n",
+ " 3160 | \n",
+ " 30 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 85.43 | \n",
- " 213 | \n",
+ " 95.84 | \n",
+ " 49 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 29 | \n",
- " 250000000 | \n",
- " 0 | \n",
- " 167.66 | \n",
- " 8 | \n",
- " 994.0 | \n",
- " 868 | \n",
- " 10 | \n",
- " individual | \n",
- " gas | \n",
+ " 430000000 | \n",
+ " 1 | \n",
+ " 71.17 | \n",
+ " 1 | \n",
+ " 381.0 | \n",
+ " 708 | \n",
+ " 6 | \n",
+ " district | \n",
+ " cogeneration | \n",
" stairway | \n",
- " 201.31 | \n",
- " 48 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
+ " 88.59 | \n",
+ " 78 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
" | 30 | \n",
- " 117000000 | \n",
- " 0 | \n",
- " 84.99 | \n",
- " 22 | \n",
- " 3776.0 | \n",
- " 3382 | \n",
- " 35 | \n",
+ " 210000000 | \n",
+ " 1 | \n",
+ " 84.78 | \n",
+ " 1 | \n",
+ " 659.0 | \n",
+ " 746 | \n",
+ " 5 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 104.76 | \n",
- " 500 | \n",
+ " 108.08 | \n",
+ " 283 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
" | 31 | \n",
- " 150000000 | \n",
+ " 190000000 | \n",
" 1 | \n",
- " 59.4 | \n",
- " 17 | \n",
- " 709.0 | \n",
- " 783 | \n",
- " 6 | \n",
- " central | \n",
- " gas | \n",
+ " 39.6 | \n",
+ " 10 | \n",
+ " 486.0 | \n",
+ " 1624 | \n",
+ " 10 | \n",
+ " district | \n",
+ " cogeneration | \n",
" corridor | \n",
- " 85.82 | \n",
- " 313 | \n",
- " 3.0 | \n",
+ " 56.91 | \n",
+ " 626 | \n",
+ " 2.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
@@ -3698,840 +3700,840 @@
" | ... | \n",
"
\n",
" \n",
- " | 4773 | \n",
- " 369000000 | \n",
+ " 7976 | \n",
+ " 210000000 | \n",
+ " 0 | \n",
+ " 102.52 | \n",
" 1 | \n",
- " 59.993 | \n",
- " 6 | \n",
- " 1153.0 | \n",
- " 850 | \n",
- " 21 | \n",
+ " 4515.0 | \n",
+ " 2637 | \n",
+ " 30 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 80.97 | \n",
- " 114 | \n",
+ " 131.85 | \n",
+ " 398 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4774 | \n",
- " 140000000 | \n",
- " 0 | \n",
- " 52.7659 | \n",
- " 15 | \n",
- " 1331.0 | \n",
- " 1395 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
+ " 7978 | \n",
+ " 302000000 | \n",
+ " 1 | \n",
+ " 59.76 | \n",
+ " 13 | \n",
+ " 2300.0 | \n",
+ " 1981 | \n",
+ " 18 | \n",
+ " district | \n",
+ " cogeneration | \n",
" corridor | \n",
- " 78.49 | \n",
- " 96 | \n",
- " 1.0 | \n",
+ " 81.14 | \n",
+ " 386 | \n",
+ " 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4775 | \n",
- " 558000000 | \n",
+ " 7979 | \n",
+ " 127000000 | \n",
+ " 0 | \n",
+ " 84.86 | \n",
+ " 3 | \n",
+ " 270.0 | \n",
+ " 210 | \n",
" 1 | \n",
- " 84.93 | \n",
- " 26 | \n",
- " 4890.0 | \n",
- " 3293 | \n",
- " 51 | \n",
- " district | \n",
- " cogeneration | \n",
+ " individual | \n",
+ " gas | \n",
" stairway | \n",
- " 109.64 | \n",
- " 133 | \n",
+ " 95.59 | \n",
+ " 1 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4776 | \n",
- " 285000000 | \n",
- " 1 | \n",
- " 59.993 | \n",
- " 2 | \n",
- " 1153.0 | \n",
- " 850 | \n",
- " 21 | \n",
+ " 7980 | \n",
+ " 316000000 | \n",
+ " 0 | \n",
+ " 84.6389 | \n",
+ " 4 | \n",
+ " 4599.0 | \n",
+ " 2752 | \n",
+ " 14 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 80.97 | \n",
- " 114 | \n",
+ " 113.65 | \n",
+ " 772 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4777 | \n",
- " 240000000 | \n",
+ " 7981 | \n",
+ " 170880000 | \n",
" 0 | \n",
- " 127.845 | \n",
- " 6 | \n",
- " 379.0 | \n",
- " 231 | \n",
- " 2 | \n",
+ " 84.9387 | \n",
+ " 4 | \n",
+ " 222.0 | \n",
+ " 215 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 159.2 | \n",
- " 48 | \n",
- " 4.0 | \n",
+ " 108.64 | \n",
+ " 87 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4778 | \n",
- " 317000000 | \n",
+ " 7982 | \n",
+ " 115000000 | \n",
" 0 | \n",
- " 84.7841 | \n",
- " 29 | \n",
- " 2446.0 | \n",
- " 1149 | \n",
- " 9 | \n",
+ " 59.38 | \n",
+ " 2 | \n",
+ " 85.0 | \n",
+ " 365 | \n",
+ " 4 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 128.83 | \n",
+ " 77.68 | \n",
" 87 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4779 | \n",
- " 365000000 | \n",
+ " 7983 | \n",
+ " 240000000 | \n",
" 1 | \n",
- " 84.84 | \n",
- " 8 | \n",
- " 2513.0 | \n",
- " 1224 | \n",
- " 13 | \n",
- " individual | \n",
- " gas | \n",
+ " 37.46 | \n",
+ " 5 | \n",
+ " 1120.0 | \n",
+ " 2213 | \n",
+ " 26 | \n",
+ " district | \n",
+ " cogeneration | \n",
" stairway | \n",
- " 110.48 | \n",
- " 160 | \n",
+ " 58.24 | \n",
+ " 70 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4780 | \n",
- " 208500000 | \n",
+ " 7984 | \n",
+ " 660000000 | \n",
" 1 | \n",
- " 45.77 | \n",
- " 9 | \n",
- " 802.0 | \n",
- " 860 | \n",
- " 8 | \n",
+ " 84.98 | \n",
+ " 4 | \n",
+ " 1155.0 | \n",
+ " 863 | \n",
+ " 14 | \n",
" individual | \n",
" gas | \n",
- " corridor | \n",
- " 65.69 | \n",
- " 42 | \n",
+ " stairway | \n",
+ " 108.76 | \n",
+ " 180 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
"
\n",
" \n",
- " | 4781 | \n",
- " 500000000 | \n",
- " 1 | \n",
- " 59.9 | \n",
+ " 7985 | \n",
+ " 413000000 | \n",
+ " 0 | \n",
+ " 84.73200000000001 | \n",
+ " 14 | \n",
+ " 625.0 | \n",
+ " 530 | \n",
" 4 | \n",
- " 382.0 | \n",
- " 303 | \n",
- " 9 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 78.51 | \n",
- " 7 | \n",
+ " 109.15 | \n",
+ " 106 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4782 | \n",
- " 242000000 | \n",
+ " 7986 | \n",
+ " 298000000 | \n",
" 1 | \n",
- " 59.88 | \n",
+ " 84.98 | \n",
+ " 22 | \n",
+ " 1525.0 | \n",
+ " 1281 | \n",
" 11 | \n",
- " 194.0 | \n",
- " 202 | \n",
- " 2 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 77.35 | \n",
- " 54 | \n",
+ " 109.36 | \n",
+ " 441 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4783 | \n",
- " 270000000 | \n",
- " 1 | \n",
- " 59.52 | \n",
- " 12 | \n",
- " 344.0 | \n",
- " 424 | \n",
+ " 7987 | \n",
+ " 227500000 | \n",
+ " 0 | \n",
+ " 84.986 | \n",
+ " 10 | \n",
+ " 166.0 | \n",
+ " 163 | \n",
" 3 | \n",
" individual | \n",
" gas | \n",
- " corridor | \n",
- " 76.44 | \n",
- " 209 | \n",
+ " stairway | \n",
+ " 113.91 | \n",
+ " 14 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
- " | 4784 | \n",
- " 390000000 | \n",
- " 1 | \n",
- " 84.92 | \n",
- " 22 | \n",
- " 397.0 | \n",
- " 355 | \n",
- " 7 | \n",
+ " 7988 | \n",
+ " 227500000 | \n",
+ " 0 | \n",
+ " 59.997 | \n",
+ " 25 | \n",
+ " 2716.0 | \n",
+ " 2302 | \n",
+ " 24 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 112.66 | \n",
- " 314 | \n",
- " 3.0 | \n",
+ " 80.72 | \n",
+ " 200 | \n",
" 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4785 | \n",
- " 1030000000 | \n",
+ " 7989 | \n",
+ " 370000000 | \n",
" 1 | \n",
- " 58.08 | \n",
- " 5 | \n",
- " 2500.0 | \n",
- " 5040 | \n",
- " 124 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 59.5 | \n",
- " 65 | \n",
- " 3.0 | \n",
+ " 59.145 | \n",
+ " 11 | \n",
+ " 338.0 | \n",
+ " 457 | \n",
+ " 1 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " corridor | \n",
+ " 77.96 | \n",
+ " 39 | \n",
+ " 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4786 | \n",
- " 415000000 | \n",
+ " 7990 | \n",
+ " 678000000 | \n",
+ " 1 | \n",
+ " 84.85 | \n",
+ " 12 | \n",
+ " 126.0 | \n",
+ " 111 | \n",
" 1 | \n",
- " 68.28 | \n",
- " 10 | \n",
- " 285.0 | \n",
- " 284 | \n",
- " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 93.51 | \n",
- " 72 | \n",
+ " 104.7 | \n",
+ " 111 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4787 | \n",
- " 625000000 | \n",
+ " 7991 | \n",
+ " 245000000 | \n",
" 1 | \n",
- " 84.94 | \n",
- " 16 | \n",
- " 364.0 | \n",
- " 333 | \n",
- " 9 | \n",
+ " 59.91 | \n",
+ " 12 | \n",
+ " 488.0 | \n",
+ " 429 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 109.81 | \n",
- " 71 | \n",
+ " corridor | \n",
+ " 83.31 | \n",
+ " 184 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4788 | \n",
- " 800000000 | \n",
+ " 7992 | \n",
+ " 590000000 | \n",
" 1 | \n",
- " 84.87 | \n",
- " 13 | \n",
- " 221.0 | \n",
- " 293 | \n",
- " 2 | \n",
+ " 84.708 | \n",
+ " 8 | \n",
+ " 178.0 | \n",
+ " 157 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 108.05 | \n",
- " 22 | \n",
+ " 105.22 | \n",
+ " 115 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4790 | \n",
- " 373000000 | \n",
+ " 7993 | \n",
+ " 308000000 | \n",
" 1 | \n",
- " 59.96 | \n",
- " 2 | \n",
- " 1267.0 | \n",
- " 999 | \n",
- " 18 | \n",
+ " 84.84 | \n",
+ " 12 | \n",
+ " 1200.0 | \n",
+ " 1234 | \n",
+ " 15 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 82.61 | \n",
- " 156 | \n",
+ " 95.15 | \n",
+ " 240 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4791 | \n",
- " 228000000 | \n",
- " 0 | \n",
- " 84.8404 | \n",
- " 13 | \n",
- " 775.0 | \n",
- " 846 | \n",
- " 8 | \n",
- " individual | \n",
- " gas | \n",
+ " 7994 | \n",
+ " 630000000 | \n",
+ " 1 | \n",
+ " 84.79 | \n",
+ " 7 | \n",
+ " 658.0 | \n",
+ " 551 | \n",
+ " 10 | \n",
+ " district | \n",
+ " cogeneration | \n",
" stairway | \n",
- " 103.41 | \n",
- " 163 | \n",
+ " 108.52 | \n",
+ " 173 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4792 | \n",
- " 340000000 | \n",
+ " 7995 | \n",
+ " 400000000 | \n",
" 1 | \n",
- " 59.95 | \n",
- " 10 | \n",
- " 1459.0 | \n",
- " 1371 | \n",
- " 13 | \n",
+ " 84.98 | \n",
+ " 11 | \n",
+ " 195.0 | \n",
+ " 177 | \n",
+ " 3 | \n",
" individual | \n",
" gas | \n",
- " corridor | \n",
- " 88.78 | \n",
- " 557 | \n",
+ " stairway | \n",
+ " 108.16 | \n",
+ " 41 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
"
\n",
" \n",
- " | 4793 | \n",
- " 288000000 | \n",
+ " 7996 | \n",
+ " 570000000 | \n",
" 1 | \n",
- " 59.94 | \n",
- " 16 | \n",
- " 461.0 | \n",
- " 453 | \n",
- " 6 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 81.97 | \n",
- " 177 | \n",
- " 3.0 | \n",
+ " 27.68 | \n",
+ " 31 | \n",
+ " 7876.0 | \n",
+ " 5563 | \n",
+ " 65 | \n",
+ " district | \n",
+ " cogeneration | \n",
+ " stairway | \n",
+ " 42.28 | \n",
+ " 500 | \n",
+ " 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4794 | \n",
- " 407000000 | \n",
+ " 7997 | \n",
+ " 600000000 | \n",
" 1 | \n",
- " 84.97 | \n",
- " 5 | \n",
- " 2772.0 | \n",
- " 3322 | \n",
- " 32 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 113.67 | \n",
- " 876 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 4795 | \n",
- " 99730000 | \n",
- " 0 | \n",
- " 84.975 | \n",
- " 3 | \n",
- " 422.0 | \n",
- " 424 | \n",
+ " 59.97 | \n",
+ " 8 | \n",
+ " 329.0 | \n",
+ " 348 | \n",
" 4 | \n",
" individual | \n",
" gas | \n",
" stairway | \n",
- " 106.74 | \n",
- " 186 | \n",
+ " 80.55 | \n",
+ " 128 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4796 | \n",
- " 550000000 | \n",
+ " 7998 | \n",
+ " 190000000 | \n",
" 1 | \n",
- " 84.91 | \n",
- " 3 | \n",
- " 1391.0 | \n",
- " 1606 | \n",
- " 15 | \n",
- " individual | \n",
+ " 49.77 | \n",
+ " 9 | \n",
+ " 2450.0 | \n",
+ " 2462 | \n",
+ " 16 | \n",
+ " district | \n",
" gas | \n",
- " stairway | \n",
- " 104.75 | \n",
- " 958 | \n",
+ " corridor | \n",
+ " 72.73 | \n",
+ " 1268 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4797 | \n",
- " 550000000 | \n",
+ " 7999 | \n",
+ " 315000000 | \n",
" 1 | \n",
- " 84.43 | \n",
- " 13 | \n",
- " 1163.0 | \n",
- " 967 | \n",
- " 11 | \n",
+ " 59.76 | \n",
+ " 14 | \n",
+ " 1544.0 | \n",
+ " 1544 | \n",
+ " 9 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 108.63 | \n",
- " 154 | \n",
+ " corridor | \n",
+ " 83.46 | \n",
+ " 558 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4798 | \n",
- " 215000000 | \n",
- " 0 | \n",
- " 84.6588 | \n",
- " 11 | \n",
- " 918.0 | \n",
- " 712 | \n",
- " 15 | \n",
+ " 8000 | \n",
+ " 219500000 | \n",
+ " 1 | \n",
+ " 47.3 | \n",
+ " 1 | \n",
+ " 390.0 | \n",
+ " 390 | \n",
+ " 2 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 111.48 | \n",
- " 46 | \n",
- " 3.0 | \n",
+ " corridor | \n",
+ " 67.28 | \n",
+ " 90 | \n",
" 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4799 | \n",
- " 339000000 | \n",
+ " 8001 | \n",
+ " 360000000 | \n",
" 1 | \n",
- " 84.97 | \n",
- " 20 | \n",
- " 3940.0 | \n",
- " 3003 | \n",
- " 25 | \n",
+ " 84.95100000000001 | \n",
+ " 7 | \n",
+ " 1077.0 | \n",
+ " 976 | \n",
+ " 15 | \n",
" individual | \n",
" gas | \n",
- " mixed | \n",
- " 109.57 | \n",
- " 280 | \n",
+ " corridor | \n",
+ " 106.77 | \n",
+ " 445 | \n",
" 3.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4800 | \n",
- " 700000000 | \n",
+ " 8002 | \n",
+ " 205000000 | \n",
" 1 | \n",
- " 59.55 | \n",
- " 8 | \n",
- " 205.0 | \n",
- " 340 | \n",
- " 2 | \n",
+ " 49.54 | \n",
+ " 9 | \n",
+ " 893.0 | \n",
+ " 2433 | \n",
+ " 14 | \n",
" district | \n",
" cogeneration | \n",
- " stairway | \n",
- " 91.48 | \n",
- " 340 | \n",
+ " corridor | \n",
+ " 71.07 | \n",
+ " 743 | \n",
" 3.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
- " | 4801 | \n",
- " 445000000 | \n",
+ " 8003 | \n",
+ " 188000000 | \n",
" 1 | \n",
- " 110.56 | \n",
- " 5 | \n",
- " 290.0 | \n",
- " 216 | \n",
+ " 59.96 | \n",
" 7 | \n",
+ " 715.0 | \n",
+ " 956 | \n",
+ " 6 | \n",
" individual | \n",
" gas | \n",
- " stairway | \n",
- " 134.04 | \n",
- " 108 | \n",
+ " corridor | \n",
+ " 82.4 | \n",
+ " 956 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
"
\n",
" \n",
- " | 4802 | \n",
- " 270000000 | \n",
- " 1 | \n",
- " 84.87 | \n",
- " 9 | \n",
- " 1252.0 | \n",
- " 1668 | \n",
- " 18 | \n",
- " district | \n",
- " cogeneration | \n",
+ " 8004 | \n",
+ " 292000000 | \n",
+ " 0 | \n",
+ " 109.7847 | \n",
+ " 13 | \n",
+ " 354.0 | \n",
+ " 338 | \n",
+ " 4 | \n",
+ " individual | \n",
+ " gas | \n",
" stairway | \n",
- " 105.79 | \n",
+ " 134.8 | \n",
" 56 | \n",
- " 3.0 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
"
\n",
" \n",
- " | 4803 | \n",
- " 93000000 | \n",
+ " 8005 | \n",
+ " 248000000 | \n",
+ " 0 | \n",
+ " 59.955 | \n",
+ " 20 | \n",
+ " 617.0 | \n",
+ " 600 | \n",
+ " 6 | \n",
+ " individual | \n",
+ " gas | \n",
+ " stairway | \n",
+ " 80.38 | \n",
+ " 200 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
+ "
\n",
+ " \n",
+ " | 8006 | \n",
+ " 490000000 | \n",
" 1 | \n",
- " 39.6 | \n",
- " 3 | \n",
- " 486.0 | \n",
- " 1624 | \n",
- " 10 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 56.91 | \n",
- " 626 | \n",
+ " 84.87 | \n",
+ " 1 | \n",
+ " 3384.0 | \n",
+ " 3404 | \n",
+ " 35 | \n",
+ " individual | \n",
+ " gas | \n",
+ " stairway | \n",
+ " 104.58 | \n",
+ " 1034 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
"
\n",
" \n",
"\n",
- "4465 rows × 14 columns
\n",
+ "7420 rows × 14 columns
\n",
""
],
"text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "0 570000000 1 84.91 15 \n",
- "1 1050000000 1 84.99 17 \n",
- "2 586050000 0 156.7997 13 \n",
- "3 389370000 1 84.93 9 \n",
- "4 1130000000 1 76.5 6 \n",
- "5 128000000 0 84.92 10 \n",
- "6 350000000 1 59.54 26 \n",
- "7 305000000 1 84.96 9 \n",
- "8 315000000 1 60.053999999999995 4 \n",
- "9 350000000 1 84.99 6 \n",
- "10 1400000000 1 177.255 18 \n",
- "11 480000000 1 84.51 2 \n",
- "12 350000000 0 134.92 9 \n",
- "13 720000000 0 98.55 33 \n",
- "15 260000000 1 60.06 6 \n",
- "16 460000000 1 84.99 9 \n",
- "17 685000000 1 59.99 2 \n",
- "18 175000000 0 57.0 2 \n",
- "19 164000000 0 84.7504 7 \n",
- "20 580000000 1 84.3 7 \n",
- "21 1247000000 1 58.08 3 \n",
- "22 200000000 0 84.962 13 \n",
- "23 950000000 1 59.88 22 \n",
- "25 590000000 1 83.475 9 \n",
- "26 449000000 1 84.98 4 \n",
- "27 325330000 0 115.28 26 \n",
- "28 495000000 1 59.817 6 \n",
- "29 250000000 0 167.66 8 \n",
- "30 117000000 0 84.99 22 \n",
- "31 150000000 1 59.4 17 \n",
- "... ... ... ... ... \n",
- "4773 369000000 1 59.993 6 \n",
- "4774 140000000 0 52.7659 15 \n",
- "4775 558000000 1 84.93 26 \n",
- "4776 285000000 1 59.993 2 \n",
- "4777 240000000 0 127.845 6 \n",
- "4778 317000000 0 84.7841 29 \n",
- "4779 365000000 1 84.84 8 \n",
- "4780 208500000 1 45.77 9 \n",
- "4781 500000000 1 59.9 4 \n",
- "4782 242000000 1 59.88 11 \n",
- "4783 270000000 1 59.52 12 \n",
- "4784 390000000 1 84.92 22 \n",
- "4785 1030000000 1 58.08 5 \n",
- "4786 415000000 1 68.28 10 \n",
- "4787 625000000 1 84.94 16 \n",
- "4788 800000000 1 84.87 13 \n",
- "4790 373000000 1 59.96 2 \n",
- "4791 228000000 0 84.8404 13 \n",
- "4792 340000000 1 59.95 10 \n",
- "4793 288000000 1 59.94 16 \n",
- "4794 407000000 1 84.97 5 \n",
- "4795 99730000 0 84.975 3 \n",
- "4796 550000000 1 84.91 3 \n",
- "4797 550000000 1 84.43 13 \n",
- "4798 215000000 0 84.6588 11 \n",
- "4799 339000000 1 84.97 20 \n",
- "4800 700000000 1 59.55 8 \n",
- "4801 445000000 1 110.56 5 \n",
- "4802 270000000 1 84.87 9 \n",
- "4803 93000000 1 39.6 3 \n",
+ " transaction_real_price city exclusive_use_area floor \\\n",
+ "0 135000000 0 82.32 4 \n",
+ "1 145000000 0 59.948 19 \n",
+ "2 94500000 0 59.92 14 \n",
+ "3 308000000 0 84.99 16 \n",
+ "4 538000000 1 59.88 16 \n",
+ "5 1265000000 1 115.47 3 \n",
+ "6 206000000 0 84.98 2 \n",
+ "7 1120000000 1 126.18 7 \n",
+ "8 382000000 1 84.09 2 \n",
+ "10 565000000 1 59.9 18 \n",
+ "11 215600000 0 117.27 1 \n",
+ "12 214540000 0 117.27 2 \n",
+ "13 163000000 0 84.99 19 \n",
+ "14 150000000 0 59.84 9 \n",
+ "15 1093000000 1 125.58 8 \n",
+ "16 297000000 1 59.99 10 \n",
+ "17 357500000 0 125.04 9 \n",
+ "18 239400000 0 84.99 29 \n",
+ "19 392000000 0 104.95 20 \n",
+ "21 184000000 0 84.962 23 \n",
+ "22 395000000 1 114.99 10 \n",
+ "23 151000000 0 108.2848 9 \n",
+ "24 460000000 1 102.634 3 \n",
+ "25 224000000 1 84.42 2 \n",
+ "26 430000000 1 59.26 5 \n",
+ "27 394000000 1 101.95 3 \n",
+ "28 275000000 0 72.2358 8 \n",
+ "29 430000000 1 71.17 1 \n",
+ "30 210000000 1 84.78 1 \n",
+ "31 190000000 1 39.6 10 \n",
+ "... ... ... ... ... \n",
+ "7976 210000000 0 102.52 1 \n",
+ "7978 302000000 1 59.76 13 \n",
+ "7979 127000000 0 84.86 3 \n",
+ "7980 316000000 0 84.6389 4 \n",
+ "7981 170880000 0 84.9387 4 \n",
+ "7982 115000000 0 59.38 2 \n",
+ "7983 240000000 1 37.46 5 \n",
+ "7984 660000000 1 84.98 4 \n",
+ "7985 413000000 0 84.73200000000001 14 \n",
+ "7986 298000000 1 84.98 22 \n",
+ "7987 227500000 0 84.986 10 \n",
+ "7988 227500000 0 59.997 25 \n",
+ "7989 370000000 1 59.145 11 \n",
+ "7990 678000000 1 84.85 12 \n",
+ "7991 245000000 1 59.91 12 \n",
+ "7992 590000000 1 84.708 8 \n",
+ "7993 308000000 1 84.84 12 \n",
+ "7994 630000000 1 84.79 7 \n",
+ "7995 400000000 1 84.98 11 \n",
+ "7996 570000000 1 27.68 31 \n",
+ "7997 600000000 1 59.97 8 \n",
+ "7998 190000000 1 49.77 9 \n",
+ "7999 315000000 1 59.76 14 \n",
+ "8000 219500000 1 47.3 1 \n",
+ "8001 360000000 1 84.95100000000001 7 \n",
+ "8002 205000000 1 49.54 9 \n",
+ "8003 188000000 1 59.96 7 \n",
+ "8004 292000000 0 109.7847 13 \n",
+ "8005 248000000 0 59.955 20 \n",
+ "8006 490000000 1 84.87 1 \n",
"\n",
" total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "0 1391.0 1606 \n",
- "1 7876.0 5563 \n",
- "2 857.0 390 \n",
- "3 492.0 455 \n",
- "4 3930.0 3930 \n",
- "5 225.0 343 \n",
- "6 2990.0 2182 \n",
- "7 169.0 165 \n",
- "8 635.0 620 \n",
- "9 209.0 194 \n",
- "10 1662.0 490 \n",
- "11 465.0 387 \n",
- "12 1849.0 1691 \n",
- "13 3728.0 1631 \n",
- "15 1425.0 998 \n",
+ "0 224.0 200 \n",
+ "1 1497.0 1280 \n",
+ "2 559.0 848 \n",
+ "3 1573.0 1733 \n",
+ "4 2173.0 2036 \n",
+ "5 1444.0 1848 \n",
+ "6 243.0 170 \n",
+ "7 5540.0 5539 \n",
+ "8 2366.0 1971 \n",
+ "10 2776.0 2298 \n",
+ "11 941.0 652 \n",
+ "12 1576.0 1112 \n",
+ "13 3776.0 3382 \n",
+ "14 514.0 498 \n",
+ "15 237.0 138 \n",
"16 2251.0 2904 \n",
- "17 1027.0 847 \n",
- "18 1197.0 798 \n",
- "19 712.0 705 \n",
- "20 156.0 144 \n",
- "21 2500.0 5040 \n",
- "22 1093.0 1002 \n",
- "23 2173.0 2036 \n",
- "25 1920.0 960 \n",
- "26 321.0 293 \n",
- "27 507.0 270 \n",
- "28 677.0 603 \n",
- "29 994.0 868 \n",
- "30 3776.0 3382 \n",
- "31 709.0 783 \n",
+ "17 543.0 431 \n",
+ "18 1066.0 690 \n",
+ "19 775.0 490 \n",
+ "21 1599.0 1270 \n",
+ "22 1525.0 1281 \n",
+ "23 87.0 114 \n",
+ "24 330.0 256 \n",
+ "25 133.0 167 \n",
+ "26 893.0 2433 \n",
+ "27 2251.0 2904 \n",
+ "28 3400.0 3160 \n",
+ "29 381.0 708 \n",
+ "30 659.0 746 \n",
+ "31 486.0 1624 \n",
"... ... ... \n",
- "4773 1153.0 850 \n",
- "4774 1331.0 1395 \n",
- "4775 4890.0 3293 \n",
- "4776 1153.0 850 \n",
- "4777 379.0 231 \n",
- "4778 2446.0 1149 \n",
- "4779 2513.0 1224 \n",
- "4780 802.0 860 \n",
- "4781 382.0 303 \n",
- "4782 194.0 202 \n",
- "4783 344.0 424 \n",
- "4784 397.0 355 \n",
- "4785 2500.0 5040 \n",
- "4786 285.0 284 \n",
- "4787 364.0 333 \n",
- "4788 221.0 293 \n",
- "4790 1267.0 999 \n",
- "4791 775.0 846 \n",
- "4792 1459.0 1371 \n",
- "4793 461.0 453 \n",
- "4794 2772.0 3322 \n",
- "4795 422.0 424 \n",
- "4796 1391.0 1606 \n",
- "4797 1163.0 967 \n",
- "4798 918.0 712 \n",
- "4799 3940.0 3003 \n",
- "4800 205.0 340 \n",
- "4801 290.0 216 \n",
- "4802 1252.0 1668 \n",
- "4803 486.0 1624 \n",
+ "7976 4515.0 2637 \n",
+ "7978 2300.0 1981 \n",
+ "7979 270.0 210 \n",
+ "7980 4599.0 2752 \n",
+ "7981 222.0 215 \n",
+ "7982 85.0 365 \n",
+ "7983 1120.0 2213 \n",
+ "7984 1155.0 863 \n",
+ "7985 625.0 530 \n",
+ "7986 1525.0 1281 \n",
+ "7987 166.0 163 \n",
+ "7988 2716.0 2302 \n",
+ "7989 338.0 457 \n",
+ "7990 126.0 111 \n",
+ "7991 488.0 429 \n",
+ "7992 178.0 157 \n",
+ "7993 1200.0 1234 \n",
+ "7994 658.0 551 \n",
+ "7995 195.0 177 \n",
+ "7996 7876.0 5563 \n",
+ "7997 329.0 348 \n",
+ "7998 2450.0 2462 \n",
+ "7999 1544.0 1544 \n",
+ "8000 390.0 390 \n",
+ "8001 1077.0 976 \n",
+ "8002 893.0 2433 \n",
+ "8003 715.0 956 \n",
+ "8004 354.0 338 \n",
+ "8005 617.0 600 \n",
+ "8006 3384.0 3404 \n",
"\n",
" apartment_building_count_in_sites heat_type heat_fuel \\\n",
- "0 15 individual gas \n",
- "1 65 district cogeneration \n",
- "2 4 individual gas \n",
- "3 6 individual gas \n",
- "4 30 district cogeneration \n",
- "5 1 individual gas \n",
- "6 22 individual gas \n",
- "7 1 individual gas \n",
- "8 22 individual gas \n",
- "9 2 individual gas \n",
- "10 2 central gas \n",
- "11 5 district cogeneration \n",
- "12 16 individual gas \n",
- "13 3 individual gas \n",
- "15 10 individual gas \n",
+ "0 8 individual gas \n",
+ "1 11 individual gas \n",
+ "2 3 individual gas \n",
+ "3 13 individual gas \n",
+ "4 19 district cogeneration \n",
+ "5 36 district cogeneration \n",
+ "6 2 individual gas \n",
+ "7 122 district cogeneration \n",
+ "8 28 individual gas \n",
+ "10 27 individual gas \n",
+ "11 11 district cogeneration \n",
+ "12 17 central gas \n",
+ "13 35 individual gas \n",
+ "14 5 individual gas \n",
+ "15 2 individual gas \n",
"16 21 individual gas \n",
- "17 10 district gas \n",
- "18 8 central gas \n",
- "19 7 individual gas \n",
- "20 2 district cogeneration \n",
- "21 124 individual gas \n",
- "22 12 district cogeneration \n",
- "23 19 district cogeneration \n",
- "25 13 central gas \n",
- "26 5 individual gas \n",
- "27 2 individual gas \n",
- "28 11 individual gas \n",
- "29 10 individual gas \n",
- "30 35 individual gas \n",
- "31 6 central gas \n",
+ "17 3 individual gas \n",
+ "18 4 individual gas \n",
+ "19 8 individual gas \n",
+ "21 13 individual gas \n",
+ "22 11 individual gas \n",
+ "23 1 individual gas \n",
+ "24 4 individual gas \n",
+ "25 2 individual gas \n",
+ "26 14 district cogeneration \n",
+ "27 21 individual gas \n",
+ "28 30 individual gas \n",
+ "29 6 district cogeneration \n",
+ "30 5 individual gas \n",
+ "31 10 district cogeneration \n",
"... ... ... ... \n",
- "4773 21 individual gas \n",
- "4774 9 individual gas \n",
- "4775 51 district cogeneration \n",
- "4776 21 individual gas \n",
- "4777 2 individual gas \n",
- "4778 9 individual gas \n",
- "4779 13 individual gas \n",
- "4780 8 individual gas \n",
- "4781 9 individual gas \n",
- "4782 2 individual gas \n",
- "4783 3 individual gas \n",
- "4784 7 individual gas \n",
- "4785 124 individual gas \n",
- "4786 3 individual gas \n",
- "4787 9 individual gas \n",
- "4788 2 individual gas \n",
- "4790 18 individual gas \n",
- "4791 8 individual gas \n",
- "4792 13 individual gas \n",
- "4793 6 individual gas \n",
- "4794 32 individual gas \n",
- "4795 4 individual gas \n",
- "4796 15 individual gas \n",
- "4797 11 individual gas \n",
- "4798 15 individual gas \n",
- "4799 25 individual gas \n",
- "4800 2 district cogeneration \n",
- "4801 7 individual gas \n",
- "4802 18 district cogeneration \n",
- "4803 10 district cogeneration \n",
+ "7976 30 individual gas \n",
+ "7978 18 district cogeneration \n",
+ "7979 1 individual gas \n",
+ "7980 14 individual gas \n",
+ "7981 3 individual gas \n",
+ "7982 4 individual gas \n",
+ "7983 26 district cogeneration \n",
+ "7984 14 individual gas \n",
+ "7985 4 individual gas \n",
+ "7986 11 individual gas \n",
+ "7987 3 individual gas \n",
+ "7988 24 individual gas \n",
+ "7989 1 district cogeneration \n",
+ "7990 1 individual gas \n",
+ "7991 3 individual gas \n",
+ "7992 3 individual gas \n",
+ "7993 15 individual gas \n",
+ "7994 10 district cogeneration \n",
+ "7995 3 individual gas \n",
+ "7996 65 district cogeneration \n",
+ "7997 4 individual gas \n",
+ "7998 16 district gas \n",
+ "7999 9 individual gas \n",
+ "8000 2 individual gas \n",
+ "8001 15 individual gas \n",
+ "8002 14 district cogeneration \n",
+ "8003 6 individual gas \n",
+ "8004 4 individual gas \n",
+ "8005 6 individual gas \n",
+ "8006 35 individual gas \n",
"\n",
" front_door_structure supply_area total_household_count_of_area_type \\\n",
- "0 stairway 104.75 958 \n",
- "1 stairway 109.35 828 \n",
- "2 stairway 198.7 154 \n",
- "3 stairway 109.81 78 \n",
- "4 corridor 112.39 1170 \n",
- "5 stairway 125.62 164 \n",
- "6 stairway 76.62 176 \n",
- "7 stairway 111.28 60 \n",
- "8 stairway 81.54 256 \n",
- "9 stairway 108.79 108 \n",
- "10 stairway 244.63 62 \n",
- "11 stairway 116.84 34 \n",
- "12 stairway 162.74 182 \n",
- "13 stairway 147.52 2 \n",
- "15 corridor 76.88 538 \n",
- "16 stairway 110.76 816 \n",
- "17 stairway 85.02 76 \n",
- "18 corridor 74.27 228 \n",
- "19 stairway 107.51 409 \n",
- "20 stairway 106.34 120 \n",
- "21 stairway 59.5 65 \n",
- "22 stairway 106.79 224 \n",
- "23 corridor 85.12 895 \n",
- "25 stairway 100.04 270 \n",
- "26 stairway 109.66 15 \n",
- "27 stairway 155.92 112 \n",
- "28 stairway 85.43 213 \n",
- "29 stairway 201.31 48 \n",
- "30 stairway 104.76 500 \n",
- "31 corridor 85.82 313 \n",
+ "0 corridor 88.51 20 \n",
+ "1 stairway 85.37 168 \n",
+ "2 stairway 80.44 598 \n",
+ "3 stairway 102.69 628 \n",
+ "4 corridor 85.12 895 \n",
+ "5 corridor 143.81 102 \n",
+ "6 stairway 107.32 54 \n",
+ "7 stairway 161.98 76 \n",
+ "8 stairway 105.32 394 \n",
+ "10 stairway 82.54 384 \n",
+ "11 stairway 155.05 187 \n",
+ "12 stairway 153.13 214 \n",
+ "13 stairway 107.48 850 \n",
+ "14 stairway 79.55 160 \n",
+ "15 stairway 155.01 70 \n",
+ "16 corridor 78.18 753 \n",
+ "17 stairway 156.57 86 \n",
+ "18 stairway 107.13 85 \n",
+ "19 stairway 143.48 190 \n",
+ "21 stairway 106.95 300 \n",
+ "22 stairway 143.66 296 \n",
+ "23 stairway 139.1 9 \n",
+ "24 stairway 127.18 19 \n",
+ "25 corridor 107.93 167 \n",
+ "26 corridor 83.26 447 \n",
+ "27 stairway 132.88 278 \n",
+ "28 stairway 95.84 49 \n",
+ "29 stairway 88.59 78 \n",
+ "30 stairway 108.08 283 \n",
+ "31 corridor 56.91 626 \n",
"... ... ... ... \n",
- "4773 stairway 80.97 114 \n",
- "4774 corridor 78.49 96 \n",
- "4775 stairway 109.64 133 \n",
- "4776 stairway 80.97 114 \n",
- "4777 stairway 159.2 48 \n",
- "4778 stairway 128.83 87 \n",
- "4779 stairway 110.48 160 \n",
- "4780 corridor 65.69 42 \n",
- "4781 stairway 78.51 7 \n",
- "4782 stairway 77.35 54 \n",
- "4783 corridor 76.44 209 \n",
- "4784 stairway 112.66 314 \n",
- "4785 stairway 59.5 65 \n",
- "4786 stairway 93.51 72 \n",
- "4787 stairway 109.81 71 \n",
- "4788 stairway 108.05 22 \n",
- "4790 stairway 82.61 156 \n",
- "4791 stairway 103.41 163 \n",
- "4792 corridor 88.78 557 \n",
- "4793 corridor 81.97 177 \n",
- "4794 stairway 113.67 876 \n",
- "4795 stairway 106.74 186 \n",
- "4796 stairway 104.75 958 \n",
- "4797 stairway 108.63 154 \n",
- "4798 stairway 111.48 46 \n",
- "4799 mixed 109.57 280 \n",
- "4800 stairway 91.48 340 \n",
- "4801 stairway 134.04 108 \n",
- "4802 stairway 105.79 56 \n",
- "4803 corridor 56.91 626 \n",
+ "7976 stairway 131.85 398 \n",
+ "7978 corridor 81.14 386 \n",
+ "7979 stairway 95.59 1 \n",
+ "7980 stairway 113.65 772 \n",
+ "7981 stairway 108.64 87 \n",
+ "7982 stairway 77.68 87 \n",
+ "7983 stairway 58.24 70 \n",
+ "7984 stairway 108.76 180 \n",
+ "7985 stairway 109.15 106 \n",
+ "7986 stairway 109.36 441 \n",
+ "7987 stairway 113.91 14 \n",
+ "7988 stairway 80.72 200 \n",
+ "7989 corridor 77.96 39 \n",
+ "7990 stairway 104.7 111 \n",
+ "7991 corridor 83.31 184 \n",
+ "7992 stairway 105.22 115 \n",
+ "7993 stairway 95.15 240 \n",
+ "7994 stairway 108.52 173 \n",
+ "7995 stairway 108.16 41 \n",
+ "7996 stairway 42.28 500 \n",
+ "7997 stairway 80.55 128 \n",
+ "7998 corridor 72.73 1268 \n",
+ "7999 corridor 83.46 558 \n",
+ "8000 corridor 67.28 90 \n",
+ "8001 corridor 106.77 445 \n",
+ "8002 corridor 71.07 743 \n",
+ "8003 corridor 82.4 956 \n",
+ "8004 stairway 134.8 56 \n",
+ "8005 stairway 80.38 200 \n",
+ "8006 stairway 104.58 1034 \n",
"\n",
" room_count bathroom_count \n",
- "0 3.0 2.0 \n",
- "1 3.0 2.0 \n",
+ "0 3.0 1.0 \n",
+ "1 3.0 1.0 \n",
"2 3.0 2.0 \n",
"3 3.0 2.0 \n",
"4 3.0 1.0 \n",
- "5 3.0 2.0 \n",
- "6 3.0 1.0 \n",
- "7 3.0 2.0 \n",
+ "5 4.0 2.0 \n",
+ "6 3.0 2.0 \n",
+ "7 4.0 2.0 \n",
"8 3.0 2.0 \n",
- "9 3.0 2.0 \n",
- "10 4.0 2.0 \n",
- "11 3.0 2.0 \n",
+ "10 3.0 1.0 \n",
+ "11 4.0 2.0 \n",
"12 4.0 2.0 \n",
- "13 4.0 2.0 \n",
- "15 2.0 1.0 \n",
+ "13 3.0 2.0 \n",
+ "14 3.0 1.0 \n",
+ "15 4.0 2.0 \n",
"16 3.0 2.0 \n",
- "17 3.0 2.0 \n",
- "18 2.0 1.0 \n",
- "19 3.0 2.0 \n",
- "20 3.0 2.0 \n",
- "21 3.0 1.0 \n",
- "22 3.0 2.0 \n",
- "23 3.0 1.0 \n",
+ "17 4.0 2.0 \n",
+ "18 3.0 2.0 \n",
+ "19 4.0 2.0 \n",
+ "21 3.0 2.0 \n",
+ "22 4.0 2.0 \n",
+ "23 3.0 2.0 \n",
+ "24 4.0 2.0 \n",
"25 3.0 1.0 \n",
- "26 3.0 2.0 \n",
- "27 3.0 2.0 \n",
+ "26 3.0 1.0 \n",
+ "27 4.0 2.0 \n",
"28 3.0 2.0 \n",
- "29 4.0 2.0 \n",
+ "29 3.0 1.0 \n",
"30 3.0 2.0 \n",
- "31 3.0 1.0 \n",
+ "31 2.0 1.0 \n",
"... ... ... \n",
- "4773 3.0 2.0 \n",
- "4774 1.0 1.0 \n",
- "4775 3.0 2.0 \n",
- "4776 3.0 2.0 \n",
- "4777 4.0 2.0 \n",
- "4778 3.0 2.0 \n",
- "4779 3.0 2.0 \n",
- "4780 2.0 1.0 \n",
- "4781 3.0 2.0 \n",
- "4782 3.0 2.0 \n",
- "4783 3.0 1.0 \n",
- "4784 3.0 2.0 \n",
- "4785 3.0 1.0 \n",
- "4786 3.0 2.0 \n",
- "4787 3.0 2.0 \n",
- "4788 3.0 2.0 \n",
- "4790 3.0 2.0 \n",
- "4791 3.0 2.0 \n",
- "4792 3.0 1.0 \n",
- "4793 3.0 1.0 \n",
- "4794 3.0 2.0 \n",
- "4795 3.0 2.0 \n",
- "4796 3.0 2.0 \n",
- "4797 3.0 2.0 \n",
- "4798 3.0 2.0 \n",
- "4799 3.0 2.0 \n",
- "4800 3.0 1.0 \n",
- "4801 3.0 2.0 \n",
- "4802 3.0 2.0 \n",
- "4803 2.0 1.0 \n",
- "\n",
- "[4465 rows x 14 columns]"
+ "7976 3.0 2.0 \n",
+ "7978 3.0 1.0 \n",
+ "7979 3.0 2.0 \n",
+ "7980 3.0 2.0 \n",
+ "7981 3.0 2.0 \n",
+ "7982 3.0 2.0 \n",
+ "7983 3.0 1.0 \n",
+ "7984 3.0 2.0 \n",
+ "7985 3.0 2.0 \n",
+ "7986 3.0 2.0 \n",
+ "7987 3.0 2.0 \n",
+ "7988 2.0 1.0 \n",
+ "7989 1.0 1.0 \n",
+ "7990 3.0 2.0 \n",
+ "7991 3.0 1.0 \n",
+ "7992 3.0 2.0 \n",
+ "7993 3.0 1.0 \n",
+ "7994 3.0 2.0 \n",
+ "7995 3.0 2.0 \n",
+ "7996 1.0 1.0 \n",
+ "7997 3.0 1.0 \n",
+ "7998 3.0 1.0 \n",
+ "7999 3.0 1.0 \n",
+ "8000 2.0 1.0 \n",
+ "8001 3.0 2.0 \n",
+ "8002 3.0 1.0 \n",
+ "8003 3.0 1.0 \n",
+ "8004 4.0 2.0 \n",
+ "8005 3.0 1.0 \n",
+ "8006 3.0 2.0 \n",
+ "\n",
+ "[7420 rows x 14 columns]"
]
},
- "execution_count": 8,
+ "execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
@@ -4543,7 +4545,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 42,
"metadata": {},
"outputs": [
{
@@ -4578,36 +4580,36 @@
" \n",
" \n",
" | count | \n",
- " 4.465000e+03 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
+ " 7.420000e+03 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
"
\n",
" \n",
" | mean | \n",
- " 4.073252e+08 | \n",
- " 0.632699 | \n",
- " 10.478387 | \n",
- " 1205.459127 | \n",
- " 13.059351 | \n",
- " 302.553415 | \n",
+ " 4.019043e+08 | \n",
+ " 0.627763 | \n",
+ " 10.281267 | \n",
+ " 1196.597170 | \n",
+ " 12.947035 | \n",
+ " 297.885445 | \n",
"
\n",
" \n",
" | std | \n",
- " 3.169907e+08 | \n",
- " 0.482124 | \n",
- " 7.258356 | \n",
- " 1147.243910 | \n",
- " 14.478396 | \n",
- " 342.177350 | \n",
+ " 3.140695e+08 | \n",
+ " 0.483434 | \n",
+ " 7.166873 | \n",
+ " 1120.177079 | \n",
+ " 14.323069 | \n",
+ " 326.567191 | \n",
"
\n",
" \n",
" | min | \n",
- " 1.515000e+07 | \n",
+ " 2.860000e+07 | \n",
" 0.000000 | \n",
- " 1.000000 | \n",
+ " -4.000000 | \n",
" 100.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
@@ -4617,33 +4619,33 @@
" 2.000000e+08 | \n",
" 0.000000 | \n",
" 5.000000 | \n",
- " 424.000000 | \n",
+ " 419.000000 | \n",
" 4.000000 | \n",
- " 88.000000 | \n",
+ " 92.000000 | \n",
"
\n",
" \n",
" | 50% | \n",
" 3.300000e+08 | \n",
" 1.000000 | \n",
- " 10.000000 | \n",
- " 825.000000 | \n",
" 9.000000 | \n",
- " 198.000000 | \n",
+ " 840.000000 | \n",
+ " 9.000000 | \n",
+ " 194.000000 | \n",
"
\n",
" \n",
" | 75% | \n",
- " 5.110000e+08 | \n",
+ " 5.002500e+08 | \n",
" 1.000000 | \n",
" 14.000000 | \n",
- " 1598.000000 | \n",
+ " 1592.000000 | \n",
" 16.000000 | \n",
" 396.000000 | \n",
"
\n",
" \n",
" | max | \n",
- " 3.878340e+09 | \n",
+ " 4.800000e+09 | \n",
" 1.000000 | \n",
- " 59.000000 | \n",
+ " 67.000000 | \n",
" 6864.000000 | \n",
" 124.000000 | \n",
" 2960.000000 | \n",
@@ -4654,37 +4656,37 @@
],
"text/plain": [
" transaction_real_price city floor \\\n",
- "count 4.465000e+03 4465.000000 4465.000000 \n",
- "mean 4.073252e+08 0.632699 10.478387 \n",
- "std 3.169907e+08 0.482124 7.258356 \n",
- "min 1.515000e+07 0.000000 1.000000 \n",
+ "count 7.420000e+03 7420.000000 7420.000000 \n",
+ "mean 4.019043e+08 0.627763 10.281267 \n",
+ "std 3.140695e+08 0.483434 7.166873 \n",
+ "min 2.860000e+07 0.000000 -4.000000 \n",
"25% 2.000000e+08 0.000000 5.000000 \n",
- "50% 3.300000e+08 1.000000 10.000000 \n",
- "75% 5.110000e+08 1.000000 14.000000 \n",
- "max 3.878340e+09 1.000000 59.000000 \n",
+ "50% 3.300000e+08 1.000000 9.000000 \n",
+ "75% 5.002500e+08 1.000000 14.000000 \n",
+ "max 4.800000e+09 1.000000 67.000000 \n",
"\n",
" total_household_count_in_sites apartment_building_count_in_sites \\\n",
- "count 4465.000000 4465.000000 \n",
- "mean 1205.459127 13.059351 \n",
- "std 1147.243910 14.478396 \n",
+ "count 7420.000000 7420.000000 \n",
+ "mean 1196.597170 12.947035 \n",
+ "std 1120.177079 14.323069 \n",
"min 100.000000 1.000000 \n",
- "25% 424.000000 4.000000 \n",
- "50% 825.000000 9.000000 \n",
- "75% 1598.000000 16.000000 \n",
+ "25% 419.000000 4.000000 \n",
+ "50% 840.000000 9.000000 \n",
+ "75% 1592.000000 16.000000 \n",
"max 6864.000000 124.000000 \n",
"\n",
" total_household_count_of_area_type \n",
- "count 4465.000000 \n",
- "mean 302.553415 \n",
- "std 342.177350 \n",
+ "count 7420.000000 \n",
+ "mean 297.885445 \n",
+ "std 326.567191 \n",
"min 0.000000 \n",
- "25% 88.000000 \n",
- "50% 198.000000 \n",
+ "25% 92.000000 \n",
+ "50% 194.000000 \n",
"75% 396.000000 \n",
"max 2960.000000 "
]
},
- "execution_count": 9,
+ "execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
@@ -4695,7 +4697,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 43,
"metadata": {},
"outputs": [
{
@@ -4704,7 +4706,7 @@
"0"
]
},
- "execution_count": 10,
+ "execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
@@ -4716,7 +4718,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 44,
"metadata": {},
"outputs": [
{
@@ -4752,8 +4754,8 @@
"
\n",
" \n",
" | 1 | \n",
- " 1 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
" | 2 | \n",
@@ -4772,8 +4774,8 @@
"
\n",
" \n",
" | 5 | \n",
- " 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | 6 | \n",
@@ -4782,16 +4784,11 @@
"
\n",
" \n",
" | 7 | \n",
- " 0 | \n",
" 1 | \n",
- "
\n",
- " \n",
- " | 8 | \n",
" 0 | \n",
- " 1 | \n",
"
\n",
" \n",
- " | 9 | \n",
+ " 8 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
@@ -4816,6 +4813,11 @@
" 1 | \n",
" \n",
" \n",
+ " | 14 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
" | 15 | \n",
" 0 | \n",
" 1 | \n",
@@ -4841,24 +4843,24 @@
" 1 | \n",
"
\n",
" \n",
- " | 20 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
" | 21 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 22 | \n",
- " 1 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
" | 23 | \n",
+ " 0 | \n",
" 1 | \n",
+ "
\n",
+ " \n",
+ " | 24 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
" | 25 | \n",
@@ -4867,8 +4869,8 @@
"
\n",
" \n",
" | 26 | \n",
- " 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | 27 | \n",
@@ -4882,8 +4884,8 @@
"
\n",
" \n",
" | 29 | \n",
- " 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | 30 | \n",
@@ -4892,8 +4894,8 @@
"
\n",
" \n",
" | 31 | \n",
- " 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | ... | \n",
@@ -4901,228 +4903,228 @@
" ... | \n",
"
\n",
" \n",
- " | 4773 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 4774 | \n",
+ " 7976 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4775 | \n",
+ " 7978 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
- " | 4776 | \n",
+ " 7979 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4777 | \n",
+ " 7980 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4778 | \n",
+ " 7981 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4779 | \n",
+ " 7982 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4780 | \n",
- " 0 | \n",
+ " 7983 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4781 | \n",
+ " 7984 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4782 | \n",
+ " 7985 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4783 | \n",
+ " 7986 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4784 | \n",
+ " 7987 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4785 | \n",
+ " 7988 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4786 | \n",
- " 0 | \n",
+ " 7989 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4787 | \n",
+ " 7990 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4788 | \n",
+ " 7991 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4790 | \n",
+ " 7992 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4791 | \n",
+ " 7993 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4792 | \n",
- " 0 | \n",
+ " 7994 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4793 | \n",
+ " 7995 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4794 | \n",
- " 0 | \n",
+ " 7996 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4795 | \n",
+ " 7997 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4796 | \n",
+ " 7998 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4797 | \n",
+ " 7999 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4798 | \n",
+ " 8000 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4799 | \n",
+ " 8001 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4800 | \n",
+ " 8002 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
- " | 4801 | \n",
+ " 8003 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4802 | \n",
- " 1 | \n",
+ " 8004 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
- " | 4803 | \n",
+ " 8005 | \n",
+ " 0 | \n",
" 1 | \n",
+ "
\n",
+ " \n",
+ " | 8006 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
"\n",
- "4465 rows × 2 columns
\n",
+ "7420 rows × 2 columns
\n",
""
],
"text/plain": [
" cogeneration gas\n",
"0 0 1\n",
- "1 1 0\n",
+ "1 0 1\n",
"2 0 1\n",
"3 0 1\n",
"4 1 0\n",
- "5 0 1\n",
+ "5 1 0\n",
"6 0 1\n",
- "7 0 1\n",
+ "7 1 0\n",
"8 0 1\n",
- "9 0 1\n",
"10 0 1\n",
"11 1 0\n",
"12 0 1\n",
"13 0 1\n",
+ "14 0 1\n",
"15 0 1\n",
"16 0 1\n",
"17 0 1\n",
"18 0 1\n",
"19 0 1\n",
- "20 1 0\n",
"21 0 1\n",
- "22 1 0\n",
- "23 1 0\n",
+ "22 0 1\n",
+ "23 0 1\n",
+ "24 0 1\n",
"25 0 1\n",
- "26 0 1\n",
+ "26 1 0\n",
"27 0 1\n",
"28 0 1\n",
- "29 0 1\n",
+ "29 1 0\n",
"30 0 1\n",
- "31 0 1\n",
+ "31 1 0\n",
"... ... ...\n",
- "4773 0 1\n",
- "4774 0 1\n",
- "4775 1 0\n",
- "4776 0 1\n",
- "4777 0 1\n",
- "4778 0 1\n",
- "4779 0 1\n",
- "4780 0 1\n",
- "4781 0 1\n",
- "4782 0 1\n",
- "4783 0 1\n",
- "4784 0 1\n",
- "4785 0 1\n",
- "4786 0 1\n",
- "4787 0 1\n",
- "4788 0 1\n",
- "4790 0 1\n",
- "4791 0 1\n",
- "4792 0 1\n",
- "4793 0 1\n",
- "4794 0 1\n",
- "4795 0 1\n",
- "4796 0 1\n",
- "4797 0 1\n",
- "4798 0 1\n",
- "4799 0 1\n",
- "4800 1 0\n",
- "4801 0 1\n",
- "4802 1 0\n",
- "4803 1 0\n",
- "\n",
- "[4465 rows x 2 columns]"
+ "7976 0 1\n",
+ "7978 1 0\n",
+ "7979 0 1\n",
+ "7980 0 1\n",
+ "7981 0 1\n",
+ "7982 0 1\n",
+ "7983 1 0\n",
+ "7984 0 1\n",
+ "7985 0 1\n",
+ "7986 0 1\n",
+ "7987 0 1\n",
+ "7988 0 1\n",
+ "7989 1 0\n",
+ "7990 0 1\n",
+ "7991 0 1\n",
+ "7992 0 1\n",
+ "7993 0 1\n",
+ "7994 1 0\n",
+ "7995 0 1\n",
+ "7996 1 0\n",
+ "7997 0 1\n",
+ "7998 0 1\n",
+ "7999 0 1\n",
+ "8000 0 1\n",
+ "8001 0 1\n",
+ "8002 1 0\n",
+ "8003 0 1\n",
+ "8004 0 1\n",
+ "8005 0 1\n",
+ "8006 0 1\n",
+ "\n",
+ "[7420 rows x 2 columns]"
]
},
- "execution_count": 11,
+ "execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
@@ -5133,7 +5135,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 45,
"metadata": {},
"outputs": [
{
@@ -5177,53 +5179,53 @@
" \n",
" \n",
" | 0 | \n",
- " 570000000 | \n",
- " 1 | \n",
- " 84.91 | \n",
- " 15 | \n",
- " 1391.0 | \n",
- " 1606 | \n",
- " 15 | \n",
+ " 135000000 | \n",
+ " 0 | \n",
+ " 82.32 | \n",
+ " 4 | \n",
+ " 224.0 | \n",
+ " 200 | \n",
+ " 8 | \n",
" individual | \n",
- " stairway | \n",
- " 104.75 | \n",
- " 958 | \n",
+ " corridor | \n",
+ " 88.51 | \n",
+ " 20 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 1 | \n",
- " 1050000000 | \n",
- " 1 | \n",
- " 84.99 | \n",
- " 17 | \n",
- " 7876.0 | \n",
- " 5563 | \n",
- " 65 | \n",
- " district | \n",
+ " 145000000 | \n",
+ " 0 | \n",
+ " 59.948 | \n",
+ " 19 | \n",
+ " 1497.0 | \n",
+ " 1280 | \n",
+ " 11 | \n",
+ " individual | \n",
" stairway | \n",
- " 109.35 | \n",
- " 828 | \n",
+ " 85.37 | \n",
+ " 168 | \n",
" 3.0 | \n",
- " 2.0 | \n",
- " 1 | \n",
+ " 1.0 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
" | 2 | \n",
- " 586050000 | \n",
+ " 94500000 | \n",
" 0 | \n",
- " 156.7997 | \n",
- " 13 | \n",
- " 857.0 | \n",
- " 390 | \n",
- " 4 | \n",
+ " 59.92 | \n",
+ " 14 | \n",
+ " 559.0 | \n",
+ " 848 | \n",
+ " 3 | \n",
" individual | \n",
" stairway | \n",
- " 198.7 | \n",
- " 154 | \n",
+ " 80.44 | \n",
+ " 598 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -5231,17 +5233,17 @@
"
\n",
" \n",
" | 3 | \n",
- " 389370000 | \n",
- " 1 | \n",
- " 84.93 | \n",
- " 9 | \n",
- " 492.0 | \n",
- " 455 | \n",
- " 6 | \n",
+ " 308000000 | \n",
+ " 0 | \n",
+ " 84.99 | \n",
+ " 16 | \n",
+ " 1573.0 | \n",
+ " 1733 | \n",
+ " 13 | \n",
" individual | \n",
" stairway | \n",
- " 109.81 | \n",
- " 78 | \n",
+ " 102.69 | \n",
+ " 628 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -5249,17 +5251,17 @@
"
\n",
" \n",
" | 4 | \n",
- " 1130000000 | \n",
+ " 538000000 | \n",
" 1 | \n",
- " 76.5 | \n",
- " 6 | \n",
- " 3930.0 | \n",
- " 3930 | \n",
- " 30 | \n",
+ " 59.88 | \n",
+ " 16 | \n",
+ " 2173.0 | \n",
+ " 2036 | \n",
+ " 19 | \n",
" district | \n",
" corridor | \n",
- " 112.39 | \n",
- " 1170 | \n",
+ " 85.12 | \n",
+ " 895 | \n",
" 3.0 | \n",
" 1.0 | \n",
" 1 | \n",
@@ -5267,89 +5269,71 @@
"
\n",
" \n",
" | 5 | \n",
- " 128000000 | \n",
- " 0 | \n",
- " 84.92 | \n",
- " 10 | \n",
- " 225.0 | \n",
- " 343 | \n",
+ " 1265000000 | \n",
" 1 | \n",
- " individual | \n",
- " stairway | \n",
- " 125.62 | \n",
- " 164 | \n",
- " 3.0 | \n",
+ " 115.47 | \n",
+ " 3 | \n",
+ " 1444.0 | \n",
+ " 1848 | \n",
+ " 36 | \n",
+ " district | \n",
+ " corridor | \n",
+ " 143.81 | \n",
+ " 102 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | 6 | \n",
- " 350000000 | \n",
- " 1 | \n",
- " 59.54 | \n",
- " 26 | \n",
- " 2990.0 | \n",
- " 2182 | \n",
- " 22 | \n",
+ " 206000000 | \n",
+ " 0 | \n",
+ " 84.98 | \n",
+ " 2 | \n",
+ " 243.0 | \n",
+ " 170 | \n",
+ " 2 | \n",
" individual | \n",
" stairway | \n",
- " 76.62 | \n",
- " 176 | \n",
+ " 107.32 | \n",
+ " 54 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 7 | \n",
- " 305000000 | \n",
+ " 1120000000 | \n",
" 1 | \n",
- " 84.96 | \n",
- " 9 | \n",
- " 169.0 | \n",
- " 165 | \n",
- " 1 | \n",
- " individual | \n",
- " stairway | \n",
- " 111.28 | \n",
- " 60 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 8 | \n",
- " 315000000 | \n",
- " 1 | \n",
- " 60.053999999999995 | \n",
- " 4 | \n",
- " 635.0 | \n",
- " 620 | \n",
- " 22 | \n",
- " individual | \n",
+ " 126.18 | \n",
+ " 7 | \n",
+ " 5540.0 | \n",
+ " 5539 | \n",
+ " 122 | \n",
+ " district | \n",
" stairway | \n",
- " 81.54 | \n",
- " 256 | \n",
- " 3.0 | \n",
+ " 161.98 | \n",
+ " 76 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 9 | \n",
- " 350000000 | \n",
+ " 8 | \n",
+ " 382000000 | \n",
" 1 | \n",
- " 84.99 | \n",
- " 6 | \n",
- " 209.0 | \n",
- " 194 | \n",
+ " 84.09 | \n",
" 2 | \n",
+ " 2366.0 | \n",
+ " 1971 | \n",
+ " 28 | \n",
" individual | \n",
" stairway | \n",
- " 108.79 | \n",
- " 108 | \n",
+ " 105.32 | \n",
+ " 394 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -5357,53 +5341,53 @@
"
\n",
" \n",
" | 10 | \n",
- " 1400000000 | \n",
+ " 565000000 | \n",
" 1 | \n",
- " 177.255 | \n",
+ " 59.9 | \n",
" 18 | \n",
- " 1662.0 | \n",
- " 490 | \n",
- " 2 | \n",
- " central | \n",
+ " 2776.0 | \n",
+ " 2298 | \n",
+ " 27 | \n",
+ " individual | \n",
" stairway | \n",
- " 244.63 | \n",
- " 62 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
+ " 82.54 | \n",
+ " 384 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 11 | \n",
- " 480000000 | \n",
+ " 215600000 | \n",
+ " 0 | \n",
+ " 117.27 | \n",
" 1 | \n",
- " 84.51 | \n",
- " 2 | \n",
- " 465.0 | \n",
- " 387 | \n",
- " 5 | \n",
+ " 941.0 | \n",
+ " 652 | \n",
+ " 11 | \n",
" district | \n",
" stairway | \n",
- " 116.84 | \n",
- " 34 | \n",
- " 3.0 | \n",
+ " 155.05 | \n",
+ " 187 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" | 12 | \n",
- " 350000000 | \n",
+ " 214540000 | \n",
" 0 | \n",
- " 134.92 | \n",
- " 9 | \n",
- " 1849.0 | \n",
- " 1691 | \n",
- " 16 | \n",
- " individual | \n",
+ " 117.27 | \n",
+ " 2 | \n",
+ " 1576.0 | \n",
+ " 1112 | \n",
+ " 17 | \n",
+ " central | \n",
" stairway | \n",
- " 162.74 | \n",
- " 182 | \n",
+ " 153.13 | \n",
+ " 214 | \n",
" 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -5411,53 +5395,71 @@
"
\n",
" \n",
" | 13 | \n",
- " 720000000 | \n",
+ " 163000000 | \n",
" 0 | \n",
- " 98.55 | \n",
- " 33 | \n",
- " 3728.0 | \n",
- " 1631 | \n",
- " 3 | \n",
+ " 84.99 | \n",
+ " 19 | \n",
+ " 3776.0 | \n",
+ " 3382 | \n",
+ " 35 | \n",
" individual | \n",
" stairway | \n",
- " 147.52 | \n",
- " 2 | \n",
- " 4.0 | \n",
+ " 107.48 | \n",
+ " 850 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
+ " | 14 | \n",
+ " 150000000 | \n",
+ " 0 | \n",
+ " 59.84 | \n",
+ " 9 | \n",
+ " 514.0 | \n",
+ " 498 | \n",
+ " 5 | \n",
+ " individual | \n",
+ " stairway | \n",
+ " 79.55 | \n",
+ " 160 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
" | 15 | \n",
- " 260000000 | \n",
+ " 1093000000 | \n",
" 1 | \n",
- " 60.06 | \n",
- " 6 | \n",
- " 1425.0 | \n",
- " 998 | \n",
- " 10 | \n",
+ " 125.58 | \n",
+ " 8 | \n",
+ " 237.0 | \n",
+ " 138 | \n",
+ " 2 | \n",
" individual | \n",
- " corridor | \n",
- " 76.88 | \n",
- " 538 | \n",
+ " stairway | \n",
+ " 155.01 | \n",
+ " 70 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 16 | \n",
- " 460000000 | \n",
+ " 297000000 | \n",
" 1 | \n",
- " 84.99 | \n",
- " 9 | \n",
+ " 59.99 | \n",
+ " 10 | \n",
" 2251.0 | \n",
" 2904 | \n",
" 21 | \n",
" individual | \n",
- " stairway | \n",
- " 110.76 | \n",
- " 816 | \n",
+ " corridor | \n",
+ " 78.18 | \n",
+ " 753 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -5465,143 +5467,143 @@
"
\n",
" \n",
" | 17 | \n",
- " 685000000 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 2 | \n",
- " 1027.0 | \n",
- " 847 | \n",
- " 10 | \n",
- " district | \n",
+ " 357500000 | \n",
+ " 0 | \n",
+ " 125.04 | \n",
+ " 9 | \n",
+ " 543.0 | \n",
+ " 431 | \n",
+ " 3 | \n",
+ " individual | \n",
" stairway | \n",
- " 85.02 | \n",
- " 76 | \n",
- " 3.0 | \n",
+ " 156.57 | \n",
+ " 86 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 18 | \n",
- " 175000000 | \n",
+ " 239400000 | \n",
" 0 | \n",
- " 57.0 | \n",
- " 2 | \n",
- " 1197.0 | \n",
- " 798 | \n",
- " 8 | \n",
- " central | \n",
- " corridor | \n",
- " 74.27 | \n",
- " 228 | \n",
+ " 84.99 | \n",
+ " 29 | \n",
+ " 1066.0 | \n",
+ " 690 | \n",
+ " 4 | \n",
+ " individual | \n",
+ " stairway | \n",
+ " 107.13 | \n",
+ " 85 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 19 | \n",
- " 164000000 | \n",
+ " 392000000 | \n",
" 0 | \n",
- " 84.7504 | \n",
- " 7 | \n",
- " 712.0 | \n",
- " 705 | \n",
- " 7 | \n",
+ " 104.95 | \n",
+ " 20 | \n",
+ " 775.0 | \n",
+ " 490 | \n",
+ " 8 | \n",
" individual | \n",
" stairway | \n",
- " 107.51 | \n",
- " 409 | \n",
- " 3.0 | \n",
+ " 143.48 | \n",
+ " 190 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 20 | \n",
- " 580000000 | \n",
- " 1 | \n",
- " 84.3 | \n",
- " 7 | \n",
- " 156.0 | \n",
- " 144 | \n",
- " 2 | \n",
- " district | \n",
+ " 21 | \n",
+ " 184000000 | \n",
+ " 0 | \n",
+ " 84.962 | \n",
+ " 23 | \n",
+ " 1599.0 | \n",
+ " 1270 | \n",
+ " 13 | \n",
+ " individual | \n",
" stairway | \n",
- " 106.34 | \n",
- " 120 | \n",
+ " 106.95 | \n",
+ " 300 | \n",
" 3.0 | \n",
" 2.0 | \n",
- " 1 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
- " | 21 | \n",
- " 1247000000 | \n",
+ " 22 | \n",
+ " 395000000 | \n",
" 1 | \n",
- " 58.08 | \n",
- " 3 | \n",
- " 2500.0 | \n",
- " 5040 | \n",
- " 124 | \n",
+ " 114.99 | \n",
+ " 10 | \n",
+ " 1525.0 | \n",
+ " 1281 | \n",
+ " 11 | \n",
" individual | \n",
" stairway | \n",
- " 59.5 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
+ " 143.66 | \n",
+ " 296 | \n",
+ " 4.0 | \n",
+ " 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 22 | \n",
- " 200000000 | \n",
+ " 23 | \n",
+ " 151000000 | \n",
" 0 | \n",
- " 84.962 | \n",
- " 13 | \n",
- " 1093.0 | \n",
- " 1002 | \n",
- " 12 | \n",
- " district | \n",
+ " 108.2848 | \n",
+ " 9 | \n",
+ " 87.0 | \n",
+ " 114 | \n",
+ " 1 | \n",
+ " individual | \n",
" stairway | \n",
- " 106.79 | \n",
- " 224 | \n",
+ " 139.1 | \n",
+ " 9 | \n",
" 3.0 | \n",
" 2.0 | \n",
- " 1 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
- " | 23 | \n",
- " 950000000 | \n",
+ " 24 | \n",
+ " 460000000 | \n",
" 1 | \n",
- " 59.88 | \n",
- " 22 | \n",
- " 2173.0 | \n",
- " 2036 | \n",
+ " 102.634 | \n",
+ " 3 | \n",
+ " 330.0 | \n",
+ " 256 | \n",
+ " 4 | \n",
+ " individual | \n",
+ " stairway | \n",
+ " 127.18 | \n",
" 19 | \n",
- " district | \n",
- " corridor | \n",
- " 85.12 | \n",
- " 895 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 1 | \n",
+ " 4.0 | \n",
+ " 2.0 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
" | 25 | \n",
- " 590000000 | \n",
+ " 224000000 | \n",
" 1 | \n",
- " 83.475 | \n",
- " 9 | \n",
- " 1920.0 | \n",
- " 960 | \n",
- " 13 | \n",
- " central | \n",
- " stairway | \n",
- " 100.04 | \n",
- " 270 | \n",
+ " 84.42 | \n",
+ " 2 | \n",
+ " 133.0 | \n",
+ " 167 | \n",
+ " 2 | \n",
+ " individual | \n",
+ " corridor | \n",
+ " 107.93 | \n",
+ " 167 | \n",
" 3.0 | \n",
" 1.0 | \n",
" 0 | \n",
@@ -5609,53 +5611,53 @@
"
\n",
" \n",
" | 26 | \n",
- " 449000000 | \n",
+ " 430000000 | \n",
" 1 | \n",
- " 84.98 | \n",
- " 4 | \n",
- " 321.0 | \n",
- " 293 | \n",
+ " 59.26 | \n",
" 5 | \n",
- " individual | \n",
- " stairway | \n",
- " 109.66 | \n",
- " 15 | \n",
+ " 893.0 | \n",
+ " 2433 | \n",
+ " 14 | \n",
+ " district | \n",
+ " corridor | \n",
+ " 83.26 | \n",
+ " 447 | \n",
" 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
+ " 1.0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | 27 | \n",
- " 325330000 | \n",
- " 0 | \n",
- " 115.28 | \n",
- " 26 | \n",
- " 507.0 | \n",
- " 270 | \n",
- " 2 | \n",
+ " 394000000 | \n",
+ " 1 | \n",
+ " 101.95 | \n",
+ " 3 | \n",
+ " 2251.0 | \n",
+ " 2904 | \n",
+ " 21 | \n",
" individual | \n",
" stairway | \n",
- " 155.92 | \n",
- " 112 | \n",
- " 3.0 | \n",
+ " 132.88 | \n",
+ " 278 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 28 | \n",
- " 495000000 | \n",
- " 1 | \n",
- " 59.817 | \n",
- " 6 | \n",
- " 677.0 | \n",
- " 603 | \n",
- " 11 | \n",
+ " 275000000 | \n",
+ " 0 | \n",
+ " 72.2358 | \n",
+ " 8 | \n",
+ " 3400.0 | \n",
+ " 3160 | \n",
+ " 30 | \n",
" individual | \n",
" stairway | \n",
- " 85.43 | \n",
- " 213 | \n",
+ " 95.84 | \n",
+ " 49 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -5663,35 +5665,35 @@
"
\n",
" \n",
" | 29 | \n",
- " 250000000 | \n",
- " 0 | \n",
- " 167.66 | \n",
- " 8 | \n",
- " 994.0 | \n",
- " 868 | \n",
- " 10 | \n",
- " individual | \n",
+ " 430000000 | \n",
+ " 1 | \n",
+ " 71.17 | \n",
+ " 1 | \n",
+ " 381.0 | \n",
+ " 708 | \n",
+ " 6 | \n",
+ " district | \n",
" stairway | \n",
- " 201.31 | \n",
- " 48 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
+ " 88.59 | \n",
+ " 78 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | 30 | \n",
- " 117000000 | \n",
- " 0 | \n",
- " 84.99 | \n",
- " 22 | \n",
- " 3776.0 | \n",
- " 3382 | \n",
- " 35 | \n",
+ " 210000000 | \n",
+ " 1 | \n",
+ " 84.78 | \n",
+ " 1 | \n",
+ " 659.0 | \n",
+ " 746 | \n",
+ " 5 | \n",
" individual | \n",
" stairway | \n",
- " 104.76 | \n",
- " 500 | \n",
+ " 108.08 | \n",
+ " 283 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -5699,21 +5701,21 @@
"
\n",
" \n",
" | 31 | \n",
- " 150000000 | \n",
+ " 190000000 | \n",
" 1 | \n",
- " 59.4 | \n",
- " 17 | \n",
- " 709.0 | \n",
- " 783 | \n",
- " 6 | \n",
- " central | \n",
- " corridor | \n",
- " 85.82 | \n",
- " 313 | \n",
- " 3.0 | \n",
+ " 39.6 | \n",
+ " 10 | \n",
+ " 486.0 | \n",
+ " 1624 | \n",
+ " 10 | \n",
+ " district | \n",
+ " corridor | \n",
+ " 56.91 | \n",
+ " 626 | \n",
+ " 2.0 | \n",
" 1.0 | \n",
- " 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | ... | \n",
@@ -5734,107 +5736,107 @@
" ... | \n",
"
\n",
" \n",
- " | 4773 | \n",
- " 369000000 | \n",
+ " 7976 | \n",
+ " 210000000 | \n",
+ " 0 | \n",
+ " 102.52 | \n",
" 1 | \n",
- " 59.993 | \n",
- " 6 | \n",
- " 1153.0 | \n",
- " 850 | \n",
- " 21 | \n",
+ " 4515.0 | \n",
+ " 2637 | \n",
+ " 30 | \n",
" individual | \n",
" stairway | \n",
- " 80.97 | \n",
- " 114 | \n",
+ " 131.85 | \n",
+ " 398 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4774 | \n",
- " 140000000 | \n",
- " 0 | \n",
- " 52.7659 | \n",
- " 15 | \n",
- " 1331.0 | \n",
- " 1395 | \n",
- " 9 | \n",
- " individual | \n",
+ " 7978 | \n",
+ " 302000000 | \n",
+ " 1 | \n",
+ " 59.76 | \n",
+ " 13 | \n",
+ " 2300.0 | \n",
+ " 1981 | \n",
+ " 18 | \n",
+ " district | \n",
" corridor | \n",
- " 78.49 | \n",
- " 96 | \n",
- " 1.0 | \n",
+ " 81.14 | \n",
+ " 386 | \n",
+ " 3.0 | \n",
" 1.0 | \n",
- " 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4775 | \n",
- " 558000000 | \n",
+ " 7979 | \n",
+ " 127000000 | \n",
+ " 0 | \n",
+ " 84.86 | \n",
+ " 3 | \n",
+ " 270.0 | \n",
+ " 210 | \n",
" 1 | \n",
- " 84.93 | \n",
- " 26 | \n",
- " 4890.0 | \n",
- " 3293 | \n",
- " 51 | \n",
- " district | \n",
+ " individual | \n",
" stairway | \n",
- " 109.64 | \n",
- " 133 | \n",
+ " 95.59 | \n",
+ " 1 | \n",
" 3.0 | \n",
" 2.0 | \n",
- " 1 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
- " | 4776 | \n",
- " 285000000 | \n",
- " 1 | \n",
- " 59.993 | \n",
- " 2 | \n",
- " 1153.0 | \n",
- " 850 | \n",
- " 21 | \n",
+ " 7980 | \n",
+ " 316000000 | \n",
+ " 0 | \n",
+ " 84.6389 | \n",
+ " 4 | \n",
+ " 4599.0 | \n",
+ " 2752 | \n",
+ " 14 | \n",
" individual | \n",
" stairway | \n",
- " 80.97 | \n",
- " 114 | \n",
+ " 113.65 | \n",
+ " 772 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4777 | \n",
- " 240000000 | \n",
+ " 7981 | \n",
+ " 170880000 | \n",
" 0 | \n",
- " 127.845 | \n",
- " 6 | \n",
- " 379.0 | \n",
- " 231 | \n",
- " 2 | \n",
+ " 84.9387 | \n",
+ " 4 | \n",
+ " 222.0 | \n",
+ " 215 | \n",
+ " 3 | \n",
" individual | \n",
" stairway | \n",
- " 159.2 | \n",
- " 48 | \n",
- " 4.0 | \n",
+ " 108.64 | \n",
+ " 87 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4778 | \n",
- " 317000000 | \n",
+ " 7982 | \n",
+ " 115000000 | \n",
" 0 | \n",
- " 84.7841 | \n",
- " 29 | \n",
- " 2446.0 | \n",
- " 1149 | \n",
- " 9 | \n",
+ " 59.38 | \n",
+ " 2 | \n",
+ " 85.0 | \n",
+ " 365 | \n",
+ " 4 | \n",
" individual | \n",
" stairway | \n",
- " 128.83 | \n",
+ " 77.68 | \n",
" 87 | \n",
" 3.0 | \n",
" 2.0 | \n",
@@ -5842,762 +5844,762 @@
" 1 | \n",
"
\n",
" \n",
- " | 4779 | \n",
- " 365000000 | \n",
+ " 7983 | \n",
+ " 240000000 | \n",
" 1 | \n",
- " 84.84 | \n",
- " 8 | \n",
- " 2513.0 | \n",
- " 1224 | \n",
- " 13 | \n",
- " individual | \n",
+ " 37.46 | \n",
+ " 5 | \n",
+ " 1120.0 | \n",
+ " 2213 | \n",
+ " 26 | \n",
+ " district | \n",
" stairway | \n",
- " 110.48 | \n",
- " 160 | \n",
+ " 58.24 | \n",
+ " 70 | \n",
" 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
+ " 1.0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4780 | \n",
- " 208500000 | \n",
+ " 7984 | \n",
+ " 660000000 | \n",
" 1 | \n",
- " 45.77 | \n",
- " 9 | \n",
- " 802.0 | \n",
- " 860 | \n",
- " 8 | \n",
+ " 84.98 | \n",
+ " 4 | \n",
+ " 1155.0 | \n",
+ " 863 | \n",
+ " 14 | \n",
" individual | \n",
- " corridor | \n",
- " 65.69 | \n",
- " 42 | \n",
+ " stairway | \n",
+ " 108.76 | \n",
+ " 180 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4781 | \n",
- " 500000000 | \n",
- " 1 | \n",
- " 59.9 | \n",
+ " 7985 | \n",
+ " 413000000 | \n",
+ " 0 | \n",
+ " 84.73200000000001 | \n",
+ " 14 | \n",
+ " 625.0 | \n",
+ " 530 | \n",
" 4 | \n",
- " 382.0 | \n",
- " 303 | \n",
- " 9 | \n",
" individual | \n",
" stairway | \n",
- " 78.51 | \n",
- " 7 | \n",
+ " 109.15 | \n",
+ " 106 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4782 | \n",
- " 242000000 | \n",
+ " 7986 | \n",
+ " 298000000 | \n",
" 1 | \n",
- " 59.88 | \n",
+ " 84.98 | \n",
+ " 22 | \n",
+ " 1525.0 | \n",
+ " 1281 | \n",
" 11 | \n",
- " 194.0 | \n",
- " 202 | \n",
- " 2 | \n",
" individual | \n",
" stairway | \n",
- " 77.35 | \n",
- " 54 | \n",
+ " 109.36 | \n",
+ " 441 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4783 | \n",
- " 270000000 | \n",
- " 1 | \n",
- " 59.52 | \n",
- " 12 | \n",
- " 344.0 | \n",
- " 424 | \n",
+ " 7987 | \n",
+ " 227500000 | \n",
+ " 0 | \n",
+ " 84.986 | \n",
+ " 10 | \n",
+ " 166.0 | \n",
+ " 163 | \n",
" 3 | \n",
" individual | \n",
- " corridor | \n",
- " 76.44 | \n",
- " 209 | \n",
+ " stairway | \n",
+ " 113.91 | \n",
+ " 14 | \n",
" 3.0 | \n",
+ " 2.0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " | 7988 | \n",
+ " 227500000 | \n",
+ " 0 | \n",
+ " 59.997 | \n",
+ " 25 | \n",
+ " 2716.0 | \n",
+ " 2302 | \n",
+ " 24 | \n",
+ " individual | \n",
+ " stairway | \n",
+ " 80.72 | \n",
+ " 200 | \n",
+ " 2.0 | \n",
" 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4784 | \n",
- " 390000000 | \n",
+ " 7989 | \n",
+ " 370000000 | \n",
+ " 1 | \n",
+ " 59.145 | \n",
+ " 11 | \n",
+ " 338.0 | \n",
+ " 457 | \n",
+ " 1 | \n",
+ " district | \n",
+ " corridor | \n",
+ " 77.96 | \n",
+ " 39 | \n",
+ " 1.0 | \n",
+ " 1.0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 7990 | \n",
+ " 678000000 | \n",
+ " 1 | \n",
+ " 84.85 | \n",
+ " 12 | \n",
+ " 126.0 | \n",
+ " 111 | \n",
" 1 | \n",
- " 84.92 | \n",
- " 22 | \n",
- " 397.0 | \n",
- " 355 | \n",
- " 7 | \n",
" individual | \n",
" stairway | \n",
- " 112.66 | \n",
- " 314 | \n",
+ " 104.7 | \n",
+ " 111 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4785 | \n",
- " 1030000000 | \n",
+ " 7991 | \n",
+ " 245000000 | \n",
" 1 | \n",
- " 58.08 | \n",
- " 5 | \n",
- " 2500.0 | \n",
- " 5040 | \n",
- " 124 | \n",
+ " 59.91 | \n",
+ " 12 | \n",
+ " 488.0 | \n",
+ " 429 | \n",
+ " 3 | \n",
" individual | \n",
- " stairway | \n",
- " 59.5 | \n",
- " 65 | \n",
+ " corridor | \n",
+ " 83.31 | \n",
+ " 184 | \n",
" 3.0 | \n",
" 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4786 | \n",
- " 415000000 | \n",
+ " 7992 | \n",
+ " 590000000 | \n",
" 1 | \n",
- " 68.28 | \n",
- " 10 | \n",
- " 285.0 | \n",
- " 284 | \n",
+ " 84.708 | \n",
+ " 8 | \n",
+ " 178.0 | \n",
+ " 157 | \n",
" 3 | \n",
" individual | \n",
" stairway | \n",
- " 93.51 | \n",
- " 72 | \n",
+ " 105.22 | \n",
+ " 115 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4787 | \n",
- " 625000000 | \n",
+ " 7993 | \n",
+ " 308000000 | \n",
" 1 | \n",
- " 84.94 | \n",
- " 16 | \n",
- " 364.0 | \n",
- " 333 | \n",
- " 9 | \n",
+ " 84.84 | \n",
+ " 12 | \n",
+ " 1200.0 | \n",
+ " 1234 | \n",
+ " 15 | \n",
" individual | \n",
" stairway | \n",
- " 109.81 | \n",
- " 71 | \n",
+ " 95.15 | \n",
+ " 240 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4788 | \n",
- " 800000000 | \n",
+ " 7994 | \n",
+ " 630000000 | \n",
" 1 | \n",
- " 84.87 | \n",
- " 13 | \n",
- " 221.0 | \n",
- " 293 | \n",
- " 2 | \n",
- " individual | \n",
+ " 84.79 | \n",
+ " 7 | \n",
+ " 658.0 | \n",
+ " 551 | \n",
+ " 10 | \n",
+ " district | \n",
" stairway | \n",
- " 108.05 | \n",
- " 22 | \n",
+ " 108.52 | \n",
+ " 173 | \n",
" 3.0 | \n",
" 2.0 | \n",
- " 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4790 | \n",
- " 373000000 | \n",
+ " 7995 | \n",
+ " 400000000 | \n",
" 1 | \n",
- " 59.96 | \n",
- " 2 | \n",
- " 1267.0 | \n",
- " 999 | \n",
- " 18 | \n",
+ " 84.98 | \n",
+ " 11 | \n",
+ " 195.0 | \n",
+ " 177 | \n",
+ " 3 | \n",
" individual | \n",
" stairway | \n",
- " 82.61 | \n",
- " 156 | \n",
+ " 108.16 | \n",
+ " 41 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4791 | \n",
- " 228000000 | \n",
+ " 7996 | \n",
+ " 570000000 | \n",
+ " 1 | \n",
+ " 27.68 | \n",
+ " 31 | \n",
+ " 7876.0 | \n",
+ " 5563 | \n",
+ " 65 | \n",
+ " district | \n",
+ " stairway | \n",
+ " 42.28 | \n",
+ " 500 | \n",
+ " 1.0 | \n",
+ " 1.0 | \n",
+ " 1 | \n",
" 0 | \n",
- " 84.8404 | \n",
- " 13 | \n",
- " 775.0 | \n",
- " 846 | \n",
+ "
\n",
+ " \n",
+ " | 7997 | \n",
+ " 600000000 | \n",
+ " 1 | \n",
+ " 59.97 | \n",
" 8 | \n",
+ " 329.0 | \n",
+ " 348 | \n",
+ " 4 | \n",
" individual | \n",
" stairway | \n",
- " 103.41 | \n",
- " 163 | \n",
+ " 80.55 | \n",
+ " 128 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4792 | \n",
- " 340000000 | \n",
+ " 7998 | \n",
+ " 190000000 | \n",
" 1 | \n",
- " 59.95 | \n",
- " 10 | \n",
- " 1459.0 | \n",
- " 1371 | \n",
- " 13 | \n",
- " individual | \n",
+ " 49.77 | \n",
+ " 9 | \n",
+ " 2450.0 | \n",
+ " 2462 | \n",
+ " 16 | \n",
+ " district | \n",
" corridor | \n",
- " 88.78 | \n",
- " 557 | \n",
+ " 72.73 | \n",
+ " 1268 | \n",
" 3.0 | \n",
" 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4793 | \n",
- " 288000000 | \n",
+ " 7999 | \n",
+ " 315000000 | \n",
" 1 | \n",
- " 59.94 | \n",
- " 16 | \n",
- " 461.0 | \n",
- " 453 | \n",
- " 6 | \n",
+ " 59.76 | \n",
+ " 14 | \n",
+ " 1544.0 | \n",
+ " 1544 | \n",
+ " 9 | \n",
" individual | \n",
" corridor | \n",
- " 81.97 | \n",
- " 177 | \n",
+ " 83.46 | \n",
+ " 558 | \n",
" 3.0 | \n",
" 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4794 | \n",
- " 407000000 | \n",
+ " 8000 | \n",
+ " 219500000 | \n",
" 1 | \n",
- " 84.97 | \n",
- " 5 | \n",
- " 2772.0 | \n",
- " 3322 | \n",
- " 32 | \n",
+ " 47.3 | \n",
+ " 1 | \n",
+ " 390.0 | \n",
+ " 390 | \n",
+ " 2 | \n",
" individual | \n",
- " stairway | \n",
- " 113.67 | \n",
- " 876 | \n",
- " 3.0 | \n",
+ " corridor | \n",
+ " 67.28 | \n",
+ " 90 | \n",
" 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4795 | \n",
- " 99730000 | \n",
- " 0 | \n",
- " 84.975 | \n",
- " 3 | \n",
- " 422.0 | \n",
- " 424 | \n",
- " 4 | \n",
+ " 8001 | \n",
+ " 360000000 | \n",
+ " 1 | \n",
+ " 84.95100000000001 | \n",
+ " 7 | \n",
+ " 1077.0 | \n",
+ " 976 | \n",
+ " 15 | \n",
" individual | \n",
- " stairway | \n",
- " 106.74 | \n",
- " 186 | \n",
+ " corridor | \n",
+ " 106.77 | \n",
+ " 445 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4796 | \n",
- " 550000000 | \n",
+ " 8002 | \n",
+ " 205000000 | \n",
" 1 | \n",
- " 84.91 | \n",
- " 3 | \n",
- " 1391.0 | \n",
- " 1606 | \n",
- " 15 | \n",
- " individual | \n",
- " stairway | \n",
- " 104.75 | \n",
- " 958 | \n",
+ " 49.54 | \n",
+ " 9 | \n",
+ " 893.0 | \n",
+ " 2433 | \n",
+ " 14 | \n",
+ " district | \n",
+ " corridor | \n",
+ " 71.07 | \n",
+ " 743 | \n",
" 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
+ " 1.0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4797 | \n",
- " 550000000 | \n",
+ " 8003 | \n",
+ " 188000000 | \n",
" 1 | \n",
- " 84.43 | \n",
- " 13 | \n",
- " 1163.0 | \n",
- " 967 | \n",
- " 11 | \n",
+ " 59.96 | \n",
+ " 7 | \n",
+ " 715.0 | \n",
+ " 956 | \n",
+ " 6 | \n",
" individual | \n",
- " stairway | \n",
- " 108.63 | \n",
- " 154 | \n",
+ " corridor | \n",
+ " 82.4 | \n",
+ " 956 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4798 | \n",
- " 215000000 | \n",
+ " 8004 | \n",
+ " 292000000 | \n",
" 0 | \n",
- " 84.6588 | \n",
- " 11 | \n",
- " 918.0 | \n",
- " 712 | \n",
- " 15 | \n",
+ " 109.7847 | \n",
+ " 13 | \n",
+ " 354.0 | \n",
+ " 338 | \n",
+ " 4 | \n",
" individual | \n",
" stairway | \n",
- " 111.48 | \n",
- " 46 | \n",
- " 3.0 | \n",
+ " 134.8 | \n",
+ " 56 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4799 | \n",
- " 339000000 | \n",
- " 1 | \n",
- " 84.97 | \n",
+ " 8005 | \n",
+ " 248000000 | \n",
+ " 0 | \n",
+ " 59.955 | \n",
" 20 | \n",
- " 3940.0 | \n",
- " 3003 | \n",
- " 25 | \n",
- " individual | \n",
- " mixed | \n",
- " 109.57 | \n",
- " 280 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 4800 | \n",
- " 700000000 | \n",
- " 1 | \n",
- " 59.55 | \n",
- " 8 | \n",
- " 205.0 | \n",
- " 340 | \n",
- " 2 | \n",
- " district | \n",
- " stairway | \n",
- " 91.48 | \n",
- " 340 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 4801 | \n",
- " 445000000 | \n",
- " 1 | \n",
- " 110.56 | \n",
- " 5 | \n",
- " 290.0 | \n",
- " 216 | \n",
- " 7 | \n",
+ " 617.0 | \n",
+ " 600 | \n",
+ " 6 | \n",
" individual | \n",
" stairway | \n",
- " 134.04 | \n",
- " 108 | \n",
+ " 80.38 | \n",
+ " 200 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4802 | \n",
- " 270000000 | \n",
+ " 8006 | \n",
+ " 490000000 | \n",
" 1 | \n",
" 84.87 | \n",
- " 9 | \n",
- " 1252.0 | \n",
- " 1668 | \n",
- " 18 | \n",
- " district | \n",
+ " 1 | \n",
+ " 3384.0 | \n",
+ " 3404 | \n",
+ " 35 | \n",
+ " individual | \n",
" stairway | \n",
- " 105.79 | \n",
- " 56 | \n",
+ " 104.58 | \n",
+ " 1034 | \n",
" 3.0 | \n",
" 2.0 | \n",
- " 1 | \n",
" 0 | \n",
- "
\n",
- " \n",
- " | 4803 | \n",
- " 93000000 | \n",
- " 1 | \n",
- " 39.6 | \n",
- " 3 | \n",
- " 486.0 | \n",
- " 1624 | \n",
- " 10 | \n",
- " district | \n",
- " corridor | \n",
- " 56.91 | \n",
- " 626 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
" 1 | \n",
- " 0 | \n",
"
\n",
" \n",
"\n",
- "4465 rows × 15 columns
\n",
+ "7420 rows × 15 columns
\n",
""
],
"text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "0 570000000 1 84.91 15 \n",
- "1 1050000000 1 84.99 17 \n",
- "2 586050000 0 156.7997 13 \n",
- "3 389370000 1 84.93 9 \n",
- "4 1130000000 1 76.5 6 \n",
- "5 128000000 0 84.92 10 \n",
- "6 350000000 1 59.54 26 \n",
- "7 305000000 1 84.96 9 \n",
- "8 315000000 1 60.053999999999995 4 \n",
- "9 350000000 1 84.99 6 \n",
- "10 1400000000 1 177.255 18 \n",
- "11 480000000 1 84.51 2 \n",
- "12 350000000 0 134.92 9 \n",
- "13 720000000 0 98.55 33 \n",
- "15 260000000 1 60.06 6 \n",
- "16 460000000 1 84.99 9 \n",
- "17 685000000 1 59.99 2 \n",
- "18 175000000 0 57.0 2 \n",
- "19 164000000 0 84.7504 7 \n",
- "20 580000000 1 84.3 7 \n",
- "21 1247000000 1 58.08 3 \n",
- "22 200000000 0 84.962 13 \n",
- "23 950000000 1 59.88 22 \n",
- "25 590000000 1 83.475 9 \n",
- "26 449000000 1 84.98 4 \n",
- "27 325330000 0 115.28 26 \n",
- "28 495000000 1 59.817 6 \n",
- "29 250000000 0 167.66 8 \n",
- "30 117000000 0 84.99 22 \n",
- "31 150000000 1 59.4 17 \n",
- "... ... ... ... ... \n",
- "4773 369000000 1 59.993 6 \n",
- "4774 140000000 0 52.7659 15 \n",
- "4775 558000000 1 84.93 26 \n",
- "4776 285000000 1 59.993 2 \n",
- "4777 240000000 0 127.845 6 \n",
- "4778 317000000 0 84.7841 29 \n",
- "4779 365000000 1 84.84 8 \n",
- "4780 208500000 1 45.77 9 \n",
- "4781 500000000 1 59.9 4 \n",
- "4782 242000000 1 59.88 11 \n",
- "4783 270000000 1 59.52 12 \n",
- "4784 390000000 1 84.92 22 \n",
- "4785 1030000000 1 58.08 5 \n",
- "4786 415000000 1 68.28 10 \n",
- "4787 625000000 1 84.94 16 \n",
- "4788 800000000 1 84.87 13 \n",
- "4790 373000000 1 59.96 2 \n",
- "4791 228000000 0 84.8404 13 \n",
- "4792 340000000 1 59.95 10 \n",
- "4793 288000000 1 59.94 16 \n",
- "4794 407000000 1 84.97 5 \n",
- "4795 99730000 0 84.975 3 \n",
- "4796 550000000 1 84.91 3 \n",
- "4797 550000000 1 84.43 13 \n",
- "4798 215000000 0 84.6588 11 \n",
- "4799 339000000 1 84.97 20 \n",
- "4800 700000000 1 59.55 8 \n",
- "4801 445000000 1 110.56 5 \n",
- "4802 270000000 1 84.87 9 \n",
- "4803 93000000 1 39.6 3 \n",
+ " transaction_real_price city exclusive_use_area floor \\\n",
+ "0 135000000 0 82.32 4 \n",
+ "1 145000000 0 59.948 19 \n",
+ "2 94500000 0 59.92 14 \n",
+ "3 308000000 0 84.99 16 \n",
+ "4 538000000 1 59.88 16 \n",
+ "5 1265000000 1 115.47 3 \n",
+ "6 206000000 0 84.98 2 \n",
+ "7 1120000000 1 126.18 7 \n",
+ "8 382000000 1 84.09 2 \n",
+ "10 565000000 1 59.9 18 \n",
+ "11 215600000 0 117.27 1 \n",
+ "12 214540000 0 117.27 2 \n",
+ "13 163000000 0 84.99 19 \n",
+ "14 150000000 0 59.84 9 \n",
+ "15 1093000000 1 125.58 8 \n",
+ "16 297000000 1 59.99 10 \n",
+ "17 357500000 0 125.04 9 \n",
+ "18 239400000 0 84.99 29 \n",
+ "19 392000000 0 104.95 20 \n",
+ "21 184000000 0 84.962 23 \n",
+ "22 395000000 1 114.99 10 \n",
+ "23 151000000 0 108.2848 9 \n",
+ "24 460000000 1 102.634 3 \n",
+ "25 224000000 1 84.42 2 \n",
+ "26 430000000 1 59.26 5 \n",
+ "27 394000000 1 101.95 3 \n",
+ "28 275000000 0 72.2358 8 \n",
+ "29 430000000 1 71.17 1 \n",
+ "30 210000000 1 84.78 1 \n",
+ "31 190000000 1 39.6 10 \n",
+ "... ... ... ... ... \n",
+ "7976 210000000 0 102.52 1 \n",
+ "7978 302000000 1 59.76 13 \n",
+ "7979 127000000 0 84.86 3 \n",
+ "7980 316000000 0 84.6389 4 \n",
+ "7981 170880000 0 84.9387 4 \n",
+ "7982 115000000 0 59.38 2 \n",
+ "7983 240000000 1 37.46 5 \n",
+ "7984 660000000 1 84.98 4 \n",
+ "7985 413000000 0 84.73200000000001 14 \n",
+ "7986 298000000 1 84.98 22 \n",
+ "7987 227500000 0 84.986 10 \n",
+ "7988 227500000 0 59.997 25 \n",
+ "7989 370000000 1 59.145 11 \n",
+ "7990 678000000 1 84.85 12 \n",
+ "7991 245000000 1 59.91 12 \n",
+ "7992 590000000 1 84.708 8 \n",
+ "7993 308000000 1 84.84 12 \n",
+ "7994 630000000 1 84.79 7 \n",
+ "7995 400000000 1 84.98 11 \n",
+ "7996 570000000 1 27.68 31 \n",
+ "7997 600000000 1 59.97 8 \n",
+ "7998 190000000 1 49.77 9 \n",
+ "7999 315000000 1 59.76 14 \n",
+ "8000 219500000 1 47.3 1 \n",
+ "8001 360000000 1 84.95100000000001 7 \n",
+ "8002 205000000 1 49.54 9 \n",
+ "8003 188000000 1 59.96 7 \n",
+ "8004 292000000 0 109.7847 13 \n",
+ "8005 248000000 0 59.955 20 \n",
+ "8006 490000000 1 84.87 1 \n",
"\n",
" total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "0 1391.0 1606 \n",
- "1 7876.0 5563 \n",
- "2 857.0 390 \n",
- "3 492.0 455 \n",
- "4 3930.0 3930 \n",
- "5 225.0 343 \n",
- "6 2990.0 2182 \n",
- "7 169.0 165 \n",
- "8 635.0 620 \n",
- "9 209.0 194 \n",
- "10 1662.0 490 \n",
- "11 465.0 387 \n",
- "12 1849.0 1691 \n",
- "13 3728.0 1631 \n",
- "15 1425.0 998 \n",
+ "0 224.0 200 \n",
+ "1 1497.0 1280 \n",
+ "2 559.0 848 \n",
+ "3 1573.0 1733 \n",
+ "4 2173.0 2036 \n",
+ "5 1444.0 1848 \n",
+ "6 243.0 170 \n",
+ "7 5540.0 5539 \n",
+ "8 2366.0 1971 \n",
+ "10 2776.0 2298 \n",
+ "11 941.0 652 \n",
+ "12 1576.0 1112 \n",
+ "13 3776.0 3382 \n",
+ "14 514.0 498 \n",
+ "15 237.0 138 \n",
"16 2251.0 2904 \n",
- "17 1027.0 847 \n",
- "18 1197.0 798 \n",
- "19 712.0 705 \n",
- "20 156.0 144 \n",
- "21 2500.0 5040 \n",
- "22 1093.0 1002 \n",
- "23 2173.0 2036 \n",
- "25 1920.0 960 \n",
- "26 321.0 293 \n",
- "27 507.0 270 \n",
- "28 677.0 603 \n",
- "29 994.0 868 \n",
- "30 3776.0 3382 \n",
- "31 709.0 783 \n",
+ "17 543.0 431 \n",
+ "18 1066.0 690 \n",
+ "19 775.0 490 \n",
+ "21 1599.0 1270 \n",
+ "22 1525.0 1281 \n",
+ "23 87.0 114 \n",
+ "24 330.0 256 \n",
+ "25 133.0 167 \n",
+ "26 893.0 2433 \n",
+ "27 2251.0 2904 \n",
+ "28 3400.0 3160 \n",
+ "29 381.0 708 \n",
+ "30 659.0 746 \n",
+ "31 486.0 1624 \n",
"... ... ... \n",
- "4773 1153.0 850 \n",
- "4774 1331.0 1395 \n",
- "4775 4890.0 3293 \n",
- "4776 1153.0 850 \n",
- "4777 379.0 231 \n",
- "4778 2446.0 1149 \n",
- "4779 2513.0 1224 \n",
- "4780 802.0 860 \n",
- "4781 382.0 303 \n",
- "4782 194.0 202 \n",
- "4783 344.0 424 \n",
- "4784 397.0 355 \n",
- "4785 2500.0 5040 \n",
- "4786 285.0 284 \n",
- "4787 364.0 333 \n",
- "4788 221.0 293 \n",
- "4790 1267.0 999 \n",
- "4791 775.0 846 \n",
- "4792 1459.0 1371 \n",
- "4793 461.0 453 \n",
- "4794 2772.0 3322 \n",
- "4795 422.0 424 \n",
- "4796 1391.0 1606 \n",
- "4797 1163.0 967 \n",
- "4798 918.0 712 \n",
- "4799 3940.0 3003 \n",
- "4800 205.0 340 \n",
- "4801 290.0 216 \n",
- "4802 1252.0 1668 \n",
- "4803 486.0 1624 \n",
+ "7976 4515.0 2637 \n",
+ "7978 2300.0 1981 \n",
+ "7979 270.0 210 \n",
+ "7980 4599.0 2752 \n",
+ "7981 222.0 215 \n",
+ "7982 85.0 365 \n",
+ "7983 1120.0 2213 \n",
+ "7984 1155.0 863 \n",
+ "7985 625.0 530 \n",
+ "7986 1525.0 1281 \n",
+ "7987 166.0 163 \n",
+ "7988 2716.0 2302 \n",
+ "7989 338.0 457 \n",
+ "7990 126.0 111 \n",
+ "7991 488.0 429 \n",
+ "7992 178.0 157 \n",
+ "7993 1200.0 1234 \n",
+ "7994 658.0 551 \n",
+ "7995 195.0 177 \n",
+ "7996 7876.0 5563 \n",
+ "7997 329.0 348 \n",
+ "7998 2450.0 2462 \n",
+ "7999 1544.0 1544 \n",
+ "8000 390.0 390 \n",
+ "8001 1077.0 976 \n",
+ "8002 893.0 2433 \n",
+ "8003 715.0 956 \n",
+ "8004 354.0 338 \n",
+ "8005 617.0 600 \n",
+ "8006 3384.0 3404 \n",
"\n",
" apartment_building_count_in_sites heat_type front_door_structure \\\n",
- "0 15 individual stairway \n",
- "1 65 district stairway \n",
- "2 4 individual stairway \n",
- "3 6 individual stairway \n",
- "4 30 district corridor \n",
- "5 1 individual stairway \n",
- "6 22 individual stairway \n",
- "7 1 individual stairway \n",
- "8 22 individual stairway \n",
- "9 2 individual stairway \n",
- "10 2 central stairway \n",
- "11 5 district stairway \n",
- "12 16 individual stairway \n",
- "13 3 individual stairway \n",
- "15 10 individual corridor \n",
- "16 21 individual stairway \n",
- "17 10 district stairway \n",
- "18 8 central corridor \n",
- "19 7 individual stairway \n",
- "20 2 district stairway \n",
- "21 124 individual stairway \n",
- "22 12 district stairway \n",
- "23 19 district corridor \n",
- "25 13 central stairway \n",
- "26 5 individual stairway \n",
- "27 2 individual stairway \n",
- "28 11 individual stairway \n",
- "29 10 individual stairway \n",
- "30 35 individual stairway \n",
- "31 6 central corridor \n",
+ "0 8 individual corridor \n",
+ "1 11 individual stairway \n",
+ "2 3 individual stairway \n",
+ "3 13 individual stairway \n",
+ "4 19 district corridor \n",
+ "5 36 district corridor \n",
+ "6 2 individual stairway \n",
+ "7 122 district stairway \n",
+ "8 28 individual stairway \n",
+ "10 27 individual stairway \n",
+ "11 11 district stairway \n",
+ "12 17 central stairway \n",
+ "13 35 individual stairway \n",
+ "14 5 individual stairway \n",
+ "15 2 individual stairway \n",
+ "16 21 individual corridor \n",
+ "17 3 individual stairway \n",
+ "18 4 individual stairway \n",
+ "19 8 individual stairway \n",
+ "21 13 individual stairway \n",
+ "22 11 individual stairway \n",
+ "23 1 individual stairway \n",
+ "24 4 individual stairway \n",
+ "25 2 individual corridor \n",
+ "26 14 district corridor \n",
+ "27 21 individual stairway \n",
+ "28 30 individual stairway \n",
+ "29 6 district stairway \n",
+ "30 5 individual stairway \n",
+ "31 10 district corridor \n",
"... ... ... ... \n",
- "4773 21 individual stairway \n",
- "4774 9 individual corridor \n",
- "4775 51 district stairway \n",
- "4776 21 individual stairway \n",
- "4777 2 individual stairway \n",
- "4778 9 individual stairway \n",
- "4779 13 individual stairway \n",
- "4780 8 individual corridor \n",
- "4781 9 individual stairway \n",
- "4782 2 individual stairway \n",
- "4783 3 individual corridor \n",
- "4784 7 individual stairway \n",
- "4785 124 individual stairway \n",
- "4786 3 individual stairway \n",
- "4787 9 individual stairway \n",
- "4788 2 individual stairway \n",
- "4790 18 individual stairway \n",
- "4791 8 individual stairway \n",
- "4792 13 individual corridor \n",
- "4793 6 individual corridor \n",
- "4794 32 individual stairway \n",
- "4795 4 individual stairway \n",
- "4796 15 individual stairway \n",
- "4797 11 individual stairway \n",
- "4798 15 individual stairway \n",
- "4799 25 individual mixed \n",
- "4800 2 district stairway \n",
- "4801 7 individual stairway \n",
- "4802 18 district stairway \n",
- "4803 10 district corridor \n",
+ "7976 30 individual stairway \n",
+ "7978 18 district corridor \n",
+ "7979 1 individual stairway \n",
+ "7980 14 individual stairway \n",
+ "7981 3 individual stairway \n",
+ "7982 4 individual stairway \n",
+ "7983 26 district stairway \n",
+ "7984 14 individual stairway \n",
+ "7985 4 individual stairway \n",
+ "7986 11 individual stairway \n",
+ "7987 3 individual stairway \n",
+ "7988 24 individual stairway \n",
+ "7989 1 district corridor \n",
+ "7990 1 individual stairway \n",
+ "7991 3 individual corridor \n",
+ "7992 3 individual stairway \n",
+ "7993 15 individual stairway \n",
+ "7994 10 district stairway \n",
+ "7995 3 individual stairway \n",
+ "7996 65 district stairway \n",
+ "7997 4 individual stairway \n",
+ "7998 16 district corridor \n",
+ "7999 9 individual corridor \n",
+ "8000 2 individual corridor \n",
+ "8001 15 individual corridor \n",
+ "8002 14 district corridor \n",
+ "8003 6 individual corridor \n",
+ "8004 4 individual stairway \n",
+ "8005 6 individual stairway \n",
+ "8006 35 individual stairway \n",
"\n",
" supply_area total_household_count_of_area_type room_count \\\n",
- "0 104.75 958 3.0 \n",
- "1 109.35 828 3.0 \n",
- "2 198.7 154 3.0 \n",
- "3 109.81 78 3.0 \n",
- "4 112.39 1170 3.0 \n",
- "5 125.62 164 3.0 \n",
- "6 76.62 176 3.0 \n",
- "7 111.28 60 3.0 \n",
- "8 81.54 256 3.0 \n",
- "9 108.79 108 3.0 \n",
- "10 244.63 62 4.0 \n",
- "11 116.84 34 3.0 \n",
- "12 162.74 182 4.0 \n",
- "13 147.52 2 4.0 \n",
- "15 76.88 538 2.0 \n",
- "16 110.76 816 3.0 \n",
- "17 85.02 76 3.0 \n",
- "18 74.27 228 2.0 \n",
- "19 107.51 409 3.0 \n",
- "20 106.34 120 3.0 \n",
- "21 59.5 65 3.0 \n",
- "22 106.79 224 3.0 \n",
- "23 85.12 895 3.0 \n",
- "25 100.04 270 3.0 \n",
- "26 109.66 15 3.0 \n",
- "27 155.92 112 3.0 \n",
- "28 85.43 213 3.0 \n",
- "29 201.31 48 4.0 \n",
- "30 104.76 500 3.0 \n",
- "31 85.82 313 3.0 \n",
+ "0 88.51 20 3.0 \n",
+ "1 85.37 168 3.0 \n",
+ "2 80.44 598 3.0 \n",
+ "3 102.69 628 3.0 \n",
+ "4 85.12 895 3.0 \n",
+ "5 143.81 102 4.0 \n",
+ "6 107.32 54 3.0 \n",
+ "7 161.98 76 4.0 \n",
+ "8 105.32 394 3.0 \n",
+ "10 82.54 384 3.0 \n",
+ "11 155.05 187 4.0 \n",
+ "12 153.13 214 4.0 \n",
+ "13 107.48 850 3.0 \n",
+ "14 79.55 160 3.0 \n",
+ "15 155.01 70 4.0 \n",
+ "16 78.18 753 3.0 \n",
+ "17 156.57 86 4.0 \n",
+ "18 107.13 85 3.0 \n",
+ "19 143.48 190 4.0 \n",
+ "21 106.95 300 3.0 \n",
+ "22 143.66 296 4.0 \n",
+ "23 139.1 9 3.0 \n",
+ "24 127.18 19 4.0 \n",
+ "25 107.93 167 3.0 \n",
+ "26 83.26 447 3.0 \n",
+ "27 132.88 278 4.0 \n",
+ "28 95.84 49 3.0 \n",
+ "29 88.59 78 3.0 \n",
+ "30 108.08 283 3.0 \n",
+ "31 56.91 626 2.0 \n",
"... ... ... ... \n",
- "4773 80.97 114 3.0 \n",
- "4774 78.49 96 1.0 \n",
- "4775 109.64 133 3.0 \n",
- "4776 80.97 114 3.0 \n",
- "4777 159.2 48 4.0 \n",
- "4778 128.83 87 3.0 \n",
- "4779 110.48 160 3.0 \n",
- "4780 65.69 42 2.0 \n",
- "4781 78.51 7 3.0 \n",
- "4782 77.35 54 3.0 \n",
- "4783 76.44 209 3.0 \n",
- "4784 112.66 314 3.0 \n",
- "4785 59.5 65 3.0 \n",
- "4786 93.51 72 3.0 \n",
- "4787 109.81 71 3.0 \n",
- "4788 108.05 22 3.0 \n",
- "4790 82.61 156 3.0 \n",
- "4791 103.41 163 3.0 \n",
- "4792 88.78 557 3.0 \n",
- "4793 81.97 177 3.0 \n",
- "4794 113.67 876 3.0 \n",
- "4795 106.74 186 3.0 \n",
- "4796 104.75 958 3.0 \n",
- "4797 108.63 154 3.0 \n",
- "4798 111.48 46 3.0 \n",
- "4799 109.57 280 3.0 \n",
- "4800 91.48 340 3.0 \n",
- "4801 134.04 108 3.0 \n",
- "4802 105.79 56 3.0 \n",
- "4803 56.91 626 2.0 \n",
+ "7976 131.85 398 3.0 \n",
+ "7978 81.14 386 3.0 \n",
+ "7979 95.59 1 3.0 \n",
+ "7980 113.65 772 3.0 \n",
+ "7981 108.64 87 3.0 \n",
+ "7982 77.68 87 3.0 \n",
+ "7983 58.24 70 3.0 \n",
+ "7984 108.76 180 3.0 \n",
+ "7985 109.15 106 3.0 \n",
+ "7986 109.36 441 3.0 \n",
+ "7987 113.91 14 3.0 \n",
+ "7988 80.72 200 2.0 \n",
+ "7989 77.96 39 1.0 \n",
+ "7990 104.7 111 3.0 \n",
+ "7991 83.31 184 3.0 \n",
+ "7992 105.22 115 3.0 \n",
+ "7993 95.15 240 3.0 \n",
+ "7994 108.52 173 3.0 \n",
+ "7995 108.16 41 3.0 \n",
+ "7996 42.28 500 1.0 \n",
+ "7997 80.55 128 3.0 \n",
+ "7998 72.73 1268 3.0 \n",
+ "7999 83.46 558 3.0 \n",
+ "8000 67.28 90 2.0 \n",
+ "8001 106.77 445 3.0 \n",
+ "8002 71.07 743 3.0 \n",
+ "8003 82.4 956 3.0 \n",
+ "8004 134.8 56 4.0 \n",
+ "8005 80.38 200 3.0 \n",
+ "8006 104.58 1034 3.0 \n",
"\n",
" bathroom_count heat_fuel_cogeneration heat_fuel_gas \n",
- "0 2.0 0 1 \n",
- "1 2.0 1 0 \n",
+ "0 1.0 0 1 \n",
+ "1 1.0 0 1 \n",
"2 2.0 0 1 \n",
"3 2.0 0 1 \n",
"4 1.0 1 0 \n",
- "5 2.0 0 1 \n",
- "6 1.0 0 1 \n",
- "7 2.0 0 1 \n",
+ "5 2.0 1 0 \n",
+ "6 2.0 0 1 \n",
+ "7 2.0 1 0 \n",
"8 2.0 0 1 \n",
- "9 2.0 0 1 \n",
- "10 2.0 0 1 \n",
+ "10 1.0 0 1 \n",
"11 2.0 1 0 \n",
"12 2.0 0 1 \n",
"13 2.0 0 1 \n",
- "15 1.0 0 1 \n",
+ "14 1.0 0 1 \n",
+ "15 2.0 0 1 \n",
"16 2.0 0 1 \n",
"17 2.0 0 1 \n",
- "18 1.0 0 1 \n",
+ "18 2.0 0 1 \n",
"19 2.0 0 1 \n",
- "20 2.0 1 0 \n",
- "21 1.0 0 1 \n",
- "22 2.0 1 0 \n",
- "23 1.0 1 0 \n",
+ "21 2.0 0 1 \n",
+ "22 2.0 0 1 \n",
+ "23 2.0 0 1 \n",
+ "24 2.0 0 1 \n",
"25 1.0 0 1 \n",
- "26 2.0 0 1 \n",
+ "26 1.0 1 0 \n",
"27 2.0 0 1 \n",
"28 2.0 0 1 \n",
- "29 2.0 0 1 \n",
+ "29 1.0 1 0 \n",
"30 2.0 0 1 \n",
- "31 1.0 0 1 \n",
+ "31 1.0 1 0 \n",
"... ... ... ... \n",
- "4773 2.0 0 1 \n",
- "4774 1.0 0 1 \n",
- "4775 2.0 1 0 \n",
- "4776 2.0 0 1 \n",
- "4777 2.0 0 1 \n",
- "4778 2.0 0 1 \n",
- "4779 2.0 0 1 \n",
- "4780 1.0 0 1 \n",
- "4781 2.0 0 1 \n",
- "4782 2.0 0 1 \n",
- "4783 1.0 0 1 \n",
- "4784 2.0 0 1 \n",
- "4785 1.0 0 1 \n",
- "4786 2.0 0 1 \n",
- "4787 2.0 0 1 \n",
- "4788 2.0 0 1 \n",
- "4790 2.0 0 1 \n",
- "4791 2.0 0 1 \n",
- "4792 1.0 0 1 \n",
- "4793 1.0 0 1 \n",
- "4794 2.0 0 1 \n",
- "4795 2.0 0 1 \n",
- "4796 2.0 0 1 \n",
- "4797 2.0 0 1 \n",
- "4798 2.0 0 1 \n",
- "4799 2.0 0 1 \n",
- "4800 1.0 1 0 \n",
- "4801 2.0 0 1 \n",
- "4802 2.0 1 0 \n",
- "4803 1.0 1 0 \n",
- "\n",
- "[4465 rows x 15 columns]"
+ "7976 2.0 0 1 \n",
+ "7978 1.0 1 0 \n",
+ "7979 2.0 0 1 \n",
+ "7980 2.0 0 1 \n",
+ "7981 2.0 0 1 \n",
+ "7982 2.0 0 1 \n",
+ "7983 1.0 1 0 \n",
+ "7984 2.0 0 1 \n",
+ "7985 2.0 0 1 \n",
+ "7986 2.0 0 1 \n",
+ "7987 2.0 0 1 \n",
+ "7988 1.0 0 1 \n",
+ "7989 1.0 1 0 \n",
+ "7990 2.0 0 1 \n",
+ "7991 1.0 0 1 \n",
+ "7992 2.0 0 1 \n",
+ "7993 1.0 0 1 \n",
+ "7994 2.0 1 0 \n",
+ "7995 2.0 0 1 \n",
+ "7996 1.0 1 0 \n",
+ "7997 1.0 0 1 \n",
+ "7998 1.0 0 1 \n",
+ "7999 1.0 0 1 \n",
+ "8000 1.0 0 1 \n",
+ "8001 2.0 0 1 \n",
+ "8002 1.0 1 0 \n",
+ "8003 1.0 0 1 \n",
+ "8004 2.0 0 1 \n",
+ "8005 1.0 0 1 \n",
+ "8006 2.0 0 1 \n",
+ "\n",
+ "[7420 rows x 15 columns]"
]
},
- "execution_count": 12,
+ "execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
@@ -6612,7 +6614,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 46,
"metadata": {},
"outputs": [
{
@@ -6658,18 +6660,18 @@
" \n",
" \n",
" | 0 | \n",
- " 570000000 | \n",
- " 1 | \n",
- " 84.91 | \n",
- " 15 | \n",
- " 1391.0 | \n",
- " 1606 | \n",
- " 15 | \n",
- " stairway | \n",
- " 104.75 | \n",
- " 958 | \n",
+ " 135000000 | \n",
+ " 0 | \n",
+ " 82.32 | \n",
+ " 4 | \n",
+ " 224.0 | \n",
+ " 200 | \n",
+ " 8 | \n",
+ " corridor | \n",
+ " 88.51 | \n",
+ " 20 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -6678,36 +6680,36 @@
"
\n",
" \n",
" | 1 | \n",
- " 1050000000 | \n",
- " 1 | \n",
- " 84.99 | \n",
- " 17 | \n",
- " 7876.0 | \n",
- " 5563 | \n",
- " 65 | \n",
+ " 145000000 | \n",
+ " 0 | \n",
+ " 59.948 | \n",
+ " 19 | \n",
+ " 1497.0 | \n",
+ " 1280 | \n",
+ " 11 | \n",
" stairway | \n",
- " 109.35 | \n",
- " 828 | \n",
+ " 85.37 | \n",
+ " 168 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 0 | \n",
"
\n",
" \n",
" | 2 | \n",
- " 586050000 | \n",
+ " 94500000 | \n",
" 0 | \n",
- " 156.7997 | \n",
- " 13 | \n",
- " 857.0 | \n",
- " 390 | \n",
- " 4 | \n",
+ " 59.92 | \n",
+ " 14 | \n",
+ " 559.0 | \n",
+ " 848 | \n",
+ " 3 | \n",
" stairway | \n",
- " 198.7 | \n",
- " 154 | \n",
+ " 80.44 | \n",
+ " 598 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -6718,16 +6720,16 @@
"
\n",
" \n",
" | 3 | \n",
- " 389370000 | \n",
- " 1 | \n",
- " 84.93 | \n",
- " 9 | \n",
- " 492.0 | \n",
- " 455 | \n",
- " 6 | \n",
+ " 308000000 | \n",
+ " 0 | \n",
+ " 84.99 | \n",
+ " 16 | \n",
+ " 1573.0 | \n",
+ " 1733 | \n",
+ " 13 | \n",
" stairway | \n",
- " 109.81 | \n",
- " 78 | \n",
+ " 102.69 | \n",
+ " 628 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -6738,16 +6740,16 @@
"
\n",
" \n",
" | 4 | \n",
- " 1130000000 | \n",
+ " 538000000 | \n",
" 1 | \n",
- " 76.5 | \n",
- " 6 | \n",
- " 3930.0 | \n",
- " 3930 | \n",
- " 30 | \n",
+ " 59.88 | \n",
+ " 16 | \n",
+ " 2173.0 | \n",
+ " 2036 | \n",
+ " 19 | \n",
" corridor | \n",
- " 112.39 | \n",
- " 1170 | \n",
+ " 85.12 | \n",
+ " 895 | \n",
" 3.0 | \n",
" 1.0 | \n",
" 1 | \n",
@@ -6758,38 +6760,38 @@
"
\n",
" \n",
" | 5 | \n",
- " 128000000 | \n",
- " 0 | \n",
- " 84.92 | \n",
- " 10 | \n",
- " 225.0 | \n",
- " 343 | \n",
+ " 1265000000 | \n",
" 1 | \n",
- " stairway | \n",
- " 125.62 | \n",
- " 164 | \n",
- " 3.0 | \n",
+ " 115.47 | \n",
+ " 3 | \n",
+ " 1444.0 | \n",
+ " 1848 | \n",
+ " 36 | \n",
+ " corridor | \n",
+ " 143.81 | \n",
+ " 102 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | 6 | \n",
- " 350000000 | \n",
- " 1 | \n",
- " 59.54 | \n",
- " 26 | \n",
- " 2990.0 | \n",
- " 2182 | \n",
- " 22 | \n",
+ " 206000000 | \n",
+ " 0 | \n",
+ " 84.98 | \n",
+ " 2 | \n",
+ " 243.0 | \n",
+ " 170 | \n",
+ " 2 | \n",
" stairway | \n",
- " 76.62 | \n",
- " 176 | \n",
+ " 107.32 | \n",
+ " 54 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -6798,36 +6800,36 @@
"
\n",
" \n",
" | 7 | \n",
- " 305000000 | \n",
- " 1 | \n",
- " 84.96 | \n",
- " 9 | \n",
- " 169.0 | \n",
- " 165 | \n",
+ " 1120000000 | \n",
" 1 | \n",
+ " 126.18 | \n",
+ " 7 | \n",
+ " 5540.0 | \n",
+ " 5539 | \n",
+ " 122 | \n",
" stairway | \n",
- " 111.28 | \n",
- " 60 | \n",
- " 3.0 | \n",
+ " 161.98 | \n",
+ " 76 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | 8 | \n",
- " 315000000 | \n",
+ " 382000000 | \n",
" 1 | \n",
- " 60.053999999999995 | \n",
- " 4 | \n",
- " 635.0 | \n",
- " 620 | \n",
- " 22 | \n",
+ " 84.09 | \n",
+ " 2 | \n",
+ " 2366.0 | \n",
+ " 1971 | \n",
+ " 28 | \n",
" stairway | \n",
- " 81.54 | \n",
- " 256 | \n",
+ " 105.32 | \n",
+ " 394 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -6837,19 +6839,19 @@
" 1 | \n",
"
\n",
" \n",
- " | 9 | \n",
- " 350000000 | \n",
+ " 10 | \n",
+ " 565000000 | \n",
" 1 | \n",
- " 84.99 | \n",
- " 6 | \n",
- " 209.0 | \n",
- " 194 | \n",
- " 2 | \n",
+ " 59.9 | \n",
+ " 18 | \n",
+ " 2776.0 | \n",
+ " 2298 | \n",
+ " 27 | \n",
" stairway | \n",
- " 108.79 | \n",
- " 108 | \n",
+ " 82.54 | \n",
+ " 384 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -6857,58 +6859,58 @@
" 1 | \n",
"
\n",
" \n",
- " | 10 | \n",
- " 1400000000 | \n",
+ " 11 | \n",
+ " 215600000 | \n",
+ " 0 | \n",
+ " 117.27 | \n",
" 1 | \n",
- " 177.255 | \n",
- " 18 | \n",
- " 1662.0 | \n",
- " 490 | \n",
- " 2 | \n",
+ " 941.0 | \n",
+ " 652 | \n",
+ " 11 | \n",
" stairway | \n",
- " 244.63 | \n",
- " 62 | \n",
+ " 155.05 | \n",
+ " 187 | \n",
" 4.0 | \n",
" 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 11 | \n",
- " 480000000 | \n",
- " 1 | \n",
- " 84.51 | \n",
+ " 12 | \n",
+ " 214540000 | \n",
+ " 0 | \n",
+ " 117.27 | \n",
" 2 | \n",
- " 465.0 | \n",
- " 387 | \n",
- " 5 | \n",
+ " 1576.0 | \n",
+ " 1112 | \n",
+ " 17 | \n",
" stairway | \n",
- " 116.84 | \n",
- " 34 | \n",
- " 3.0 | \n",
+ " 153.13 | \n",
+ " 214 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 1 | \n",
- " 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 1 | \n",
+ " 0 | \n",
" 0 | \n",
"
\n",
" \n",
- " | 12 | \n",
- " 350000000 | \n",
+ " 13 | \n",
+ " 163000000 | \n",
" 0 | \n",
- " 134.92 | \n",
- " 9 | \n",
- " 1849.0 | \n",
- " 1691 | \n",
- " 16 | \n",
+ " 84.99 | \n",
+ " 19 | \n",
+ " 3776.0 | \n",
+ " 3382 | \n",
+ " 35 | \n",
" stairway | \n",
- " 162.74 | \n",
- " 182 | \n",
- " 4.0 | \n",
+ " 107.48 | \n",
+ " 850 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
@@ -6917,19 +6919,19 @@
" 1 | \n",
"
\n",
" \n",
- " | 13 | \n",
- " 720000000 | \n",
+ " 14 | \n",
+ " 150000000 | \n",
" 0 | \n",
- " 98.55 | \n",
- " 33 | \n",
- " 3728.0 | \n",
- " 1631 | \n",
- " 3 | \n",
+ " 59.84 | \n",
+ " 9 | \n",
+ " 514.0 | \n",
+ " 498 | \n",
+ " 5 | \n",
" stairway | \n",
- " 147.52 | \n",
- " 2 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
+ " 79.55 | \n",
+ " 160 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -6938,18 +6940,18 @@
"
\n",
" \n",
" | 15 | \n",
- " 260000000 | \n",
+ " 1093000000 | \n",
" 1 | \n",
- " 60.06 | \n",
- " 6 | \n",
- " 1425.0 | \n",
- " 998 | \n",
- " 10 | \n",
- " corridor | \n",
- " 76.88 | \n",
- " 538 | \n",
+ " 125.58 | \n",
+ " 8 | \n",
+ " 237.0 | \n",
+ " 138 | \n",
+ " 2 | \n",
+ " stairway | \n",
+ " 155.01 | \n",
+ " 70 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -6958,16 +6960,16 @@
"
\n",
" \n",
" | 16 | \n",
- " 460000000 | \n",
+ " 297000000 | \n",
" 1 | \n",
- " 84.99 | \n",
- " 9 | \n",
+ " 59.99 | \n",
+ " 10 | \n",
" 2251.0 | \n",
" 2904 | \n",
" 21 | \n",
- " stairway | \n",
- " 110.76 | \n",
- " 816 | \n",
+ " corridor | \n",
+ " 78.18 | \n",
+ " 753 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -6978,57 +6980,57 @@
"
\n",
" \n",
" | 17 | \n",
- " 685000000 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 2 | \n",
- " 1027.0 | \n",
- " 847 | \n",
- " 10 | \n",
+ " 357500000 | \n",
+ " 0 | \n",
+ " 125.04 | \n",
+ " 9 | \n",
+ " 543.0 | \n",
+ " 431 | \n",
+ " 3 | \n",
" stairway | \n",
- " 85.02 | \n",
- " 76 | \n",
- " 3.0 | \n",
+ " 156.57 | \n",
+ " 86 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
- " 1 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
" | 18 | \n",
- " 175000000 | \n",
+ " 239400000 | \n",
" 0 | \n",
- " 57.0 | \n",
- " 2 | \n",
- " 1197.0 | \n",
- " 798 | \n",
- " 8 | \n",
- " corridor | \n",
- " 74.27 | \n",
- " 228 | \n",
+ " 84.99 | \n",
+ " 29 | \n",
+ " 1066.0 | \n",
+ " 690 | \n",
+ " 4 | \n",
+ " stairway | \n",
+ " 107.13 | \n",
+ " 85 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
" 0 | \n",
" 1 | \n",
- " 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
" | 19 | \n",
- " 164000000 | \n",
+ " 392000000 | \n",
" 0 | \n",
- " 84.7504 | \n",
- " 7 | \n",
- " 712.0 | \n",
- " 705 | \n",
- " 7 | \n",
+ " 104.95 | \n",
+ " 20 | \n",
+ " 775.0 | \n",
+ " 490 | \n",
+ " 8 | \n",
" stairway | \n",
- " 107.51 | \n",
- " 409 | \n",
- " 3.0 | \n",
+ " 143.48 | \n",
+ " 190 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
@@ -7037,39 +7039,39 @@
" 1 | \n",
"
\n",
" \n",
- " | 20 | \n",
- " 580000000 | \n",
- " 1 | \n",
- " 84.3 | \n",
- " 7 | \n",
- " 156.0 | \n",
- " 144 | \n",
- " 2 | \n",
+ " 21 | \n",
+ " 184000000 | \n",
+ " 0 | \n",
+ " 84.962 | \n",
+ " 23 | \n",
+ " 1599.0 | \n",
+ " 1270 | \n",
+ " 13 | \n",
" stairway | \n",
- " 106.34 | \n",
- " 120 | \n",
+ " 106.95 | \n",
+ " 300 | \n",
" 3.0 | \n",
" 2.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 0 | \n",
"
\n",
" \n",
- " | 21 | \n",
- " 1247000000 | \n",
+ " 22 | \n",
+ " 395000000 | \n",
" 1 | \n",
- " 58.08 | \n",
- " 3 | \n",
- " 2500.0 | \n",
- " 5040 | \n",
- " 124 | \n",
+ " 114.99 | \n",
+ " 10 | \n",
+ " 1525.0 | \n",
+ " 1281 | \n",
+ " 11 | \n",
" stairway | \n",
- " 59.5 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
+ " 143.66 | \n",
+ " 296 | \n",
+ " 4.0 | \n",
+ " 2.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -7077,98 +7079,98 @@
" 1 | \n",
"
\n",
" \n",
- " | 22 | \n",
- " 200000000 | \n",
+ " 23 | \n",
+ " 151000000 | \n",
" 0 | \n",
- " 84.962 | \n",
- " 13 | \n",
- " 1093.0 | \n",
- " 1002 | \n",
- " 12 | \n",
+ " 108.2848 | \n",
+ " 9 | \n",
+ " 87.0 | \n",
+ " 114 | \n",
+ " 1 | \n",
" stairway | \n",
- " 106.79 | \n",
- " 224 | \n",
+ " 139.1 | \n",
+ " 9 | \n",
" 3.0 | \n",
" 2.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 0 | \n",
"
\n",
" \n",
- " | 23 | \n",
- " 950000000 | \n",
+ " 24 | \n",
+ " 460000000 | \n",
" 1 | \n",
- " 59.88 | \n",
- " 22 | \n",
- " 2173.0 | \n",
- " 2036 | \n",
+ " 102.634 | \n",
+ " 3 | \n",
+ " 330.0 | \n",
+ " 256 | \n",
+ " 4 | \n",
+ " stairway | \n",
+ " 127.18 | \n",
" 19 | \n",
- " corridor | \n",
- " 85.12 | \n",
- " 895 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
+ " 4.0 | \n",
+ " 2.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 0 | \n",
"
\n",
" \n",
" | 25 | \n",
- " 590000000 | \n",
+ " 224000000 | \n",
" 1 | \n",
- " 83.475 | \n",
- " 9 | \n",
- " 1920.0 | \n",
- " 960 | \n",
- " 13 | \n",
- " stairway | \n",
- " 100.04 | \n",
- " 270 | \n",
+ " 84.42 | \n",
+ " 2 | \n",
+ " 133.0 | \n",
+ " 167 | \n",
+ " 2 | \n",
+ " corridor | \n",
+ " 107.93 | \n",
+ " 167 | \n",
" 3.0 | \n",
" 1.0 | \n",
" 0 | \n",
" 1 | \n",
- " 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
" | 26 | \n",
- " 449000000 | \n",
+ " 430000000 | \n",
" 1 | \n",
- " 84.98 | \n",
- " 4 | \n",
- " 321.0 | \n",
- " 293 | \n",
+ " 59.26 | \n",
" 5 | \n",
- " stairway | \n",
- " 109.66 | \n",
- " 15 | \n",
+ " 893.0 | \n",
+ " 2433 | \n",
+ " 14 | \n",
+ " corridor | \n",
+ " 83.26 | \n",
+ " 447 | \n",
" 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
+ " 1.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | 27 | \n",
- " 325330000 | \n",
- " 0 | \n",
- " 115.28 | \n",
- " 26 | \n",
- " 507.0 | \n",
- " 270 | \n",
- " 2 | \n",
+ " 394000000 | \n",
+ " 1 | \n",
+ " 101.95 | \n",
+ " 3 | \n",
+ " 2251.0 | \n",
+ " 2904 | \n",
+ " 21 | \n",
" stairway | \n",
- " 155.92 | \n",
- " 112 | \n",
- " 3.0 | \n",
+ " 132.88 | \n",
+ " 278 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
@@ -7178,16 +7180,16 @@
"
\n",
" \n",
" | 28 | \n",
- " 495000000 | \n",
- " 1 | \n",
- " 59.817 | \n",
- " 6 | \n",
- " 677.0 | \n",
- " 603 | \n",
- " 11 | \n",
+ " 275000000 | \n",
+ " 0 | \n",
+ " 72.2358 | \n",
+ " 8 | \n",
+ " 3400.0 | \n",
+ " 3160 | \n",
+ " 30 | \n",
" stairway | \n",
- " 85.43 | \n",
- " 213 | \n",
+ " 95.84 | \n",
+ " 49 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -7198,36 +7200,36 @@
"
\n",
" \n",
" | 29 | \n",
- " 250000000 | \n",
- " 0 | \n",
- " 167.66 | \n",
- " 8 | \n",
- " 994.0 | \n",
- " 868 | \n",
- " 10 | \n",
+ " 430000000 | \n",
+ " 1 | \n",
+ " 71.17 | \n",
+ " 1 | \n",
+ " 381.0 | \n",
+ " 708 | \n",
+ " 6 | \n",
" stairway | \n",
- " 201.31 | \n",
- " 48 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
+ " 88.59 | \n",
+ " 78 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | 30 | \n",
- " 117000000 | \n",
- " 0 | \n",
- " 84.99 | \n",
- " 22 | \n",
- " 3776.0 | \n",
- " 3382 | \n",
- " 35 | \n",
+ " 210000000 | \n",
+ " 1 | \n",
+ " 84.78 | \n",
+ " 1 | \n",
+ " 659.0 | \n",
+ " 746 | \n",
+ " 5 | \n",
" stairway | \n",
- " 104.76 | \n",
- " 500 | \n",
+ " 108.08 | \n",
+ " 283 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -7238,23 +7240,23 @@
"
\n",
" \n",
" | 31 | \n",
- " 150000000 | \n",
+ " 190000000 | \n",
" 1 | \n",
- " 59.4 | \n",
- " 17 | \n",
- " 709.0 | \n",
- " 783 | \n",
- " 6 | \n",
+ " 39.6 | \n",
+ " 10 | \n",
+ " 486.0 | \n",
+ " 1624 | \n",
+ " 10 | \n",
" corridor | \n",
- " 85.82 | \n",
- " 313 | \n",
- " 3.0 | \n",
+ " 56.91 | \n",
+ " 626 | \n",
+ " 2.0 | \n",
" 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | ... | \n",
@@ -7277,17 +7279,17 @@
" ... | \n",
"
\n",
" \n",
- " | 4773 | \n",
- " 369000000 | \n",
+ " 7976 | \n",
+ " 210000000 | \n",
+ " 0 | \n",
+ " 102.52 | \n",
" 1 | \n",
- " 59.993 | \n",
- " 6 | \n",
- " 1153.0 | \n",
- " 850 | \n",
- " 21 | \n",
+ " 4515.0 | \n",
+ " 2637 | \n",
+ " 30 | \n",
" stairway | \n",
- " 80.97 | \n",
- " 114 | \n",
+ " 131.85 | \n",
+ " 398 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -7297,57 +7299,57 @@
" 1 | \n",
"
\n",
" \n",
- " | 4774 | \n",
- " 140000000 | \n",
- " 0 | \n",
- " 52.7659 | \n",
- " 15 | \n",
- " 1331.0 | \n",
- " 1395 | \n",
- " 9 | \n",
+ " 7978 | \n",
+ " 302000000 | \n",
+ " 1 | \n",
+ " 59.76 | \n",
+ " 13 | \n",
+ " 2300.0 | \n",
+ " 1981 | \n",
+ " 18 | \n",
" corridor | \n",
- " 78.49 | \n",
- " 96 | \n",
- " 1.0 | \n",
+ " 81.14 | \n",
+ " 386 | \n",
+ " 3.0 | \n",
" 1.0 | \n",
- " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4775 | \n",
- " 558000000 | \n",
+ " 7979 | \n",
+ " 127000000 | \n",
+ " 0 | \n",
+ " 84.86 | \n",
+ " 3 | \n",
+ " 270.0 | \n",
+ " 210 | \n",
" 1 | \n",
- " 84.93 | \n",
- " 26 | \n",
- " 4890.0 | \n",
- " 3293 | \n",
- " 51 | \n",
" stairway | \n",
- " 109.64 | \n",
- " 133 | \n",
+ " 95.59 | \n",
+ " 1 | \n",
" 3.0 | \n",
" 2.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 0 | \n",
"
\n",
" \n",
- " | 4776 | \n",
- " 285000000 | \n",
- " 1 | \n",
- " 59.993 | \n",
- " 2 | \n",
- " 1153.0 | \n",
- " 850 | \n",
- " 21 | \n",
+ " 7980 | \n",
+ " 316000000 | \n",
+ " 0 | \n",
+ " 84.6389 | \n",
+ " 4 | \n",
+ " 4599.0 | \n",
+ " 2752 | \n",
+ " 14 | \n",
" stairway | \n",
- " 80.97 | \n",
- " 114 | \n",
+ " 113.65 | \n",
+ " 772 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -7357,18 +7359,18 @@
" 1 | \n",
"
\n",
" \n",
- " | 4777 | \n",
- " 240000000 | \n",
+ " 7981 | \n",
+ " 170880000 | \n",
" 0 | \n",
- " 127.845 | \n",
- " 6 | \n",
- " 379.0 | \n",
- " 231 | \n",
- " 2 | \n",
+ " 84.9387 | \n",
+ " 4 | \n",
+ " 222.0 | \n",
+ " 215 | \n",
+ " 3 | \n",
" stairway | \n",
- " 159.2 | \n",
- " 48 | \n",
- " 4.0 | \n",
+ " 108.64 | \n",
+ " 87 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
@@ -7377,16 +7379,16 @@
" 1 | \n",
"
\n",
" \n",
- " | 4778 | \n",
- " 317000000 | \n",
+ " 7982 | \n",
+ " 115000000 | \n",
" 0 | \n",
- " 84.7841 | \n",
- " 29 | \n",
- " 2446.0 | \n",
- " 1149 | \n",
- " 9 | \n",
+ " 59.38 | \n",
+ " 2 | \n",
+ " 85.0 | \n",
+ " 365 | \n",
+ " 4 | \n",
" stairway | \n",
- " 128.83 | \n",
+ " 77.68 | \n",
" 87 | \n",
" 3.0 | \n",
" 2.0 | \n",
@@ -7397,39 +7399,39 @@
" 1 | \n",
"
\n",
" \n",
- " | 4779 | \n",
- " 365000000 | \n",
+ " 7983 | \n",
+ " 240000000 | \n",
" 1 | \n",
- " 84.84 | \n",
- " 8 | \n",
- " 2513.0 | \n",
- " 1224 | \n",
- " 13 | \n",
+ " 37.46 | \n",
+ " 5 | \n",
+ " 1120.0 | \n",
+ " 2213 | \n",
+ " 26 | \n",
" stairway | \n",
- " 110.48 | \n",
- " 160 | \n",
+ " 58.24 | \n",
+ " 70 | \n",
" 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
+ " 1.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4780 | \n",
- " 208500000 | \n",
+ " 7984 | \n",
+ " 660000000 | \n",
" 1 | \n",
- " 45.77 | \n",
- " 9 | \n",
- " 802.0 | \n",
- " 860 | \n",
- " 8 | \n",
- " corridor | \n",
- " 65.69 | \n",
- " 42 | \n",
+ " 84.98 | \n",
+ " 4 | \n",
+ " 1155.0 | \n",
+ " 863 | \n",
+ " 14 | \n",
+ " stairway | \n",
+ " 108.76 | \n",
+ " 180 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -7437,17 +7439,17 @@
" 1 | \n",
"
\n",
" \n",
- " | 4781 | \n",
- " 500000000 | \n",
- " 1 | \n",
- " 59.9 | \n",
+ " 7985 | \n",
+ " 413000000 | \n",
+ " 0 | \n",
+ " 84.73200000000001 | \n",
+ " 14 | \n",
+ " 625.0 | \n",
+ " 530 | \n",
" 4 | \n",
- " 382.0 | \n",
- " 303 | \n",
- " 9 | \n",
" stairway | \n",
- " 78.51 | \n",
- " 7 | \n",
+ " 109.15 | \n",
+ " 106 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -7457,17 +7459,17 @@
" 1 | \n",
"
\n",
" \n",
- " | 4782 | \n",
- " 242000000 | \n",
+ " 7986 | \n",
+ " 298000000 | \n",
" 1 | \n",
- " 59.88 | \n",
+ " 84.98 | \n",
+ " 22 | \n",
+ " 1525.0 | \n",
+ " 1281 | \n",
" 11 | \n",
- " 194.0 | \n",
- " 202 | \n",
- " 2 | \n",
" stairway | \n",
- " 77.35 | \n",
- " 54 | \n",
+ " 109.36 | \n",
+ " 441 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -7477,19 +7479,19 @@
" 1 | \n",
"
\n",
" \n",
- " | 4783 | \n",
- " 270000000 | \n",
- " 1 | \n",
- " 59.52 | \n",
- " 12 | \n",
- " 344.0 | \n",
- " 424 | \n",
+ " 7987 | \n",
+ " 227500000 | \n",
+ " 0 | \n",
+ " 84.986 | \n",
+ " 10 | \n",
+ " 166.0 | \n",
+ " 163 | \n",
" 3 | \n",
- " corridor | \n",
- " 76.44 | \n",
- " 209 | \n",
+ " stairway | \n",
+ " 113.91 | \n",
+ " 14 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -7497,19 +7499,19 @@
" 1 | \n",
"
\n",
" \n",
- " | 4784 | \n",
- " 390000000 | \n",
- " 1 | \n",
- " 84.92 | \n",
- " 22 | \n",
- " 397.0 | \n",
- " 355 | \n",
- " 7 | \n",
+ " 7988 | \n",
+ " 227500000 | \n",
+ " 0 | \n",
+ " 59.997 | \n",
+ " 25 | \n",
+ " 2716.0 | \n",
+ " 2302 | \n",
+ " 24 | \n",
" stairway | \n",
- " 112.66 | \n",
- " 314 | \n",
- " 3.0 | \n",
+ " 80.72 | \n",
+ " 200 | \n",
" 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -7517,37 +7519,37 @@
" 1 | \n",
"
\n",
" \n",
- " | 4785 | \n",
- " 1030000000 | \n",
+ " 7989 | \n",
+ " 370000000 | \n",
" 1 | \n",
- " 58.08 | \n",
- " 5 | \n",
- " 2500.0 | \n",
- " 5040 | \n",
- " 124 | \n",
- " stairway | \n",
- " 59.5 | \n",
- " 65 | \n",
- " 3.0 | \n",
+ " 59.145 | \n",
+ " 11 | \n",
+ " 338.0 | \n",
+ " 457 | \n",
+ " 1 | \n",
+ " corridor | \n",
+ " 77.96 | \n",
+ " 39 | \n",
+ " 1.0 | \n",
" 1.0 | \n",
- " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4786 | \n",
- " 415000000 | \n",
+ " 7990 | \n",
+ " 678000000 | \n",
+ " 1 | \n",
+ " 84.85 | \n",
+ " 12 | \n",
+ " 126.0 | \n",
+ " 111 | \n",
" 1 | \n",
- " 68.28 | \n",
- " 10 | \n",
- " 285.0 | \n",
- " 284 | \n",
- " 3 | \n",
" stairway | \n",
- " 93.51 | \n",
- " 72 | \n",
+ " 104.7 | \n",
+ " 111 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -7557,19 +7559,19 @@
" 1 | \n",
"
\n",
" \n",
- " | 4787 | \n",
- " 625000000 | \n",
+ " 7991 | \n",
+ " 245000000 | \n",
" 1 | \n",
- " 84.94 | \n",
- " 16 | \n",
- " 364.0 | \n",
- " 333 | \n",
- " 9 | \n",
- " stairway | \n",
- " 109.81 | \n",
- " 71 | \n",
+ " 59.91 | \n",
+ " 12 | \n",
+ " 488.0 | \n",
+ " 429 | \n",
+ " 3 | \n",
+ " corridor | \n",
+ " 83.31 | \n",
+ " 184 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -7577,17 +7579,17 @@
" 1 | \n",
"
\n",
" \n",
- " | 4788 | \n",
- " 800000000 | \n",
+ " 7992 | \n",
+ " 590000000 | \n",
" 1 | \n",
- " 84.87 | \n",
- " 13 | \n",
- " 221.0 | \n",
- " 293 | \n",
- " 2 | \n",
+ " 84.708 | \n",
+ " 8 | \n",
+ " 178.0 | \n",
+ " 157 | \n",
+ " 3 | \n",
" stairway | \n",
- " 108.05 | \n",
- " 22 | \n",
+ " 105.22 | \n",
+ " 115 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -7597,19 +7599,19 @@
" 1 | \n",
"
\n",
" \n",
- " | 4790 | \n",
- " 373000000 | \n",
+ " 7993 | \n",
+ " 308000000 | \n",
" 1 | \n",
- " 59.96 | \n",
- " 2 | \n",
- " 1267.0 | \n",
- " 999 | \n",
- " 18 | \n",
+ " 84.84 | \n",
+ " 12 | \n",
+ " 1200.0 | \n",
+ " 1234 | \n",
+ " 15 | \n",
" stairway | \n",
- " 82.61 | \n",
- " 156 | \n",
+ " 95.15 | \n",
+ " 240 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -7617,39 +7619,39 @@
" 1 | \n",
"
\n",
" \n",
- " | 4791 | \n",
- " 228000000 | \n",
- " 0 | \n",
- " 84.8404 | \n",
- " 13 | \n",
- " 775.0 | \n",
- " 846 | \n",
- " 8 | \n",
+ " 7994 | \n",
+ " 630000000 | \n",
+ " 1 | \n",
+ " 84.79 | \n",
+ " 7 | \n",
+ " 658.0 | \n",
+ " 551 | \n",
+ " 10 | \n",
" stairway | \n",
- " 103.41 | \n",
- " 163 | \n",
+ " 108.52 | \n",
+ " 173 | \n",
" 3.0 | \n",
" 2.0 | \n",
- " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4792 | \n",
- " 340000000 | \n",
+ " 7995 | \n",
+ " 400000000 | \n",
" 1 | \n",
- " 59.95 | \n",
- " 10 | \n",
- " 1459.0 | \n",
- " 1371 | \n",
- " 13 | \n",
- " corridor | \n",
- " 88.78 | \n",
- " 557 | \n",
+ " 84.98 | \n",
+ " 11 | \n",
+ " 195.0 | \n",
+ " 177 | \n",
+ " 3 | \n",
+ " stairway | \n",
+ " 108.16 | \n",
+ " 41 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -7657,39 +7659,39 @@
" 1 | \n",
"
\n",
" \n",
- " | 4793 | \n",
- " 288000000 | \n",
+ " 7996 | \n",
+ " 570000000 | \n",
" 1 | \n",
- " 59.94 | \n",
- " 16 | \n",
- " 461.0 | \n",
- " 453 | \n",
- " 6 | \n",
- " corridor | \n",
- " 81.97 | \n",
- " 177 | \n",
- " 3.0 | \n",
+ " 27.68 | \n",
+ " 31 | \n",
+ " 7876.0 | \n",
+ " 5563 | \n",
+ " 65 | \n",
+ " stairway | \n",
+ " 42.28 | \n",
+ " 500 | \n",
+ " 1.0 | \n",
" 1.0 | \n",
- " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4794 | \n",
- " 407000000 | \n",
+ " 7997 | \n",
+ " 600000000 | \n",
" 1 | \n",
- " 84.97 | \n",
- " 5 | \n",
- " 2772.0 | \n",
- " 3322 | \n",
- " 32 | \n",
+ " 59.97 | \n",
+ " 8 | \n",
+ " 329.0 | \n",
+ " 348 | \n",
+ " 4 | \n",
" stairway | \n",
- " 113.67 | \n",
- " 876 | \n",
+ " 80.55 | \n",
+ " 128 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -7697,39 +7699,39 @@
" 1 | \n",
"
\n",
" \n",
- " | 4795 | \n",
- " 99730000 | \n",
- " 0 | \n",
- " 84.975 | \n",
- " 3 | \n",
- " 422.0 | \n",
- " 424 | \n",
- " 4 | \n",
- " stairway | \n",
- " 106.74 | \n",
- " 186 | \n",
+ " 7998 | \n",
+ " 190000000 | \n",
+ " 1 | \n",
+ " 49.77 | \n",
+ " 9 | \n",
+ " 2450.0 | \n",
+ " 2462 | \n",
+ " 16 | \n",
+ " corridor | \n",
+ " 72.73 | \n",
+ " 1268 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
- " 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4796 | \n",
- " 550000000 | \n",
+ " 7999 | \n",
+ " 315000000 | \n",
" 1 | \n",
- " 84.91 | \n",
- " 3 | \n",
- " 1391.0 | \n",
- " 1606 | \n",
- " 15 | \n",
- " stairway | \n",
- " 104.75 | \n",
- " 958 | \n",
+ " 59.76 | \n",
+ " 14 | \n",
+ " 1544.0 | \n",
+ " 1544 | \n",
+ " 9 | \n",
+ " corridor | \n",
+ " 83.46 | \n",
+ " 558 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -7737,19 +7739,19 @@
" 1 | \n",
"
\n",
" \n",
- " | 4797 | \n",
- " 550000000 | \n",
+ " 8000 | \n",
+ " 219500000 | \n",
" 1 | \n",
- " 84.43 | \n",
- " 13 | \n",
- " 1163.0 | \n",
- " 967 | \n",
- " 11 | \n",
- " stairway | \n",
- " 108.63 | \n",
- " 154 | \n",
- " 3.0 | \n",
+ " 47.3 | \n",
+ " 1 | \n",
+ " 390.0 | \n",
+ " 390 | \n",
+ " 2 | \n",
+ " corridor | \n",
+ " 67.28 | \n",
+ " 90 | \n",
" 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -7757,17 +7759,17 @@
" 1 | \n",
"
\n",
" \n",
- " | 4798 | \n",
- " 215000000 | \n",
- " 0 | \n",
- " 84.6588 | \n",
- " 11 | \n",
- " 918.0 | \n",
- " 712 | \n",
+ " 8001 | \n",
+ " 360000000 | \n",
+ " 1 | \n",
+ " 84.95100000000001 | \n",
+ " 7 | \n",
+ " 1077.0 | \n",
+ " 976 | \n",
" 15 | \n",
- " stairway | \n",
- " 111.48 | \n",
- " 46 | \n",
+ " corridor | \n",
+ " 106.77 | \n",
+ " 445 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -7777,58 +7779,58 @@
" 1 | \n",
"
\n",
" \n",
- " | 4799 | \n",
- " 339000000 | \n",
+ " 8002 | \n",
+ " 205000000 | \n",
" 1 | \n",
- " 84.97 | \n",
- " 20 | \n",
- " 3940.0 | \n",
- " 3003 | \n",
- " 25 | \n",
- " mixed | \n",
- " 109.57 | \n",
- " 280 | \n",
+ " 49.54 | \n",
+ " 9 | \n",
+ " 893.0 | \n",
+ " 2433 | \n",
+ " 14 | \n",
+ " corridor | \n",
+ " 71.07 | \n",
+ " 743 | \n",
" 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
+ " 1.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4800 | \n",
- " 700000000 | \n",
+ " 8003 | \n",
+ " 188000000 | \n",
" 1 | \n",
- " 59.55 | \n",
- " 8 | \n",
- " 205.0 | \n",
- " 340 | \n",
- " 2 | \n",
- " stairway | \n",
- " 91.48 | \n",
- " 340 | \n",
+ " 59.96 | \n",
+ " 7 | \n",
+ " 715.0 | \n",
+ " 956 | \n",
+ " 6 | \n",
+ " corridor | \n",
+ " 82.4 | \n",
+ " 956 | \n",
" 3.0 | \n",
" 1.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 0 | \n",
"
\n",
" \n",
- " | 4801 | \n",
- " 445000000 | \n",
- " 1 | \n",
- " 110.56 | \n",
- " 5 | \n",
- " 290.0 | \n",
- " 216 | \n",
- " 7 | \n",
+ " 8004 | \n",
+ " 292000000 | \n",
+ " 0 | \n",
+ " 109.7847 | \n",
+ " 13 | \n",
+ " 354.0 | \n",
+ " 338 | \n",
+ " 4 | \n",
" stairway | \n",
- " 134.04 | \n",
- " 108 | \n",
- " 3.0 | \n",
+ " 134.8 | \n",
+ " 56 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
@@ -7837,433 +7839,433 @@
" 1 | \n",
"
\n",
" \n",
- " | 4802 | \n",
- " 270000000 | \n",
- " 1 | \n",
- " 84.87 | \n",
- " 9 | \n",
- " 1252.0 | \n",
- " 1668 | \n",
- " 18 | \n",
+ " 8005 | \n",
+ " 248000000 | \n",
+ " 0 | \n",
+ " 59.955 | \n",
+ " 20 | \n",
+ " 617.0 | \n",
+ " 600 | \n",
+ " 6 | \n",
" stairway | \n",
- " 105.79 | \n",
- " 56 | \n",
+ " 80.38 | \n",
+ " 200 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 0 | \n",
"
\n",
" \n",
- " | 4803 | \n",
- " 93000000 | \n",
+ " 8006 | \n",
+ " 490000000 | \n",
" 1 | \n",
- " 39.6 | \n",
- " 3 | \n",
- " 486.0 | \n",
- " 1624 | \n",
- " 10 | \n",
- " corridor | \n",
- " 56.91 | \n",
- " 626 | \n",
+ " 84.87 | \n",
+ " 1 | \n",
+ " 3384.0 | \n",
+ " 3404 | \n",
+ " 35 | \n",
+ " stairway | \n",
+ " 104.58 | \n",
+ " 1034 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 0 | \n",
"
\n",
" \n",
"\n",
- "4465 rows × 17 columns
\n",
+ "7420 rows × 17 columns
\n",
""
],
"text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "0 570000000 1 84.91 15 \n",
- "1 1050000000 1 84.99 17 \n",
- "2 586050000 0 156.7997 13 \n",
- "3 389370000 1 84.93 9 \n",
- "4 1130000000 1 76.5 6 \n",
- "5 128000000 0 84.92 10 \n",
- "6 350000000 1 59.54 26 \n",
- "7 305000000 1 84.96 9 \n",
- "8 315000000 1 60.053999999999995 4 \n",
- "9 350000000 1 84.99 6 \n",
- "10 1400000000 1 177.255 18 \n",
- "11 480000000 1 84.51 2 \n",
- "12 350000000 0 134.92 9 \n",
- "13 720000000 0 98.55 33 \n",
- "15 260000000 1 60.06 6 \n",
- "16 460000000 1 84.99 9 \n",
- "17 685000000 1 59.99 2 \n",
- "18 175000000 0 57.0 2 \n",
- "19 164000000 0 84.7504 7 \n",
- "20 580000000 1 84.3 7 \n",
- "21 1247000000 1 58.08 3 \n",
- "22 200000000 0 84.962 13 \n",
- "23 950000000 1 59.88 22 \n",
- "25 590000000 1 83.475 9 \n",
- "26 449000000 1 84.98 4 \n",
- "27 325330000 0 115.28 26 \n",
- "28 495000000 1 59.817 6 \n",
- "29 250000000 0 167.66 8 \n",
- "30 117000000 0 84.99 22 \n",
- "31 150000000 1 59.4 17 \n",
- "... ... ... ... ... \n",
- "4773 369000000 1 59.993 6 \n",
- "4774 140000000 0 52.7659 15 \n",
- "4775 558000000 1 84.93 26 \n",
- "4776 285000000 1 59.993 2 \n",
- "4777 240000000 0 127.845 6 \n",
- "4778 317000000 0 84.7841 29 \n",
- "4779 365000000 1 84.84 8 \n",
- "4780 208500000 1 45.77 9 \n",
- "4781 500000000 1 59.9 4 \n",
- "4782 242000000 1 59.88 11 \n",
- "4783 270000000 1 59.52 12 \n",
- "4784 390000000 1 84.92 22 \n",
- "4785 1030000000 1 58.08 5 \n",
- "4786 415000000 1 68.28 10 \n",
- "4787 625000000 1 84.94 16 \n",
- "4788 800000000 1 84.87 13 \n",
- "4790 373000000 1 59.96 2 \n",
- "4791 228000000 0 84.8404 13 \n",
- "4792 340000000 1 59.95 10 \n",
- "4793 288000000 1 59.94 16 \n",
- "4794 407000000 1 84.97 5 \n",
- "4795 99730000 0 84.975 3 \n",
- "4796 550000000 1 84.91 3 \n",
- "4797 550000000 1 84.43 13 \n",
- "4798 215000000 0 84.6588 11 \n",
- "4799 339000000 1 84.97 20 \n",
- "4800 700000000 1 59.55 8 \n",
- "4801 445000000 1 110.56 5 \n",
- "4802 270000000 1 84.87 9 \n",
- "4803 93000000 1 39.6 3 \n",
+ " transaction_real_price city exclusive_use_area floor \\\n",
+ "0 135000000 0 82.32 4 \n",
+ "1 145000000 0 59.948 19 \n",
+ "2 94500000 0 59.92 14 \n",
+ "3 308000000 0 84.99 16 \n",
+ "4 538000000 1 59.88 16 \n",
+ "5 1265000000 1 115.47 3 \n",
+ "6 206000000 0 84.98 2 \n",
+ "7 1120000000 1 126.18 7 \n",
+ "8 382000000 1 84.09 2 \n",
+ "10 565000000 1 59.9 18 \n",
+ "11 215600000 0 117.27 1 \n",
+ "12 214540000 0 117.27 2 \n",
+ "13 163000000 0 84.99 19 \n",
+ "14 150000000 0 59.84 9 \n",
+ "15 1093000000 1 125.58 8 \n",
+ "16 297000000 1 59.99 10 \n",
+ "17 357500000 0 125.04 9 \n",
+ "18 239400000 0 84.99 29 \n",
+ "19 392000000 0 104.95 20 \n",
+ "21 184000000 0 84.962 23 \n",
+ "22 395000000 1 114.99 10 \n",
+ "23 151000000 0 108.2848 9 \n",
+ "24 460000000 1 102.634 3 \n",
+ "25 224000000 1 84.42 2 \n",
+ "26 430000000 1 59.26 5 \n",
+ "27 394000000 1 101.95 3 \n",
+ "28 275000000 0 72.2358 8 \n",
+ "29 430000000 1 71.17 1 \n",
+ "30 210000000 1 84.78 1 \n",
+ "31 190000000 1 39.6 10 \n",
+ "... ... ... ... ... \n",
+ "7976 210000000 0 102.52 1 \n",
+ "7978 302000000 1 59.76 13 \n",
+ "7979 127000000 0 84.86 3 \n",
+ "7980 316000000 0 84.6389 4 \n",
+ "7981 170880000 0 84.9387 4 \n",
+ "7982 115000000 0 59.38 2 \n",
+ "7983 240000000 1 37.46 5 \n",
+ "7984 660000000 1 84.98 4 \n",
+ "7985 413000000 0 84.73200000000001 14 \n",
+ "7986 298000000 1 84.98 22 \n",
+ "7987 227500000 0 84.986 10 \n",
+ "7988 227500000 0 59.997 25 \n",
+ "7989 370000000 1 59.145 11 \n",
+ "7990 678000000 1 84.85 12 \n",
+ "7991 245000000 1 59.91 12 \n",
+ "7992 590000000 1 84.708 8 \n",
+ "7993 308000000 1 84.84 12 \n",
+ "7994 630000000 1 84.79 7 \n",
+ "7995 400000000 1 84.98 11 \n",
+ "7996 570000000 1 27.68 31 \n",
+ "7997 600000000 1 59.97 8 \n",
+ "7998 190000000 1 49.77 9 \n",
+ "7999 315000000 1 59.76 14 \n",
+ "8000 219500000 1 47.3 1 \n",
+ "8001 360000000 1 84.95100000000001 7 \n",
+ "8002 205000000 1 49.54 9 \n",
+ "8003 188000000 1 59.96 7 \n",
+ "8004 292000000 0 109.7847 13 \n",
+ "8005 248000000 0 59.955 20 \n",
+ "8006 490000000 1 84.87 1 \n",
"\n",
" total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "0 1391.0 1606 \n",
- "1 7876.0 5563 \n",
- "2 857.0 390 \n",
- "3 492.0 455 \n",
- "4 3930.0 3930 \n",
- "5 225.0 343 \n",
- "6 2990.0 2182 \n",
- "7 169.0 165 \n",
- "8 635.0 620 \n",
- "9 209.0 194 \n",
- "10 1662.0 490 \n",
- "11 465.0 387 \n",
- "12 1849.0 1691 \n",
- "13 3728.0 1631 \n",
- "15 1425.0 998 \n",
+ "0 224.0 200 \n",
+ "1 1497.0 1280 \n",
+ "2 559.0 848 \n",
+ "3 1573.0 1733 \n",
+ "4 2173.0 2036 \n",
+ "5 1444.0 1848 \n",
+ "6 243.0 170 \n",
+ "7 5540.0 5539 \n",
+ "8 2366.0 1971 \n",
+ "10 2776.0 2298 \n",
+ "11 941.0 652 \n",
+ "12 1576.0 1112 \n",
+ "13 3776.0 3382 \n",
+ "14 514.0 498 \n",
+ "15 237.0 138 \n",
"16 2251.0 2904 \n",
- "17 1027.0 847 \n",
- "18 1197.0 798 \n",
- "19 712.0 705 \n",
- "20 156.0 144 \n",
- "21 2500.0 5040 \n",
- "22 1093.0 1002 \n",
- "23 2173.0 2036 \n",
- "25 1920.0 960 \n",
- "26 321.0 293 \n",
- "27 507.0 270 \n",
- "28 677.0 603 \n",
- "29 994.0 868 \n",
- "30 3776.0 3382 \n",
- "31 709.0 783 \n",
+ "17 543.0 431 \n",
+ "18 1066.0 690 \n",
+ "19 775.0 490 \n",
+ "21 1599.0 1270 \n",
+ "22 1525.0 1281 \n",
+ "23 87.0 114 \n",
+ "24 330.0 256 \n",
+ "25 133.0 167 \n",
+ "26 893.0 2433 \n",
+ "27 2251.0 2904 \n",
+ "28 3400.0 3160 \n",
+ "29 381.0 708 \n",
+ "30 659.0 746 \n",
+ "31 486.0 1624 \n",
"... ... ... \n",
- "4773 1153.0 850 \n",
- "4774 1331.0 1395 \n",
- "4775 4890.0 3293 \n",
- "4776 1153.0 850 \n",
- "4777 379.0 231 \n",
- "4778 2446.0 1149 \n",
- "4779 2513.0 1224 \n",
- "4780 802.0 860 \n",
- "4781 382.0 303 \n",
- "4782 194.0 202 \n",
- "4783 344.0 424 \n",
- "4784 397.0 355 \n",
- "4785 2500.0 5040 \n",
- "4786 285.0 284 \n",
- "4787 364.0 333 \n",
- "4788 221.0 293 \n",
- "4790 1267.0 999 \n",
- "4791 775.0 846 \n",
- "4792 1459.0 1371 \n",
- "4793 461.0 453 \n",
- "4794 2772.0 3322 \n",
- "4795 422.0 424 \n",
- "4796 1391.0 1606 \n",
- "4797 1163.0 967 \n",
- "4798 918.0 712 \n",
- "4799 3940.0 3003 \n",
- "4800 205.0 340 \n",
- "4801 290.0 216 \n",
- "4802 1252.0 1668 \n",
- "4803 486.0 1624 \n",
+ "7976 4515.0 2637 \n",
+ "7978 2300.0 1981 \n",
+ "7979 270.0 210 \n",
+ "7980 4599.0 2752 \n",
+ "7981 222.0 215 \n",
+ "7982 85.0 365 \n",
+ "7983 1120.0 2213 \n",
+ "7984 1155.0 863 \n",
+ "7985 625.0 530 \n",
+ "7986 1525.0 1281 \n",
+ "7987 166.0 163 \n",
+ "7988 2716.0 2302 \n",
+ "7989 338.0 457 \n",
+ "7990 126.0 111 \n",
+ "7991 488.0 429 \n",
+ "7992 178.0 157 \n",
+ "7993 1200.0 1234 \n",
+ "7994 658.0 551 \n",
+ "7995 195.0 177 \n",
+ "7996 7876.0 5563 \n",
+ "7997 329.0 348 \n",
+ "7998 2450.0 2462 \n",
+ "7999 1544.0 1544 \n",
+ "8000 390.0 390 \n",
+ "8001 1077.0 976 \n",
+ "8002 893.0 2433 \n",
+ "8003 715.0 956 \n",
+ "8004 354.0 338 \n",
+ "8005 617.0 600 \n",
+ "8006 3384.0 3404 \n",
"\n",
" apartment_building_count_in_sites front_door_structure supply_area \\\n",
- "0 15 stairway 104.75 \n",
- "1 65 stairway 109.35 \n",
- "2 4 stairway 198.7 \n",
- "3 6 stairway 109.81 \n",
- "4 30 corridor 112.39 \n",
- "5 1 stairway 125.62 \n",
- "6 22 stairway 76.62 \n",
- "7 1 stairway 111.28 \n",
- "8 22 stairway 81.54 \n",
- "9 2 stairway 108.79 \n",
- "10 2 stairway 244.63 \n",
- "11 5 stairway 116.84 \n",
- "12 16 stairway 162.74 \n",
- "13 3 stairway 147.52 \n",
- "15 10 corridor 76.88 \n",
- "16 21 stairway 110.76 \n",
- "17 10 stairway 85.02 \n",
- "18 8 corridor 74.27 \n",
- "19 7 stairway 107.51 \n",
- "20 2 stairway 106.34 \n",
- "21 124 stairway 59.5 \n",
- "22 12 stairway 106.79 \n",
- "23 19 corridor 85.12 \n",
- "25 13 stairway 100.04 \n",
- "26 5 stairway 109.66 \n",
- "27 2 stairway 155.92 \n",
- "28 11 stairway 85.43 \n",
- "29 10 stairway 201.31 \n",
- "30 35 stairway 104.76 \n",
- "31 6 corridor 85.82 \n",
+ "0 8 corridor 88.51 \n",
+ "1 11 stairway 85.37 \n",
+ "2 3 stairway 80.44 \n",
+ "3 13 stairway 102.69 \n",
+ "4 19 corridor 85.12 \n",
+ "5 36 corridor 143.81 \n",
+ "6 2 stairway 107.32 \n",
+ "7 122 stairway 161.98 \n",
+ "8 28 stairway 105.32 \n",
+ "10 27 stairway 82.54 \n",
+ "11 11 stairway 155.05 \n",
+ "12 17 stairway 153.13 \n",
+ "13 35 stairway 107.48 \n",
+ "14 5 stairway 79.55 \n",
+ "15 2 stairway 155.01 \n",
+ "16 21 corridor 78.18 \n",
+ "17 3 stairway 156.57 \n",
+ "18 4 stairway 107.13 \n",
+ "19 8 stairway 143.48 \n",
+ "21 13 stairway 106.95 \n",
+ "22 11 stairway 143.66 \n",
+ "23 1 stairway 139.1 \n",
+ "24 4 stairway 127.18 \n",
+ "25 2 corridor 107.93 \n",
+ "26 14 corridor 83.26 \n",
+ "27 21 stairway 132.88 \n",
+ "28 30 stairway 95.84 \n",
+ "29 6 stairway 88.59 \n",
+ "30 5 stairway 108.08 \n",
+ "31 10 corridor 56.91 \n",
"... ... ... ... \n",
- "4773 21 stairway 80.97 \n",
- "4774 9 corridor 78.49 \n",
- "4775 51 stairway 109.64 \n",
- "4776 21 stairway 80.97 \n",
- "4777 2 stairway 159.2 \n",
- "4778 9 stairway 128.83 \n",
- "4779 13 stairway 110.48 \n",
- "4780 8 corridor 65.69 \n",
- "4781 9 stairway 78.51 \n",
- "4782 2 stairway 77.35 \n",
- "4783 3 corridor 76.44 \n",
- "4784 7 stairway 112.66 \n",
- "4785 124 stairway 59.5 \n",
- "4786 3 stairway 93.51 \n",
- "4787 9 stairway 109.81 \n",
- "4788 2 stairway 108.05 \n",
- "4790 18 stairway 82.61 \n",
- "4791 8 stairway 103.41 \n",
- "4792 13 corridor 88.78 \n",
- "4793 6 corridor 81.97 \n",
- "4794 32 stairway 113.67 \n",
- "4795 4 stairway 106.74 \n",
- "4796 15 stairway 104.75 \n",
- "4797 11 stairway 108.63 \n",
- "4798 15 stairway 111.48 \n",
- "4799 25 mixed 109.57 \n",
- "4800 2 stairway 91.48 \n",
- "4801 7 stairway 134.04 \n",
- "4802 18 stairway 105.79 \n",
- "4803 10 corridor 56.91 \n",
+ "7976 30 stairway 131.85 \n",
+ "7978 18 corridor 81.14 \n",
+ "7979 1 stairway 95.59 \n",
+ "7980 14 stairway 113.65 \n",
+ "7981 3 stairway 108.64 \n",
+ "7982 4 stairway 77.68 \n",
+ "7983 26 stairway 58.24 \n",
+ "7984 14 stairway 108.76 \n",
+ "7985 4 stairway 109.15 \n",
+ "7986 11 stairway 109.36 \n",
+ "7987 3 stairway 113.91 \n",
+ "7988 24 stairway 80.72 \n",
+ "7989 1 corridor 77.96 \n",
+ "7990 1 stairway 104.7 \n",
+ "7991 3 corridor 83.31 \n",
+ "7992 3 stairway 105.22 \n",
+ "7993 15 stairway 95.15 \n",
+ "7994 10 stairway 108.52 \n",
+ "7995 3 stairway 108.16 \n",
+ "7996 65 stairway 42.28 \n",
+ "7997 4 stairway 80.55 \n",
+ "7998 16 corridor 72.73 \n",
+ "7999 9 corridor 83.46 \n",
+ "8000 2 corridor 67.28 \n",
+ "8001 15 corridor 106.77 \n",
+ "8002 14 corridor 71.07 \n",
+ "8003 6 corridor 82.4 \n",
+ "8004 4 stairway 134.8 \n",
+ "8005 6 stairway 80.38 \n",
+ "8006 35 stairway 104.58 \n",
"\n",
" total_household_count_of_area_type room_count bathroom_count \\\n",
- "0 958 3.0 2.0 \n",
- "1 828 3.0 2.0 \n",
- "2 154 3.0 2.0 \n",
- "3 78 3.0 2.0 \n",
- "4 1170 3.0 1.0 \n",
- "5 164 3.0 2.0 \n",
- "6 176 3.0 1.0 \n",
- "7 60 3.0 2.0 \n",
- "8 256 3.0 2.0 \n",
- "9 108 3.0 2.0 \n",
- "10 62 4.0 2.0 \n",
- "11 34 3.0 2.0 \n",
- "12 182 4.0 2.0 \n",
- "13 2 4.0 2.0 \n",
- "15 538 2.0 1.0 \n",
- "16 816 3.0 2.0 \n",
- "17 76 3.0 2.0 \n",
- "18 228 2.0 1.0 \n",
- "19 409 3.0 2.0 \n",
- "20 120 3.0 2.0 \n",
- "21 65 3.0 1.0 \n",
- "22 224 3.0 2.0 \n",
- "23 895 3.0 1.0 \n",
- "25 270 3.0 1.0 \n",
- "26 15 3.0 2.0 \n",
- "27 112 3.0 2.0 \n",
- "28 213 3.0 2.0 \n",
- "29 48 4.0 2.0 \n",
- "30 500 3.0 2.0 \n",
- "31 313 3.0 1.0 \n",
+ "0 20 3.0 1.0 \n",
+ "1 168 3.0 1.0 \n",
+ "2 598 3.0 2.0 \n",
+ "3 628 3.0 2.0 \n",
+ "4 895 3.0 1.0 \n",
+ "5 102 4.0 2.0 \n",
+ "6 54 3.0 2.0 \n",
+ "7 76 4.0 2.0 \n",
+ "8 394 3.0 2.0 \n",
+ "10 384 3.0 1.0 \n",
+ "11 187 4.0 2.0 \n",
+ "12 214 4.0 2.0 \n",
+ "13 850 3.0 2.0 \n",
+ "14 160 3.0 1.0 \n",
+ "15 70 4.0 2.0 \n",
+ "16 753 3.0 2.0 \n",
+ "17 86 4.0 2.0 \n",
+ "18 85 3.0 2.0 \n",
+ "19 190 4.0 2.0 \n",
+ "21 300 3.0 2.0 \n",
+ "22 296 4.0 2.0 \n",
+ "23 9 3.0 2.0 \n",
+ "24 19 4.0 2.0 \n",
+ "25 167 3.0 1.0 \n",
+ "26 447 3.0 1.0 \n",
+ "27 278 4.0 2.0 \n",
+ "28 49 3.0 2.0 \n",
+ "29 78 3.0 1.0 \n",
+ "30 283 3.0 2.0 \n",
+ "31 626 2.0 1.0 \n",
"... ... ... ... \n",
- "4773 114 3.0 2.0 \n",
- "4774 96 1.0 1.0 \n",
- "4775 133 3.0 2.0 \n",
- "4776 114 3.0 2.0 \n",
- "4777 48 4.0 2.0 \n",
- "4778 87 3.0 2.0 \n",
- "4779 160 3.0 2.0 \n",
- "4780 42 2.0 1.0 \n",
- "4781 7 3.0 2.0 \n",
- "4782 54 3.0 2.0 \n",
- "4783 209 3.0 1.0 \n",
- "4784 314 3.0 2.0 \n",
- "4785 65 3.0 1.0 \n",
- "4786 72 3.0 2.0 \n",
- "4787 71 3.0 2.0 \n",
- "4788 22 3.0 2.0 \n",
- "4790 156 3.0 2.0 \n",
- "4791 163 3.0 2.0 \n",
- "4792 557 3.0 1.0 \n",
- "4793 177 3.0 1.0 \n",
- "4794 876 3.0 2.0 \n",
- "4795 186 3.0 2.0 \n",
- "4796 958 3.0 2.0 \n",
- "4797 154 3.0 2.0 \n",
- "4798 46 3.0 2.0 \n",
- "4799 280 3.0 2.0 \n",
- "4800 340 3.0 1.0 \n",
- "4801 108 3.0 2.0 \n",
- "4802 56 3.0 2.0 \n",
- "4803 626 2.0 1.0 \n",
+ "7976 398 3.0 2.0 \n",
+ "7978 386 3.0 1.0 \n",
+ "7979 1 3.0 2.0 \n",
+ "7980 772 3.0 2.0 \n",
+ "7981 87 3.0 2.0 \n",
+ "7982 87 3.0 2.0 \n",
+ "7983 70 3.0 1.0 \n",
+ "7984 180 3.0 2.0 \n",
+ "7985 106 3.0 2.0 \n",
+ "7986 441 3.0 2.0 \n",
+ "7987 14 3.0 2.0 \n",
+ "7988 200 2.0 1.0 \n",
+ "7989 39 1.0 1.0 \n",
+ "7990 111 3.0 2.0 \n",
+ "7991 184 3.0 1.0 \n",
+ "7992 115 3.0 2.0 \n",
+ "7993 240 3.0 1.0 \n",
+ "7994 173 3.0 2.0 \n",
+ "7995 41 3.0 2.0 \n",
+ "7996 500 1.0 1.0 \n",
+ "7997 128 3.0 1.0 \n",
+ "7998 1268 3.0 1.0 \n",
+ "7999 558 3.0 1.0 \n",
+ "8000 90 2.0 1.0 \n",
+ "8001 445 3.0 2.0 \n",
+ "8002 743 3.0 1.0 \n",
+ "8003 956 3.0 1.0 \n",
+ "8004 56 4.0 2.0 \n",
+ "8005 200 3.0 1.0 \n",
+ "8006 1034 3.0 2.0 \n",
"\n",
" heat_fuel_cogeneration heat_fuel_gas heat_type_central \\\n",
"0 0 1 0 \n",
- "1 1 0 0 \n",
+ "1 0 1 0 \n",
"2 0 1 0 \n",
"3 0 1 0 \n",
"4 1 0 0 \n",
- "5 0 1 0 \n",
+ "5 1 0 0 \n",
"6 0 1 0 \n",
- "7 0 1 0 \n",
+ "7 1 0 0 \n",
"8 0 1 0 \n",
- "9 0 1 0 \n",
- "10 0 1 1 \n",
+ "10 0 1 0 \n",
"11 1 0 0 \n",
- "12 0 1 0 \n",
+ "12 0 1 1 \n",
"13 0 1 0 \n",
+ "14 0 1 0 \n",
"15 0 1 0 \n",
"16 0 1 0 \n",
"17 0 1 0 \n",
- "18 0 1 1 \n",
+ "18 0 1 0 \n",
"19 0 1 0 \n",
- "20 1 0 0 \n",
"21 0 1 0 \n",
- "22 1 0 0 \n",
- "23 1 0 0 \n",
- "25 0 1 1 \n",
- "26 0 1 0 \n",
+ "22 0 1 0 \n",
+ "23 0 1 0 \n",
+ "24 0 1 0 \n",
+ "25 0 1 0 \n",
+ "26 1 0 0 \n",
"27 0 1 0 \n",
"28 0 1 0 \n",
- "29 0 1 0 \n",
+ "29 1 0 0 \n",
"30 0 1 0 \n",
- "31 0 1 1 \n",
+ "31 1 0 0 \n",
"... ... ... ... \n",
- "4773 0 1 0 \n",
- "4774 0 1 0 \n",
- "4775 1 0 0 \n",
- "4776 0 1 0 \n",
- "4777 0 1 0 \n",
- "4778 0 1 0 \n",
- "4779 0 1 0 \n",
- "4780 0 1 0 \n",
- "4781 0 1 0 \n",
- "4782 0 1 0 \n",
- "4783 0 1 0 \n",
- "4784 0 1 0 \n",
- "4785 0 1 0 \n",
- "4786 0 1 0 \n",
- "4787 0 1 0 \n",
- "4788 0 1 0 \n",
- "4790 0 1 0 \n",
- "4791 0 1 0 \n",
- "4792 0 1 0 \n",
- "4793 0 1 0 \n",
- "4794 0 1 0 \n",
- "4795 0 1 0 \n",
- "4796 0 1 0 \n",
- "4797 0 1 0 \n",
- "4798 0 1 0 \n",
- "4799 0 1 0 \n",
- "4800 1 0 0 \n",
- "4801 0 1 0 \n",
- "4802 1 0 0 \n",
- "4803 1 0 0 \n",
+ "7976 0 1 0 \n",
+ "7978 1 0 0 \n",
+ "7979 0 1 0 \n",
+ "7980 0 1 0 \n",
+ "7981 0 1 0 \n",
+ "7982 0 1 0 \n",
+ "7983 1 0 0 \n",
+ "7984 0 1 0 \n",
+ "7985 0 1 0 \n",
+ "7986 0 1 0 \n",
+ "7987 0 1 0 \n",
+ "7988 0 1 0 \n",
+ "7989 1 0 0 \n",
+ "7990 0 1 0 \n",
+ "7991 0 1 0 \n",
+ "7992 0 1 0 \n",
+ "7993 0 1 0 \n",
+ "7994 1 0 0 \n",
+ "7995 0 1 0 \n",
+ "7996 1 0 0 \n",
+ "7997 0 1 0 \n",
+ "7998 0 1 0 \n",
+ "7999 0 1 0 \n",
+ "8000 0 1 0 \n",
+ "8001 0 1 0 \n",
+ "8002 1 0 0 \n",
+ "8003 0 1 0 \n",
+ "8004 0 1 0 \n",
+ "8005 0 1 0 \n",
+ "8006 0 1 0 \n",
"\n",
" heat_type_district heat_type_individual \n",
"0 0 1 \n",
- "1 1 0 \n",
+ "1 0 1 \n",
"2 0 1 \n",
"3 0 1 \n",
"4 1 0 \n",
- "5 0 1 \n",
+ "5 1 0 \n",
"6 0 1 \n",
- "7 0 1 \n",
+ "7 1 0 \n",
"8 0 1 \n",
- "9 0 1 \n",
- "10 0 0 \n",
+ "10 0 1 \n",
"11 1 0 \n",
- "12 0 1 \n",
+ "12 0 0 \n",
"13 0 1 \n",
+ "14 0 1 \n",
"15 0 1 \n",
"16 0 1 \n",
- "17 1 0 \n",
- "18 0 0 \n",
+ "17 0 1 \n",
+ "18 0 1 \n",
"19 0 1 \n",
- "20 1 0 \n",
"21 0 1 \n",
- "22 1 0 \n",
- "23 1 0 \n",
- "25 0 0 \n",
- "26 0 1 \n",
+ "22 0 1 \n",
+ "23 0 1 \n",
+ "24 0 1 \n",
+ "25 0 1 \n",
+ "26 1 0 \n",
"27 0 1 \n",
"28 0 1 \n",
- "29 0 1 \n",
+ "29 1 0 \n",
"30 0 1 \n",
- "31 0 0 \n",
+ "31 1 0 \n",
"... ... ... \n",
- "4773 0 1 \n",
- "4774 0 1 \n",
- "4775 1 0 \n",
- "4776 0 1 \n",
- "4777 0 1 \n",
- "4778 0 1 \n",
- "4779 0 1 \n",
- "4780 0 1 \n",
- "4781 0 1 \n",
- "4782 0 1 \n",
- "4783 0 1 \n",
- "4784 0 1 \n",
- "4785 0 1 \n",
- "4786 0 1 \n",
- "4787 0 1 \n",
- "4788 0 1 \n",
- "4790 0 1 \n",
- "4791 0 1 \n",
- "4792 0 1 \n",
- "4793 0 1 \n",
- "4794 0 1 \n",
- "4795 0 1 \n",
- "4796 0 1 \n",
- "4797 0 1 \n",
- "4798 0 1 \n",
- "4799 0 1 \n",
- "4800 1 0 \n",
- "4801 0 1 \n",
- "4802 1 0 \n",
- "4803 1 0 \n",
- "\n",
- "[4465 rows x 17 columns]"
+ "7976 0 1 \n",
+ "7978 1 0 \n",
+ "7979 0 1 \n",
+ "7980 0 1 \n",
+ "7981 0 1 \n",
+ "7982 0 1 \n",
+ "7983 1 0 \n",
+ "7984 0 1 \n",
+ "7985 0 1 \n",
+ "7986 0 1 \n",
+ "7987 0 1 \n",
+ "7988 0 1 \n",
+ "7989 1 0 \n",
+ "7990 0 1 \n",
+ "7991 0 1 \n",
+ "7992 0 1 \n",
+ "7993 0 1 \n",
+ "7994 1 0 \n",
+ "7995 0 1 \n",
+ "7996 1 0 \n",
+ "7997 0 1 \n",
+ "7998 1 0 \n",
+ "7999 0 1 \n",
+ "8000 0 1 \n",
+ "8001 0 1 \n",
+ "8002 1 0 \n",
+ "8003 0 1 \n",
+ "8004 0 1 \n",
+ "8005 0 1 \n",
+ "8006 0 1 \n",
+ "\n",
+ "[7420 rows x 17 columns]"
]
},
- "execution_count": 13,
+ "execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
@@ -8279,7 +8281,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 47,
"metadata": {},
"outputs": [
{
@@ -8320,155 +8322,155 @@
" \n",
" | transaction_real_price | \n",
" 1.000000 | \n",
- " 0.412852 | \n",
- " 0.090538 | \n",
- " 0.212969 | \n",
- " 0.297345 | \n",
- " -0.034087 | \n",
- " 0.279250 | \n",
- " -0.279250 | \n",
- " 0.013258 | \n",
- " 0.274014 | \n",
- " -0.257658 | \n",
+ " 0.397635 | \n",
+ " 0.096350 | \n",
+ " 0.202280 | \n",
+ " 0.280351 | \n",
+ " -0.022753 | \n",
+ " 0.312462 | \n",
+ " -0.312462 | \n",
+ " 0.021122 | \n",
+ " 0.290229 | \n",
+ " -0.275350 | \n",
"
\n",
" \n",
" | city | \n",
- " 0.412852 | \n",
+ " 0.397635 | \n",
" 1.000000 | \n",
- " -0.181702 | \n",
- " 0.093739 | \n",
- " 0.152031 | \n",
- " 0.026329 | \n",
- " 0.259325 | \n",
- " -0.259325 | \n",
- " 0.107246 | \n",
- " 0.254191 | \n",
- " -0.295416 | \n",
+ " -0.181996 | \n",
+ " 0.100055 | \n",
+ " 0.153349 | \n",
+ " 0.029006 | \n",
+ " 0.243457 | \n",
+ " -0.243457 | \n",
+ " 0.128375 | \n",
+ " 0.232787 | \n",
+ " -0.287922 | \n",
"
\n",
" \n",
" | floor | \n",
- " 0.090538 | \n",
- " -0.181702 | \n",
+ " 0.096350 | \n",
+ " -0.181996 | \n",
" 1.000000 | \n",
- " 0.111340 | \n",
- " -0.001807 | \n",
- " 0.028362 | \n",
- " -0.064900 | \n",
- " 0.064900 | \n",
- " -0.029545 | \n",
- " -0.068462 | \n",
- " 0.079958 | \n",
+ " 0.094683 | \n",
+ " -0.011955 | \n",
+ " 0.018497 | \n",
+ " -0.055589 | \n",
+ " 0.055589 | \n",
+ " -0.049552 | \n",
+ " -0.070715 | \n",
+ " 0.093817 | \n",
"
\n",
" \n",
" | total_household_count_in_sites | \n",
- " 0.212969 | \n",
- " 0.093739 | \n",
- " 0.111340 | \n",
+ " 0.202280 | \n",
+ " 0.100055 | \n",
+ " 0.094683 | \n",
" 1.000000 | \n",
- " 0.867192 | \n",
- " 0.514153 | \n",
- " 0.241076 | \n",
- " -0.241076 | \n",
- " 0.093300 | \n",
- " 0.238785 | \n",
- " -0.273089 | \n",
+ " 0.856216 | \n",
+ " 0.527418 | \n",
+ " 0.235859 | \n",
+ " -0.235859 | \n",
+ " 0.091704 | \n",
+ " 0.236382 | \n",
+ " -0.269103 | \n",
"
\n",
" \n",
" | apartment_building_count_in_sites | \n",
- " 0.297345 | \n",
- " 0.152031 | \n",
- " -0.001807 | \n",
- " 0.867192 | \n",
+ " 0.280351 | \n",
+ " 0.153349 | \n",
+ " -0.011955 | \n",
+ " 0.856216 | \n",
" 1.000000 | \n",
- " 0.413571 | \n",
- " 0.226111 | \n",
- " -0.226111 | \n",
- " 0.027280 | \n",
- " 0.227960 | \n",
- " -0.224006 | \n",
+ " 0.426104 | \n",
+ " 0.230889 | \n",
+ " -0.230889 | \n",
+ " 0.021307 | \n",
+ " 0.236704 | \n",
+ " -0.227025 | \n",
"
\n",
" \n",
" | total_household_count_of_area_type | \n",
- " -0.034087 | \n",
- " 0.026329 | \n",
- " 0.028362 | \n",
- " 0.514153 | \n",
- " 0.413571 | \n",
+ " -0.022753 | \n",
+ " 0.029006 | \n",
+ " 0.018497 | \n",
+ " 0.527418 | \n",
+ " 0.426104 | \n",
" 1.000000 | \n",
- " 0.098852 | \n",
- " -0.098852 | \n",
- " 0.072139 | \n",
- " 0.095482 | \n",
- " -0.129888 | \n",
+ " 0.085438 | \n",
+ " -0.085438 | \n",
+ " 0.083833 | \n",
+ " 0.090550 | \n",
+ " -0.132398 | \n",
"
\n",
" \n",
" | heat_fuel_cogeneration | \n",
- " 0.279250 | \n",
- " 0.259325 | \n",
- " -0.064900 | \n",
- " 0.241076 | \n",
- " 0.226111 | \n",
- " 0.098852 | \n",
+ " 0.312462 | \n",
+ " 0.243457 | \n",
+ " -0.055589 | \n",
+ " 0.235859 | \n",
+ " 0.230889 | \n",
+ " 0.085438 | \n",
" 1.000000 | \n",
" -1.000000 | \n",
- " -0.137430 | \n",
- " 0.948811 | \n",
- " -0.783278 | \n",
+ " -0.135774 | \n",
+ " 0.943167 | \n",
+ " -0.771784 | \n",
"
\n",
" \n",
" | heat_fuel_gas | \n",
- " -0.279250 | \n",
- " -0.259325 | \n",
- " 0.064900 | \n",
- " -0.241076 | \n",
- " -0.226111 | \n",
- " -0.098852 | \n",
+ " -0.312462 | \n",
+ " -0.243457 | \n",
+ " 0.055589 | \n",
+ " -0.235859 | \n",
+ " -0.230889 | \n",
+ " -0.085438 | \n",
" -1.000000 | \n",
" 1.000000 | \n",
- " 0.137430 | \n",
- " -0.948811 | \n",
- " 0.783278 | \n",
+ " 0.135774 | \n",
+ " -0.943167 | \n",
+ " 0.771784 | \n",
"
\n",
" \n",
" | heat_type_central | \n",
- " 0.013258 | \n",
- " 0.107246 | \n",
- " -0.029545 | \n",
- " 0.093300 | \n",
- " 0.027280 | \n",
- " 0.072139 | \n",
- " -0.137430 | \n",
- " 0.137430 | \n",
+ " 0.021122 | \n",
+ " 0.128375 | \n",
+ " -0.049552 | \n",
+ " 0.091704 | \n",
+ " 0.021307 | \n",
+ " 0.083833 | \n",
+ " -0.135774 | \n",
+ " 0.135774 | \n",
" 1.000000 | \n",
- " -0.169715 | \n",
- " -0.439283 | \n",
+ " -0.166300 | \n",
+ " -0.451382 | \n",
"
\n",
" \n",
" | heat_type_district | \n",
- " 0.274014 | \n",
- " 0.254191 | \n",
- " -0.068462 | \n",
- " 0.238785 | \n",
- " 0.227960 | \n",
- " 0.095482 | \n",
- " 0.948811 | \n",
- " -0.948811 | \n",
- " -0.169715 | \n",
+ " 0.290229 | \n",
+ " 0.232787 | \n",
+ " -0.070715 | \n",
+ " 0.236382 | \n",
+ " 0.236704 | \n",
+ " 0.090550 | \n",
+ " 0.943167 | \n",
+ " -0.943167 | \n",
+ " -0.166300 | \n",
" 1.000000 | \n",
- " -0.810764 | \n",
+ " -0.804841 | \n",
"
\n",
" \n",
" | heat_type_individual | \n",
- " -0.257658 | \n",
- " -0.295416 | \n",
- " 0.079958 | \n",
- " -0.273089 | \n",
- " -0.224006 | \n",
- " -0.129888 | \n",
- " -0.783278 | \n",
- " 0.783278 | \n",
- " -0.439283 | \n",
- " -0.810764 | \n",
+ " -0.275350 | \n",
+ " -0.287922 | \n",
+ " 0.093817 | \n",
+ " -0.269103 | \n",
+ " -0.227025 | \n",
+ " -0.132398 | \n",
+ " -0.771784 | \n",
+ " 0.771784 | \n",
+ " -0.451382 | \n",
+ " -0.804841 | \n",
" 1.000000 | \n",
"
\n",
" \n",
@@ -8477,98 +8479,98 @@
],
"text/plain": [
" transaction_real_price city \\\n",
- "transaction_real_price 1.000000 0.412852 \n",
- "city 0.412852 1.000000 \n",
- "floor 0.090538 -0.181702 \n",
- "total_household_count_in_sites 0.212969 0.093739 \n",
- "apartment_building_count_in_sites 0.297345 0.152031 \n",
- "total_household_count_of_area_type -0.034087 0.026329 \n",
- "heat_fuel_cogeneration 0.279250 0.259325 \n",
- "heat_fuel_gas -0.279250 -0.259325 \n",
- "heat_type_central 0.013258 0.107246 \n",
- "heat_type_district 0.274014 0.254191 \n",
- "heat_type_individual -0.257658 -0.295416 \n",
+ "transaction_real_price 1.000000 0.397635 \n",
+ "city 0.397635 1.000000 \n",
+ "floor 0.096350 -0.181996 \n",
+ "total_household_count_in_sites 0.202280 0.100055 \n",
+ "apartment_building_count_in_sites 0.280351 0.153349 \n",
+ "total_household_count_of_area_type -0.022753 0.029006 \n",
+ "heat_fuel_cogeneration 0.312462 0.243457 \n",
+ "heat_fuel_gas -0.312462 -0.243457 \n",
+ "heat_type_central 0.021122 0.128375 \n",
+ "heat_type_district 0.290229 0.232787 \n",
+ "heat_type_individual -0.275350 -0.287922 \n",
"\n",
" floor total_household_count_in_sites \\\n",
- "transaction_real_price 0.090538 0.212969 \n",
- "city -0.181702 0.093739 \n",
- "floor 1.000000 0.111340 \n",
- "total_household_count_in_sites 0.111340 1.000000 \n",
- "apartment_building_count_in_sites -0.001807 0.867192 \n",
- "total_household_count_of_area_type 0.028362 0.514153 \n",
- "heat_fuel_cogeneration -0.064900 0.241076 \n",
- "heat_fuel_gas 0.064900 -0.241076 \n",
- "heat_type_central -0.029545 0.093300 \n",
- "heat_type_district -0.068462 0.238785 \n",
- "heat_type_individual 0.079958 -0.273089 \n",
+ "transaction_real_price 0.096350 0.202280 \n",
+ "city -0.181996 0.100055 \n",
+ "floor 1.000000 0.094683 \n",
+ "total_household_count_in_sites 0.094683 1.000000 \n",
+ "apartment_building_count_in_sites -0.011955 0.856216 \n",
+ "total_household_count_of_area_type 0.018497 0.527418 \n",
+ "heat_fuel_cogeneration -0.055589 0.235859 \n",
+ "heat_fuel_gas 0.055589 -0.235859 \n",
+ "heat_type_central -0.049552 0.091704 \n",
+ "heat_type_district -0.070715 0.236382 \n",
+ "heat_type_individual 0.093817 -0.269103 \n",
"\n",
" apartment_building_count_in_sites \\\n",
- "transaction_real_price 0.297345 \n",
- "city 0.152031 \n",
- "floor -0.001807 \n",
- "total_household_count_in_sites 0.867192 \n",
+ "transaction_real_price 0.280351 \n",
+ "city 0.153349 \n",
+ "floor -0.011955 \n",
+ "total_household_count_in_sites 0.856216 \n",
"apartment_building_count_in_sites 1.000000 \n",
- "total_household_count_of_area_type 0.413571 \n",
- "heat_fuel_cogeneration 0.226111 \n",
- "heat_fuel_gas -0.226111 \n",
- "heat_type_central 0.027280 \n",
- "heat_type_district 0.227960 \n",
- "heat_type_individual -0.224006 \n",
+ "total_household_count_of_area_type 0.426104 \n",
+ "heat_fuel_cogeneration 0.230889 \n",
+ "heat_fuel_gas -0.230889 \n",
+ "heat_type_central 0.021307 \n",
+ "heat_type_district 0.236704 \n",
+ "heat_type_individual -0.227025 \n",
"\n",
" total_household_count_of_area_type \\\n",
- "transaction_real_price -0.034087 \n",
- "city 0.026329 \n",
- "floor 0.028362 \n",
- "total_household_count_in_sites 0.514153 \n",
- "apartment_building_count_in_sites 0.413571 \n",
+ "transaction_real_price -0.022753 \n",
+ "city 0.029006 \n",
+ "floor 0.018497 \n",
+ "total_household_count_in_sites 0.527418 \n",
+ "apartment_building_count_in_sites 0.426104 \n",
"total_household_count_of_area_type 1.000000 \n",
- "heat_fuel_cogeneration 0.098852 \n",
- "heat_fuel_gas -0.098852 \n",
- "heat_type_central 0.072139 \n",
- "heat_type_district 0.095482 \n",
- "heat_type_individual -0.129888 \n",
+ "heat_fuel_cogeneration 0.085438 \n",
+ "heat_fuel_gas -0.085438 \n",
+ "heat_type_central 0.083833 \n",
+ "heat_type_district 0.090550 \n",
+ "heat_type_individual -0.132398 \n",
"\n",
" heat_fuel_cogeneration heat_fuel_gas \\\n",
- "transaction_real_price 0.279250 -0.279250 \n",
- "city 0.259325 -0.259325 \n",
- "floor -0.064900 0.064900 \n",
- "total_household_count_in_sites 0.241076 -0.241076 \n",
- "apartment_building_count_in_sites 0.226111 -0.226111 \n",
- "total_household_count_of_area_type 0.098852 -0.098852 \n",
+ "transaction_real_price 0.312462 -0.312462 \n",
+ "city 0.243457 -0.243457 \n",
+ "floor -0.055589 0.055589 \n",
+ "total_household_count_in_sites 0.235859 -0.235859 \n",
+ "apartment_building_count_in_sites 0.230889 -0.230889 \n",
+ "total_household_count_of_area_type 0.085438 -0.085438 \n",
"heat_fuel_cogeneration 1.000000 -1.000000 \n",
"heat_fuel_gas -1.000000 1.000000 \n",
- "heat_type_central -0.137430 0.137430 \n",
- "heat_type_district 0.948811 -0.948811 \n",
- "heat_type_individual -0.783278 0.783278 \n",
+ "heat_type_central -0.135774 0.135774 \n",
+ "heat_type_district 0.943167 -0.943167 \n",
+ "heat_type_individual -0.771784 0.771784 \n",
"\n",
" heat_type_central heat_type_district \\\n",
- "transaction_real_price 0.013258 0.274014 \n",
- "city 0.107246 0.254191 \n",
- "floor -0.029545 -0.068462 \n",
- "total_household_count_in_sites 0.093300 0.238785 \n",
- "apartment_building_count_in_sites 0.027280 0.227960 \n",
- "total_household_count_of_area_type 0.072139 0.095482 \n",
- "heat_fuel_cogeneration -0.137430 0.948811 \n",
- "heat_fuel_gas 0.137430 -0.948811 \n",
- "heat_type_central 1.000000 -0.169715 \n",
- "heat_type_district -0.169715 1.000000 \n",
- "heat_type_individual -0.439283 -0.810764 \n",
+ "transaction_real_price 0.021122 0.290229 \n",
+ "city 0.128375 0.232787 \n",
+ "floor -0.049552 -0.070715 \n",
+ "total_household_count_in_sites 0.091704 0.236382 \n",
+ "apartment_building_count_in_sites 0.021307 0.236704 \n",
+ "total_household_count_of_area_type 0.083833 0.090550 \n",
+ "heat_fuel_cogeneration -0.135774 0.943167 \n",
+ "heat_fuel_gas 0.135774 -0.943167 \n",
+ "heat_type_central 1.000000 -0.166300 \n",
+ "heat_type_district -0.166300 1.000000 \n",
+ "heat_type_individual -0.451382 -0.804841 \n",
"\n",
" heat_type_individual \n",
- "transaction_real_price -0.257658 \n",
- "city -0.295416 \n",
- "floor 0.079958 \n",
- "total_household_count_in_sites -0.273089 \n",
- "apartment_building_count_in_sites -0.224006 \n",
- "total_household_count_of_area_type -0.129888 \n",
- "heat_fuel_cogeneration -0.783278 \n",
- "heat_fuel_gas 0.783278 \n",
- "heat_type_central -0.439283 \n",
- "heat_type_district -0.810764 \n",
+ "transaction_real_price -0.275350 \n",
+ "city -0.287922 \n",
+ "floor 0.093817 \n",
+ "total_household_count_in_sites -0.269103 \n",
+ "apartment_building_count_in_sites -0.227025 \n",
+ "total_household_count_of_area_type -0.132398 \n",
+ "heat_fuel_cogeneration -0.771784 \n",
+ "heat_fuel_gas 0.771784 \n",
+ "heat_type_central -0.451382 \n",
+ "heat_type_district -0.804841 \n",
"heat_type_individual 1.000000 "
]
},
- "execution_count": 14,
+ "execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
@@ -8579,7 +8581,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 48,
"metadata": {},
"outputs": [
{
@@ -8627,59 +8629,59 @@
" \n",
" \n",
" | 0 | \n",
- " 570000000 | \n",
- " 1 | \n",
- " 84.91 | \n",
- " 15 | \n",
- " 1391.0 | \n",
- " 1606 | \n",
- " 15 | \n",
- " 104.75 | \n",
- " 958 | \n",
+ " 135000000 | \n",
+ " 0 | \n",
+ " 82.32 | \n",
+ " 4 | \n",
+ " 224.0 | \n",
+ " 200 | \n",
+ " 8 | \n",
+ " 88.51 | \n",
+ " 20 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 1 | \n",
" 0 | \n",
" 0 | \n",
- " 1 | \n",
"
\n",
" \n",
" | 1 | \n",
- " 1050000000 | \n",
- " 1 | \n",
- " 84.99 | \n",
- " 17 | \n",
- " 7876.0 | \n",
- " 5563 | \n",
- " 65 | \n",
- " 109.35 | \n",
- " 828 | \n",
+ " 145000000 | \n",
+ " 0 | \n",
+ " 59.948 | \n",
+ " 19 | \n",
+ " 1497.0 | \n",
+ " 1280 | \n",
+ " 11 | \n",
+ " 85.37 | \n",
+ " 168 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
- " 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 2 | \n",
- " 586050000 | \n",
+ " 94500000 | \n",
" 0 | \n",
- " 156.7997 | \n",
- " 13 | \n",
- " 857.0 | \n",
- " 390 | \n",
- " 4 | \n",
- " 198.7 | \n",
- " 154 | \n",
+ " 59.92 | \n",
+ " 14 | \n",
+ " 559.0 | \n",
+ " 848 | \n",
+ " 3 | \n",
+ " 80.44 | \n",
+ " 598 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -8693,15 +8695,15 @@
"
\n",
" \n",
" | 3 | \n",
- " 389370000 | \n",
- " 1 | \n",
- " 84.93 | \n",
- " 9 | \n",
- " 492.0 | \n",
- " 455 | \n",
- " 6 | \n",
- " 109.81 | \n",
- " 78 | \n",
+ " 308000000 | \n",
+ " 0 | \n",
+ " 84.99 | \n",
+ " 16 | \n",
+ " 1573.0 | \n",
+ " 1733 | \n",
+ " 13 | \n",
+ " 102.69 | \n",
+ " 628 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -8715,15 +8717,15 @@
"
\n",
" \n",
" | 4 | \n",
- " 1130000000 | \n",
+ " 538000000 | \n",
" 1 | \n",
- " 76.5 | \n",
- " 6 | \n",
- " 3930.0 | \n",
- " 3930 | \n",
- " 30 | \n",
- " 112.39 | \n",
- " 1170 | \n",
+ " 59.88 | \n",
+ " 16 | \n",
+ " 2173.0 | \n",
+ " 2036 | \n",
+ " 19 | \n",
+ " 85.12 | \n",
+ " 895 | \n",
" 3.0 | \n",
" 1.0 | \n",
" 1 | \n",
@@ -8737,59 +8739,37 @@
"
\n",
" \n",
" | 5 | \n",
- " 128000000 | \n",
- " 0 | \n",
- " 84.92 | \n",
- " 10 | \n",
- " 225.0 | \n",
- " 343 | \n",
+ " 1265000000 | \n",
" 1 | \n",
- " 125.62 | \n",
- " 164 | \n",
- " 3.0 | \n",
+ " 115.47 | \n",
+ " 3 | \n",
+ " 1444.0 | \n",
+ " 1848 | \n",
+ " 36 | \n",
+ " 143.81 | \n",
+ " 102 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- "
\n",
- " \n",
- " | 6 | \n",
- " 350000000 | \n",
- " 1 | \n",
- " 59.54 | \n",
- " 26 | \n",
- " 2990.0 | \n",
- " 2182 | \n",
- " 22 | \n",
- " 76.62 | \n",
- " 176 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
- " 1 | \n",
"
\n",
" \n",
- " | 7 | \n",
- " 305000000 | \n",
- " 1 | \n",
- " 84.96 | \n",
- " 9 | \n",
- " 169.0 | \n",
- " 165 | \n",
- " 1 | \n",
- " 111.28 | \n",
- " 60 | \n",
+ " 6 | \n",
+ " 206000000 | \n",
+ " 0 | \n",
+ " 84.98 | \n",
+ " 2 | \n",
+ " 243.0 | \n",
+ " 170 | \n",
+ " 2 | \n",
+ " 107.32 | \n",
+ " 54 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -8802,38 +8782,38 @@
" 1 | \n",
"
\n",
" \n",
- " | 8 | \n",
- " 315000000 | \n",
+ " 7 | \n",
+ " 1120000000 | \n",
" 1 | \n",
- " 60.053999999999995 | \n",
- " 4 | \n",
- " 635.0 | \n",
- " 620 | \n",
- " 22 | \n",
- " 81.54 | \n",
- " 256 | \n",
- " 3.0 | \n",
+ " 126.18 | \n",
+ " 7 | \n",
+ " 5540.0 | \n",
+ " 5539 | \n",
+ " 122 | \n",
+ " 161.98 | \n",
+ " 76 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 9 | \n",
- " 350000000 | \n",
+ " 8 | \n",
+ " 382000000 | \n",
" 1 | \n",
- " 84.99 | \n",
- " 6 | \n",
- " 209.0 | \n",
- " 194 | \n",
+ " 84.09 | \n",
" 2 | \n",
- " 108.79 | \n",
- " 108 | \n",
+ " 2366.0 | \n",
+ " 1971 | \n",
+ " 28 | \n",
+ " 105.32 | \n",
+ " 394 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -8847,38 +8827,38 @@
"
\n",
" \n",
" | 10 | \n",
- " 1400000000 | \n",
+ " 565000000 | \n",
" 1 | \n",
- " 177.255 | \n",
+ " 59.9 | \n",
" 18 | \n",
- " 1662.0 | \n",
- " 490 | \n",
- " 2 | \n",
- " 244.63 | \n",
- " 62 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
+ " 2776.0 | \n",
+ " 2298 | \n",
+ " 27 | \n",
+ " 82.54 | \n",
+ " 384 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
- " 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 11 | \n",
- " 480000000 | \n",
+ " 215600000 | \n",
+ " 0 | \n",
+ " 117.27 | \n",
" 1 | \n",
- " 84.51 | \n",
- " 2 | \n",
- " 465.0 | \n",
- " 387 | \n",
- " 5 | \n",
- " 116.84 | \n",
- " 34 | \n",
- " 3.0 | \n",
+ " 941.0 | \n",
+ " 652 | \n",
+ " 11 | \n",
+ " 155.05 | \n",
+ " 187 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 1 | \n",
" 0 | \n",
@@ -8891,38 +8871,38 @@
"
\n",
" \n",
" | 12 | \n",
- " 350000000 | \n",
+ " 214540000 | \n",
" 0 | \n",
- " 134.92 | \n",
- " 9 | \n",
- " 1849.0 | \n",
- " 1691 | \n",
- " 16 | \n",
- " 162.74 | \n",
- " 182 | \n",
+ " 117.27 | \n",
+ " 2 | \n",
+ " 1576.0 | \n",
+ " 1112 | \n",
+ " 17 | \n",
+ " 153.13 | \n",
+ " 214 | \n",
" 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
+ " 1 | \n",
" 0 | \n",
" 0 | \n",
- " 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 13 | \n",
- " 720000000 | \n",
+ " 163000000 | \n",
" 0 | \n",
- " 98.55 | \n",
- " 33 | \n",
- " 3728.0 | \n",
- " 1631 | \n",
- " 3 | \n",
- " 147.52 | \n",
- " 2 | \n",
- " 4.0 | \n",
+ " 84.99 | \n",
+ " 19 | \n",
+ " 3776.0 | \n",
+ " 3382 | \n",
+ " 35 | \n",
+ " 107.48 | \n",
+ " 850 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
@@ -8934,38 +8914,60 @@
" 1 | \n",
"
\n",
" \n",
+ " | 14 | \n",
+ " 150000000 | \n",
+ " 0 | \n",
+ " 59.84 | \n",
+ " 9 | \n",
+ " 514.0 | \n",
+ " 498 | \n",
+ " 5 | \n",
+ " 79.55 | \n",
+ " 160 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
" | 15 | \n",
- " 260000000 | \n",
+ " 1093000000 | \n",
" 1 | \n",
- " 60.06 | \n",
- " 6 | \n",
- " 1425.0 | \n",
- " 998 | \n",
- " 10 | \n",
- " 76.88 | \n",
- " 538 | \n",
+ " 125.58 | \n",
+ " 8 | \n",
+ " 237.0 | \n",
+ " 138 | \n",
+ " 2 | \n",
+ " 155.01 | \n",
+ " 70 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
" | 16 | \n",
- " 460000000 | \n",
+ " 297000000 | \n",
" 1 | \n",
- " 84.99 | \n",
- " 9 | \n",
+ " 59.99 | \n",
+ " 10 | \n",
" 2251.0 | \n",
" 2904 | \n",
" 21 | \n",
- " 110.76 | \n",
- " 816 | \n",
+ " 78.18 | \n",
+ " 753 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -8973,66 +8975,66 @@
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 1 | \n",
" 0 | \n",
" 0 | \n",
- " 1 | \n",
"
\n",
" \n",
" | 17 | \n",
- " 685000000 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 2 | \n",
- " 1027.0 | \n",
- " 847 | \n",
- " 10 | \n",
- " 85.02 | \n",
- " 76 | \n",
- " 3.0 | \n",
+ " 357500000 | \n",
+ " 0 | \n",
+ " 125.04 | \n",
+ " 9 | \n",
+ " 543.0 | \n",
+ " 431 | \n",
+ " 3 | \n",
+ " 156.57 | \n",
+ " 86 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
- " 1 | \n",
" 0 | \n",
+ " 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 18 | \n",
- " 175000000 | \n",
+ " 239400000 | \n",
" 0 | \n",
- " 57.0 | \n",
- " 2 | \n",
- " 1197.0 | \n",
- " 798 | \n",
- " 8 | \n",
- " 74.27 | \n",
- " 228 | \n",
+ " 84.99 | \n",
+ " 29 | \n",
+ " 1066.0 | \n",
+ " 690 | \n",
+ " 4 | \n",
+ " 107.13 | \n",
+ " 85 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
" 0 | \n",
" 1 | \n",
- " 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
" | 19 | \n",
- " 164000000 | \n",
+ " 392000000 | \n",
" 0 | \n",
- " 84.7504 | \n",
- " 7 | \n",
- " 712.0 | \n",
- " 705 | \n",
- " 7 | \n",
- " 107.51 | \n",
- " 409 | \n",
- " 3.0 | \n",
+ " 104.95 | \n",
+ " 20 | \n",
+ " 775.0 | \n",
+ " 490 | \n",
+ " 8 | \n",
+ " 143.48 | \n",
+ " 190 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
@@ -9044,40 +9046,40 @@
" 1 | \n",
"
\n",
" \n",
- " | 20 | \n",
- " 580000000 | \n",
- " 1 | \n",
- " 84.3 | \n",
- " 7 | \n",
- " 156.0 | \n",
- " 144 | \n",
- " 2 | \n",
- " 106.34 | \n",
- " 120 | \n",
+ " 21 | \n",
+ " 184000000 | \n",
+ " 0 | \n",
+ " 84.962 | \n",
+ " 23 | \n",
+ " 1599.0 | \n",
+ " 1270 | \n",
+ " 13 | \n",
+ " 106.95 | \n",
+ " 300 | \n",
" 3.0 | \n",
" 2.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
- " 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 21 | \n",
- " 1247000000 | \n",
+ " 22 | \n",
+ " 395000000 | \n",
" 1 | \n",
- " 58.08 | \n",
- " 3 | \n",
- " 2500.0 | \n",
- " 5040 | \n",
- " 124 | \n",
- " 59.5 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
+ " 114.99 | \n",
+ " 10 | \n",
+ " 1525.0 | \n",
+ " 1281 | \n",
+ " 11 | \n",
+ " 143.66 | \n",
+ " 296 | \n",
+ " 4.0 | \n",
+ " 2.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -9088,105 +9090,105 @@
" 1 | \n",
"
\n",
" \n",
- " | 22 | \n",
- " 200000000 | \n",
+ " 23 | \n",
+ " 151000000 | \n",
" 0 | \n",
- " 84.962 | \n",
- " 13 | \n",
- " 1093.0 | \n",
- " 1002 | \n",
- " 12 | \n",
- " 106.79 | \n",
- " 224 | \n",
+ " 108.2848 | \n",
+ " 9 | \n",
+ " 87.0 | \n",
+ " 114 | \n",
+ " 1 | \n",
+ " 139.1 | \n",
+ " 9 | \n",
" 3.0 | \n",
" 2.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
- " 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 23 | \n",
- " 950000000 | \n",
+ " 24 | \n",
+ " 460000000 | \n",
" 1 | \n",
- " 59.88 | \n",
- " 22 | \n",
- " 2173.0 | \n",
- " 2036 | \n",
+ " 102.634 | \n",
+ " 3 | \n",
+ " 330.0 | \n",
+ " 256 | \n",
+ " 4 | \n",
+ " 127.18 | \n",
" 19 | \n",
- " 85.12 | \n",
- " 895 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 1 | \n",
- " 0 | \n",
+ " 4.0 | \n",
+ " 2.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
" | 25 | \n",
- " 590000000 | \n",
+ " 224000000 | \n",
" 1 | \n",
- " 83.475 | \n",
- " 9 | \n",
- " 1920.0 | \n",
- " 960 | \n",
- " 13 | \n",
- " 100.04 | \n",
- " 270 | \n",
+ " 84.42 | \n",
+ " 2 | \n",
+ " 133.0 | \n",
+ " 167 | \n",
+ " 2 | \n",
+ " 107.93 | \n",
+ " 167 | \n",
" 3.0 | \n",
" 1.0 | \n",
" 0 | \n",
" 1 | \n",
- " 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
+ " 1 | \n",
" 0 | \n",
" 0 | \n",
- " 1 | \n",
"
\n",
" \n",
" | 26 | \n",
- " 449000000 | \n",
+ " 430000000 | \n",
" 1 | \n",
- " 84.98 | \n",
- " 4 | \n",
- " 321.0 | \n",
- " 293 | \n",
+ " 59.26 | \n",
" 5 | \n",
- " 109.66 | \n",
- " 15 | \n",
+ " 893.0 | \n",
+ " 2433 | \n",
+ " 14 | \n",
+ " 83.26 | \n",
+ " 447 | \n",
" 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
+ " 1.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
- " 0 | \n",
" 1 | \n",
+ " 0 | \n",
+ " 0 | \n",
"
\n",
" \n",
" | 27 | \n",
- " 325330000 | \n",
- " 0 | \n",
- " 115.28 | \n",
- " 26 | \n",
- " 507.0 | \n",
- " 270 | \n",
- " 2 | \n",
- " 155.92 | \n",
- " 112 | \n",
- " 3.0 | \n",
+ " 394000000 | \n",
+ " 1 | \n",
+ " 101.95 | \n",
+ " 3 | \n",
+ " 2251.0 | \n",
+ " 2904 | \n",
+ " 21 | \n",
+ " 132.88 | \n",
+ " 278 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
@@ -9199,15 +9201,15 @@
"
\n",
" \n",
" | 28 | \n",
- " 495000000 | \n",
- " 1 | \n",
- " 59.817 | \n",
- " 6 | \n",
- " 677.0 | \n",
- " 603 | \n",
- " 11 | \n",
- " 85.43 | \n",
- " 213 | \n",
+ " 275000000 | \n",
+ " 0 | \n",
+ " 72.2358 | \n",
+ " 8 | \n",
+ " 3400.0 | \n",
+ " 3160 | \n",
+ " 30 | \n",
+ " 95.84 | \n",
+ " 49 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -9221,37 +9223,37 @@
"
\n",
" \n",
" | 29 | \n",
- " 250000000 | \n",
- " 0 | \n",
- " 167.66 | \n",
- " 8 | \n",
- " 994.0 | \n",
- " 868 | \n",
- " 10 | \n",
- " 201.31 | \n",
- " 48 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
+ " 430000000 | \n",
+ " 1 | \n",
+ " 71.17 | \n",
+ " 1 | \n",
+ " 381.0 | \n",
+ " 708 | \n",
+ " 6 | \n",
+ " 88.59 | \n",
+ " 78 | \n",
+ " 3.0 | \n",
+ " 1.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 30 | \n",
- " 117000000 | \n",
- " 0 | \n",
- " 84.99 | \n",
- " 22 | \n",
- " 3776.0 | \n",
- " 3382 | \n",
- " 35 | \n",
- " 104.76 | \n",
- " 500 | \n",
+ " 210000000 | \n",
+ " 1 | \n",
+ " 84.78 | \n",
+ " 1 | \n",
+ " 659.0 | \n",
+ " 746 | \n",
+ " 5 | \n",
+ " 108.08 | \n",
+ " 283 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -9265,24 +9267,24 @@
"
\n",
" \n",
" | 31 | \n",
- " 150000000 | \n",
+ " 190000000 | \n",
" 1 | \n",
- " 59.4 | \n",
- " 17 | \n",
- " 709.0 | \n",
- " 783 | \n",
- " 6 | \n",
- " 85.82 | \n",
- " 313 | \n",
- " 3.0 | \n",
+ " 39.6 | \n",
+ " 10 | \n",
+ " 486.0 | \n",
+ " 1624 | \n",
+ " 10 | \n",
+ " 56.91 | \n",
+ " 626 | \n",
+ " 2.0 | \n",
" 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
+ " 1 | \n",
+ " 0 | \n",
" 0 | \n",
"
\n",
" \n",
@@ -9308,16 +9310,16 @@
" | ... | \n",
"
\n",
" \n",
- " | 4773 | \n",
- " 369000000 | \n",
+ " 7976 | \n",
+ " 210000000 | \n",
+ " 0 | \n",
+ " 102.52 | \n",
" 1 | \n",
- " 59.993 | \n",
- " 6 | \n",
- " 1153.0 | \n",
- " 850 | \n",
- " 21 | \n",
- " 80.97 | \n",
- " 114 | \n",
+ " 4515.0 | \n",
+ " 2637 | \n",
+ " 30 | \n",
+ " 131.85 | \n",
+ " 398 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -9330,60 +9332,60 @@
" 1 | \n",
"
\n",
" \n",
- " | 4774 | \n",
- " 140000000 | \n",
- " 0 | \n",
- " 52.7659 | \n",
- " 15 | \n",
- " 1331.0 | \n",
- " 1395 | \n",
- " 9 | \n",
- " 78.49 | \n",
- " 96 | \n",
- " 1.0 | \n",
+ " 7978 | \n",
+ " 302000000 | \n",
+ " 1 | \n",
+ " 59.76 | \n",
+ " 13 | \n",
+ " 2300.0 | \n",
+ " 1981 | \n",
+ " 18 | \n",
+ " 81.14 | \n",
+ " 386 | \n",
+ " 3.0 | \n",
" 1.0 | \n",
- " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
- " | 4775 | \n",
- " 558000000 | \n",
+ " 7979 | \n",
+ " 127000000 | \n",
+ " 0 | \n",
+ " 84.86 | \n",
+ " 3 | \n",
+ " 270.0 | \n",
+ " 210 | \n",
+ " 1 | \n",
+ " 95.59 | \n",
" 1 | \n",
- " 84.93 | \n",
- " 26 | \n",
- " 4890.0 | \n",
- " 3293 | \n",
- " 51 | \n",
- " 109.64 | \n",
- " 133 | \n",
" 3.0 | \n",
" 2.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
- " 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4776 | \n",
- " 285000000 | \n",
- " 1 | \n",
- " 59.993 | \n",
- " 2 | \n",
- " 1153.0 | \n",
- " 850 | \n",
- " 21 | \n",
- " 80.97 | \n",
- " 114 | \n",
+ " 7980 | \n",
+ " 316000000 | \n",
+ " 0 | \n",
+ " 84.6389 | \n",
+ " 4 | \n",
+ " 4599.0 | \n",
+ " 2752 | \n",
+ " 14 | \n",
+ " 113.65 | \n",
+ " 772 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -9396,17 +9398,17 @@
" 1 | \n",
"
\n",
" \n",
- " | 4777 | \n",
- " 240000000 | \n",
+ " 7981 | \n",
+ " 170880000 | \n",
" 0 | \n",
- " 127.845 | \n",
- " 6 | \n",
- " 379.0 | \n",
- " 231 | \n",
- " 2 | \n",
- " 159.2 | \n",
- " 48 | \n",
- " 4.0 | \n",
+ " 84.9387 | \n",
+ " 4 | \n",
+ " 222.0 | \n",
+ " 215 | \n",
+ " 3 | \n",
+ " 108.64 | \n",
+ " 87 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
@@ -9418,15 +9420,15 @@
" 1 | \n",
"
\n",
" \n",
- " | 4778 | \n",
- " 317000000 | \n",
+ " 7982 | \n",
+ " 115000000 | \n",
" 0 | \n",
- " 84.7841 | \n",
- " 29 | \n",
- " 2446.0 | \n",
- " 1149 | \n",
- " 9 | \n",
- " 128.83 | \n",
+ " 59.38 | \n",
+ " 2 | \n",
+ " 85.0 | \n",
+ " 365 | \n",
+ " 4 | \n",
+ " 77.68 | \n",
" 87 | \n",
" 3.0 | \n",
" 2.0 | \n",
@@ -9440,60 +9442,60 @@
" 1 | \n",
"
\n",
" \n",
- " | 4779 | \n",
- " 365000000 | \n",
+ " 7983 | \n",
+ " 240000000 | \n",
" 1 | \n",
- " 84.84 | \n",
- " 8 | \n",
- " 2513.0 | \n",
- " 1224 | \n",
- " 13 | \n",
- " 110.48 | \n",
- " 160 | \n",
+ " 37.46 | \n",
+ " 5 | \n",
+ " 1120.0 | \n",
+ " 2213 | \n",
+ " 26 | \n",
+ " 58.24 | \n",
+ " 70 | \n",
" 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
+ " 1.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4780 | \n",
- " 208500000 | \n",
+ " 7984 | \n",
+ " 660000000 | \n",
" 1 | \n",
- " 45.77 | \n",
- " 9 | \n",
- " 802.0 | \n",
- " 860 | \n",
- " 8 | \n",
- " 65.69 | \n",
- " 42 | \n",
+ " 84.98 | \n",
+ " 4 | \n",
+ " 1155.0 | \n",
+ " 863 | \n",
+ " 14 | \n",
+ " 108.76 | \n",
+ " 180 | \n",
+ " 3.0 | \n",
" 2.0 | \n",
- " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
- " | 4781 | \n",
- " 500000000 | \n",
- " 1 | \n",
- " 59.9 | \n",
+ " 7985 | \n",
+ " 413000000 | \n",
+ " 0 | \n",
+ " 84.73200000000001 | \n",
+ " 14 | \n",
+ " 625.0 | \n",
+ " 530 | \n",
" 4 | \n",
- " 382.0 | \n",
- " 303 | \n",
- " 9 | \n",
- " 78.51 | \n",
- " 7 | \n",
+ " 109.15 | \n",
+ " 106 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -9506,16 +9508,16 @@
" 1 | \n",
"
\n",
" \n",
- " | 4782 | \n",
- " 242000000 | \n",
+ " 7986 | \n",
+ " 298000000 | \n",
" 1 | \n",
- " 59.88 | \n",
+ " 84.98 | \n",
+ " 22 | \n",
+ " 1525.0 | \n",
+ " 1281 | \n",
" 11 | \n",
- " 194.0 | \n",
- " 202 | \n",
- " 2 | \n",
- " 77.35 | \n",
- " 54 | \n",
+ " 109.36 | \n",
+ " 441 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -9528,40 +9530,40 @@
" 1 | \n",
"
\n",
" \n",
- " | 4783 | \n",
- " 270000000 | \n",
- " 1 | \n",
- " 59.52 | \n",
- " 12 | \n",
- " 344.0 | \n",
- " 424 | \n",
+ " 7987 | \n",
+ " 227500000 | \n",
+ " 0 | \n",
+ " 84.986 | \n",
+ " 10 | \n",
+ " 166.0 | \n",
+ " 163 | \n",
" 3 | \n",
- " 76.44 | \n",
- " 209 | \n",
+ " 113.91 | \n",
+ " 14 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
- " | 4784 | \n",
- " 390000000 | \n",
- " 1 | \n",
- " 84.92 | \n",
- " 22 | \n",
- " 397.0 | \n",
- " 355 | \n",
- " 7 | \n",
- " 112.66 | \n",
- " 314 | \n",
- " 3.0 | \n",
+ " 7988 | \n",
+ " 227500000 | \n",
+ " 0 | \n",
+ " 59.997 | \n",
+ " 25 | \n",
+ " 2716.0 | \n",
+ " 2302 | \n",
+ " 24 | \n",
+ " 80.72 | \n",
+ " 200 | \n",
" 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -9572,38 +9574,38 @@
" 1 | \n",
"
\n",
" \n",
- " | 4785 | \n",
- " 1030000000 | \n",
+ " 7989 | \n",
+ " 370000000 | \n",
" 1 | \n",
- " 58.08 | \n",
- " 5 | \n",
- " 2500.0 | \n",
- " 5040 | \n",
- " 124 | \n",
- " 59.5 | \n",
- " 65 | \n",
- " 3.0 | \n",
+ " 59.145 | \n",
+ " 11 | \n",
+ " 338.0 | \n",
+ " 457 | \n",
+ " 1 | \n",
+ " 77.96 | \n",
+ " 39 | \n",
+ " 1.0 | \n",
" 1.0 | \n",
- " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
- " 0 | \n",
" 1 | \n",
+ " 0 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4786 | \n",
- " 415000000 | \n",
+ " 7990 | \n",
+ " 678000000 | \n",
" 1 | \n",
- " 68.28 | \n",
- " 10 | \n",
- " 285.0 | \n",
- " 284 | \n",
- " 3 | \n",
- " 93.51 | \n",
- " 72 | \n",
+ " 84.85 | \n",
+ " 12 | \n",
+ " 126.0 | \n",
+ " 111 | \n",
+ " 1 | \n",
+ " 104.7 | \n",
+ " 111 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -9616,38 +9618,38 @@
" 1 | \n",
"
\n",
" \n",
- " | 4787 | \n",
- " 625000000 | \n",
+ " 7991 | \n",
+ " 245000000 | \n",
" 1 | \n",
- " 84.94 | \n",
- " 16 | \n",
- " 364.0 | \n",
- " 333 | \n",
- " 9 | \n",
- " 109.81 | \n",
- " 71 | \n",
+ " 59.91 | \n",
+ " 12 | \n",
+ " 488.0 | \n",
+ " 429 | \n",
+ " 3 | \n",
+ " 83.31 | \n",
+ " 184 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 1 | \n",
" 0 | \n",
" 0 | \n",
- " 1 | \n",
"
\n",
" \n",
- " | 4788 | \n",
- " 800000000 | \n",
+ " 7992 | \n",
+ " 590000000 | \n",
" 1 | \n",
- " 84.87 | \n",
- " 13 | \n",
- " 221.0 | \n",
- " 293 | \n",
- " 2 | \n",
- " 108.05 | \n",
- " 22 | \n",
+ " 84.708 | \n",
+ " 8 | \n",
+ " 178.0 | \n",
+ " 157 | \n",
+ " 3 | \n",
+ " 105.22 | \n",
+ " 115 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -9660,18 +9662,18 @@
" 1 | \n",
"
\n",
" \n",
- " | 4790 | \n",
- " 373000000 | \n",
+ " 7993 | \n",
+ " 308000000 | \n",
" 1 | \n",
- " 59.96 | \n",
- " 2 | \n",
- " 1267.0 | \n",
- " 999 | \n",
- " 18 | \n",
- " 82.61 | \n",
- " 156 | \n",
+ " 84.84 | \n",
+ " 12 | \n",
+ " 1200.0 | \n",
+ " 1234 | \n",
+ " 15 | \n",
+ " 95.15 | \n",
+ " 240 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -9682,84 +9684,84 @@
" 1 | \n",
"
\n",
" \n",
- " | 4791 | \n",
- " 228000000 | \n",
- " 0 | \n",
- " 84.8404 | \n",
- " 13 | \n",
- " 775.0 | \n",
- " 846 | \n",
- " 8 | \n",
- " 103.41 | \n",
- " 163 | \n",
+ " 7994 | \n",
+ " 630000000 | \n",
+ " 1 | \n",
+ " 84.79 | \n",
+ " 7 | \n",
+ " 658.0 | \n",
+ " 551 | \n",
+ " 10 | \n",
+ " 108.52 | \n",
+ " 173 | \n",
" 3.0 | \n",
" 2.0 | \n",
- " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4792 | \n",
- " 340000000 | \n",
+ " 7995 | \n",
+ " 400000000 | \n",
" 1 | \n",
- " 59.95 | \n",
- " 10 | \n",
- " 1459.0 | \n",
- " 1371 | \n",
- " 13 | \n",
- " 88.78 | \n",
- " 557 | \n",
+ " 84.98 | \n",
+ " 11 | \n",
+ " 195.0 | \n",
+ " 177 | \n",
+ " 3 | \n",
+ " 108.16 | \n",
+ " 41 | \n",
" 3.0 | \n",
- " 1.0 | \n",
+ " 2.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
- " | 4793 | \n",
- " 288000000 | \n",
+ " 7996 | \n",
+ " 570000000 | \n",
" 1 | \n",
- " 59.94 | \n",
- " 16 | \n",
- " 461.0 | \n",
- " 453 | \n",
- " 6 | \n",
- " 81.97 | \n",
- " 177 | \n",
- " 3.0 | \n",
+ " 27.68 | \n",
+ " 31 | \n",
+ " 7876.0 | \n",
+ " 5563 | \n",
+ " 65 | \n",
+ " 42.28 | \n",
+ " 500 | \n",
+ " 1.0 | \n",
" 1.0 | \n",
- " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
- " 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
- " | 4794 | \n",
- " 407000000 | \n",
+ " 7997 | \n",
+ " 600000000 | \n",
" 1 | \n",
- " 84.97 | \n",
- " 5 | \n",
- " 2772.0 | \n",
- " 3322 | \n",
- " 32 | \n",
- " 113.67 | \n",
- " 876 | \n",
+ " 59.97 | \n",
+ " 8 | \n",
+ " 329.0 | \n",
+ " 348 | \n",
+ " 4 | \n",
+ " 80.55 | \n",
+ " 128 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
@@ -9770,82 +9772,82 @@
" 1 | \n",
"
\n",
" \n",
- " | 4795 | \n",
- " 99730000 | \n",
- " 0 | \n",
- " 84.975 | \n",
- " 3 | \n",
- " 422.0 | \n",
- " 424 | \n",
- " 4 | \n",
- " 106.74 | \n",
- " 186 | \n",
+ " 7998 | \n",
+ " 190000000 | \n",
+ " 1 | \n",
+ " 49.77 | \n",
+ " 9 | \n",
+ " 2450.0 | \n",
+ " 2462 | \n",
+ " 16 | \n",
+ " 72.73 | \n",
+ " 1268 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
+ " 1 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
- " 1 | \n",
"
\n",
" \n",
- " | 4796 | \n",
- " 550000000 | \n",
+ " 7999 | \n",
+ " 315000000 | \n",
" 1 | \n",
- " 84.91 | \n",
- " 3 | \n",
- " 1391.0 | \n",
- " 1606 | \n",
- " 15 | \n",
- " 104.75 | \n",
- " 958 | \n",
+ " 59.76 | \n",
+ " 14 | \n",
+ " 1544.0 | \n",
+ " 1544 | \n",
+ " 9 | \n",
+ " 83.46 | \n",
+ " 558 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 1 | \n",
" 0 | \n",
" 0 | \n",
- " 1 | \n",
"
\n",
" \n",
- " | 4797 | \n",
- " 550000000 | \n",
+ " 8000 | \n",
+ " 219500000 | \n",
" 1 | \n",
- " 84.43 | \n",
- " 13 | \n",
- " 1163.0 | \n",
- " 967 | \n",
- " 11 | \n",
- " 108.63 | \n",
- " 154 | \n",
- " 3.0 | \n",
+ " 47.3 | \n",
+ " 1 | \n",
+ " 390.0 | \n",
+ " 390 | \n",
+ " 2 | \n",
+ " 67.28 | \n",
+ " 90 | \n",
" 2.0 | \n",
+ " 1.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 1 | \n",
" 0 | \n",
" 0 | \n",
- " 1 | \n",
"
\n",
" \n",
- " | 4798 | \n",
- " 215000000 | \n",
- " 0 | \n",
- " 84.6588 | \n",
- " 11 | \n",
- " 918.0 | \n",
- " 712 | \n",
+ " 8001 | \n",
+ " 360000000 | \n",
+ " 1 | \n",
+ " 84.95100000000001 | \n",
+ " 7 | \n",
+ " 1077.0 | \n",
+ " 976 | \n",
" 15 | \n",
- " 111.48 | \n",
- " 46 | \n",
+ " 106.77 | \n",
+ " 445 | \n",
" 3.0 | \n",
" 2.0 | \n",
" 0 | \n",
@@ -9853,24 +9855,23 @@
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 1 | \n",
" 0 | \n",
" 0 | \n",
- " 1 | \n",
"
\n",
" \n",
- " | 4799 | \n",
- " 339000000 | \n",
+ " 8002 | \n",
+ " 205000000 | \n",
" 1 | \n",
- " 84.97 | \n",
- " 20 | \n",
- " 3940.0 | \n",
- " 3003 | \n",
- " 25 | \n",
- " 109.57 | \n",
- " 280 | \n",
+ " 49.54 | \n",
+ " 9 | \n",
+ " 893.0 | \n",
+ " 2433 | \n",
+ " 14 | \n",
+ " 71.07 | \n",
+ " 743 | \n",
" 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
+ " 1.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
@@ -9878,41 +9879,42 @@
" 0 | \n",
" 1 | \n",
" 0 | \n",
+ " 0 | \n",
"
\n",
" \n",
- " | 4800 | \n",
- " 700000000 | \n",
+ " 8003 | \n",
+ " 188000000 | \n",
" 1 | \n",
- " 59.55 | \n",
- " 8 | \n",
- " 205.0 | \n",
- " 340 | \n",
- " 2 | \n",
- " 91.48 | \n",
- " 340 | \n",
+ " 59.96 | \n",
+ " 7 | \n",
+ " 715.0 | \n",
+ " 956 | \n",
+ " 6 | \n",
+ " 82.4 | \n",
+ " 956 | \n",
" 3.0 | \n",
" 1.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
+ " 1 | \n",
" 0 | \n",
" 0 | \n",
- " 0 | \n",
- " 1 | \n",
"
\n",
" \n",
- " | 4801 | \n",
- " 445000000 | \n",
- " 1 | \n",
- " 110.56 | \n",
- " 5 | \n",
- " 290.0 | \n",
- " 216 | \n",
- " 7 | \n",
- " 134.04 | \n",
- " 108 | \n",
- " 3.0 | \n",
+ " 8004 | \n",
+ " 292000000 | \n",
+ " 0 | \n",
+ " 109.7847 | \n",
+ " 13 | \n",
+ " 354.0 | \n",
+ " 338 | \n",
+ " 4 | \n",
+ " 134.8 | \n",
+ " 56 | \n",
+ " 4.0 | \n",
" 2.0 | \n",
" 0 | \n",
" 1 | \n",
@@ -9924,500 +9926,500 @@
" 1 | \n",
"
\n",
" \n",
- " | 4802 | \n",
- " 270000000 | \n",
- " 1 | \n",
- " 84.87 | \n",
- " 9 | \n",
- " 1252.0 | \n",
- " 1668 | \n",
- " 18 | \n",
- " 105.79 | \n",
- " 56 | \n",
+ " 8005 | \n",
+ " 248000000 | \n",
+ " 0 | \n",
+ " 59.955 | \n",
+ " 20 | \n",
+ " 617.0 | \n",
+ " 600 | \n",
+ " 6 | \n",
+ " 80.38 | \n",
+ " 200 | \n",
" 3.0 | \n",
- " 2.0 | \n",
+ " 1.0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
- " 0 | \n",
" 1 | \n",
"
\n",
" \n",
- " | 4803 | \n",
- " 93000000 | \n",
+ " 8006 | \n",
+ " 490000000 | \n",
" 1 | \n",
- " 39.6 | \n",
- " 3 | \n",
- " 486.0 | \n",
- " 1624 | \n",
- " 10 | \n",
- " 56.91 | \n",
- " 626 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
+ " 84.87 | \n",
" 1 | \n",
- " 0 | \n",
+ " 3384.0 | \n",
+ " 3404 | \n",
+ " 35 | \n",
+ " 104.58 | \n",
+ " 1034 | \n",
+ " 3.0 | \n",
+ " 2.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
+ " 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
+ " 1 | \n",
"
\n",
" \n",
"\n",
- "4465 rows × 19 columns
\n",
+ "7420 rows × 19 columns
\n",
""
],
"text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "0 570000000 1 84.91 15 \n",
- "1 1050000000 1 84.99 17 \n",
- "2 586050000 0 156.7997 13 \n",
- "3 389370000 1 84.93 9 \n",
- "4 1130000000 1 76.5 6 \n",
- "5 128000000 0 84.92 10 \n",
- "6 350000000 1 59.54 26 \n",
- "7 305000000 1 84.96 9 \n",
- "8 315000000 1 60.053999999999995 4 \n",
- "9 350000000 1 84.99 6 \n",
- "10 1400000000 1 177.255 18 \n",
- "11 480000000 1 84.51 2 \n",
- "12 350000000 0 134.92 9 \n",
- "13 720000000 0 98.55 33 \n",
- "15 260000000 1 60.06 6 \n",
- "16 460000000 1 84.99 9 \n",
- "17 685000000 1 59.99 2 \n",
- "18 175000000 0 57.0 2 \n",
- "19 164000000 0 84.7504 7 \n",
- "20 580000000 1 84.3 7 \n",
- "21 1247000000 1 58.08 3 \n",
- "22 200000000 0 84.962 13 \n",
- "23 950000000 1 59.88 22 \n",
- "25 590000000 1 83.475 9 \n",
- "26 449000000 1 84.98 4 \n",
- "27 325330000 0 115.28 26 \n",
- "28 495000000 1 59.817 6 \n",
- "29 250000000 0 167.66 8 \n",
- "30 117000000 0 84.99 22 \n",
- "31 150000000 1 59.4 17 \n",
- "... ... ... ... ... \n",
- "4773 369000000 1 59.993 6 \n",
- "4774 140000000 0 52.7659 15 \n",
- "4775 558000000 1 84.93 26 \n",
- "4776 285000000 1 59.993 2 \n",
- "4777 240000000 0 127.845 6 \n",
- "4778 317000000 0 84.7841 29 \n",
- "4779 365000000 1 84.84 8 \n",
- "4780 208500000 1 45.77 9 \n",
- "4781 500000000 1 59.9 4 \n",
- "4782 242000000 1 59.88 11 \n",
- "4783 270000000 1 59.52 12 \n",
- "4784 390000000 1 84.92 22 \n",
- "4785 1030000000 1 58.08 5 \n",
- "4786 415000000 1 68.28 10 \n",
- "4787 625000000 1 84.94 16 \n",
- "4788 800000000 1 84.87 13 \n",
- "4790 373000000 1 59.96 2 \n",
- "4791 228000000 0 84.8404 13 \n",
- "4792 340000000 1 59.95 10 \n",
- "4793 288000000 1 59.94 16 \n",
- "4794 407000000 1 84.97 5 \n",
- "4795 99730000 0 84.975 3 \n",
- "4796 550000000 1 84.91 3 \n",
- "4797 550000000 1 84.43 13 \n",
- "4798 215000000 0 84.6588 11 \n",
- "4799 339000000 1 84.97 20 \n",
- "4800 700000000 1 59.55 8 \n",
- "4801 445000000 1 110.56 5 \n",
- "4802 270000000 1 84.87 9 \n",
- "4803 93000000 1 39.6 3 \n",
+ " transaction_real_price city exclusive_use_area floor \\\n",
+ "0 135000000 0 82.32 4 \n",
+ "1 145000000 0 59.948 19 \n",
+ "2 94500000 0 59.92 14 \n",
+ "3 308000000 0 84.99 16 \n",
+ "4 538000000 1 59.88 16 \n",
+ "5 1265000000 1 115.47 3 \n",
+ "6 206000000 0 84.98 2 \n",
+ "7 1120000000 1 126.18 7 \n",
+ "8 382000000 1 84.09 2 \n",
+ "10 565000000 1 59.9 18 \n",
+ "11 215600000 0 117.27 1 \n",
+ "12 214540000 0 117.27 2 \n",
+ "13 163000000 0 84.99 19 \n",
+ "14 150000000 0 59.84 9 \n",
+ "15 1093000000 1 125.58 8 \n",
+ "16 297000000 1 59.99 10 \n",
+ "17 357500000 0 125.04 9 \n",
+ "18 239400000 0 84.99 29 \n",
+ "19 392000000 0 104.95 20 \n",
+ "21 184000000 0 84.962 23 \n",
+ "22 395000000 1 114.99 10 \n",
+ "23 151000000 0 108.2848 9 \n",
+ "24 460000000 1 102.634 3 \n",
+ "25 224000000 1 84.42 2 \n",
+ "26 430000000 1 59.26 5 \n",
+ "27 394000000 1 101.95 3 \n",
+ "28 275000000 0 72.2358 8 \n",
+ "29 430000000 1 71.17 1 \n",
+ "30 210000000 1 84.78 1 \n",
+ "31 190000000 1 39.6 10 \n",
+ "... ... ... ... ... \n",
+ "7976 210000000 0 102.52 1 \n",
+ "7978 302000000 1 59.76 13 \n",
+ "7979 127000000 0 84.86 3 \n",
+ "7980 316000000 0 84.6389 4 \n",
+ "7981 170880000 0 84.9387 4 \n",
+ "7982 115000000 0 59.38 2 \n",
+ "7983 240000000 1 37.46 5 \n",
+ "7984 660000000 1 84.98 4 \n",
+ "7985 413000000 0 84.73200000000001 14 \n",
+ "7986 298000000 1 84.98 22 \n",
+ "7987 227500000 0 84.986 10 \n",
+ "7988 227500000 0 59.997 25 \n",
+ "7989 370000000 1 59.145 11 \n",
+ "7990 678000000 1 84.85 12 \n",
+ "7991 245000000 1 59.91 12 \n",
+ "7992 590000000 1 84.708 8 \n",
+ "7993 308000000 1 84.84 12 \n",
+ "7994 630000000 1 84.79 7 \n",
+ "7995 400000000 1 84.98 11 \n",
+ "7996 570000000 1 27.68 31 \n",
+ "7997 600000000 1 59.97 8 \n",
+ "7998 190000000 1 49.77 9 \n",
+ "7999 315000000 1 59.76 14 \n",
+ "8000 219500000 1 47.3 1 \n",
+ "8001 360000000 1 84.95100000000001 7 \n",
+ "8002 205000000 1 49.54 9 \n",
+ "8003 188000000 1 59.96 7 \n",
+ "8004 292000000 0 109.7847 13 \n",
+ "8005 248000000 0 59.955 20 \n",
+ "8006 490000000 1 84.87 1 \n",
"\n",
" total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "0 1391.0 1606 \n",
- "1 7876.0 5563 \n",
- "2 857.0 390 \n",
- "3 492.0 455 \n",
- "4 3930.0 3930 \n",
- "5 225.0 343 \n",
- "6 2990.0 2182 \n",
- "7 169.0 165 \n",
- "8 635.0 620 \n",
- "9 209.0 194 \n",
- "10 1662.0 490 \n",
- "11 465.0 387 \n",
- "12 1849.0 1691 \n",
- "13 3728.0 1631 \n",
- "15 1425.0 998 \n",
+ "0 224.0 200 \n",
+ "1 1497.0 1280 \n",
+ "2 559.0 848 \n",
+ "3 1573.0 1733 \n",
+ "4 2173.0 2036 \n",
+ "5 1444.0 1848 \n",
+ "6 243.0 170 \n",
+ "7 5540.0 5539 \n",
+ "8 2366.0 1971 \n",
+ "10 2776.0 2298 \n",
+ "11 941.0 652 \n",
+ "12 1576.0 1112 \n",
+ "13 3776.0 3382 \n",
+ "14 514.0 498 \n",
+ "15 237.0 138 \n",
"16 2251.0 2904 \n",
- "17 1027.0 847 \n",
- "18 1197.0 798 \n",
- "19 712.0 705 \n",
- "20 156.0 144 \n",
- "21 2500.0 5040 \n",
- "22 1093.0 1002 \n",
- "23 2173.0 2036 \n",
- "25 1920.0 960 \n",
- "26 321.0 293 \n",
- "27 507.0 270 \n",
- "28 677.0 603 \n",
- "29 994.0 868 \n",
- "30 3776.0 3382 \n",
- "31 709.0 783 \n",
+ "17 543.0 431 \n",
+ "18 1066.0 690 \n",
+ "19 775.0 490 \n",
+ "21 1599.0 1270 \n",
+ "22 1525.0 1281 \n",
+ "23 87.0 114 \n",
+ "24 330.0 256 \n",
+ "25 133.0 167 \n",
+ "26 893.0 2433 \n",
+ "27 2251.0 2904 \n",
+ "28 3400.0 3160 \n",
+ "29 381.0 708 \n",
+ "30 659.0 746 \n",
+ "31 486.0 1624 \n",
"... ... ... \n",
- "4773 1153.0 850 \n",
- "4774 1331.0 1395 \n",
- "4775 4890.0 3293 \n",
- "4776 1153.0 850 \n",
- "4777 379.0 231 \n",
- "4778 2446.0 1149 \n",
- "4779 2513.0 1224 \n",
- "4780 802.0 860 \n",
- "4781 382.0 303 \n",
- "4782 194.0 202 \n",
- "4783 344.0 424 \n",
- "4784 397.0 355 \n",
- "4785 2500.0 5040 \n",
- "4786 285.0 284 \n",
- "4787 364.0 333 \n",
- "4788 221.0 293 \n",
- "4790 1267.0 999 \n",
- "4791 775.0 846 \n",
- "4792 1459.0 1371 \n",
- "4793 461.0 453 \n",
- "4794 2772.0 3322 \n",
- "4795 422.0 424 \n",
- "4796 1391.0 1606 \n",
- "4797 1163.0 967 \n",
- "4798 918.0 712 \n",
- "4799 3940.0 3003 \n",
- "4800 205.0 340 \n",
- "4801 290.0 216 \n",
- "4802 1252.0 1668 \n",
- "4803 486.0 1624 \n",
+ "7976 4515.0 2637 \n",
+ "7978 2300.0 1981 \n",
+ "7979 270.0 210 \n",
+ "7980 4599.0 2752 \n",
+ "7981 222.0 215 \n",
+ "7982 85.0 365 \n",
+ "7983 1120.0 2213 \n",
+ "7984 1155.0 863 \n",
+ "7985 625.0 530 \n",
+ "7986 1525.0 1281 \n",
+ "7987 166.0 163 \n",
+ "7988 2716.0 2302 \n",
+ "7989 338.0 457 \n",
+ "7990 126.0 111 \n",
+ "7991 488.0 429 \n",
+ "7992 178.0 157 \n",
+ "7993 1200.0 1234 \n",
+ "7994 658.0 551 \n",
+ "7995 195.0 177 \n",
+ "7996 7876.0 5563 \n",
+ "7997 329.0 348 \n",
+ "7998 2450.0 2462 \n",
+ "7999 1544.0 1544 \n",
+ "8000 390.0 390 \n",
+ "8001 1077.0 976 \n",
+ "8002 893.0 2433 \n",
+ "8003 715.0 956 \n",
+ "8004 354.0 338 \n",
+ "8005 617.0 600 \n",
+ "8006 3384.0 3404 \n",
"\n",
" apartment_building_count_in_sites supply_area \\\n",
- "0 15 104.75 \n",
- "1 65 109.35 \n",
- "2 4 198.7 \n",
- "3 6 109.81 \n",
- "4 30 112.39 \n",
- "5 1 125.62 \n",
- "6 22 76.62 \n",
- "7 1 111.28 \n",
- "8 22 81.54 \n",
- "9 2 108.79 \n",
- "10 2 244.63 \n",
- "11 5 116.84 \n",
- "12 16 162.74 \n",
- "13 3 147.52 \n",
- "15 10 76.88 \n",
- "16 21 110.76 \n",
- "17 10 85.02 \n",
- "18 8 74.27 \n",
- "19 7 107.51 \n",
- "20 2 106.34 \n",
- "21 124 59.5 \n",
- "22 12 106.79 \n",
- "23 19 85.12 \n",
- "25 13 100.04 \n",
- "26 5 109.66 \n",
- "27 2 155.92 \n",
- "28 11 85.43 \n",
- "29 10 201.31 \n",
- "30 35 104.76 \n",
- "31 6 85.82 \n",
+ "0 8 88.51 \n",
+ "1 11 85.37 \n",
+ "2 3 80.44 \n",
+ "3 13 102.69 \n",
+ "4 19 85.12 \n",
+ "5 36 143.81 \n",
+ "6 2 107.32 \n",
+ "7 122 161.98 \n",
+ "8 28 105.32 \n",
+ "10 27 82.54 \n",
+ "11 11 155.05 \n",
+ "12 17 153.13 \n",
+ "13 35 107.48 \n",
+ "14 5 79.55 \n",
+ "15 2 155.01 \n",
+ "16 21 78.18 \n",
+ "17 3 156.57 \n",
+ "18 4 107.13 \n",
+ "19 8 143.48 \n",
+ "21 13 106.95 \n",
+ "22 11 143.66 \n",
+ "23 1 139.1 \n",
+ "24 4 127.18 \n",
+ "25 2 107.93 \n",
+ "26 14 83.26 \n",
+ "27 21 132.88 \n",
+ "28 30 95.84 \n",
+ "29 6 88.59 \n",
+ "30 5 108.08 \n",
+ "31 10 56.91 \n",
"... ... ... \n",
- "4773 21 80.97 \n",
- "4774 9 78.49 \n",
- "4775 51 109.64 \n",
- "4776 21 80.97 \n",
- "4777 2 159.2 \n",
- "4778 9 128.83 \n",
- "4779 13 110.48 \n",
- "4780 8 65.69 \n",
- "4781 9 78.51 \n",
- "4782 2 77.35 \n",
- "4783 3 76.44 \n",
- "4784 7 112.66 \n",
- "4785 124 59.5 \n",
- "4786 3 93.51 \n",
- "4787 9 109.81 \n",
- "4788 2 108.05 \n",
- "4790 18 82.61 \n",
- "4791 8 103.41 \n",
- "4792 13 88.78 \n",
- "4793 6 81.97 \n",
- "4794 32 113.67 \n",
- "4795 4 106.74 \n",
- "4796 15 104.75 \n",
- "4797 11 108.63 \n",
- "4798 15 111.48 \n",
- "4799 25 109.57 \n",
- "4800 2 91.48 \n",
- "4801 7 134.04 \n",
- "4802 18 105.79 \n",
- "4803 10 56.91 \n",
+ "7976 30 131.85 \n",
+ "7978 18 81.14 \n",
+ "7979 1 95.59 \n",
+ "7980 14 113.65 \n",
+ "7981 3 108.64 \n",
+ "7982 4 77.68 \n",
+ "7983 26 58.24 \n",
+ "7984 14 108.76 \n",
+ "7985 4 109.15 \n",
+ "7986 11 109.36 \n",
+ "7987 3 113.91 \n",
+ "7988 24 80.72 \n",
+ "7989 1 77.96 \n",
+ "7990 1 104.7 \n",
+ "7991 3 83.31 \n",
+ "7992 3 105.22 \n",
+ "7993 15 95.15 \n",
+ "7994 10 108.52 \n",
+ "7995 3 108.16 \n",
+ "7996 65 42.28 \n",
+ "7997 4 80.55 \n",
+ "7998 16 72.73 \n",
+ "7999 9 83.46 \n",
+ "8000 2 67.28 \n",
+ "8001 15 106.77 \n",
+ "8002 14 71.07 \n",
+ "8003 6 82.4 \n",
+ "8004 4 134.8 \n",
+ "8005 6 80.38 \n",
+ "8006 35 104.58 \n",
"\n",
" total_household_count_of_area_type room_count bathroom_count \\\n",
- "0 958 3.0 2.0 \n",
- "1 828 3.0 2.0 \n",
- "2 154 3.0 2.0 \n",
- "3 78 3.0 2.0 \n",
- "4 1170 3.0 1.0 \n",
- "5 164 3.0 2.0 \n",
- "6 176 3.0 1.0 \n",
- "7 60 3.0 2.0 \n",
- "8 256 3.0 2.0 \n",
- "9 108 3.0 2.0 \n",
- "10 62 4.0 2.0 \n",
- "11 34 3.0 2.0 \n",
- "12 182 4.0 2.0 \n",
- "13 2 4.0 2.0 \n",
- "15 538 2.0 1.0 \n",
- "16 816 3.0 2.0 \n",
- "17 76 3.0 2.0 \n",
- "18 228 2.0 1.0 \n",
- "19 409 3.0 2.0 \n",
- "20 120 3.0 2.0 \n",
- "21 65 3.0 1.0 \n",
- "22 224 3.0 2.0 \n",
- "23 895 3.0 1.0 \n",
- "25 270 3.0 1.0 \n",
- "26 15 3.0 2.0 \n",
- "27 112 3.0 2.0 \n",
- "28 213 3.0 2.0 \n",
- "29 48 4.0 2.0 \n",
- "30 500 3.0 2.0 \n",
- "31 313 3.0 1.0 \n",
+ "0 20 3.0 1.0 \n",
+ "1 168 3.0 1.0 \n",
+ "2 598 3.0 2.0 \n",
+ "3 628 3.0 2.0 \n",
+ "4 895 3.0 1.0 \n",
+ "5 102 4.0 2.0 \n",
+ "6 54 3.0 2.0 \n",
+ "7 76 4.0 2.0 \n",
+ "8 394 3.0 2.0 \n",
+ "10 384 3.0 1.0 \n",
+ "11 187 4.0 2.0 \n",
+ "12 214 4.0 2.0 \n",
+ "13 850 3.0 2.0 \n",
+ "14 160 3.0 1.0 \n",
+ "15 70 4.0 2.0 \n",
+ "16 753 3.0 2.0 \n",
+ "17 86 4.0 2.0 \n",
+ "18 85 3.0 2.0 \n",
+ "19 190 4.0 2.0 \n",
+ "21 300 3.0 2.0 \n",
+ "22 296 4.0 2.0 \n",
+ "23 9 3.0 2.0 \n",
+ "24 19 4.0 2.0 \n",
+ "25 167 3.0 1.0 \n",
+ "26 447 3.0 1.0 \n",
+ "27 278 4.0 2.0 \n",
+ "28 49 3.0 2.0 \n",
+ "29 78 3.0 1.0 \n",
+ "30 283 3.0 2.0 \n",
+ "31 626 2.0 1.0 \n",
"... ... ... ... \n",
- "4773 114 3.0 2.0 \n",
- "4774 96 1.0 1.0 \n",
- "4775 133 3.0 2.0 \n",
- "4776 114 3.0 2.0 \n",
- "4777 48 4.0 2.0 \n",
- "4778 87 3.0 2.0 \n",
- "4779 160 3.0 2.0 \n",
- "4780 42 2.0 1.0 \n",
- "4781 7 3.0 2.0 \n",
- "4782 54 3.0 2.0 \n",
- "4783 209 3.0 1.0 \n",
- "4784 314 3.0 2.0 \n",
- "4785 65 3.0 1.0 \n",
- "4786 72 3.0 2.0 \n",
- "4787 71 3.0 2.0 \n",
- "4788 22 3.0 2.0 \n",
- "4790 156 3.0 2.0 \n",
- "4791 163 3.0 2.0 \n",
- "4792 557 3.0 1.0 \n",
- "4793 177 3.0 1.0 \n",
- "4794 876 3.0 2.0 \n",
- "4795 186 3.0 2.0 \n",
- "4796 958 3.0 2.0 \n",
- "4797 154 3.0 2.0 \n",
- "4798 46 3.0 2.0 \n",
- "4799 280 3.0 2.0 \n",
- "4800 340 3.0 1.0 \n",
- "4801 108 3.0 2.0 \n",
- "4802 56 3.0 2.0 \n",
- "4803 626 2.0 1.0 \n",
+ "7976 398 3.0 2.0 \n",
+ "7978 386 3.0 1.0 \n",
+ "7979 1 3.0 2.0 \n",
+ "7980 772 3.0 2.0 \n",
+ "7981 87 3.0 2.0 \n",
+ "7982 87 3.0 2.0 \n",
+ "7983 70 3.0 1.0 \n",
+ "7984 180 3.0 2.0 \n",
+ "7985 106 3.0 2.0 \n",
+ "7986 441 3.0 2.0 \n",
+ "7987 14 3.0 2.0 \n",
+ "7988 200 2.0 1.0 \n",
+ "7989 39 1.0 1.0 \n",
+ "7990 111 3.0 2.0 \n",
+ "7991 184 3.0 1.0 \n",
+ "7992 115 3.0 2.0 \n",
+ "7993 240 3.0 1.0 \n",
+ "7994 173 3.0 2.0 \n",
+ "7995 41 3.0 2.0 \n",
+ "7996 500 1.0 1.0 \n",
+ "7997 128 3.0 1.0 \n",
+ "7998 1268 3.0 1.0 \n",
+ "7999 558 3.0 1.0 \n",
+ "8000 90 2.0 1.0 \n",
+ "8001 445 3.0 2.0 \n",
+ "8002 743 3.0 1.0 \n",
+ "8003 956 3.0 1.0 \n",
+ "8004 56 4.0 2.0 \n",
+ "8005 200 3.0 1.0 \n",
+ "8006 1034 3.0 2.0 \n",
"\n",
" heat_fuel_cogeneration heat_fuel_gas heat_type_central \\\n",
"0 0 1 0 \n",
- "1 1 0 0 \n",
+ "1 0 1 0 \n",
"2 0 1 0 \n",
"3 0 1 0 \n",
"4 1 0 0 \n",
- "5 0 1 0 \n",
+ "5 1 0 0 \n",
"6 0 1 0 \n",
- "7 0 1 0 \n",
+ "7 1 0 0 \n",
"8 0 1 0 \n",
- "9 0 1 0 \n",
- "10 0 1 1 \n",
+ "10 0 1 0 \n",
"11 1 0 0 \n",
- "12 0 1 0 \n",
+ "12 0 1 1 \n",
"13 0 1 0 \n",
+ "14 0 1 0 \n",
"15 0 1 0 \n",
"16 0 1 0 \n",
"17 0 1 0 \n",
- "18 0 1 1 \n",
+ "18 0 1 0 \n",
"19 0 1 0 \n",
- "20 1 0 0 \n",
"21 0 1 0 \n",
- "22 1 0 0 \n",
- "23 1 0 0 \n",
- "25 0 1 1 \n",
- "26 0 1 0 \n",
+ "22 0 1 0 \n",
+ "23 0 1 0 \n",
+ "24 0 1 0 \n",
+ "25 0 1 0 \n",
+ "26 1 0 0 \n",
"27 0 1 0 \n",
"28 0 1 0 \n",
- "29 0 1 0 \n",
+ "29 1 0 0 \n",
"30 0 1 0 \n",
- "31 0 1 1 \n",
+ "31 1 0 0 \n",
"... ... ... ... \n",
- "4773 0 1 0 \n",
- "4774 0 1 0 \n",
- "4775 1 0 0 \n",
- "4776 0 1 0 \n",
- "4777 0 1 0 \n",
- "4778 0 1 0 \n",
- "4779 0 1 0 \n",
- "4780 0 1 0 \n",
- "4781 0 1 0 \n",
- "4782 0 1 0 \n",
- "4783 0 1 0 \n",
- "4784 0 1 0 \n",
- "4785 0 1 0 \n",
- "4786 0 1 0 \n",
- "4787 0 1 0 \n",
- "4788 0 1 0 \n",
- "4790 0 1 0 \n",
- "4791 0 1 0 \n",
- "4792 0 1 0 \n",
- "4793 0 1 0 \n",
- "4794 0 1 0 \n",
- "4795 0 1 0 \n",
- "4796 0 1 0 \n",
- "4797 0 1 0 \n",
- "4798 0 1 0 \n",
- "4799 0 1 0 \n",
- "4800 1 0 0 \n",
- "4801 0 1 0 \n",
- "4802 1 0 0 \n",
- "4803 1 0 0 \n",
+ "7976 0 1 0 \n",
+ "7978 1 0 0 \n",
+ "7979 0 1 0 \n",
+ "7980 0 1 0 \n",
+ "7981 0 1 0 \n",
+ "7982 0 1 0 \n",
+ "7983 1 0 0 \n",
+ "7984 0 1 0 \n",
+ "7985 0 1 0 \n",
+ "7986 0 1 0 \n",
+ "7987 0 1 0 \n",
+ "7988 0 1 0 \n",
+ "7989 1 0 0 \n",
+ "7990 0 1 0 \n",
+ "7991 0 1 0 \n",
+ "7992 0 1 0 \n",
+ "7993 0 1 0 \n",
+ "7994 1 0 0 \n",
+ "7995 0 1 0 \n",
+ "7996 1 0 0 \n",
+ "7997 0 1 0 \n",
+ "7998 0 1 0 \n",
+ "7999 0 1 0 \n",
+ "8000 0 1 0 \n",
+ "8001 0 1 0 \n",
+ "8002 1 0 0 \n",
+ "8003 0 1 0 \n",
+ "8004 0 1 0 \n",
+ "8005 0 1 0 \n",
+ "8006 0 1 0 \n",
"\n",
" heat_type_district heat_type_individual front_door_structure_corridor \\\n",
- "0 0 1 0 \n",
- "1 1 0 0 \n",
+ "0 0 1 1 \n",
+ "1 0 1 0 \n",
"2 0 1 0 \n",
"3 0 1 0 \n",
"4 1 0 1 \n",
- "5 0 1 0 \n",
+ "5 1 0 1 \n",
"6 0 1 0 \n",
- "7 0 1 0 \n",
+ "7 1 0 0 \n",
"8 0 1 0 \n",
- "9 0 1 0 \n",
- "10 0 0 0 \n",
+ "10 0 1 0 \n",
"11 1 0 0 \n",
- "12 0 1 0 \n",
+ "12 0 0 0 \n",
"13 0 1 0 \n",
- "15 0 1 1 \n",
- "16 0 1 0 \n",
- "17 1 0 0 \n",
- "18 0 0 1 \n",
+ "14 0 1 0 \n",
+ "15 0 1 0 \n",
+ "16 0 1 1 \n",
+ "17 0 1 0 \n",
+ "18 0 1 0 \n",
"19 0 1 0 \n",
- "20 1 0 0 \n",
"21 0 1 0 \n",
- "22 1 0 0 \n",
- "23 1 0 1 \n",
- "25 0 0 0 \n",
- "26 0 1 0 \n",
+ "22 0 1 0 \n",
+ "23 0 1 0 \n",
+ "24 0 1 0 \n",
+ "25 0 1 1 \n",
+ "26 1 0 1 \n",
"27 0 1 0 \n",
"28 0 1 0 \n",
- "29 0 1 0 \n",
+ "29 1 0 0 \n",
"30 0 1 0 \n",
- "31 0 0 1 \n",
+ "31 1 0 1 \n",
"... ... ... ... \n",
- "4773 0 1 0 \n",
- "4774 0 1 1 \n",
- "4775 1 0 0 \n",
- "4776 0 1 0 \n",
- "4777 0 1 0 \n",
- "4778 0 1 0 \n",
- "4779 0 1 0 \n",
- "4780 0 1 1 \n",
- "4781 0 1 0 \n",
- "4782 0 1 0 \n",
- "4783 0 1 1 \n",
- "4784 0 1 0 \n",
- "4785 0 1 0 \n",
- "4786 0 1 0 \n",
- "4787 0 1 0 \n",
- "4788 0 1 0 \n",
- "4790 0 1 0 \n",
- "4791 0 1 0 \n",
- "4792 0 1 1 \n",
- "4793 0 1 1 \n",
- "4794 0 1 0 \n",
- "4795 0 1 0 \n",
- "4796 0 1 0 \n",
- "4797 0 1 0 \n",
- "4798 0 1 0 \n",
- "4799 0 1 0 \n",
- "4800 1 0 0 \n",
- "4801 0 1 0 \n",
- "4802 1 0 0 \n",
- "4803 1 0 1 \n",
+ "7976 0 1 0 \n",
+ "7978 1 0 1 \n",
+ "7979 0 1 0 \n",
+ "7980 0 1 0 \n",
+ "7981 0 1 0 \n",
+ "7982 0 1 0 \n",
+ "7983 1 0 0 \n",
+ "7984 0 1 0 \n",
+ "7985 0 1 0 \n",
+ "7986 0 1 0 \n",
+ "7987 0 1 0 \n",
+ "7988 0 1 0 \n",
+ "7989 1 0 1 \n",
+ "7990 0 1 0 \n",
+ "7991 0 1 1 \n",
+ "7992 0 1 0 \n",
+ "7993 0 1 0 \n",
+ "7994 1 0 0 \n",
+ "7995 0 1 0 \n",
+ "7996 1 0 0 \n",
+ "7997 0 1 0 \n",
+ "7998 1 0 1 \n",
+ "7999 0 1 1 \n",
+ "8000 0 1 1 \n",
+ "8001 0 1 1 \n",
+ "8002 1 0 1 \n",
+ "8003 0 1 1 \n",
+ "8004 0 1 0 \n",
+ "8005 0 1 0 \n",
+ "8006 0 1 0 \n",
"\n",
" front_door_structure_mixed front_door_structure_stairway \n",
- "0 0 1 \n",
+ "0 0 0 \n",
"1 0 1 \n",
"2 0 1 \n",
"3 0 1 \n",
"4 0 0 \n",
- "5 0 1 \n",
+ "5 0 0 \n",
"6 0 1 \n",
"7 0 1 \n",
"8 0 1 \n",
- "9 0 1 \n",
"10 0 1 \n",
"11 0 1 \n",
"12 0 1 \n",
"13 0 1 \n",
- "15 0 0 \n",
- "16 0 1 \n",
+ "14 0 1 \n",
+ "15 0 1 \n",
+ "16 0 0 \n",
"17 0 1 \n",
- "18 0 0 \n",
+ "18 0 1 \n",
"19 0 1 \n",
- "20 0 1 \n",
"21 0 1 \n",
"22 0 1 \n",
- "23 0 0 \n",
- "25 0 1 \n",
- "26 0 1 \n",
+ "23 0 1 \n",
+ "24 0 1 \n",
+ "25 0 0 \n",
+ "26 0 0 \n",
"27 0 1 \n",
"28 0 1 \n",
"29 0 1 \n",
"30 0 1 \n",
"31 0 0 \n",
"... ... ... \n",
- "4773 0 1 \n",
- "4774 0 0 \n",
- "4775 0 1 \n",
- "4776 0 1 \n",
- "4777 0 1 \n",
- "4778 0 1 \n",
- "4779 0 1 \n",
- "4780 0 0 \n",
- "4781 0 1 \n",
- "4782 0 1 \n",
- "4783 0 0 \n",
- "4784 0 1 \n",
- "4785 0 1 \n",
- "4786 0 1 \n",
- "4787 0 1 \n",
- "4788 0 1 \n",
- "4790 0 1 \n",
- "4791 0 1 \n",
- "4792 0 0 \n",
- "4793 0 0 \n",
- "4794 0 1 \n",
- "4795 0 1 \n",
- "4796 0 1 \n",
- "4797 0 1 \n",
- "4798 0 1 \n",
- "4799 1 0 \n",
- "4800 0 1 \n",
- "4801 0 1 \n",
- "4802 0 1 \n",
- "4803 0 0 \n",
- "\n",
- "[4465 rows x 19 columns]"
+ "7976 0 1 \n",
+ "7978 0 0 \n",
+ "7979 0 1 \n",
+ "7980 0 1 \n",
+ "7981 0 1 \n",
+ "7982 0 1 \n",
+ "7983 0 1 \n",
+ "7984 0 1 \n",
+ "7985 0 1 \n",
+ "7986 0 1 \n",
+ "7987 0 1 \n",
+ "7988 0 1 \n",
+ "7989 0 0 \n",
+ "7990 0 1 \n",
+ "7991 0 0 \n",
+ "7992 0 1 \n",
+ "7993 0 1 \n",
+ "7994 0 1 \n",
+ "7995 0 1 \n",
+ "7996 0 1 \n",
+ "7997 0 1 \n",
+ "7998 0 0 \n",
+ "7999 0 0 \n",
+ "8000 0 0 \n",
+ "8001 0 0 \n",
+ "8002 0 0 \n",
+ "8003 0 0 \n",
+ "8004 0 1 \n",
+ "8005 0 1 \n",
+ "8006 0 1 \n",
+ "\n",
+ "[7420 rows x 19 columns]"
]
},
- "execution_count": 15,
+ "execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
@@ -10433,7 +10435,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 49,
"metadata": {},
"outputs": [
{
@@ -10476,60 +10478,60 @@
" \n",
" \n",
" | count | \n",
- " 4.465000e+03 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
+ " 7.420000e+03 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
"
\n",
" \n",
" | mean | \n",
- " 4.073252e+08 | \n",
- " 0.632699 | \n",
- " 10.478387 | \n",
- " 1205.459127 | \n",
- " 13.059351 | \n",
- " 302.553415 | \n",
- " 0.238298 | \n",
- " 0.761702 | \n",
- " 0.084211 | \n",
- " 0.238522 | \n",
- " 0.677268 | \n",
- " 0.263830 | \n",
- " 0.017021 | \n",
- " 0.719149 | \n",
+ " 4.019043e+08 | \n",
+ " 0.627763 | \n",
+ " 10.281267 | \n",
+ " 1196.597170 | \n",
+ " 12.947035 | \n",
+ " 297.885445 | \n",
+ " 0.229650 | \n",
+ " 0.770350 | \n",
+ " 0.085310 | \n",
+ " 0.228706 | \n",
+ " 0.685984 | \n",
+ " 0.260377 | \n",
+ " 0.016577 | \n",
+ " 0.723046 | \n",
"
\n",
" \n",
" | std | \n",
- " 3.169907e+08 | \n",
- " 0.482124 | \n",
- " 7.258356 | \n",
- " 1147.243910 | \n",
- " 14.478396 | \n",
- " 342.177350 | \n",
- " 0.426090 | \n",
- " 0.426090 | \n",
- " 0.277734 | \n",
- " 0.426227 | \n",
- " 0.467574 | \n",
- " 0.440757 | \n",
- " 0.129365 | \n",
- " 0.449465 | \n",
+ " 3.140695e+08 | \n",
+ " 0.483434 | \n",
+ " 7.166873 | \n",
+ " 1120.177079 | \n",
+ " 14.323069 | \n",
+ " 326.567191 | \n",
+ " 0.420636 | \n",
+ " 0.420636 | \n",
+ " 0.279361 | \n",
+ " 0.420028 | \n",
+ " 0.464154 | \n",
+ " 0.438870 | \n",
+ " 0.127688 | \n",
+ " 0.447524 | \n",
"
\n",
" \n",
" | min | \n",
- " 1.515000e+07 | \n",
+ " 2.860000e+07 | \n",
" 0.000000 | \n",
- " 1.000000 | \n",
+ " -4.000000 | \n",
" 100.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
@@ -10543,10170 +10545,180 @@
" 0.000000 | \n",
"
\n",
" \n",
- " | 25% | \n",
- " 2.000000e+08 | \n",
- " 0.000000 | \n",
- " 5.000000 | \n",
- " 424.000000 | \n",
- " 4.000000 | \n",
- " 88.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- "
\n",
- " \n",
- " | 50% | \n",
- " 3.300000e+08 | \n",
- " 1.000000 | \n",
- " 10.000000 | \n",
- " 825.000000 | \n",
- " 9.000000 | \n",
- " 198.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- "
\n",
- " \n",
- " | 75% | \n",
- " 5.110000e+08 | \n",
- " 1.000000 | \n",
- " 14.000000 | \n",
- " 1598.000000 | \n",
- " 16.000000 | \n",
- " 396.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- "
\n",
- " \n",
- " | max | \n",
- " 3.878340e+09 | \n",
- " 1.000000 | \n",
- " 59.000000 | \n",
- " 6864.000000 | \n",
- " 124.000000 | \n",
- " 2960.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- "
\n",
- " \n",
- "\n",
- ""
- ],
- "text/plain": [
- " transaction_real_price city floor \\\n",
- "count 4.465000e+03 4465.000000 4465.000000 \n",
- "mean 4.073252e+08 0.632699 10.478387 \n",
- "std 3.169907e+08 0.482124 7.258356 \n",
- "min 1.515000e+07 0.000000 1.000000 \n",
- "25% 2.000000e+08 0.000000 5.000000 \n",
- "50% 3.300000e+08 1.000000 10.000000 \n",
- "75% 5.110000e+08 1.000000 14.000000 \n",
- "max 3.878340e+09 1.000000 59.000000 \n",
- "\n",
- " total_household_count_in_sites apartment_building_count_in_sites \\\n",
- "count 4465.000000 4465.000000 \n",
- "mean 1205.459127 13.059351 \n",
- "std 1147.243910 14.478396 \n",
- "min 100.000000 1.000000 \n",
- "25% 424.000000 4.000000 \n",
- "50% 825.000000 9.000000 \n",
- "75% 1598.000000 16.000000 \n",
- "max 6864.000000 124.000000 \n",
- "\n",
- " total_household_count_of_area_type heat_fuel_cogeneration \\\n",
- "count 4465.000000 4465.000000 \n",
- "mean 302.553415 0.238298 \n",
- "std 342.177350 0.426090 \n",
- "min 0.000000 0.000000 \n",
- "25% 88.000000 0.000000 \n",
- "50% 198.000000 0.000000 \n",
- "75% 396.000000 0.000000 \n",
- "max 2960.000000 1.000000 \n",
- "\n",
- " heat_fuel_gas heat_type_central heat_type_district \\\n",
- "count 4465.000000 4465.000000 4465.000000 \n",
- "mean 0.761702 0.084211 0.238522 \n",
- "std 0.426090 0.277734 0.426227 \n",
- "min 0.000000 0.000000 0.000000 \n",
- "25% 1.000000 0.000000 0.000000 \n",
- "50% 1.000000 0.000000 0.000000 \n",
- "75% 1.000000 0.000000 0.000000 \n",
- "max 1.000000 1.000000 1.000000 \n",
- "\n",
- " heat_type_individual front_door_structure_corridor \\\n",
- "count 4465.000000 4465.000000 \n",
- "mean 0.677268 0.263830 \n",
- "std 0.467574 0.440757 \n",
- "min 0.000000 0.000000 \n",
- "25% 0.000000 0.000000 \n",
- "50% 1.000000 0.000000 \n",
- "75% 1.000000 1.000000 \n",
- "max 1.000000 1.000000 \n",
- "\n",
- " front_door_structure_mixed front_door_structure_stairway \n",
- "count 4465.000000 4465.000000 \n",
- "mean 0.017021 0.719149 \n",
- "std 0.129365 0.449465 \n",
- "min 0.000000 0.000000 \n",
- "25% 0.000000 0.000000 \n",
- "50% 0.000000 1.000000 \n",
- "75% 0.000000 1.000000 \n",
- "max 1.000000 1.000000 "
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df.describe()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "numpy.uint8"
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "type(df['heat_fuel_cogeneration'][0])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [],
- "source": [
- "df['exclusive_use_area']= pd.to_numeric(df['exclusive_use_area'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "numpy.float64"
- ]
- },
- "execution_count": 19,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "type(df['exclusive_use_area'][0])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "metadata": {},
- "outputs": [],
- "source": [
- "df['total_parking_capacity_in_site']= pd.to_numeric(df['total_parking_capacity_in_site'])\n",
- "df['supply_area']= pd.to_numeric(df['supply_area'])\n",
- "df['room_count']= pd.to_numeric(df['room_count'])\n",
- "df['bathroom_count']= pd.to_numeric(df['bathroom_count'])\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " transaction_real_price | \n",
- " city | \n",
- " exclusive_use_area | \n",
- " floor | \n",
- " total_parking_capacity_in_site | \n",
- " total_household_count_in_sites | \n",
- " apartment_building_count_in_sites | \n",
- " supply_area | \n",
- " total_household_count_of_area_type | \n",
- " room_count | \n",
- " bathroom_count | \n",
- " heat_fuel_cogeneration | \n",
- " heat_fuel_gas | \n",
- " heat_type_central | \n",
- " heat_type_district | \n",
- " heat_type_individual | \n",
- " front_door_structure_corridor | \n",
- " front_door_structure_mixed | \n",
- " front_door_structure_stairway | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | count | \n",
- " 4.465000e+03 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- " 4465.000000 | \n",
- "
\n",
- " \n",
- " | mean | \n",
- " 4.073252e+08 | \n",
- " 0.632699 | \n",
- " 78.989168 | \n",
- " 10.478387 | \n",
- " 1358.196641 | \n",
- " 1205.459127 | \n",
- " 13.059351 | \n",
- " 101.843664 | \n",
- " 302.553415 | \n",
- " 2.939306 | \n",
- " 1.597984 | \n",
- " 0.238298 | \n",
- " 0.761702 | \n",
- " 0.084211 | \n",
- " 0.238522 | \n",
- " 0.677268 | \n",
- " 0.263830 | \n",
- " 0.017021 | \n",
- " 0.719149 | \n",
- "
\n",
- " \n",
- " | std | \n",
- " 3.169907e+08 | \n",
- " 0.482124 | \n",
- " 27.536208 | \n",
- " 7.258356 | \n",
- " 1511.328450 | \n",
- " 1147.243910 | \n",
- " 14.478396 | \n",
- " 32.503847 | \n",
- " 342.177350 | \n",
- " 0.646633 | \n",
- " 0.502989 | \n",
- " 0.426090 | \n",
- " 0.426090 | \n",
- " 0.277734 | \n",
- " 0.426227 | \n",
- " 0.467574 | \n",
- " 0.440757 | \n",
- " 0.129365 | \n",
- " 0.449465 | \n",
- "
\n",
- " \n",
- " | min | \n",
- " 1.515000e+07 | \n",
- " 0.000000 | \n",
- " 23.320000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- " 100.000000 | \n",
- " 1.000000 | \n",
- " 25.520000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- "
\n",
- " \n",
- " | 25% | \n",
- " 2.000000e+08 | \n",
- " 0.000000 | \n",
- " 59.850000 | \n",
- " 5.000000 | \n",
- " 416.000000 | \n",
- " 424.000000 | \n",
- " 4.000000 | \n",
- " 80.120000 | \n",
- " 88.000000 | \n",
- " 3.000000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- "
\n",
- " \n",
- " | 50% | \n",
- " 3.300000e+08 | \n",
- " 1.000000 | \n",
- " 84.549000 | \n",
- " 10.000000 | \n",
- " 815.000000 | \n",
- " 825.000000 | \n",
- " 9.000000 | \n",
- " 103.760000 | \n",
- " 198.000000 | \n",
- " 3.000000 | \n",
- " 2.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- "
\n",
- " \n",
- " | 75% | \n",
- " 5.110000e+08 | \n",
- " 1.000000 | \n",
- " 84.980000 | \n",
- " 14.000000 | \n",
- " 1673.000000 | \n",
- " 1598.000000 | \n",
- " 16.000000 | \n",
- " 111.390000 | \n",
- " 396.000000 | \n",
- " 3.000000 | \n",
- " 2.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- " 1.000000 | \n",
- "
\n",
- " \n",
- " | max | \n",
- " 3.878340e+09 | \n",
- " 1.000000 | \n",
- " 244.864700 | \n",
- " 59.000000 | \n",
- " 9766.000000 | \n",
- " 6864.000000 | \n",
- " 124.000000 | \n",
- " 309.360000 | \n",
- " 2960.000000 | \n",
- " 6.000000 | \n",
- " 3.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- " 1.000000 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "count 4.465000e+03 4465.000000 4465.000000 4465.000000 \n",
- "mean 4.073252e+08 0.632699 78.989168 10.478387 \n",
- "std 3.169907e+08 0.482124 27.536208 7.258356 \n",
- "min 1.515000e+07 0.000000 23.320000 1.000000 \n",
- "25% 2.000000e+08 0.000000 59.850000 5.000000 \n",
- "50% 3.300000e+08 1.000000 84.549000 10.000000 \n",
- "75% 5.110000e+08 1.000000 84.980000 14.000000 \n",
- "max 3.878340e+09 1.000000 244.864700 59.000000 \n",
- "\n",
- " total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "count 4465.000000 4465.000000 \n",
- "mean 1358.196641 1205.459127 \n",
- "std 1511.328450 1147.243910 \n",
- "min 0.000000 100.000000 \n",
- "25% 416.000000 424.000000 \n",
- "50% 815.000000 825.000000 \n",
- "75% 1673.000000 1598.000000 \n",
- "max 9766.000000 6864.000000 \n",
- "\n",
- " apartment_building_count_in_sites supply_area \\\n",
- "count 4465.000000 4465.000000 \n",
- "mean 13.059351 101.843664 \n",
- "std 14.478396 32.503847 \n",
- "min 1.000000 25.520000 \n",
- "25% 4.000000 80.120000 \n",
- "50% 9.000000 103.760000 \n",
- "75% 16.000000 111.390000 \n",
- "max 124.000000 309.360000 \n",
- "\n",
- " total_household_count_of_area_type room_count bathroom_count \\\n",
- "count 4465.000000 4465.000000 4465.000000 \n",
- "mean 302.553415 2.939306 1.597984 \n",
- "std 342.177350 0.646633 0.502989 \n",
- "min 0.000000 0.000000 0.000000 \n",
- "25% 88.000000 3.000000 1.000000 \n",
- "50% 198.000000 3.000000 2.000000 \n",
- "75% 396.000000 3.000000 2.000000 \n",
- "max 2960.000000 6.000000 3.000000 \n",
- "\n",
- " heat_fuel_cogeneration heat_fuel_gas heat_type_central \\\n",
- "count 4465.000000 4465.000000 4465.000000 \n",
- "mean 0.238298 0.761702 0.084211 \n",
- "std 0.426090 0.426090 0.277734 \n",
- "min 0.000000 0.000000 0.000000 \n",
- "25% 0.000000 1.000000 0.000000 \n",
- "50% 0.000000 1.000000 0.000000 \n",
- "75% 0.000000 1.000000 0.000000 \n",
- "max 1.000000 1.000000 1.000000 \n",
- "\n",
- " heat_type_district heat_type_individual \\\n",
- "count 4465.000000 4465.000000 \n",
- "mean 0.238522 0.677268 \n",
- "std 0.426227 0.467574 \n",
- "min 0.000000 0.000000 \n",
- "25% 0.000000 0.000000 \n",
- "50% 0.000000 1.000000 \n",
- "75% 0.000000 1.000000 \n",
- "max 1.000000 1.000000 \n",
- "\n",
- " front_door_structure_corridor front_door_structure_mixed \\\n",
- "count 4465.000000 4465.000000 \n",
- "mean 0.263830 0.017021 \n",
- "std 0.440757 0.129365 \n",
- "min 0.000000 0.000000 \n",
- "25% 0.000000 0.000000 \n",
- "50% 0.000000 0.000000 \n",
- "75% 1.000000 0.000000 \n",
- "max 1.000000 1.000000 \n",
- "\n",
- " front_door_structure_stairway \n",
- "count 4465.000000 \n",
- "mean 0.719149 \n",
- "std 0.449465 \n",
- "min 0.000000 \n",
- "25% 0.000000 \n",
- "50% 1.000000 \n",
- "75% 1.000000 \n",
- "max 1.000000 "
- ]
- },
- "execution_count": 21,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df.describe()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 22,
- "metadata": {
- "scrolled": true
- },
- "outputs": [],
- "source": [
- "df.to_csv(\"data/trainPriceCleaned.csv\",sep=\",\",index=False,header=True)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# CLEAN TEST DATA"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {},
- "outputs": [],
- "source": [
- "df_test=pd.read_csv(\"data/testPrice.csv\", decimal = ',')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " key | \n",
- " apartment_id | \n",
- " city | \n",
- " transaction_year_month | \n",
- " transaction_date | \n",
- " year_of_completion | \n",
- " exclusive_use_area | \n",
- " floor | \n",
- " latitude | \n",
- " longitude | \n",
- " ... | \n",
- " lowest_building_in_sites | \n",
- " heat_type | \n",
- " heat_fuel | \n",
- " room_id | \n",
- " supply_area | \n",
- " total_household_count_of_area_type | \n",
- " room_count | \n",
- " bathroom_count | \n",
- " front_door_structure | \n",
- " transaction_real_price | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | 0 | \n",
- " 462533 | \n",
- " 3751 | \n",
- " 1 | \n",
- " 200912 | \n",
- " 21~31 | \n",
- " 1984 | \n",
- " 83.58 | \n",
- " 14 | \n",
- " 37.519926399999996 | \n",
- " 127.05251499999999 | \n",
- " ... | \n",
- " 15.0 | \n",
- " district | \n",
- " cogeneration | \n",
- " 6648 | \n",
- " 107.19 | \n",
- " 2 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 1 | \n",
- " 764018 | \n",
- " 14029 | \n",
- " 1 | \n",
- " 201304 | \n",
- " 1~10 | \n",
- " 1968 | \n",
- " 107.17 | \n",
- " 10 | \n",
- " 37.57221524107417 | \n",
- " 126.9876432269324 | \n",
- " ... | \n",
- " 8.0 | \n",
- " individual | \n",
- " gas | \n",
- " 46184 | \n",
- " 107.17 | \n",
- " 10 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 2 | \n",
- " 813528 | \n",
- " 12304 | \n",
- " 1 | \n",
- " 201309 | \n",
- " 21~30 | \n",
- " 1968 | \n",
- " 36.17 | \n",
- " 6 | \n",
- " 37.5700674355999 | \n",
- " 127.01064037480738 | \n",
- " ... | \n",
- " 4.0 | \n",
- " individual | \n",
- " gas | \n",
- " 45540 | \n",
- " 39.66 | \n",
- " 58 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3 | \n",
- " 845097 | \n",
- " 22241 | \n",
- " 1 | \n",
- " 201312 | \n",
- " 1~10 | \n",
- " 2007 | \n",
- " 45.67 | \n",
- " 8 | \n",
- " 37.55693760015581 | \n",
- " 126.85925484475214 | \n",
- " ... | \n",
- " 15.0 | \n",
- " individual | \n",
- " gas | \n",
- " 19069 | \n",
- " 87.11 | \n",
- " 1 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 4 | \n",
- " 856338 | \n",
- " 316 | \n",
- " 1 | \n",
- " 201401 | \n",
- " 1~10 | \n",
- " 1988 | \n",
- " 41.85 | \n",
- " 4 | \n",
- " 37.652256472803785 | \n",
- " 127.08200296079096 | \n",
- " ... | \n",
- " 5.0 | \n",
- " individual | \n",
- " gas | \n",
- " 704 | \n",
- " 56.7 | \n",
- " 90 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 5 | \n",
- " 977181 | \n",
- " 14140 | \n",
- " 1 | \n",
- " 201411 | \n",
- " 1~10 | \n",
- " 1972 | \n",
- " 124.5 | \n",
- " 7 | \n",
- " 37.544317400643685 | \n",
- " 127.00148913995884 | \n",
- " ... | \n",
- " 16.0 | \n",
- " central | \n",
- " gas | \n",
- " 46215 | \n",
- " 131.01 | \n",
- " 56 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 6 | \n",
- " 1037012 | \n",
- " 18263 | \n",
- " 1 | \n",
- " 201503 | \n",
- " 1~10 | \n",
- " 2008 | \n",
- " 84.46799999999999 | \n",
- " 1 | \n",
- " 37.645003576533256 | \n",
- " 127.06778149693005 | \n",
- " ... | \n",
- " 10.0 | \n",
- " individual | \n",
- " gas | \n",
- " 15040 | \n",
- " 116.4 | \n",
- " 74 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 7 | \n",
- " 1158117 | \n",
- " 1299 | \n",
- " 1 | \n",
- " 201510 | \n",
- " 21~31 | \n",
- " 1983 | \n",
- " 143.95 | \n",
- " 1 | \n",
- " 37.5101436250961 | \n",
- " 127.01173124262036 | \n",
- " ... | \n",
- " 14.0 | \n",
- " district | \n",
- " cogeneration | \n",
- " 26105 | \n",
- " 155.6 | \n",
- " 112 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 8 | \n",
- " 1204038 | \n",
- " 34895 | \n",
- " 1 | \n",
- " 201603 | \n",
- " 1~10 | \n",
- " 2010 | \n",
- " 84.78 | \n",
- " 24 | \n",
- " 37.57379913330078 | \n",
- " 126.89099884033205 | \n",
- " ... | \n",
- " 30.0 | \n",
- " district | \n",
- " cogeneration | \n",
- " 145659 | \n",
- " 118.6 | \n",
- " 58 | \n",
- " 2.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 9 | \n",
- " 1204146 | \n",
- " 710 | \n",
- " 1 | \n",
- " 201603 | \n",
- " 1~10 | \n",
- " 1989 | \n",
- " 59.22 | \n",
- " 8 | \n",
- " 37.63370157637949 | \n",
- " 127.06786639508353 | \n",
- " ... | \n",
- " 6.0 | \n",
- " central | \n",
- " gas | \n",
- " 1901 | \n",
- " 85.12 | \n",
- " 106 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 10 | \n",
- " 1253422 | \n",
- " 26888 | \n",
- " 0 | \n",
- " 201606 | \n",
- " 1~10 | \n",
- " 1980 | \n",
- " 64.53 | \n",
- " 1 | \n",
- " 35.115673065185554 | \n",
- " 129.02323913574222 | \n",
- " ... | \n",
- " 2.0 | \n",
- " individual | \n",
- " gas | \n",
- " 58628 | \n",
- " 82.65 | \n",
- " 40 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 11 | \n",
- " 1369751 | \n",
- " 3581 | \n",
- " 0 | \n",
- " 201702 | \n",
- " 1~10 | \n",
- " 1993 | \n",
- " 84.87 | \n",
- " 5 | \n",
- " 35.06984622087218 | \n",
- " 128.97800977389178 | \n",
- " ... | \n",
- " 18.0 | \n",
- " individual | \n",
- " gas | \n",
- " 30471 | \n",
- " 105.38 | \n",
- " 76 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 12 | \n",
- " 1379723 | \n",
- " 11908 | \n",
- " 1 | \n",
- " 201703 | \n",
- " 1~10 | \n",
- " 2005 | \n",
- " 181.51 | \n",
- " 5 | \n",
- " 37.515753401632686 | \n",
- " 127.06276435403801 | \n",
- " ... | \n",
- " 6.0 | \n",
- " individual | \n",
- " gas | \n",
- " 45171 | \n",
- " 205.27 | \n",
- " 48 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 13 | \n",
- " 1389544 | \n",
- " 26553 | \n",
- " 0 | \n",
- " 201704 | \n",
- " 11~20 | \n",
- " 1984 | \n",
- " 64.52 | \n",
- " 3 | \n",
- " 35.14624914836931 | \n",
- " 129.0082080460082 | \n",
- " ... | \n",
- " 5.0 | \n",
- " individual | \n",
- " - | \n",
- " 58482 | \n",
- " 71.72 | \n",
- " 20 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 14 | \n",
- " 1394472 | \n",
- " 36531 | \n",
- " 0 | \n",
- " 201704 | \n",
- " 1~10 | \n",
- " 2017 | \n",
- " 84.9972 | \n",
- " 23 | \n",
- " 35.183155600000006 | \n",
- " 129.113972 | \n",
- " ... | \n",
- " 29.0 | \n",
- " individual | \n",
- " NaN | \n",
- " 150241 | \n",
- " 112.49 | \n",
- " 240 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 15 | \n",
- " 1395869 | \n",
- " 9344 | \n",
- " 0 | \n",
- " 201704 | \n",
- " 21~30 | \n",
- " 1985 | \n",
- " 76.5 | \n",
- " 3 | \n",
- " 35.187516322813856 | \n",
- " 129.0683237986119 | \n",
- " ... | \n",
- " 5.0 | \n",
- " individual | \n",
- " gas | \n",
- " 40469 | \n",
- " 90.18 | \n",
- " 15 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 16 | \n",
- " 1411847 | \n",
- " 10434 | \n",
- " 0 | \n",
- " 201705 | \n",
- " 21~31 | \n",
- " 1993 | \n",
- " 67.96 | \n",
- " 5 | \n",
- " 35.123220603206136 | \n",
- " 129.11569407311856 | \n",
- " ... | \n",
- " 6.0 | \n",
- " individual | \n",
- " gas | \n",
- " 42921 | \n",
- " 79.09 | \n",
- " 48 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 17 | \n",
- " 1419442 | \n",
- " 3542 | \n",
- " 0 | \n",
- " 201705 | \n",
- " 21~31 | \n",
- " 1989 | \n",
- " 82.345 | \n",
- " 2 | \n",
- " 35.191291828307634 | \n",
- " 128.99324490479808 | \n",
- " ... | \n",
- " 6.0 | \n",
- " individual | \n",
- " gas | \n",
- " 30295 | \n",
- " 98.3 | \n",
- " 66 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 18 | \n",
- " 1435592 | \n",
- " 3418 | \n",
- " 0 | \n",
- " 201706 | \n",
- " 21~30 | \n",
- " 1985 | \n",
- " 75.36 | \n",
- " 8 | \n",
- " 35.22050213980677 | \n",
- " 129.09139587280137 | \n",
- " ... | \n",
- " 13.0 | \n",
- " individual | \n",
- " gas | \n",
- " 29812 | \n",
- " 92.48 | \n",
- " 52 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 19 | \n",
- " 1436429 | \n",
- " 17385 | \n",
- " 0 | \n",
- " 201706 | \n",
- " 21~30 | \n",
- " 1994 | \n",
- " 84.96 | \n",
- " 8 | \n",
- " 35.17096840902282 | \n",
- " 129.15568430871986 | \n",
- " ... | \n",
- " 7.0 | \n",
- " individual | \n",
- " gas | \n",
- " 50403 | \n",
- " 106.01 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 20 | \n",
- " 1438962 | \n",
- " 3713 | \n",
- " 1 | \n",
- " 201707 | \n",
- " 11~20 | \n",
- " 1970 | \n",
- " 49.59 | \n",
- " 6 | \n",
- " 37.52974079522804 | \n",
- " 126.95328450037451 | \n",
- " ... | \n",
- " 7.0 | \n",
- " individual | \n",
- " gas | \n",
- " 6579 | \n",
- " 49.59 | \n",
- " 60 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 21 | \n",
- " 1444406 | \n",
- " 6609 | \n",
- " 1 | \n",
- " 201707 | \n",
- " 1~10 | \n",
- " 2002 | \n",
- " 84.78 | \n",
- " 4 | \n",
- " 37.51262261669772 | \n",
- " 127.01651838923875 | \n",
- " ... | \n",
- " 6.0 | \n",
- " individual | \n",
- " gas | \n",
- " 34886 | \n",
- " 107.46 | \n",
- " 92 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 22 | \n",
- " 1445883 | \n",
- " 1297 | \n",
- " 1 | \n",
- " 201707 | \n",
- " 1~10 | \n",
- " 1983 | \n",
- " 50.64 | \n",
- " 5 | \n",
- " 37.520025663266004 | \n",
- " 127.01334814084564 | \n",
- " ... | \n",
- " 8.0 | \n",
- " district | \n",
- " cogeneration | \n",
- " 3538 | \n",
- " 55.0 | \n",
- " 144 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 23 | \n",
- " 1450094 | \n",
- " 695 | \n",
- " 1 | \n",
- " 201707 | \n",
- " 21~31 | \n",
- " 1970 | \n",
- " 59.5 | \n",
- " 5 | \n",
- " 37.52705261213795 | \n",
- " 126.95432245159394 | \n",
- " ... | \n",
- " 6.0 | \n",
- " individual | \n",
- " gas | \n",
- " 25896 | \n",
- " 59.5 | \n",
- " 90 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 24 | \n",
- " 1452779 | \n",
- " 65 | \n",
- " 1 | \n",
- " 201707 | \n",
- " 21~31 | \n",
- " 1980 | \n",
- " 105.47 | \n",
- " 5 | \n",
- " 37.47655466102801 | \n",
- " 126.99971962537808 | \n",
- " ... | \n",
- " 10.0 | \n",
- " central | \n",
- " gas | \n",
- " 165 | \n",
- " 114.52 | \n",
- " 180 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 25 | \n",
- " 1458536 | \n",
- " 9220 | \n",
- " 0 | \n",
- " 201708 | \n",
- " 11~20 | \n",
- " 1992 | \n",
- " 84.51 | \n",
- " 2 | \n",
- " 35.23094602349786 | \n",
- " 129.094857782031 | \n",
- " ... | \n",
- " 13.0 | \n",
- " individual | \n",
- " gas | \n",
- " 40006 | \n",
- " 101.51 | \n",
- " 26 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 26 | \n",
- " 1459610 | \n",
- " 2874 | \n",
- " 1 | \n",
- " 201708 | \n",
- " 1~10 | \n",
- " 1988 | \n",
- " 38.52 | \n",
- " 3 | \n",
- " 37.6638821 | \n",
- " 127.06236899999999 | \n",
- " ... | \n",
- " 5.0 | \n",
- " individual | \n",
- " gas | \n",
- " 147153 | \n",
- " 43.92 | \n",
- " 230 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 27 | \n",
- " 1460129 | \n",
- " 23946 | \n",
- " 0 | \n",
- " 201708 | \n",
- " 1~10 | \n",
- " 1986 | \n",
- " 45.18 | \n",
- " 1 | \n",
- " 35.08025404022866 | \n",
- " 129.01038633691059 | \n",
- " ... | \n",
- " 4.0 | \n",
- " individual | \n",
- " gas | \n",
- " 57351 | \n",
- " 54.86 | \n",
- " 5 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 28 | \n",
- " 1462023 | \n",
- " 23063 | \n",
- " 0 | \n",
- " 201708 | \n",
- " 1~10 | \n",
- " 2013 | \n",
- " 84.8439 | \n",
- " 6 | \n",
- " 35.19160774771905 | \n",
- " 129.11318500805552 | \n",
- " ... | \n",
- " 15.0 | \n",
- " individual | \n",
- " gas | \n",
- " 56708 | \n",
- " 110.72 | \n",
- " 43 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 29 | \n",
- " 1462947 | \n",
- " 21727 | \n",
- " 1 | \n",
- " 201708 | \n",
- " 21~31 | \n",
- " 2013 | \n",
- " 59.99 | \n",
- " 4 | \n",
- " 37.61307907104492 | \n",
- " 126.93356323242188 | \n",
- " ... | \n",
- " 8.0 | \n",
- " individual | \n",
- " gas | \n",
- " 18759 | \n",
- " 83.61 | \n",
- " 35 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- "
\n",
- " \n",
- " | 3888 | \n",
- " 1605340 | \n",
- " 22692 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 2013 | \n",
- " 84.8644 | \n",
- " 10 | \n",
- " 35.11231143208414 | \n",
- " 129.10958198924874 | \n",
- " ... | \n",
- " 20.0 | \n",
- " individual | \n",
- " gas | \n",
- " 56490 | \n",
- " 114.38 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3889 | \n",
- " 1605341 | \n",
- " 5513 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 2001 | \n",
- " 188.08 | \n",
- " 19 | \n",
- " 35.1281521 | \n",
- " 129.113295 | \n",
- " ... | \n",
- " 22.0 | \n",
- " individual | \n",
- " gas | \n",
- " 33501 | \n",
- " 230.65 | \n",
- " 144 | \n",
- " 5.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3890 | \n",
- " 1605343 | \n",
- " 17371 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 2007 | \n",
- " 84.6588 | \n",
- " 5 | \n",
- " 35.12310179365744 | \n",
- " 129.09348247513583 | \n",
- " ... | \n",
- " 9.0 | \n",
- " individual | \n",
- " gas | \n",
- " 50344 | \n",
- " 111.48 | \n",
- " 46 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3891 | \n",
- " 1605345 | \n",
- " 11500 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1999 | \n",
- " 84.99 | \n",
- " 18 | \n",
- " 35.155571802981946 | \n",
- " 129.01747882010844 | \n",
- " ... | \n",
- " 13.0 | \n",
- " individual | \n",
- " gas | \n",
- " 44385 | \n",
- " 108.08 | \n",
- " 323 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3892 | \n",
- " 1605347 | \n",
- " 16686 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 2007 | \n",
- " 59.99 | \n",
- " 4 | \n",
- " 37.502392152907454 | \n",
- " 126.94203293696657 | \n",
- " ... | \n",
- " 8.0 | \n",
- " individual | \n",
- " gas | \n",
- " 13885 | \n",
- " 79.87 | \n",
- " 68 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3893 | \n",
- " 1605348 | \n",
- " 912 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1993 | \n",
- " 84.98 | \n",
- " 7 | \n",
- " 37.50674226194689 | \n",
- " 126.90352588985867 | \n",
- " ... | \n",
- " 14.0 | \n",
- " individual | \n",
- " gas | \n",
- " 2414 | \n",
- " 102.9 | \n",
- " 321 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3894 | \n",
- " 1605349 | \n",
- " 6492 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 2004 | \n",
- " 59.34 | \n",
- " 7 | \n",
- " 37.4482710161534 | \n",
- " 126.91877171285057 | \n",
- " ... | \n",
- " 15.0 | \n",
- " individual | \n",
- " gas | \n",
- " 10538 | \n",
- " 76.73 | \n",
- " 770 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3895 | \n",
- " 1605350 | \n",
- " 1022 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1989 | \n",
- " 36.16 | \n",
- " 4 | \n",
- " 37.64420729333219 | \n",
- " 127.05338160929209 | \n",
- " ... | \n",
- " 15.0 | \n",
- " central | \n",
- " gas | \n",
- " 2712 | \n",
- " 52.55 | \n",
- " 1350 | \n",
- " 1.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3896 | \n",
- " 1605351 | \n",
- " 2779 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1996 | \n",
- " 59.76 | \n",
- " 6 | \n",
- " 37.615862125987356 | \n",
- " 127.08447745598109 | \n",
- " ... | \n",
- " 10.0 | \n",
- " district | \n",
- " cogeneration | \n",
- " 5752 | \n",
- " 81.09 | \n",
- " 312 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3897 | \n",
- " 1605352 | \n",
- " 1392 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1990 | \n",
- " 71.05 | \n",
- " 9 | \n",
- " 37.54360591337897 | \n",
- " 127.01887885626742 | \n",
- " ... | \n",
- " 5.0 | \n",
- " central | \n",
- " gas | \n",
- " 3798 | \n",
- " 92.57 | \n",
- " 164 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3898 | \n",
- " 1605353 | \n",
- " 1603 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1996 | \n",
- " 59.88 | \n",
- " 17 | \n",
- " 35.155007781594726 | \n",
- " 129.0125973770761 | \n",
- " ... | \n",
- " 13.0 | \n",
- " individual | \n",
- " gas | \n",
- " 146958 | \n",
- " 78.19 | \n",
- " 340 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3899 | \n",
- " 1605354 | \n",
- " 33495 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 2015 | \n",
- " 84.9341 | \n",
- " 7 | \n",
- " 35.0968017578125 | \n",
- " 128.9219970703125 | \n",
- " ... | \n",
- " 16.0 | \n",
- " district | \n",
- " cogeneration | \n",
- " 92311 | \n",
- " 113.53 | \n",
- " 426 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3900 | \n",
- " 1605355 | \n",
- " 1510 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1990 | \n",
- " 57.15 | \n",
- " 11 | \n",
- " 35.22025931680435 | \n",
- " 129.0943897491455 | \n",
- " ... | \n",
- " 15.0 | \n",
- " individual | \n",
- " gas | \n",
- " 26221 | \n",
- " 79.22 | \n",
- " 270 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3901 | \n",
- " 1605357 | \n",
- " 22243 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 2014 | \n",
- " 84.9669 | \n",
- " 31 | \n",
- " 35.0648006 | \n",
- " 128.98313100000001 | \n",
- " ... | \n",
- " 27.0 | \n",
- " individual | \n",
- " gas | \n",
- " 56044 | \n",
- " 110.8 | \n",
- " 530 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3902 | \n",
- " 1605358 | \n",
- " 1559 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1996 | \n",
- " 49.08 | \n",
- " 16 | \n",
- " 35.051009195911014 | \n",
- " 128.96772738215935 | \n",
- " ... | \n",
- " 18.0 | \n",
- " individual | \n",
- " gas | \n",
- " 26414 | \n",
- " 68.12 | \n",
- " 2960 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3903 | \n",
- " 1605359 | \n",
- " 33502 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 2015 | \n",
- " 84.9197 | \n",
- " 12 | \n",
- " 35.18259811401367 | \n",
- " 129.19599914550778 | \n",
- " ... | \n",
- " 7.0 | \n",
- " individual | \n",
- " gas | \n",
- " 92348 | \n",
- " 118.27 | \n",
- " 71 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3904 | \n",
- " 1605360 | \n",
- " 1545 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1998 | \n",
- " 74.6 | \n",
- " 25 | \n",
- " 35.210271221619145 | \n",
- " 129.0242557857687 | \n",
- " ... | \n",
- " 20.0 | \n",
- " individual | \n",
- " gas | \n",
- " 26345 | \n",
- " 95.44 | \n",
- " 340 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3905 | \n",
- " 1605361 | \n",
- " 12357 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1992 | \n",
- " 81.39 | \n",
- " 10 | \n",
- " 35.18730781605497 | \n",
- " 129.04964005039864 | \n",
- " ... | \n",
- " 10.0 | \n",
- " individual | \n",
- " gas | \n",
- " 45614 | \n",
- " 98.98 | \n",
- " 9 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3906 | \n",
- " 1605362 | \n",
- " 3534 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1996 | \n",
- " 84.7 | \n",
- " 2 | \n",
- " 35.155685404054125 | \n",
- " 129.03910684781255 | \n",
- " ... | \n",
- " 9.0 | \n",
- " individual | \n",
- " gas | \n",
- " 30252 | \n",
- " 104.31 | \n",
- " 152 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3907 | \n",
- " 1605363 | \n",
- " 5768 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 2002 | \n",
- " 59.76 | \n",
- " 11 | \n",
- " 35.147946156772 | \n",
- " 129.01931372197674 | \n",
- " ... | \n",
- " 9.0 | \n",
- " individual | \n",
- " gas | \n",
- " 33945 | \n",
- " 74.85 | \n",
- " 284 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3908 | \n",
- " 1605364 | \n",
- " 24 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1992 | \n",
- " 84.945 | \n",
- " 13 | \n",
- " 35.16008237346097 | \n",
- " 129.02259850234577 | \n",
- " ... | \n",
- " 15.0 | \n",
- " individual | \n",
- " gas | \n",
- " 25512 | \n",
- " 103.74 | \n",
- " 370 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3909 | \n",
- " 1605365 | \n",
- " 1573 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1994 | \n",
- " 57.09 | \n",
- " 16 | \n",
- " 35.0709816615306 | \n",
- " 129.0625939109519 | \n",
- " ... | \n",
- " 19.0 | \n",
- " individual | \n",
- " gas | \n",
- " 146937 | \n",
- " 78.3 | \n",
- " 600 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3910 | \n",
- " 1605367 | \n",
- " 3686 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1996 | \n",
- " 59.34 | \n",
- " 4 | \n",
- " 37.55521496969028 | \n",
- " 127.13129423965424 | \n",
- " ... | \n",
- " 11.0 | \n",
- " individual | \n",
- " gas | \n",
- " 165821 | \n",
- " 88.47 | \n",
- " 53 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3911 | \n",
- " 1605368 | \n",
- " 137 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1998 | \n",
- " 59.96 | \n",
- " 1 | \n",
- " 37.46824862708849 | \n",
- " 126.94428397298736 | \n",
- " ... | \n",
- " 7.0 | \n",
- " individual | \n",
- " gas | \n",
- " 25593 | \n",
- " 85.25 | \n",
- " 60 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3912 | \n",
- " 1605369 | \n",
- " 5454 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1987 | \n",
- " 63.53 | \n",
- " 8 | \n",
- " 37.58943191090732 | \n",
- " 126.90754969915828 | \n",
- " ... | \n",
- " 15.0 | \n",
- " individual | \n",
- " gas | \n",
- " 8736 | \n",
- " 85.76 | \n",
- " 315 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " corridor | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3913 | \n",
- " 1605370 | \n",
- " 2871 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1987 | \n",
- " 31.98 | \n",
- " 4 | \n",
- " 37.65252879999999 | \n",
- " 127.06408200000001 | \n",
- " ... | \n",
- " 5.0 | \n",
- " individual | \n",
- " gas | \n",
- " 6038 | \n",
- " 37.38 | \n",
- " 840 | \n",
- " 1.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3914 | \n",
- " 1605371 | \n",
- " 6002 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 2004 | \n",
- " 84.89 | \n",
- " 25 | \n",
- " 37.62115003230228 | \n",
- " 127.01082888758276 | \n",
- " ... | \n",
- " 5.0 | \n",
- " individual | \n",
- " gas | \n",
- " 9468 | \n",
- " 102.49 | \n",
- " 648 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3915 | \n",
- " 1605372 | \n",
- " 7116 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1994 | \n",
- " 57.46 | \n",
- " 15 | \n",
- " 37.64343595978893 | \n",
- " 127.0178888640008 | \n",
- " ... | \n",
- " 12.0 | \n",
- " individual | \n",
- " gas | \n",
- " 35853 | \n",
- " 71.47 | \n",
- " 29 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3916 | \n",
- " 1605374 | \n",
- " 2937 | \n",
- " 1 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 1999 | \n",
- " 84.88 | \n",
- " 5 | \n",
- " 37.60432601611257 | \n",
- " 127.01716830085677 | \n",
- " ... | \n",
- " 7.0 | \n",
- " individual | \n",
- " gas | \n",
- " 6280 | \n",
- " 108.75 | \n",
- " 0 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3917 | \n",
- " 1605375 | \n",
- " 20307 | \n",
- " 0 | \n",
- " 201810 | \n",
- " 21~31 | \n",
- " 2011 | \n",
- " 84.7808 | \n",
- " 4 | \n",
- " 35.33871262916821 | \n",
- " 129.16392399759656 | \n",
- " ... | \n",
- " 18.0 | \n",
- " district | \n",
- " cogeneration | \n",
- " 54538 | \n",
- " 105.99 | \n",
- " 430 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " stairway | \n",
- " 0 | \n",
- "
\n",
- " \n",
- "
\n",
- "
3918 rows × 25 columns
\n",
- "
"
- ],
- "text/plain": [
- " key apartment_id city transaction_year_month transaction_date \\\n",
- "0 462533 3751 1 200912 21~31 \n",
- "1 764018 14029 1 201304 1~10 \n",
- "2 813528 12304 1 201309 21~30 \n",
- "3 845097 22241 1 201312 1~10 \n",
- "4 856338 316 1 201401 1~10 \n",
- "5 977181 14140 1 201411 1~10 \n",
- "6 1037012 18263 1 201503 1~10 \n",
- "7 1158117 1299 1 201510 21~31 \n",
- "8 1204038 34895 1 201603 1~10 \n",
- "9 1204146 710 1 201603 1~10 \n",
- "10 1253422 26888 0 201606 1~10 \n",
- "11 1369751 3581 0 201702 1~10 \n",
- "12 1379723 11908 1 201703 1~10 \n",
- "13 1389544 26553 0 201704 11~20 \n",
- "14 1394472 36531 0 201704 1~10 \n",
- "15 1395869 9344 0 201704 21~30 \n",
- "16 1411847 10434 0 201705 21~31 \n",
- "17 1419442 3542 0 201705 21~31 \n",
- "18 1435592 3418 0 201706 21~30 \n",
- "19 1436429 17385 0 201706 21~30 \n",
- "20 1438962 3713 1 201707 11~20 \n",
- "21 1444406 6609 1 201707 1~10 \n",
- "22 1445883 1297 1 201707 1~10 \n",
- "23 1450094 695 1 201707 21~31 \n",
- "24 1452779 65 1 201707 21~31 \n",
- "25 1458536 9220 0 201708 11~20 \n",
- "26 1459610 2874 1 201708 1~10 \n",
- "27 1460129 23946 0 201708 1~10 \n",
- "28 1462023 23063 0 201708 1~10 \n",
- "29 1462947 21727 1 201708 21~31 \n",
- "... ... ... ... ... ... \n",
- "3888 1605340 22692 0 201810 21~31 \n",
- "3889 1605341 5513 0 201810 21~31 \n",
- "3890 1605343 17371 0 201810 21~31 \n",
- "3891 1605345 11500 0 201810 21~31 \n",
- "3892 1605347 16686 1 201810 21~31 \n",
- "3893 1605348 912 1 201810 21~31 \n",
- "3894 1605349 6492 1 201810 21~31 \n",
- "3895 1605350 1022 1 201810 21~31 \n",
- "3896 1605351 2779 1 201810 21~31 \n",
- "3897 1605352 1392 1 201810 21~31 \n",
- "3898 1605353 1603 0 201810 21~31 \n",
- "3899 1605354 33495 0 201810 21~31 \n",
- "3900 1605355 1510 0 201810 21~31 \n",
- "3901 1605357 22243 0 201810 21~31 \n",
- "3902 1605358 1559 0 201810 21~31 \n",
- "3903 1605359 33502 0 201810 21~31 \n",
- "3904 1605360 1545 0 201810 21~31 \n",
- "3905 1605361 12357 0 201810 21~31 \n",
- "3906 1605362 3534 0 201810 21~31 \n",
- "3907 1605363 5768 0 201810 21~31 \n",
- "3908 1605364 24 0 201810 21~31 \n",
- "3909 1605365 1573 0 201810 21~31 \n",
- "3910 1605367 3686 1 201810 21~31 \n",
- "3911 1605368 137 1 201810 21~31 \n",
- "3912 1605369 5454 1 201810 21~31 \n",
- "3913 1605370 2871 1 201810 21~31 \n",
- "3914 1605371 6002 1 201810 21~31 \n",
- "3915 1605372 7116 1 201810 21~31 \n",
- "3916 1605374 2937 1 201810 21~31 \n",
- "3917 1605375 20307 0 201810 21~31 \n",
- "\n",
- " year_of_completion exclusive_use_area floor latitude \\\n",
- "0 1984 83.58 14 37.519926399999996 \n",
- "1 1968 107.17 10 37.57221524107417 \n",
- "2 1968 36.17 6 37.5700674355999 \n",
- "3 2007 45.67 8 37.55693760015581 \n",
- "4 1988 41.85 4 37.652256472803785 \n",
- "5 1972 124.5 7 37.544317400643685 \n",
- "6 2008 84.46799999999999 1 37.645003576533256 \n",
- "7 1983 143.95 1 37.5101436250961 \n",
- "8 2010 84.78 24 37.57379913330078 \n",
- "9 1989 59.22 8 37.63370157637949 \n",
- "10 1980 64.53 1 35.115673065185554 \n",
- "11 1993 84.87 5 35.06984622087218 \n",
- "12 2005 181.51 5 37.515753401632686 \n",
- "13 1984 64.52 3 35.14624914836931 \n",
- "14 2017 84.9972 23 35.183155600000006 \n",
- "15 1985 76.5 3 35.187516322813856 \n",
- "16 1993 67.96 5 35.123220603206136 \n",
- "17 1989 82.345 2 35.191291828307634 \n",
- "18 1985 75.36 8 35.22050213980677 \n",
- "19 1994 84.96 8 35.17096840902282 \n",
- "20 1970 49.59 6 37.52974079522804 \n",
- "21 2002 84.78 4 37.51262261669772 \n",
- "22 1983 50.64 5 37.520025663266004 \n",
- "23 1970 59.5 5 37.52705261213795 \n",
- "24 1980 105.47 5 37.47655466102801 \n",
- "25 1992 84.51 2 35.23094602349786 \n",
- "26 1988 38.52 3 37.6638821 \n",
- "27 1986 45.18 1 35.08025404022866 \n",
- "28 2013 84.8439 6 35.19160774771905 \n",
- "29 2013 59.99 4 37.61307907104492 \n",
- "... ... ... ... ... \n",
- "3888 2013 84.8644 10 35.11231143208414 \n",
- "3889 2001 188.08 19 35.1281521 \n",
- "3890 2007 84.6588 5 35.12310179365744 \n",
- "3891 1999 84.99 18 35.155571802981946 \n",
- "3892 2007 59.99 4 37.502392152907454 \n",
- "3893 1993 84.98 7 37.50674226194689 \n",
- "3894 2004 59.34 7 37.4482710161534 \n",
- "3895 1989 36.16 4 37.64420729333219 \n",
- "3896 1996 59.76 6 37.615862125987356 \n",
- "3897 1990 71.05 9 37.54360591337897 \n",
- "3898 1996 59.88 17 35.155007781594726 \n",
- "3899 2015 84.9341 7 35.0968017578125 \n",
- "3900 1990 57.15 11 35.22025931680435 \n",
- "3901 2014 84.9669 31 35.0648006 \n",
- "3902 1996 49.08 16 35.051009195911014 \n",
- "3903 2015 84.9197 12 35.18259811401367 \n",
- "3904 1998 74.6 25 35.210271221619145 \n",
- "3905 1992 81.39 10 35.18730781605497 \n",
- "3906 1996 84.7 2 35.155685404054125 \n",
- "3907 2002 59.76 11 35.147946156772 \n",
- "3908 1992 84.945 13 35.16008237346097 \n",
- "3909 1994 57.09 16 35.0709816615306 \n",
- "3910 1996 59.34 4 37.55521496969028 \n",
- "3911 1998 59.96 1 37.46824862708849 \n",
- "3912 1987 63.53 8 37.58943191090732 \n",
- "3913 1987 31.98 4 37.65252879999999 \n",
- "3914 2004 84.89 25 37.62115003230228 \n",
- "3915 1994 57.46 15 37.64343595978893 \n",
- "3916 1999 84.88 5 37.60432601611257 \n",
- "3917 2011 84.7808 4 35.33871262916821 \n",
- "\n",
- " longitude ... lowest_building_in_sites \\\n",
- "0 127.05251499999999 ... 15.0 \n",
- "1 126.9876432269324 ... 8.0 \n",
- "2 127.01064037480738 ... 4.0 \n",
- "3 126.85925484475214 ... 15.0 \n",
- "4 127.08200296079096 ... 5.0 \n",
- "5 127.00148913995884 ... 16.0 \n",
- "6 127.06778149693005 ... 10.0 \n",
- "7 127.01173124262036 ... 14.0 \n",
- "8 126.89099884033205 ... 30.0 \n",
- "9 127.06786639508353 ... 6.0 \n",
- "10 129.02323913574222 ... 2.0 \n",
- "11 128.97800977389178 ... 18.0 \n",
- "12 127.06276435403801 ... 6.0 \n",
- "13 129.0082080460082 ... 5.0 \n",
- "14 129.113972 ... 29.0 \n",
- "15 129.0683237986119 ... 5.0 \n",
- "16 129.11569407311856 ... 6.0 \n",
- "17 128.99324490479808 ... 6.0 \n",
- "18 129.09139587280137 ... 13.0 \n",
- "19 129.15568430871986 ... 7.0 \n",
- "20 126.95328450037451 ... 7.0 \n",
- "21 127.01651838923875 ... 6.0 \n",
- "22 127.01334814084564 ... 8.0 \n",
- "23 126.95432245159394 ... 6.0 \n",
- "24 126.99971962537808 ... 10.0 \n",
- "25 129.094857782031 ... 13.0 \n",
- "26 127.06236899999999 ... 5.0 \n",
- "27 129.01038633691059 ... 4.0 \n",
- "28 129.11318500805552 ... 15.0 \n",
- "29 126.93356323242188 ... 8.0 \n",
- "... ... ... ... \n",
- "3888 129.10958198924874 ... 20.0 \n",
- "3889 129.113295 ... 22.0 \n",
- "3890 129.09348247513583 ... 9.0 \n",
- "3891 129.01747882010844 ... 13.0 \n",
- "3892 126.94203293696657 ... 8.0 \n",
- "3893 126.90352588985867 ... 14.0 \n",
- "3894 126.91877171285057 ... 15.0 \n",
- "3895 127.05338160929209 ... 15.0 \n",
- "3896 127.08447745598109 ... 10.0 \n",
- "3897 127.01887885626742 ... 5.0 \n",
- "3898 129.0125973770761 ... 13.0 \n",
- "3899 128.9219970703125 ... 16.0 \n",
- "3900 129.0943897491455 ... 15.0 \n",
- "3901 128.98313100000001 ... 27.0 \n",
- "3902 128.96772738215935 ... 18.0 \n",
- "3903 129.19599914550778 ... 7.0 \n",
- "3904 129.0242557857687 ... 20.0 \n",
- "3905 129.04964005039864 ... 10.0 \n",
- "3906 129.03910684781255 ... 9.0 \n",
- "3907 129.01931372197674 ... 9.0 \n",
- "3908 129.02259850234577 ... 15.0 \n",
- "3909 129.0625939109519 ... 19.0 \n",
- "3910 127.13129423965424 ... 11.0 \n",
- "3911 126.94428397298736 ... 7.0 \n",
- "3912 126.90754969915828 ... 15.0 \n",
- "3913 127.06408200000001 ... 5.0 \n",
- "3914 127.01082888758276 ... 5.0 \n",
- "3915 127.0178888640008 ... 12.0 \n",
- "3916 127.01716830085677 ... 7.0 \n",
- "3917 129.16392399759656 ... 18.0 \n",
- "\n",
- " heat_type heat_fuel room_id supply_area \\\n",
- "0 district cogeneration 6648 107.19 \n",
- "1 individual gas 46184 107.17 \n",
- "2 individual gas 45540 39.66 \n",
- "3 individual gas 19069 87.11 \n",
- "4 individual gas 704 56.7 \n",
- "5 central gas 46215 131.01 \n",
- "6 individual gas 15040 116.4 \n",
- "7 district cogeneration 26105 155.6 \n",
- "8 district cogeneration 145659 118.6 \n",
- "9 central gas 1901 85.12 \n",
- "10 individual gas 58628 82.65 \n",
- "11 individual gas 30471 105.38 \n",
- "12 individual gas 45171 205.27 \n",
- "13 individual - 58482 71.72 \n",
- "14 individual NaN 150241 112.49 \n",
- "15 individual gas 40469 90.18 \n",
- "16 individual gas 42921 79.09 \n",
- "17 individual gas 30295 98.3 \n",
- "18 individual gas 29812 92.48 \n",
- "19 individual gas 50403 106.01 \n",
- "20 individual gas 6579 49.59 \n",
- "21 individual gas 34886 107.46 \n",
- "22 district cogeneration 3538 55.0 \n",
- "23 individual gas 25896 59.5 \n",
- "24 central gas 165 114.52 \n",
- "25 individual gas 40006 101.51 \n",
- "26 individual gas 147153 43.92 \n",
- "27 individual gas 57351 54.86 \n",
- "28 individual gas 56708 110.72 \n",
- "29 individual gas 18759 83.61 \n",
- "... ... ... ... ... \n",
- "3888 individual gas 56490 114.38 \n",
- "3889 individual gas 33501 230.65 \n",
- "3890 individual gas 50344 111.48 \n",
- "3891 individual gas 44385 108.08 \n",
- "3892 individual gas 13885 79.87 \n",
- "3893 individual gas 2414 102.9 \n",
- "3894 individual gas 10538 76.73 \n",
- "3895 central gas 2712 52.55 \n",
- "3896 district cogeneration 5752 81.09 \n",
- "3897 central gas 3798 92.57 \n",
- "3898 individual gas 146958 78.19 \n",
- "3899 district cogeneration 92311 113.53 \n",
- "3900 individual gas 26221 79.22 \n",
- "3901 individual gas 56044 110.8 \n",
- "3902 individual gas 26414 68.12 \n",
- "3903 individual gas 92348 118.27 \n",
- "3904 individual gas 26345 95.44 \n",
- "3905 individual gas 45614 98.98 \n",
- "3906 individual gas 30252 104.31 \n",
- "3907 individual gas 33945 74.85 \n",
- "3908 individual gas 25512 103.74 \n",
- "3909 individual gas 146937 78.3 \n",
- "3910 individual gas 165821 88.47 \n",
- "3911 individual gas 25593 85.25 \n",
- "3912 individual gas 8736 85.76 \n",
- "3913 individual gas 6038 37.38 \n",
- "3914 individual gas 9468 102.49 \n",
- "3915 individual gas 35853 71.47 \n",
- "3916 individual gas 6280 108.75 \n",
- "3917 district cogeneration 54538 105.99 \n",
- "\n",
- " total_household_count_of_area_type room_count bathroom_count \\\n",
- "0 2 3.0 1.0 \n",
- "1 10 0.0 0.0 \n",
- "2 58 2.0 1.0 \n",
- "3 1 3.0 2.0 \n",
- "4 90 2.0 1.0 \n",
- "5 56 3.0 2.0 \n",
- "6 74 3.0 2.0 \n",
- "7 112 4.0 2.0 \n",
- "8 58 2.0 2.0 \n",
- "9 106 3.0 1.0 \n",
- "10 40 3.0 1.0 \n",
- "11 76 3.0 2.0 \n",
- "12 48 4.0 2.0 \n",
- "13 20 3.0 1.0 \n",
- "14 240 3.0 2.0 \n",
- "15 15 3.0 1.0 \n",
- "16 48 3.0 1.0 \n",
- "17 66 3.0 1.0 \n",
- "18 52 3.0 1.0 \n",
- "19 65 3.0 2.0 \n",
- "20 60 2.0 1.0 \n",
- "21 92 3.0 2.0 \n",
- "22 144 2.0 1.0 \n",
- "23 90 3.0 1.0 \n",
- "24 180 3.0 1.0 \n",
- "25 26 3.0 2.0 \n",
- "26 230 2.0 1.0 \n",
- "27 5 2.0 1.0 \n",
- "28 43 3.0 2.0 \n",
- "29 35 3.0 1.0 \n",
- "... ... ... ... \n",
- "3888 65 3.0 2.0 \n",
- "3889 144 5.0 2.0 \n",
- "3890 46 3.0 2.0 \n",
- "3891 323 3.0 2.0 \n",
- "3892 68 3.0 2.0 \n",
- "3893 321 3.0 2.0 \n",
- "3894 770 3.0 1.0 \n",
- "3895 1350 1.0 1.0 \n",
- "3896 312 3.0 1.0 \n",
- "3897 164 3.0 1.0 \n",
- "3898 340 2.0 1.0 \n",
- "3899 426 3.0 2.0 \n",
- "3900 270 3.0 1.0 \n",
- "3901 530 3.0 2.0 \n",
- "3902 2960 3.0 1.0 \n",
- "3903 71 3.0 2.0 \n",
- "3904 340 3.0 1.0 \n",
- "3905 9 3.0 1.0 \n",
- "3906 152 3.0 2.0 \n",
- "3907 284 3.0 1.0 \n",
- "3908 370 3.0 2.0 \n",
- "3909 600 3.0 1.0 \n",
- "3910 53 3.0 1.0 \n",
- "3911 60 2.0 1.0 \n",
- "3912 315 2.0 1.0 \n",
- "3913 840 1.0 1.0 \n",
- "3914 648 3.0 2.0 \n",
- "3915 29 3.0 1.0 \n",
- "3916 0 3.0 2.0 \n",
- "3917 430 3.0 2.0 \n",
- "\n",
- " front_door_structure transaction_real_price \n",
- "0 corridor 0 \n",
- "1 corridor 0 \n",
- "2 stairway 0 \n",
- "3 stairway 0 \n",
- "4 stairway 0 \n",
- "5 corridor 0 \n",
- "6 stairway 0 \n",
- "7 stairway 0 \n",
- "8 stairway 0 \n",
- "9 corridor 0 \n",
- "10 stairway 0 \n",
- "11 stairway 0 \n",
- "12 stairway 0 \n",
- "13 stairway 0 \n",
- "14 stairway 0 \n",
- "15 stairway 0 \n",
- "16 corridor 0 \n",
- "17 stairway 0 \n",
- "18 stairway 0 \n",
- "19 stairway 0 \n",
- "20 stairway 0 \n",
- "21 stairway 0 \n",
- "22 corridor 0 \n",
- "23 stairway 0 \n",
- "24 corridor 0 \n",
- "25 stairway 0 \n",
- "26 stairway 0 \n",
- "27 stairway 0 \n",
- "28 stairway 0 \n",
- "29 stairway 0 \n",
- "... ... ... \n",
- "3888 stairway 0 \n",
- "3889 stairway 0 \n",
- "3890 stairway 0 \n",
- "3891 stairway 0 \n",
- "3892 stairway 0 \n",
- "3893 stairway 0 \n",
- "3894 corridor 0 \n",
- "3895 corridor 0 \n",
- "3896 corridor 0 \n",
- "3897 corridor 0 \n",
- "3898 stairway 0 \n",
- "3899 stairway 0 \n",
- "3900 corridor 0 \n",
- "3901 stairway 0 \n",
- "3902 corridor 0 \n",
- "3903 stairway 0 \n",
- "3904 stairway 0 \n",
- "3905 stairway 0 \n",
- "3906 stairway 0 \n",
- "3907 stairway 0 \n",
- "3908 stairway 0 \n",
- "3909 corridor 0 \n",
- "3910 corridor 0 \n",
- "3911 corridor 0 \n",
- "3912 corridor 0 \n",
- "3913 stairway 0 \n",
- "3914 stairway 0 \n",
- "3915 stairway 0 \n",
- "3916 stairway 0 \n",
- "3917 stairway 0 \n",
- "\n",
- "[3918 rows x 25 columns]"
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df_test"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 25,
- "metadata": {},
- "outputs": [],
- "source": [
- "col_n = ['transaction_real_price', 'city', 'exclusive_use_area','floor','total_parking_capacity_in_site',\n",
- " 'total_household_count_in_sites','apartment_building_count_in_sites','heat_type','heat_fuel',\n",
- " 'front_door_structure','supply_area','total_household_count_of_area_type',\n",
- " 'room_count','bathroom_count']\n",
- "\n",
- "df_test = pd.DataFrame(df_test,columns = col_n)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " transaction_real_price | \n",
- " city | \n",
- " exclusive_use_area | \n",
- " floor | \n",
- " total_parking_capacity_in_site | \n",
- " total_household_count_in_sites | \n",
- " apartment_building_count_in_sites | \n",
- " heat_type | \n",
- " heat_fuel | \n",
- " front_door_structure | \n",
- " supply_area | \n",
- " total_household_count_of_area_type | \n",
- " room_count | \n",
- " bathroom_count | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 83.58 | \n",
- " 14 | \n",
- " 375.0 | \n",
- " 375 | \n",
- " 4 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 107.19 | \n",
- " 2 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 1 | \n",
- " 0 | \n",
- " 1 | \n",
- " 107.17 | \n",
- " 10 | \n",
- " NaN | \n",
- " 149 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 107.17 | \n",
- " 10 | \n",
- " 0.0 | \n",
- " 0.0 | \n",
- "
\n",
- " \n",
- " | 2 | \n",
- " 0 | \n",
- " 1 | \n",
- " 36.17 | \n",
- " 6 | \n",
- " NaN | \n",
- " 120 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 39.66 | \n",
- " 58 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3 | \n",
- " 0 | \n",
- " 1 | \n",
- " 45.67 | \n",
- " 8 | \n",
- " 216.0 | \n",
- " 419 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 87.11 | \n",
- " 1 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 4 | \n",
- " 0 | \n",
- " 1 | \n",
- " 41.85 | \n",
- " 4 | \n",
- " NaN | \n",
- " 210 | \n",
- " 2 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 56.7 | \n",
- " 90 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 5 | \n",
- " 0 | \n",
- " 1 | \n",
- " 124.5 | \n",
- " 7 | \n",
- " NaN | \n",
- " 122 | \n",
- " 1 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 131.01 | \n",
- " 56 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 6 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.46799999999999 | \n",
- " 1 | \n",
- " 146.0 | \n",
- " 219 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 116.4 | \n",
- " 74 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 7 | \n",
- " 0 | \n",
- " 1 | \n",
- " 143.95 | \n",
- " 1 | \n",
- " NaN | \n",
- " 112 | \n",
- " 1 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 155.6 | \n",
- " 112 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 8 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.78 | \n",
- " 24 | \n",
- " 318.0 | \n",
- " 240 | \n",
- " 2 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 118.6 | \n",
- " 58 | \n",
- " 2.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 9 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.22 | \n",
- " 8 | \n",
- " 540.0 | \n",
- " 1880 | \n",
- " 15 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 85.12 | \n",
- " 106 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 10 | \n",
- " 0 | \n",
- " 0 | \n",
- " 64.53 | \n",
- " 1 | \n",
- " 7.0 | \n",
- " 101 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 82.65 | \n",
- " 40 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 11 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.87 | \n",
- " 5 | \n",
- " 52.0 | \n",
- " 118 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 105.38 | \n",
- " 76 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 12 | \n",
- " 0 | \n",
- " 1 | \n",
- " 181.51 | \n",
- " 5 | \n",
- " 240.0 | \n",
- " 112 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 205.27 | \n",
- " 48 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 13 | \n",
- " 0 | \n",
- " 0 | \n",
- " 64.52 | \n",
- " 3 | \n",
- " NaN | \n",
- " 110 | \n",
- " 2 | \n",
- " individual | \n",
- " - | \n",
- " stairway | \n",
- " 71.72 | \n",
- " 20 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 14 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9972 | \n",
- " 23 | \n",
- " 624.0 | \n",
- " 529 | \n",
- " 6 | \n",
- " individual | \n",
- " NaN | \n",
- " stairway | \n",
- " 112.49 | \n",
- " 240 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 15 | \n",
- " 0 | \n",
- " 0 | \n",
- " 76.5 | \n",
- " 3 | \n",
- " NaN | \n",
- " 105 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 90.18 | \n",
- " 15 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 16 | \n",
- " 0 | \n",
- " 0 | \n",
- " 67.96 | \n",
- " 5 | \n",
- " NaN | \n",
- " 108 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 79.09 | \n",
- " 48 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 17 | \n",
- " 0 | \n",
- " 0 | \n",
- " 82.345 | \n",
- " 2 | \n",
- " 87.0 | \n",
- " 174 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 98.3 | \n",
- " 66 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 18 | \n",
- " 0 | \n",
- " 0 | \n",
- " 75.36 | \n",
- " 8 | \n",
- " NaN | \n",
- " 156 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 92.48 | \n",
- " 52 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 19 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.96 | \n",
- " 8 | \n",
- " 73.0 | \n",
- " 113 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 106.01 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 20 | \n",
- " 0 | \n",
- " 1 | \n",
- " 49.59 | \n",
- " 6 | \n",
- " NaN | \n",
- " 228 | \n",
- " 6 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 49.59 | \n",
- " 60 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 21 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.78 | \n",
- " 4 | \n",
- " 132.0 | \n",
- " 107 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 107.46 | \n",
- " 92 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 22 | \n",
- " 0 | \n",
- " 1 | \n",
- " 50.64 | \n",
- " 5 | \n",
- " 182.0 | \n",
- " 182 | \n",
- " 1 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 55.0 | \n",
- " 144 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 23 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.5 | \n",
- " 5 | \n",
- " NaN | \n",
- " 190 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 59.5 | \n",
- " 90 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 24 | \n",
- " 0 | \n",
- " 1 | \n",
- " 105.47 | \n",
- " 5 | \n",
- " 630.0 | \n",
- " 450 | \n",
- " 7 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 114.52 | \n",
- " 180 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 25 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.51 | \n",
- " 2 | \n",
- " NaN | \n",
- " 153 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 101.51 | \n",
- " 26 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 26 | \n",
- " 0 | \n",
- " 1 | \n",
- " 38.52 | \n",
- " 3 | \n",
- " NaN | \n",
- " 830 | \n",
- " 18 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 43.92 | \n",
- " 230 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 27 | \n",
- " 0 | \n",
- " 0 | \n",
- " 45.18 | \n",
- " 1 | \n",
- " NaN | \n",
- " 176 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 54.86 | \n",
- " 5 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 28 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.8439 | \n",
- " 6 | \n",
- " 176.0 | \n",
- " 163 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 110.72 | \n",
- " 43 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 29 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 4 | \n",
- " 693.0 | \n",
- " 588 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 83.61 | \n",
- " 35 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- "
\n",
- " \n",
- " | 3888 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.8644 | \n",
- " 10 | \n",
- " 777.0 | \n",
- " 773 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 114.38 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3889 | \n",
- " 0 | \n",
- " 0 | \n",
- " 188.08 | \n",
- " 19 | \n",
- " 4515.0 | \n",
- " 2637 | \n",
- " 30 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 230.65 | \n",
- " 144 | \n",
- " 5.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3890 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.6588 | \n",
- " 5 | \n",
- " 918.0 | \n",
- " 712 | \n",
- " 15 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 111.48 | \n",
- " 46 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3891 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.99 | \n",
- " 18 | \n",
- " 876.0 | \n",
- " 819 | \n",
- " 8 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 108.08 | \n",
- " 323 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3892 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 4 | \n",
- " 1651.0 | \n",
- " 1122 | \n",
- " 22 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 79.87 | \n",
- " 68 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3893 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.98 | \n",
- " 7 | \n",
- " 234.0 | \n",
- " 321 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 102.9 | \n",
- " 321 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3894 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.34 | \n",
- " 7 | \n",
- " 3146.0 | \n",
- " 2810 | \n",
- " 25 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 76.73 | \n",
- " 770 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3895 | \n",
- " 0 | \n",
- " 1 | \n",
- " 36.16 | \n",
- " 4 | \n",
- " 1980.0 | \n",
- " 1980 | \n",
- " 11 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 52.55 | \n",
- " 1350 | \n",
- " 1.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3896 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.76 | \n",
- " 6 | \n",
- " 560.0 | \n",
- " 1070 | \n",
- " 12 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 81.09 | \n",
- " 312 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3897 | \n",
- " 0 | \n",
- " 1 | \n",
- " 71.05 | \n",
- " 9 | \n",
- " 962.0 | \n",
- " 566 | \n",
- " 8 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 92.57 | \n",
- " 164 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3898 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.88 | \n",
- " 17 | \n",
- " 1110.0 | \n",
- " 1206 | \n",
- " 12 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 78.19 | \n",
- " 340 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3899 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9341 | \n",
- " 7 | \n",
- " 842.0 | \n",
- " 737 | \n",
- " 11 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 113.53 | \n",
- " 426 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3900 | \n",
- " 0 | \n",
- " 0 | \n",
- " 57.15 | \n",
- " 11 | \n",
- " NaN | \n",
- " 990 | \n",
- " 11 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 79.22 | \n",
- " 270 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3901 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9669 | \n",
- " 31 | \n",
- " 1761.0 | \n",
- " 1326 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 110.8 | \n",
- " 530 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3902 | \n",
- " 0 | \n",
- " 0 | \n",
- " 49.08 | \n",
- " 16 | \n",
- " 2500.0 | \n",
- " 2960 | \n",
- " 17 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 68.12 | \n",
- " 2960 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3903 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9197 | \n",
- " 12 | \n",
- " 392.0 | \n",
- " 407 | \n",
- " 5 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 118.27 | \n",
- " 71 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3904 | \n",
- " 0 | \n",
- " 0 | \n",
- " 74.6 | \n",
- " 25 | \n",
- " 1282.0 | \n",
- " 1166 | \n",
- " 10 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 95.44 | \n",
- " 340 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3905 | \n",
- " 0 | \n",
- " 0 | \n",
- " 81.39 | \n",
- " 10 | \n",
- " 131.0 | \n",
- " 160 | \n",
- " 2 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 98.98 | \n",
- " 9 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3906 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.7 | \n",
- " 2 | \n",
- " 249.0 | \n",
- " 300 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 104.31 | \n",
- " 152 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3907 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.76 | \n",
- " 11 | \n",
- " 1673.0 | \n",
- " 1424 | \n",
- " 18 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 74.85 | \n",
- " 284 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3908 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.945 | \n",
- " 13 | \n",
- " 471.0 | \n",
- " 450 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 103.74 | \n",
- " 370 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3909 | \n",
- " 0 | \n",
- " 0 | \n",
- " 57.09 | \n",
- " 16 | \n",
- " 800.0 | \n",
- " 1000 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 78.3 | \n",
- " 600 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3910 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.34 | \n",
- " 4 | \n",
- " 111.0 | \n",
- " 107 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 88.47 | \n",
- " 53 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3911 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.96 | \n",
- " 1 | \n",
- " 141.0 | \n",
- " 126 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 85.25 | \n",
- " 60 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3912 | \n",
- " 0 | \n",
- " 1 | \n",
- " 63.53 | \n",
- " 8 | \n",
- " 570.0 | \n",
- " 570 | \n",
- " 5 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 85.76 | \n",
- " 315 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3913 | \n",
- " 0 | \n",
- " 1 | \n",
- " 31.98 | \n",
- " 4 | \n",
- " NaN | \n",
- " 840 | \n",
- " 19 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 37.38 | \n",
- " 840 | \n",
- " 1.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3914 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.89 | \n",
- " 25 | \n",
- " 1875.0 | \n",
- " 2075 | \n",
- " 21 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 102.49 | \n",
- " 648 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3915 | \n",
- " 0 | \n",
- " 1 | \n",
- " 57.46 | \n",
- " 15 | \n",
- " 130.0 | \n",
- " 146 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 71.47 | \n",
- " 29 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3916 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.88 | \n",
- " 5 | \n",
- " 802.0 | \n",
- " 860 | \n",
- " 8 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 108.75 | \n",
- " 0 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3917 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.7808 | \n",
- " 4 | \n",
- " 1128.0 | \n",
- " 978 | \n",
- " 13 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 105.99 | \n",
- " 430 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- "
\n",
- "
3918 rows × 14 columns
\n",
- "
"
- ],
- "text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "0 0 1 83.58 14 \n",
- "1 0 1 107.17 10 \n",
- "2 0 1 36.17 6 \n",
- "3 0 1 45.67 8 \n",
- "4 0 1 41.85 4 \n",
- "5 0 1 124.5 7 \n",
- "6 0 1 84.46799999999999 1 \n",
- "7 0 1 143.95 1 \n",
- "8 0 1 84.78 24 \n",
- "9 0 1 59.22 8 \n",
- "10 0 0 64.53 1 \n",
- "11 0 0 84.87 5 \n",
- "12 0 1 181.51 5 \n",
- "13 0 0 64.52 3 \n",
- "14 0 0 84.9972 23 \n",
- "15 0 0 76.5 3 \n",
- "16 0 0 67.96 5 \n",
- "17 0 0 82.345 2 \n",
- "18 0 0 75.36 8 \n",
- "19 0 0 84.96 8 \n",
- "20 0 1 49.59 6 \n",
- "21 0 1 84.78 4 \n",
- "22 0 1 50.64 5 \n",
- "23 0 1 59.5 5 \n",
- "24 0 1 105.47 5 \n",
- "25 0 0 84.51 2 \n",
- "26 0 1 38.52 3 \n",
- "27 0 0 45.18 1 \n",
- "28 0 0 84.8439 6 \n",
- "29 0 1 59.99 4 \n",
- "... ... ... ... ... \n",
- "3888 0 0 84.8644 10 \n",
- "3889 0 0 188.08 19 \n",
- "3890 0 0 84.6588 5 \n",
- "3891 0 0 84.99 18 \n",
- "3892 0 1 59.99 4 \n",
- "3893 0 1 84.98 7 \n",
- "3894 0 1 59.34 7 \n",
- "3895 0 1 36.16 4 \n",
- "3896 0 1 59.76 6 \n",
- "3897 0 1 71.05 9 \n",
- "3898 0 0 59.88 17 \n",
- "3899 0 0 84.9341 7 \n",
- "3900 0 0 57.15 11 \n",
- "3901 0 0 84.9669 31 \n",
- "3902 0 0 49.08 16 \n",
- "3903 0 0 84.9197 12 \n",
- "3904 0 0 74.6 25 \n",
- "3905 0 0 81.39 10 \n",
- "3906 0 0 84.7 2 \n",
- "3907 0 0 59.76 11 \n",
- "3908 0 0 84.945 13 \n",
- "3909 0 0 57.09 16 \n",
- "3910 0 1 59.34 4 \n",
- "3911 0 1 59.96 1 \n",
- "3912 0 1 63.53 8 \n",
- "3913 0 1 31.98 4 \n",
- "3914 0 1 84.89 25 \n",
- "3915 0 1 57.46 15 \n",
- "3916 0 1 84.88 5 \n",
- "3917 0 0 84.7808 4 \n",
- "\n",
- " total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "0 375.0 375 \n",
- "1 NaN 149 \n",
- "2 NaN 120 \n",
- "3 216.0 419 \n",
- "4 NaN 210 \n",
- "5 NaN 122 \n",
- "6 146.0 219 \n",
- "7 NaN 112 \n",
- "8 318.0 240 \n",
- "9 540.0 1880 \n",
- "10 7.0 101 \n",
- "11 52.0 118 \n",
- "12 240.0 112 \n",
- "13 NaN 110 \n",
- "14 624.0 529 \n",
- "15 NaN 105 \n",
- "16 NaN 108 \n",
- "17 87.0 174 \n",
- "18 NaN 156 \n",
- "19 73.0 113 \n",
- "20 NaN 228 \n",
- "21 132.0 107 \n",
- "22 182.0 182 \n",
- "23 NaN 190 \n",
- "24 630.0 450 \n",
- "25 NaN 153 \n",
- "26 NaN 830 \n",
- "27 NaN 176 \n",
- "28 176.0 163 \n",
- "29 693.0 588 \n",
- "... ... ... \n",
- "3888 777.0 773 \n",
- "3889 4515.0 2637 \n",
- "3890 918.0 712 \n",
- "3891 876.0 819 \n",
- "3892 1651.0 1122 \n",
- "3893 234.0 321 \n",
- "3894 3146.0 2810 \n",
- "3895 1980.0 1980 \n",
- "3896 560.0 1070 \n",
- "3897 962.0 566 \n",
- "3898 1110.0 1206 \n",
- "3899 842.0 737 \n",
- "3900 NaN 990 \n",
- "3901 1761.0 1326 \n",
- "3902 2500.0 2960 \n",
- "3903 392.0 407 \n",
- "3904 1282.0 1166 \n",
- "3905 131.0 160 \n",
- "3906 249.0 300 \n",
- "3907 1673.0 1424 \n",
- "3908 471.0 450 \n",
- "3909 800.0 1000 \n",
- "3910 111.0 107 \n",
- "3911 141.0 126 \n",
- "3912 570.0 570 \n",
- "3913 NaN 840 \n",
- "3914 1875.0 2075 \n",
- "3915 130.0 146 \n",
- "3916 802.0 860 \n",
- "3917 1128.0 978 \n",
- "\n",
- " apartment_building_count_in_sites heat_type heat_fuel \\\n",
- "0 4 district cogeneration \n",
- "1 1 individual gas \n",
- "2 4 individual gas \n",
- "3 1 individual gas \n",
- "4 2 individual gas \n",
- "5 1 central gas \n",
- "6 4 individual gas \n",
- "7 1 district cogeneration \n",
- "8 2 district cogeneration \n",
- "9 15 central gas \n",
- "10 4 individual gas \n",
- "11 1 individual gas \n",
- "12 4 individual gas \n",
- "13 2 individual - \n",
- "14 6 individual NaN \n",
- "15 4 individual gas \n",
- "16 3 individual gas \n",
- "17 3 individual gas \n",
- "18 1 individual gas \n",
- "19 1 individual gas \n",
- "20 6 individual gas \n",
- "21 1 individual gas \n",
- "22 1 district cogeneration \n",
- "23 9 individual gas \n",
- "24 7 central gas \n",
- "25 1 individual gas \n",
- "26 18 individual gas \n",
- "27 4 individual gas \n",
- "28 3 individual gas \n",
- "29 9 individual gas \n",
- "... ... ... ... \n",
- "3888 9 individual gas \n",
- "3889 30 individual gas \n",
- "3890 15 individual gas \n",
- "3891 8 individual gas \n",
- "3892 22 individual gas \n",
- "3893 3 individual gas \n",
- "3894 25 individual gas \n",
- "3895 11 central gas \n",
- "3896 12 district cogeneration \n",
- "3897 8 central gas \n",
- "3898 12 individual gas \n",
- "3899 11 district cogeneration \n",
- "3900 11 individual gas \n",
- "3901 9 individual gas \n",
- "3902 17 individual gas \n",
- "3903 5 individual gas \n",
- "3904 10 individual gas \n",
- "3905 2 individual gas \n",
- "3906 1 individual gas \n",
- "3907 18 individual gas \n",
- "3908 3 individual gas \n",
- "3909 9 individual gas \n",
- "3910 1 individual gas \n",
- "3911 1 individual gas \n",
- "3912 5 individual gas \n",
- "3913 19 individual gas \n",
- "3914 21 individual gas \n",
- "3915 1 individual gas \n",
- "3916 8 individual gas \n",
- "3917 13 district cogeneration \n",
- "\n",
- " front_door_structure supply_area total_household_count_of_area_type \\\n",
- "0 corridor 107.19 2 \n",
- "1 corridor 107.17 10 \n",
- "2 stairway 39.66 58 \n",
- "3 stairway 87.11 1 \n",
- "4 stairway 56.7 90 \n",
- "5 corridor 131.01 56 \n",
- "6 stairway 116.4 74 \n",
- "7 stairway 155.6 112 \n",
- "8 stairway 118.6 58 \n",
- "9 corridor 85.12 106 \n",
- "10 stairway 82.65 40 \n",
- "11 stairway 105.38 76 \n",
- "12 stairway 205.27 48 \n",
- "13 stairway 71.72 20 \n",
- "14 stairway 112.49 240 \n",
- "15 stairway 90.18 15 \n",
- "16 corridor 79.09 48 \n",
- "17 stairway 98.3 66 \n",
- "18 stairway 92.48 52 \n",
- "19 stairway 106.01 65 \n",
- "20 stairway 49.59 60 \n",
- "21 stairway 107.46 92 \n",
- "22 corridor 55.0 144 \n",
- "23 stairway 59.5 90 \n",
- "24 corridor 114.52 180 \n",
- "25 stairway 101.51 26 \n",
- "26 stairway 43.92 230 \n",
- "27 stairway 54.86 5 \n",
- "28 stairway 110.72 43 \n",
- "29 stairway 83.61 35 \n",
- "... ... ... ... \n",
- "3888 stairway 114.38 65 \n",
- "3889 stairway 230.65 144 \n",
- "3890 stairway 111.48 46 \n",
- "3891 stairway 108.08 323 \n",
- "3892 stairway 79.87 68 \n",
- "3893 stairway 102.9 321 \n",
- "3894 corridor 76.73 770 \n",
- "3895 corridor 52.55 1350 \n",
- "3896 corridor 81.09 312 \n",
- "3897 corridor 92.57 164 \n",
- "3898 stairway 78.19 340 \n",
- "3899 stairway 113.53 426 \n",
- "3900 corridor 79.22 270 \n",
- "3901 stairway 110.8 530 \n",
- "3902 corridor 68.12 2960 \n",
- "3903 stairway 118.27 71 \n",
- "3904 stairway 95.44 340 \n",
- "3905 stairway 98.98 9 \n",
- "3906 stairway 104.31 152 \n",
- "3907 stairway 74.85 284 \n",
- "3908 stairway 103.74 370 \n",
- "3909 corridor 78.3 600 \n",
- "3910 corridor 88.47 53 \n",
- "3911 corridor 85.25 60 \n",
- "3912 corridor 85.76 315 \n",
- "3913 stairway 37.38 840 \n",
- "3914 stairway 102.49 648 \n",
- "3915 stairway 71.47 29 \n",
- "3916 stairway 108.75 0 \n",
- "3917 stairway 105.99 430 \n",
- "\n",
- " room_count bathroom_count \n",
- "0 3.0 1.0 \n",
- "1 0.0 0.0 \n",
- "2 2.0 1.0 \n",
- "3 3.0 2.0 \n",
- "4 2.0 1.0 \n",
- "5 3.0 2.0 \n",
- "6 3.0 2.0 \n",
- "7 4.0 2.0 \n",
- "8 2.0 2.0 \n",
- "9 3.0 1.0 \n",
- "10 3.0 1.0 \n",
- "11 3.0 2.0 \n",
- "12 4.0 2.0 \n",
- "13 3.0 1.0 \n",
- "14 3.0 2.0 \n",
- "15 3.0 1.0 \n",
- "16 3.0 1.0 \n",
- "17 3.0 1.0 \n",
- "18 3.0 1.0 \n",
- "19 3.0 2.0 \n",
- "20 2.0 1.0 \n",
- "21 3.0 2.0 \n",
- "22 2.0 1.0 \n",
- "23 3.0 1.0 \n",
- "24 3.0 1.0 \n",
- "25 3.0 2.0 \n",
- "26 2.0 1.0 \n",
- "27 2.0 1.0 \n",
- "28 3.0 2.0 \n",
- "29 3.0 1.0 \n",
- "... ... ... \n",
- "3888 3.0 2.0 \n",
- "3889 5.0 2.0 \n",
- "3890 3.0 2.0 \n",
- "3891 3.0 2.0 \n",
- "3892 3.0 2.0 \n",
- "3893 3.0 2.0 \n",
- "3894 3.0 1.0 \n",
- "3895 1.0 1.0 \n",
- "3896 3.0 1.0 \n",
- "3897 3.0 1.0 \n",
- "3898 2.0 1.0 \n",
- "3899 3.0 2.0 \n",
- "3900 3.0 1.0 \n",
- "3901 3.0 2.0 \n",
- "3902 3.0 1.0 \n",
- "3903 3.0 2.0 \n",
- "3904 3.0 1.0 \n",
- "3905 3.0 1.0 \n",
- "3906 3.0 2.0 \n",
- "3907 3.0 1.0 \n",
- "3908 3.0 2.0 \n",
- "3909 3.0 1.0 \n",
- "3910 3.0 1.0 \n",
- "3911 2.0 1.0 \n",
- "3912 2.0 1.0 \n",
- "3913 1.0 1.0 \n",
- "3914 3.0 2.0 \n",
- "3915 3.0 1.0 \n",
- "3916 3.0 2.0 \n",
- "3917 3.0 2.0 \n",
- "\n",
- "[3918 rows x 14 columns]"
- ]
- },
- "execution_count": 26,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df_test"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 27,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " total_missing | \n",
- " percent | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | total_parking_capacity_in_site | \n",
- " 371 | \n",
- " 8.31 | \n",
- "
\n",
- " \n",
- " | heat_fuel | \n",
- " 48 | \n",
- " 1.08 | \n",
- "
\n",
- " \n",
- " | front_door_structure | \n",
- " 45 | \n",
- " 1.01 | \n",
- "
\n",
- " \n",
- " | heat_type | \n",
- " 28 | \n",
- " 0.63 | \n",
- "
\n",
- " \n",
- " | bathroom_count | \n",
- " 5 | \n",
- " 0.11 | \n",
- "
\n",
- " \n",
- " | room_count | \n",
- " 5 | \n",
- " 0.11 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " total_missing percent\n",
- "total_parking_capacity_in_site 371 8.31\n",
- "heat_fuel 48 1.08\n",
- "front_door_structure 45 1.01\n",
- "heat_type 28 0.63\n",
- "bathroom_count 5 0.11\n",
- "room_count 5 0.11"
- ]
- },
- "execution_count": 27,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df_test = df_test.replace('-', None)\n",
- "\n",
- "# Caculuate the percentage of missing data \n",
- "total = df_test.isnull().sum()[df_test.isnull().sum() != 0].sort_values(ascending = False)\n",
- "percent = pd.Series(round(total/len(df)*100,2))\n",
- "pd.concat([total, percent], axis=1, keys=['total_missing', 'percent'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " transaction_real_price | \n",
- " city | \n",
- " exclusive_use_area | \n",
- " floor | \n",
- " total_parking_capacity_in_site | \n",
- " total_household_count_in_sites | \n",
- " apartment_building_count_in_sites | \n",
- " heat_type | \n",
- " heat_fuel | \n",
- " front_door_structure | \n",
- " supply_area | \n",
- " total_household_count_of_area_type | \n",
- " room_count | \n",
- " bathroom_count | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 83.58 | \n",
- " 14 | \n",
- " 375.0 | \n",
- " 375 | \n",
- " 4 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 107.19 | \n",
- " 2 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3 | \n",
- " 0 | \n",
- " 1 | \n",
- " 45.67 | \n",
- " 8 | \n",
- " 216.0 | \n",
- " 419 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 87.11 | \n",
- " 1 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 6 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.46799999999999 | \n",
- " 1 | \n",
- " 146.0 | \n",
- " 219 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 116.4 | \n",
- " 74 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 8 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.78 | \n",
- " 24 | \n",
- " 318.0 | \n",
- " 240 | \n",
- " 2 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 118.6 | \n",
- " 58 | \n",
- " 2.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 9 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.22 | \n",
- " 8 | \n",
- " 540.0 | \n",
- " 1880 | \n",
- " 15 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 85.12 | \n",
- " 106 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 10 | \n",
- " 0 | \n",
- " 0 | \n",
- " 64.53 | \n",
- " 1 | \n",
- " 7.0 | \n",
- " 101 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 82.65 | \n",
- " 40 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 11 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.87 | \n",
- " 5 | \n",
- " 52.0 | \n",
- " 118 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 105.38 | \n",
- " 76 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 12 | \n",
- " 0 | \n",
- " 1 | \n",
- " 181.51 | \n",
- " 5 | \n",
- " 240.0 | \n",
- " 112 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 205.27 | \n",
- " 48 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 17 | \n",
- " 0 | \n",
- " 0 | \n",
- " 82.345 | \n",
- " 2 | \n",
- " 87.0 | \n",
- " 174 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 98.3 | \n",
- " 66 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 19 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.96 | \n",
- " 8 | \n",
- " 73.0 | \n",
- " 113 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 106.01 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 21 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.78 | \n",
- " 4 | \n",
- " 132.0 | \n",
- " 107 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 107.46 | \n",
- " 92 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 22 | \n",
- " 0 | \n",
- " 1 | \n",
- " 50.64 | \n",
- " 5 | \n",
- " 182.0 | \n",
- " 182 | \n",
- " 1 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 55.0 | \n",
- " 144 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 24 | \n",
- " 0 | \n",
- " 1 | \n",
- " 105.47 | \n",
- " 5 | \n",
- " 630.0 | \n",
- " 450 | \n",
- " 7 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 114.52 | \n",
- " 180 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 28 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.8439 | \n",
- " 6 | \n",
- " 176.0 | \n",
- " 163 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 110.72 | \n",
- " 43 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 29 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 4 | \n",
- " 693.0 | \n",
- " 588 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 83.61 | \n",
- " 35 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 30 | \n",
- " 0 | \n",
- " 0 | \n",
- " 143.51 | \n",
- " 2 | \n",
- " 505.0 | \n",
- " 505 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 166.14 | \n",
- " 90 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 31 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.72 | \n",
- " 12 | \n",
- " 62.0 | \n",
- " 104 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 102.24 | \n",
- " 67 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 32 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.61 | \n",
- " 2 | \n",
- " 63.0 | \n",
- " 101 | \n",
- " 2 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 78.55 | \n",
- " 13 | \n",
- " 1.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 33 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.89299999999999 | \n",
- " 11 | \n",
- " 195.0 | \n",
- " 165 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 105.96 | \n",
- " 90 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 36 | \n",
- " 0 | \n",
- " 0 | \n",
- " 70.23 | \n",
- " 20 | \n",
- " 122.0 | \n",
- " 100 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 87.07 | \n",
- " 2 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 37 | \n",
- " 0 | \n",
- " 1 | \n",
- " 127.15 | \n",
- " 12 | \n",
- " 785.0 | \n",
- " 786 | \n",
- " 11 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 139.53 | \n",
- " 192 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 38 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.6869 | \n",
- " 12 | \n",
- " 139.0 | \n",
- " 153 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 110.27 | \n",
- " 98 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 41 | \n",
- " 0 | \n",
- " 0 | \n",
- " 58.12 | \n",
- " 9 | \n",
- " 55.0 | \n",
- " 100 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 78.88 | \n",
- " 9 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 42 | \n",
- " 0 | \n",
- " 0 | \n",
- " 69.88 | \n",
- " 11 | \n",
- " 57.0 | \n",
- " 142 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 82.82 | \n",
- " 30 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 43 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.58 | \n",
- " 4 | \n",
- " 220.0 | \n",
- " 140 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 68.68 | \n",
- " 15 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 44 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.78 | \n",
- " 19 | \n",
- " 355.0 | \n",
- " 355 | \n",
- " 2 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 78.12 | \n",
- " 276 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 45 | \n",
- " 0 | \n",
- " 0 | \n",
- " 56.79 | \n",
- " 3 | \n",
- " 85.0 | \n",
- " 134 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " mixed | \n",
- " 65.59 | \n",
- " 15 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 47 | \n",
- " 0 | \n",
- " 1 | \n",
- " 136.224 | \n",
- " 11 | \n",
- " 118.0 | \n",
- " 141 | \n",
- " 2 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 159.91 | \n",
- " 22 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 48 | \n",
- " 0 | \n",
- " 0 | \n",
- " 83.41 | \n",
- " 14 | \n",
- " 200.0 | \n",
- " 188 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 103.67 | \n",
- " 90 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 49 | \n",
- " 0 | \n",
- " 0 | \n",
- " 57.0 | \n",
- " 5 | \n",
- " 187.0 | \n",
- " 181 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 78.34 | \n",
- " 111 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- "
\n",
- " \n",
- " | 3886 | \n",
- " 0 | \n",
- " 0 | \n",
- " 72.2358 | \n",
- " 5 | \n",
- " 3400.0 | \n",
- " 3160 | \n",
- " 30 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 95.84 | \n",
- " 49 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3887 | \n",
- " 0 | \n",
- " 0 | \n",
- " 49.94 | \n",
- " 10 | \n",
- " 1600.0 | \n",
- " 1320 | \n",
- " 10 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 72.95 | \n",
- " 180 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3888 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.8644 | \n",
- " 10 | \n",
- " 777.0 | \n",
- " 773 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 114.38 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3889 | \n",
- " 0 | \n",
- " 0 | \n",
- " 188.08 | \n",
- " 19 | \n",
- " 4515.0 | \n",
- " 2637 | \n",
- " 30 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 230.65 | \n",
- " 144 | \n",
- " 5.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3890 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.6588 | \n",
- " 5 | \n",
- " 918.0 | \n",
- " 712 | \n",
- " 15 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 111.48 | \n",
- " 46 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3891 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.99 | \n",
- " 18 | \n",
- " 876.0 | \n",
- " 819 | \n",
- " 8 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 108.08 | \n",
- " 323 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3892 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 4 | \n",
- " 1651.0 | \n",
- " 1122 | \n",
- " 22 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 79.87 | \n",
- " 68 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3893 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.98 | \n",
- " 7 | \n",
- " 234.0 | \n",
- " 321 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 102.9 | \n",
- " 321 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3894 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.34 | \n",
- " 7 | \n",
- " 3146.0 | \n",
- " 2810 | \n",
- " 25 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 76.73 | \n",
- " 770 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3895 | \n",
- " 0 | \n",
- " 1 | \n",
- " 36.16 | \n",
- " 4 | \n",
- " 1980.0 | \n",
- " 1980 | \n",
- " 11 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 52.55 | \n",
- " 1350 | \n",
- " 1.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3896 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.76 | \n",
- " 6 | \n",
- " 560.0 | \n",
- " 1070 | \n",
- " 12 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 81.09 | \n",
- " 312 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3897 | \n",
- " 0 | \n",
- " 1 | \n",
- " 71.05 | \n",
- " 9 | \n",
- " 962.0 | \n",
- " 566 | \n",
- " 8 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 92.57 | \n",
- " 164 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3898 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.88 | \n",
- " 17 | \n",
- " 1110.0 | \n",
- " 1206 | \n",
- " 12 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 78.19 | \n",
- " 340 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3899 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9341 | \n",
- " 7 | \n",
- " 842.0 | \n",
- " 737 | \n",
- " 11 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 113.53 | \n",
- " 426 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3901 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9669 | \n",
- " 31 | \n",
- " 1761.0 | \n",
- " 1326 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 110.8 | \n",
- " 530 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3902 | \n",
- " 0 | \n",
- " 0 | \n",
- " 49.08 | \n",
- " 16 | \n",
- " 2500.0 | \n",
- " 2960 | \n",
- " 17 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 68.12 | \n",
- " 2960 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3903 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9197 | \n",
- " 12 | \n",
- " 392.0 | \n",
- " 407 | \n",
- " 5 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 118.27 | \n",
- " 71 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3904 | \n",
- " 0 | \n",
- " 0 | \n",
- " 74.6 | \n",
- " 25 | \n",
- " 1282.0 | \n",
- " 1166 | \n",
- " 10 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 95.44 | \n",
- " 340 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3905 | \n",
- " 0 | \n",
- " 0 | \n",
- " 81.39 | \n",
- " 10 | \n",
- " 131.0 | \n",
- " 160 | \n",
- " 2 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 98.98 | \n",
- " 9 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3906 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.7 | \n",
- " 2 | \n",
- " 249.0 | \n",
- " 300 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 104.31 | \n",
- " 152 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3907 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.76 | \n",
- " 11 | \n",
- " 1673.0 | \n",
- " 1424 | \n",
- " 18 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 74.85 | \n",
- " 284 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3908 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.945 | \n",
- " 13 | \n",
- " 471.0 | \n",
- " 450 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 103.74 | \n",
- " 370 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3909 | \n",
- " 0 | \n",
- " 0 | \n",
- " 57.09 | \n",
- " 16 | \n",
- " 800.0 | \n",
- " 1000 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 78.3 | \n",
- " 600 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3910 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.34 | \n",
- " 4 | \n",
- " 111.0 | \n",
- " 107 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 88.47 | \n",
- " 53 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3911 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.96 | \n",
- " 1 | \n",
- " 141.0 | \n",
- " 126 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 85.25 | \n",
- " 60 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3912 | \n",
- " 0 | \n",
- " 1 | \n",
- " 63.53 | \n",
- " 8 | \n",
- " 570.0 | \n",
- " 570 | \n",
- " 5 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 85.76 | \n",
- " 315 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3914 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.89 | \n",
- " 25 | \n",
- " 1875.0 | \n",
- " 2075 | \n",
- " 21 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 102.49 | \n",
- " 648 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3915 | \n",
- " 0 | \n",
- " 1 | \n",
- " 57.46 | \n",
- " 15 | \n",
- " 130.0 | \n",
- " 146 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 71.47 | \n",
- " 29 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3916 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.88 | \n",
- " 5 | \n",
- " 802.0 | \n",
- " 860 | \n",
- " 8 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 108.75 | \n",
- " 0 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3917 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.7808 | \n",
- " 4 | \n",
- " 1128.0 | \n",
- " 978 | \n",
- " 13 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 105.99 | \n",
- " 430 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- "
\n",
- "
3455 rows × 14 columns
\n",
- "
"
- ],
- "text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "0 0 1 83.58 14 \n",
- "3 0 1 45.67 8 \n",
- "6 0 1 84.46799999999999 1 \n",
- "8 0 1 84.78 24 \n",
- "9 0 1 59.22 8 \n",
- "10 0 0 64.53 1 \n",
- "11 0 0 84.87 5 \n",
- "12 0 1 181.51 5 \n",
- "17 0 0 82.345 2 \n",
- "19 0 0 84.96 8 \n",
- "21 0 1 84.78 4 \n",
- "22 0 1 50.64 5 \n",
- "24 0 1 105.47 5 \n",
- "28 0 0 84.8439 6 \n",
- "29 0 1 59.99 4 \n",
- "30 0 0 143.51 2 \n",
- "31 0 0 84.72 12 \n",
- "32 0 1 59.61 2 \n",
- "33 0 1 84.89299999999999 11 \n",
- "36 0 0 70.23 20 \n",
- "37 0 1 127.15 12 \n",
- "38 0 0 84.6869 12 \n",
- "41 0 0 58.12 9 \n",
- "42 0 0 69.88 11 \n",
- "43 0 0 59.58 4 \n",
- "44 0 0 59.78 19 \n",
- "45 0 0 56.79 3 \n",
- "47 0 1 136.224 11 \n",
- "48 0 0 83.41 14 \n",
- "49 0 0 57.0 5 \n",
- "... ... ... ... ... \n",
- "3886 0 0 72.2358 5 \n",
- "3887 0 0 49.94 10 \n",
- "3888 0 0 84.8644 10 \n",
- "3889 0 0 188.08 19 \n",
- "3890 0 0 84.6588 5 \n",
- "3891 0 0 84.99 18 \n",
- "3892 0 1 59.99 4 \n",
- "3893 0 1 84.98 7 \n",
- "3894 0 1 59.34 7 \n",
- "3895 0 1 36.16 4 \n",
- "3896 0 1 59.76 6 \n",
- "3897 0 1 71.05 9 \n",
- "3898 0 0 59.88 17 \n",
- "3899 0 0 84.9341 7 \n",
- "3901 0 0 84.9669 31 \n",
- "3902 0 0 49.08 16 \n",
- "3903 0 0 84.9197 12 \n",
- "3904 0 0 74.6 25 \n",
- "3905 0 0 81.39 10 \n",
- "3906 0 0 84.7 2 \n",
- "3907 0 0 59.76 11 \n",
- "3908 0 0 84.945 13 \n",
- "3909 0 0 57.09 16 \n",
- "3910 0 1 59.34 4 \n",
- "3911 0 1 59.96 1 \n",
- "3912 0 1 63.53 8 \n",
- "3914 0 1 84.89 25 \n",
- "3915 0 1 57.46 15 \n",
- "3916 0 1 84.88 5 \n",
- "3917 0 0 84.7808 4 \n",
- "\n",
- " total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "0 375.0 375 \n",
- "3 216.0 419 \n",
- "6 146.0 219 \n",
- "8 318.0 240 \n",
- "9 540.0 1880 \n",
- "10 7.0 101 \n",
- "11 52.0 118 \n",
- "12 240.0 112 \n",
- "17 87.0 174 \n",
- "19 73.0 113 \n",
- "21 132.0 107 \n",
- "22 182.0 182 \n",
- "24 630.0 450 \n",
- "28 176.0 163 \n",
- "29 693.0 588 \n",
- "30 505.0 505 \n",
- "31 62.0 104 \n",
- "32 63.0 101 \n",
- "33 195.0 165 \n",
- "36 122.0 100 \n",
- "37 785.0 786 \n",
- "38 139.0 153 \n",
- "41 55.0 100 \n",
- "42 57.0 142 \n",
- "43 220.0 140 \n",
- "44 355.0 355 \n",
- "45 85.0 134 \n",
- "47 118.0 141 \n",
- "48 200.0 188 \n",
- "49 187.0 181 \n",
- "... ... ... \n",
- "3886 3400.0 3160 \n",
- "3887 1600.0 1320 \n",
- "3888 777.0 773 \n",
- "3889 4515.0 2637 \n",
- "3890 918.0 712 \n",
- "3891 876.0 819 \n",
- "3892 1651.0 1122 \n",
- "3893 234.0 321 \n",
- "3894 3146.0 2810 \n",
- "3895 1980.0 1980 \n",
- "3896 560.0 1070 \n",
- "3897 962.0 566 \n",
- "3898 1110.0 1206 \n",
- "3899 842.0 737 \n",
- "3901 1761.0 1326 \n",
- "3902 2500.0 2960 \n",
- "3903 392.0 407 \n",
- "3904 1282.0 1166 \n",
- "3905 131.0 160 \n",
- "3906 249.0 300 \n",
- "3907 1673.0 1424 \n",
- "3908 471.0 450 \n",
- "3909 800.0 1000 \n",
- "3910 111.0 107 \n",
- "3911 141.0 126 \n",
- "3912 570.0 570 \n",
- "3914 1875.0 2075 \n",
- "3915 130.0 146 \n",
- "3916 802.0 860 \n",
- "3917 1128.0 978 \n",
- "\n",
- " apartment_building_count_in_sites heat_type heat_fuel \\\n",
- "0 4 district cogeneration \n",
- "3 1 individual gas \n",
- "6 4 individual gas \n",
- "8 2 district cogeneration \n",
- "9 15 central gas \n",
- "10 4 individual gas \n",
- "11 1 individual gas \n",
- "12 4 individual gas \n",
- "17 3 individual gas \n",
- "19 1 individual gas \n",
- "21 1 individual gas \n",
- "22 1 district cogeneration \n",
- "24 7 central gas \n",
- "28 3 individual gas \n",
- "29 9 individual gas \n",
- "30 4 individual gas \n",
- "31 1 individual gas \n",
- "32 2 individual gas \n",
- "33 3 individual gas \n",
- "36 1 individual gas \n",
- "37 11 district cogeneration \n",
- "38 4 individual gas \n",
- "41 1 individual gas \n",
- "42 1 individual gas \n",
- "43 3 individual gas \n",
- "44 2 individual gas \n",
- "45 4 individual gas \n",
- "47 2 individual gas \n",
- "48 3 individual gas \n",
- "49 1 individual gas \n",
- "... ... ... ... \n",
- "3886 30 individual gas \n",
- "3887 10 individual gas \n",
- "3888 9 individual gas \n",
- "3889 30 individual gas \n",
- "3890 15 individual gas \n",
- "3891 8 individual gas \n",
- "3892 22 individual gas \n",
- "3893 3 individual gas \n",
- "3894 25 individual gas \n",
- "3895 11 central gas \n",
- "3896 12 district cogeneration \n",
- "3897 8 central gas \n",
- "3898 12 individual gas \n",
- "3899 11 district cogeneration \n",
- "3901 9 individual gas \n",
- "3902 17 individual gas \n",
- "3903 5 individual gas \n",
- "3904 10 individual gas \n",
- "3905 2 individual gas \n",
- "3906 1 individual gas \n",
- "3907 18 individual gas \n",
- "3908 3 individual gas \n",
- "3909 9 individual gas \n",
- "3910 1 individual gas \n",
- "3911 1 individual gas \n",
- "3912 5 individual gas \n",
- "3914 21 individual gas \n",
- "3915 1 individual gas \n",
- "3916 8 individual gas \n",
- "3917 13 district cogeneration \n",
- "\n",
- " front_door_structure supply_area total_household_count_of_area_type \\\n",
- "0 corridor 107.19 2 \n",
- "3 stairway 87.11 1 \n",
- "6 stairway 116.4 74 \n",
- "8 stairway 118.6 58 \n",
- "9 corridor 85.12 106 \n",
- "10 stairway 82.65 40 \n",
- "11 stairway 105.38 76 \n",
- "12 stairway 205.27 48 \n",
- "17 stairway 98.3 66 \n",
- "19 stairway 106.01 65 \n",
- "21 stairway 107.46 92 \n",
- "22 corridor 55.0 144 \n",
- "24 corridor 114.52 180 \n",
- "28 stairway 110.72 43 \n",
- "29 stairway 83.61 35 \n",
- "30 stairway 166.14 90 \n",
- "31 stairway 102.24 67 \n",
- "32 stairway 78.55 13 \n",
- "33 stairway 105.96 90 \n",
- "36 stairway 87.07 2 \n",
- "37 stairway 139.53 192 \n",
- "38 stairway 110.27 98 \n",
- "41 stairway 78.88 9 \n",
- "42 stairway 82.82 30 \n",
- "43 corridor 68.68 15 \n",
- "44 stairway 78.12 276 \n",
- "45 mixed 65.59 15 \n",
- "47 stairway 159.91 22 \n",
- "48 stairway 103.67 90 \n",
- "49 corridor 78.34 111 \n",
- "... ... ... ... \n",
- "3886 stairway 95.84 49 \n",
- "3887 corridor 72.95 180 \n",
- "3888 stairway 114.38 65 \n",
- "3889 stairway 230.65 144 \n",
- "3890 stairway 111.48 46 \n",
- "3891 stairway 108.08 323 \n",
- "3892 stairway 79.87 68 \n",
- "3893 stairway 102.9 321 \n",
- "3894 corridor 76.73 770 \n",
- "3895 corridor 52.55 1350 \n",
- "3896 corridor 81.09 312 \n",
- "3897 corridor 92.57 164 \n",
- "3898 stairway 78.19 340 \n",
- "3899 stairway 113.53 426 \n",
- "3901 stairway 110.8 530 \n",
- "3902 corridor 68.12 2960 \n",
- "3903 stairway 118.27 71 \n",
- "3904 stairway 95.44 340 \n",
- "3905 stairway 98.98 9 \n",
- "3906 stairway 104.31 152 \n",
- "3907 stairway 74.85 284 \n",
- "3908 stairway 103.74 370 \n",
- "3909 corridor 78.3 600 \n",
- "3910 corridor 88.47 53 \n",
- "3911 corridor 85.25 60 \n",
- "3912 corridor 85.76 315 \n",
- "3914 stairway 102.49 648 \n",
- "3915 stairway 71.47 29 \n",
- "3916 stairway 108.75 0 \n",
- "3917 stairway 105.99 430 \n",
- "\n",
- " room_count bathroom_count \n",
- "0 3.0 1.0 \n",
- "3 3.0 2.0 \n",
- "6 3.0 2.0 \n",
- "8 2.0 2.0 \n",
- "9 3.0 1.0 \n",
- "10 3.0 1.0 \n",
- "11 3.0 2.0 \n",
- "12 4.0 2.0 \n",
- "17 3.0 1.0 \n",
- "19 3.0 2.0 \n",
- "21 3.0 2.0 \n",
- "22 2.0 1.0 \n",
- "24 3.0 1.0 \n",
- "28 3.0 2.0 \n",
- "29 3.0 1.0 \n",
- "30 4.0 2.0 \n",
- "31 3.0 2.0 \n",
- "32 1.0 1.0 \n",
- "33 3.0 2.0 \n",
- "36 3.0 2.0 \n",
- "37 4.0 2.0 \n",
- "38 3.0 2.0 \n",
- "41 3.0 1.0 \n",
- "42 2.0 1.0 \n",
- "43 3.0 1.0 \n",
- "44 2.0 1.0 \n",
- "45 2.0 1.0 \n",
- "47 4.0 2.0 \n",
- "48 3.0 1.0 \n",
- "49 3.0 2.0 \n",
- "... ... ... \n",
- "3886 3.0 2.0 \n",
- "3887 2.0 1.0 \n",
- "3888 3.0 2.0 \n",
- "3889 5.0 2.0 \n",
- "3890 3.0 2.0 \n",
- "3891 3.0 2.0 \n",
- "3892 3.0 2.0 \n",
- "3893 3.0 2.0 \n",
- "3894 3.0 1.0 \n",
- "3895 1.0 1.0 \n",
- "3896 3.0 1.0 \n",
- "3897 3.0 1.0 \n",
- "3898 2.0 1.0 \n",
- "3899 3.0 2.0 \n",
- "3901 3.0 2.0 \n",
- "3902 3.0 1.0 \n",
- "3903 3.0 2.0 \n",
- "3904 3.0 1.0 \n",
- "3905 3.0 1.0 \n",
- "3906 3.0 2.0 \n",
- "3907 3.0 1.0 \n",
- "3908 3.0 2.0 \n",
- "3909 3.0 1.0 \n",
- "3910 3.0 1.0 \n",
- "3911 2.0 1.0 \n",
- "3912 2.0 1.0 \n",
- "3914 3.0 2.0 \n",
- "3915 3.0 1.0 \n",
- "3916 3.0 2.0 \n",
- "3917 3.0 2.0 \n",
- "\n",
- "[3455 rows x 14 columns]"
- ]
- },
- "execution_count": 28,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df_test = df_test.dropna(axis=0, how='any')\n",
- "df_test"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 29,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " transaction_real_price | \n",
- " city | \n",
- " floor | \n",
- " total_household_count_in_sites | \n",
- " apartment_building_count_in_sites | \n",
- " total_household_count_of_area_type | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | count | \n",
- " 3455.0 | \n",
- " 3455.00000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- "
\n",
- " \n",
- " | mean | \n",
- " 0.0 | \n",
- " 0.69754 | \n",
- " 9.409841 | \n",
- " 530.405499 | \n",
- " 6.222576 | \n",
- " 161.638205 | \n",
- "
\n",
- " \n",
- " | std | \n",
- " 0.0 | \n",
- " 0.45939 | \n",
- " 6.656944 | \n",
- " 590.225969 | \n",
- " 7.394184 | \n",
- " 187.134431 | \n",
- "
\n",
- " \n",
- " | min | \n",
- " 0.0 | \n",
- " 0.00000 | \n",
- " -1.000000 | \n",
- " 99.000000 | \n",
- " 1.000000 | \n",
- " 0.000000 | \n",
- "
\n",
- " \n",
- " | 25% | \n",
- " 0.0 | \n",
- " 0.00000 | \n",
- " 4.000000 | \n",
- " 192.000000 | \n",
- " 2.000000 | \n",
- " 51.000000 | \n",
- "
\n",
- " \n",
- " | 50% | \n",
- " 0.0 | \n",
- " 1.00000 | \n",
- " 8.000000 | \n",
- " 335.000000 | \n",
- " 4.000000 | \n",
- " 104.000000 | \n",
- "
\n",
- " \n",
- " | 75% | \n",
- " 0.0 | \n",
- " 1.00000 | \n",
- " 13.000000 | \n",
- " 633.000000 | \n",
- " 8.000000 | \n",
- " 201.000000 | \n",
- "
\n",
- " \n",
- " | max | \n",
- " 0.0 | \n",
- " 1.00000 | \n",
- " 57.000000 | \n",
- " 6864.000000 | \n",
- " 124.000000 | \n",
- " 2960.000000 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " transaction_real_price city floor \\\n",
- "count 3455.0 3455.00000 3455.000000 \n",
- "mean 0.0 0.69754 9.409841 \n",
- "std 0.0 0.45939 6.656944 \n",
- "min 0.0 0.00000 -1.000000 \n",
- "25% 0.0 0.00000 4.000000 \n",
- "50% 0.0 1.00000 8.000000 \n",
- "75% 0.0 1.00000 13.000000 \n",
- "max 0.0 1.00000 57.000000 \n",
- "\n",
- " total_household_count_in_sites apartment_building_count_in_sites \\\n",
- "count 3455.000000 3455.000000 \n",
- "mean 530.405499 6.222576 \n",
- "std 590.225969 7.394184 \n",
- "min 99.000000 1.000000 \n",
- "25% 192.000000 2.000000 \n",
- "50% 335.000000 4.000000 \n",
- "75% 633.000000 8.000000 \n",
- "max 6864.000000 124.000000 \n",
- "\n",
- " total_household_count_of_area_type \n",
- "count 3455.000000 \n",
- "mean 161.638205 \n",
- "std 187.134431 \n",
- "min 0.000000 \n",
- "25% 51.000000 \n",
- "50% 104.000000 \n",
- "75% 201.000000 \n",
- "max 2960.000000 "
- ]
- },
- "execution_count": 29,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df_test.describe()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": 30,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "0"
- ]
- },
- "execution_count": 30,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Checking for null values\n",
- "df_test.isnull().sum().sum()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 31,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " transaction_real_price | \n",
- " city | \n",
- " exclusive_use_area | \n",
- " floor | \n",
- " total_parking_capacity_in_site | \n",
- " total_household_count_in_sites | \n",
- " apartment_building_count_in_sites | \n",
- " heat_type | \n",
- " heat_fuel | \n",
- " front_door_structure | \n",
- " supply_area | \n",
- " total_household_count_of_area_type | \n",
- " room_count | \n",
- " bathroom_count | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 83.58 | \n",
- " 14 | \n",
- " 375.0 | \n",
- " 375 | \n",
- " 4 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 107.19 | \n",
- " 2 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3 | \n",
- " 0 | \n",
- " 1 | \n",
- " 45.67 | \n",
- " 8 | \n",
- " 216.0 | \n",
- " 419 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 87.11 | \n",
- " 1 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 6 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.46799999999999 | \n",
- " 1 | \n",
- " 146.0 | \n",
- " 219 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 116.4 | \n",
- " 74 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 8 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.78 | \n",
- " 24 | \n",
- " 318.0 | \n",
- " 240 | \n",
- " 2 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 118.6 | \n",
- " 58 | \n",
- " 2.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 9 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.22 | \n",
- " 8 | \n",
- " 540.0 | \n",
- " 1880 | \n",
- " 15 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 85.12 | \n",
- " 106 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 10 | \n",
- " 0 | \n",
- " 0 | \n",
- " 64.53 | \n",
- " 1 | \n",
- " 7.0 | \n",
- " 101 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 82.65 | \n",
- " 40 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 11 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.87 | \n",
- " 5 | \n",
- " 52.0 | \n",
- " 118 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 105.38 | \n",
- " 76 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 12 | \n",
- " 0 | \n",
- " 1 | \n",
- " 181.51 | \n",
- " 5 | \n",
- " 240.0 | \n",
- " 112 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 205.27 | \n",
- " 48 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 17 | \n",
- " 0 | \n",
- " 0 | \n",
- " 82.345 | \n",
- " 2 | \n",
- " 87.0 | \n",
- " 174 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 98.3 | \n",
- " 66 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 19 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.96 | \n",
- " 8 | \n",
- " 73.0 | \n",
- " 113 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 106.01 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 21 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.78 | \n",
- " 4 | \n",
- " 132.0 | \n",
- " 107 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 107.46 | \n",
- " 92 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 22 | \n",
- " 0 | \n",
- " 1 | \n",
- " 50.64 | \n",
- " 5 | \n",
- " 182.0 | \n",
- " 182 | \n",
- " 1 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 55.0 | \n",
- " 144 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 24 | \n",
- " 0 | \n",
- " 1 | \n",
- " 105.47 | \n",
- " 5 | \n",
- " 630.0 | \n",
- " 450 | \n",
- " 7 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 114.52 | \n",
- " 180 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 28 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.8439 | \n",
- " 6 | \n",
- " 176.0 | \n",
- " 163 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 110.72 | \n",
- " 43 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 29 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 4 | \n",
- " 693.0 | \n",
- " 588 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 83.61 | \n",
- " 35 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 30 | \n",
- " 0 | \n",
- " 0 | \n",
- " 143.51 | \n",
- " 2 | \n",
- " 505.0 | \n",
- " 505 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 166.14 | \n",
- " 90 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 31 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.72 | \n",
- " 12 | \n",
- " 62.0 | \n",
- " 104 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 102.24 | \n",
- " 67 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 32 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.61 | \n",
- " 2 | \n",
- " 63.0 | \n",
- " 101 | \n",
- " 2 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 78.55 | \n",
- " 13 | \n",
- " 1.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 33 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.89299999999999 | \n",
- " 11 | \n",
- " 195.0 | \n",
- " 165 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 105.96 | \n",
- " 90 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 36 | \n",
- " 0 | \n",
- " 0 | \n",
- " 70.23 | \n",
- " 20 | \n",
- " 122.0 | \n",
- " 100 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 87.07 | \n",
- " 2 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 37 | \n",
- " 0 | \n",
- " 1 | \n",
- " 127.15 | \n",
- " 12 | \n",
- " 785.0 | \n",
- " 786 | \n",
- " 11 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 139.53 | \n",
- " 192 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 38 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.6869 | \n",
- " 12 | \n",
- " 139.0 | \n",
- " 153 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 110.27 | \n",
- " 98 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 41 | \n",
- " 0 | \n",
- " 0 | \n",
- " 58.12 | \n",
- " 9 | \n",
- " 55.0 | \n",
- " 100 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 78.88 | \n",
- " 9 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 42 | \n",
- " 0 | \n",
- " 0 | \n",
- " 69.88 | \n",
- " 11 | \n",
- " 57.0 | \n",
- " 142 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 82.82 | \n",
- " 30 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 43 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.58 | \n",
- " 4 | \n",
- " 220.0 | \n",
- " 140 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 68.68 | \n",
- " 15 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 44 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.78 | \n",
- " 19 | \n",
- " 355.0 | \n",
- " 355 | \n",
- " 2 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 78.12 | \n",
- " 276 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 45 | \n",
- " 0 | \n",
- " 0 | \n",
- " 56.79 | \n",
- " 3 | \n",
- " 85.0 | \n",
- " 134 | \n",
- " 4 | \n",
- " individual | \n",
- " gas | \n",
- " mixed | \n",
- " 65.59 | \n",
- " 15 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 47 | \n",
- " 0 | \n",
- " 1 | \n",
- " 136.224 | \n",
- " 11 | \n",
- " 118.0 | \n",
- " 141 | \n",
- " 2 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 159.91 | \n",
- " 22 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 48 | \n",
- " 0 | \n",
- " 0 | \n",
- " 83.41 | \n",
- " 14 | \n",
- " 200.0 | \n",
- " 188 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 103.67 | \n",
- " 90 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 49 | \n",
- " 0 | \n",
- " 0 | \n",
- " 57.0 | \n",
- " 5 | \n",
- " 187.0 | \n",
- " 181 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 78.34 | \n",
- " 111 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- "
\n",
- " \n",
- " | 3886 | \n",
- " 0 | \n",
- " 0 | \n",
- " 72.2358 | \n",
- " 5 | \n",
- " 3400.0 | \n",
- " 3160 | \n",
- " 30 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 95.84 | \n",
- " 49 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3887 | \n",
- " 0 | \n",
- " 0 | \n",
- " 49.94 | \n",
- " 10 | \n",
- " 1600.0 | \n",
- " 1320 | \n",
- " 10 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 72.95 | \n",
- " 180 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3888 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.8644 | \n",
- " 10 | \n",
- " 777.0 | \n",
- " 773 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 114.38 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3889 | \n",
- " 0 | \n",
- " 0 | \n",
- " 188.08 | \n",
- " 19 | \n",
- " 4515.0 | \n",
- " 2637 | \n",
- " 30 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 230.65 | \n",
- " 144 | \n",
- " 5.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3890 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.6588 | \n",
- " 5 | \n",
- " 918.0 | \n",
- " 712 | \n",
- " 15 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 111.48 | \n",
- " 46 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3891 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.99 | \n",
- " 18 | \n",
- " 876.0 | \n",
- " 819 | \n",
- " 8 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 108.08 | \n",
- " 323 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3892 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 4 | \n",
- " 1651.0 | \n",
- " 1122 | \n",
- " 22 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 79.87 | \n",
- " 68 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3893 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.98 | \n",
- " 7 | \n",
- " 234.0 | \n",
- " 321 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 102.9 | \n",
- " 321 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3894 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.34 | \n",
- " 7 | \n",
- " 3146.0 | \n",
- " 2810 | \n",
- " 25 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 76.73 | \n",
- " 770 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3895 | \n",
- " 0 | \n",
- " 1 | \n",
- " 36.16 | \n",
- " 4 | \n",
- " 1980.0 | \n",
- " 1980 | \n",
- " 11 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 52.55 | \n",
- " 1350 | \n",
- " 1.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3896 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.76 | \n",
- " 6 | \n",
- " 560.0 | \n",
- " 1070 | \n",
- " 12 | \n",
- " district | \n",
- " cogeneration | \n",
- " corridor | \n",
- " 81.09 | \n",
- " 312 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3897 | \n",
- " 0 | \n",
- " 1 | \n",
- " 71.05 | \n",
- " 9 | \n",
- " 962.0 | \n",
- " 566 | \n",
- " 8 | \n",
- " central | \n",
- " gas | \n",
- " corridor | \n",
- " 92.57 | \n",
- " 164 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3898 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.88 | \n",
- " 17 | \n",
- " 1110.0 | \n",
- " 1206 | \n",
- " 12 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 78.19 | \n",
- " 340 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3899 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9341 | \n",
- " 7 | \n",
- " 842.0 | \n",
- " 737 | \n",
- " 11 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 113.53 | \n",
- " 426 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3901 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9669 | \n",
- " 31 | \n",
- " 1761.0 | \n",
- " 1326 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 110.8 | \n",
- " 530 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3902 | \n",
- " 0 | \n",
- " 0 | \n",
- " 49.08 | \n",
- " 16 | \n",
- " 2500.0 | \n",
- " 2960 | \n",
- " 17 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 68.12 | \n",
- " 2960 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3903 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9197 | \n",
- " 12 | \n",
- " 392.0 | \n",
- " 407 | \n",
- " 5 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 118.27 | \n",
- " 71 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3904 | \n",
- " 0 | \n",
- " 0 | \n",
- " 74.6 | \n",
- " 25 | \n",
- " 1282.0 | \n",
- " 1166 | \n",
- " 10 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 95.44 | \n",
- " 340 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3905 | \n",
- " 0 | \n",
- " 0 | \n",
- " 81.39 | \n",
- " 10 | \n",
- " 131.0 | \n",
- " 160 | \n",
- " 2 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 98.98 | \n",
- " 9 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3906 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.7 | \n",
- " 2 | \n",
- " 249.0 | \n",
- " 300 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 104.31 | \n",
- " 152 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3907 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.76 | \n",
- " 11 | \n",
- " 1673.0 | \n",
- " 1424 | \n",
- " 18 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 74.85 | \n",
- " 284 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3908 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.945 | \n",
- " 13 | \n",
- " 471.0 | \n",
- " 450 | \n",
- " 3 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 103.74 | \n",
- " 370 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3909 | \n",
- " 0 | \n",
- " 0 | \n",
- " 57.09 | \n",
- " 16 | \n",
- " 800.0 | \n",
- " 1000 | \n",
- " 9 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 78.3 | \n",
- " 600 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3910 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.34 | \n",
- " 4 | \n",
- " 111.0 | \n",
- " 107 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 88.47 | \n",
- " 53 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3911 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.96 | \n",
- " 1 | \n",
- " 141.0 | \n",
- " 126 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 85.25 | \n",
- " 60 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3912 | \n",
- " 0 | \n",
- " 1 | \n",
- " 63.53 | \n",
- " 8 | \n",
- " 570.0 | \n",
- " 570 | \n",
- " 5 | \n",
- " individual | \n",
- " gas | \n",
- " corridor | \n",
- " 85.76 | \n",
- " 315 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3914 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.89 | \n",
- " 25 | \n",
- " 1875.0 | \n",
- " 2075 | \n",
- " 21 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 102.49 | \n",
- " 648 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3915 | \n",
- " 0 | \n",
- " 1 | \n",
- " 57.46 | \n",
- " 15 | \n",
- " 130.0 | \n",
- " 146 | \n",
- " 1 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 71.47 | \n",
- " 29 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- "
\n",
- " \n",
- " | 3916 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.88 | \n",
- " 5 | \n",
- " 802.0 | \n",
- " 860 | \n",
- " 8 | \n",
- " individual | \n",
- " gas | \n",
- " stairway | \n",
- " 108.75 | \n",
- " 0 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- " | 3917 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.7808 | \n",
- " 4 | \n",
- " 1128.0 | \n",
- " 978 | \n",
- " 13 | \n",
- " district | \n",
- " cogeneration | \n",
- " stairway | \n",
- " 105.99 | \n",
- " 430 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- "
\n",
- " \n",
- "
\n",
- "
3455 rows × 14 columns
\n",
- "
"
- ],
- "text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "0 0 1 83.58 14 \n",
- "3 0 1 45.67 8 \n",
- "6 0 1 84.46799999999999 1 \n",
- "8 0 1 84.78 24 \n",
- "9 0 1 59.22 8 \n",
- "10 0 0 64.53 1 \n",
- "11 0 0 84.87 5 \n",
- "12 0 1 181.51 5 \n",
- "17 0 0 82.345 2 \n",
- "19 0 0 84.96 8 \n",
- "21 0 1 84.78 4 \n",
- "22 0 1 50.64 5 \n",
- "24 0 1 105.47 5 \n",
- "28 0 0 84.8439 6 \n",
- "29 0 1 59.99 4 \n",
- "30 0 0 143.51 2 \n",
- "31 0 0 84.72 12 \n",
- "32 0 1 59.61 2 \n",
- "33 0 1 84.89299999999999 11 \n",
- "36 0 0 70.23 20 \n",
- "37 0 1 127.15 12 \n",
- "38 0 0 84.6869 12 \n",
- "41 0 0 58.12 9 \n",
- "42 0 0 69.88 11 \n",
- "43 0 0 59.58 4 \n",
- "44 0 0 59.78 19 \n",
- "45 0 0 56.79 3 \n",
- "47 0 1 136.224 11 \n",
- "48 0 0 83.41 14 \n",
- "49 0 0 57.0 5 \n",
- "... ... ... ... ... \n",
- "3886 0 0 72.2358 5 \n",
- "3887 0 0 49.94 10 \n",
- "3888 0 0 84.8644 10 \n",
- "3889 0 0 188.08 19 \n",
- "3890 0 0 84.6588 5 \n",
- "3891 0 0 84.99 18 \n",
- "3892 0 1 59.99 4 \n",
- "3893 0 1 84.98 7 \n",
- "3894 0 1 59.34 7 \n",
- "3895 0 1 36.16 4 \n",
- "3896 0 1 59.76 6 \n",
- "3897 0 1 71.05 9 \n",
- "3898 0 0 59.88 17 \n",
- "3899 0 0 84.9341 7 \n",
- "3901 0 0 84.9669 31 \n",
- "3902 0 0 49.08 16 \n",
- "3903 0 0 84.9197 12 \n",
- "3904 0 0 74.6 25 \n",
- "3905 0 0 81.39 10 \n",
- "3906 0 0 84.7 2 \n",
- "3907 0 0 59.76 11 \n",
- "3908 0 0 84.945 13 \n",
- "3909 0 0 57.09 16 \n",
- "3910 0 1 59.34 4 \n",
- "3911 0 1 59.96 1 \n",
- "3912 0 1 63.53 8 \n",
- "3914 0 1 84.89 25 \n",
- "3915 0 1 57.46 15 \n",
- "3916 0 1 84.88 5 \n",
- "3917 0 0 84.7808 4 \n",
- "\n",
- " total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "0 375.0 375 \n",
- "3 216.0 419 \n",
- "6 146.0 219 \n",
- "8 318.0 240 \n",
- "9 540.0 1880 \n",
- "10 7.0 101 \n",
- "11 52.0 118 \n",
- "12 240.0 112 \n",
- "17 87.0 174 \n",
- "19 73.0 113 \n",
- "21 132.0 107 \n",
- "22 182.0 182 \n",
- "24 630.0 450 \n",
- "28 176.0 163 \n",
- "29 693.0 588 \n",
- "30 505.0 505 \n",
- "31 62.0 104 \n",
- "32 63.0 101 \n",
- "33 195.0 165 \n",
- "36 122.0 100 \n",
- "37 785.0 786 \n",
- "38 139.0 153 \n",
- "41 55.0 100 \n",
- "42 57.0 142 \n",
- "43 220.0 140 \n",
- "44 355.0 355 \n",
- "45 85.0 134 \n",
- "47 118.0 141 \n",
- "48 200.0 188 \n",
- "49 187.0 181 \n",
- "... ... ... \n",
- "3886 3400.0 3160 \n",
- "3887 1600.0 1320 \n",
- "3888 777.0 773 \n",
- "3889 4515.0 2637 \n",
- "3890 918.0 712 \n",
- "3891 876.0 819 \n",
- "3892 1651.0 1122 \n",
- "3893 234.0 321 \n",
- "3894 3146.0 2810 \n",
- "3895 1980.0 1980 \n",
- "3896 560.0 1070 \n",
- "3897 962.0 566 \n",
- "3898 1110.0 1206 \n",
- "3899 842.0 737 \n",
- "3901 1761.0 1326 \n",
- "3902 2500.0 2960 \n",
- "3903 392.0 407 \n",
- "3904 1282.0 1166 \n",
- "3905 131.0 160 \n",
- "3906 249.0 300 \n",
- "3907 1673.0 1424 \n",
- "3908 471.0 450 \n",
- "3909 800.0 1000 \n",
- "3910 111.0 107 \n",
- "3911 141.0 126 \n",
- "3912 570.0 570 \n",
- "3914 1875.0 2075 \n",
- "3915 130.0 146 \n",
- "3916 802.0 860 \n",
- "3917 1128.0 978 \n",
- "\n",
- " apartment_building_count_in_sites heat_type heat_fuel \\\n",
- "0 4 district cogeneration \n",
- "3 1 individual gas \n",
- "6 4 individual gas \n",
- "8 2 district cogeneration \n",
- "9 15 central gas \n",
- "10 4 individual gas \n",
- "11 1 individual gas \n",
- "12 4 individual gas \n",
- "17 3 individual gas \n",
- "19 1 individual gas \n",
- "21 1 individual gas \n",
- "22 1 district cogeneration \n",
- "24 7 central gas \n",
- "28 3 individual gas \n",
- "29 9 individual gas \n",
- "30 4 individual gas \n",
- "31 1 individual gas \n",
- "32 2 individual gas \n",
- "33 3 individual gas \n",
- "36 1 individual gas \n",
- "37 11 district cogeneration \n",
- "38 4 individual gas \n",
- "41 1 individual gas \n",
- "42 1 individual gas \n",
- "43 3 individual gas \n",
- "44 2 individual gas \n",
- "45 4 individual gas \n",
- "47 2 individual gas \n",
- "48 3 individual gas \n",
- "49 1 individual gas \n",
- "... ... ... ... \n",
- "3886 30 individual gas \n",
- "3887 10 individual gas \n",
- "3888 9 individual gas \n",
- "3889 30 individual gas \n",
- "3890 15 individual gas \n",
- "3891 8 individual gas \n",
- "3892 22 individual gas \n",
- "3893 3 individual gas \n",
- "3894 25 individual gas \n",
- "3895 11 central gas \n",
- "3896 12 district cogeneration \n",
- "3897 8 central gas \n",
- "3898 12 individual gas \n",
- "3899 11 district cogeneration \n",
- "3901 9 individual gas \n",
- "3902 17 individual gas \n",
- "3903 5 individual gas \n",
- "3904 10 individual gas \n",
- "3905 2 individual gas \n",
- "3906 1 individual gas \n",
- "3907 18 individual gas \n",
- "3908 3 individual gas \n",
- "3909 9 individual gas \n",
- "3910 1 individual gas \n",
- "3911 1 individual gas \n",
- "3912 5 individual gas \n",
- "3914 21 individual gas \n",
- "3915 1 individual gas \n",
- "3916 8 individual gas \n",
- "3917 13 district cogeneration \n",
- "\n",
- " front_door_structure supply_area total_household_count_of_area_type \\\n",
- "0 corridor 107.19 2 \n",
- "3 stairway 87.11 1 \n",
- "6 stairway 116.4 74 \n",
- "8 stairway 118.6 58 \n",
- "9 corridor 85.12 106 \n",
- "10 stairway 82.65 40 \n",
- "11 stairway 105.38 76 \n",
- "12 stairway 205.27 48 \n",
- "17 stairway 98.3 66 \n",
- "19 stairway 106.01 65 \n",
- "21 stairway 107.46 92 \n",
- "22 corridor 55.0 144 \n",
- "24 corridor 114.52 180 \n",
- "28 stairway 110.72 43 \n",
- "29 stairway 83.61 35 \n",
- "30 stairway 166.14 90 \n",
- "31 stairway 102.24 67 \n",
- "32 stairway 78.55 13 \n",
- "33 stairway 105.96 90 \n",
- "36 stairway 87.07 2 \n",
- "37 stairway 139.53 192 \n",
- "38 stairway 110.27 98 \n",
- "41 stairway 78.88 9 \n",
- "42 stairway 82.82 30 \n",
- "43 corridor 68.68 15 \n",
- "44 stairway 78.12 276 \n",
- "45 mixed 65.59 15 \n",
- "47 stairway 159.91 22 \n",
- "48 stairway 103.67 90 \n",
- "49 corridor 78.34 111 \n",
- "... ... ... ... \n",
- "3886 stairway 95.84 49 \n",
- "3887 corridor 72.95 180 \n",
- "3888 stairway 114.38 65 \n",
- "3889 stairway 230.65 144 \n",
- "3890 stairway 111.48 46 \n",
- "3891 stairway 108.08 323 \n",
- "3892 stairway 79.87 68 \n",
- "3893 stairway 102.9 321 \n",
- "3894 corridor 76.73 770 \n",
- "3895 corridor 52.55 1350 \n",
- "3896 corridor 81.09 312 \n",
- "3897 corridor 92.57 164 \n",
- "3898 stairway 78.19 340 \n",
- "3899 stairway 113.53 426 \n",
- "3901 stairway 110.8 530 \n",
- "3902 corridor 68.12 2960 \n",
- "3903 stairway 118.27 71 \n",
- "3904 stairway 95.44 340 \n",
- "3905 stairway 98.98 9 \n",
- "3906 stairway 104.31 152 \n",
- "3907 stairway 74.85 284 \n",
- "3908 stairway 103.74 370 \n",
- "3909 corridor 78.3 600 \n",
- "3910 corridor 88.47 53 \n",
- "3911 corridor 85.25 60 \n",
- "3912 corridor 85.76 315 \n",
- "3914 stairway 102.49 648 \n",
- "3915 stairway 71.47 29 \n",
- "3916 stairway 108.75 0 \n",
- "3917 stairway 105.99 430 \n",
- "\n",
- " room_count bathroom_count \n",
- "0 3.0 1.0 \n",
- "3 3.0 2.0 \n",
- "6 3.0 2.0 \n",
- "8 2.0 2.0 \n",
- "9 3.0 1.0 \n",
- "10 3.0 1.0 \n",
- "11 3.0 2.0 \n",
- "12 4.0 2.0 \n",
- "17 3.0 1.0 \n",
- "19 3.0 2.0 \n",
- "21 3.0 2.0 \n",
- "22 2.0 1.0 \n",
- "24 3.0 1.0 \n",
- "28 3.0 2.0 \n",
- "29 3.0 1.0 \n",
- "30 4.0 2.0 \n",
- "31 3.0 2.0 \n",
- "32 1.0 1.0 \n",
- "33 3.0 2.0 \n",
- "36 3.0 2.0 \n",
- "37 4.0 2.0 \n",
- "38 3.0 2.0 \n",
- "41 3.0 1.0 \n",
- "42 2.0 1.0 \n",
- "43 3.0 1.0 \n",
- "44 2.0 1.0 \n",
- "45 2.0 1.0 \n",
- "47 4.0 2.0 \n",
- "48 3.0 1.0 \n",
- "49 3.0 2.0 \n",
- "... ... ... \n",
- "3886 3.0 2.0 \n",
- "3887 2.0 1.0 \n",
- "3888 3.0 2.0 \n",
- "3889 5.0 2.0 \n",
- "3890 3.0 2.0 \n",
- "3891 3.0 2.0 \n",
- "3892 3.0 2.0 \n",
- "3893 3.0 2.0 \n",
- "3894 3.0 1.0 \n",
- "3895 1.0 1.0 \n",
- "3896 3.0 1.0 \n",
- "3897 3.0 1.0 \n",
- "3898 2.0 1.0 \n",
- "3899 3.0 2.0 \n",
- "3901 3.0 2.0 \n",
- "3902 3.0 1.0 \n",
- "3903 3.0 2.0 \n",
- "3904 3.0 1.0 \n",
- "3905 3.0 1.0 \n",
- "3906 3.0 2.0 \n",
- "3907 3.0 1.0 \n",
- "3908 3.0 2.0 \n",
- "3909 3.0 1.0 \n",
- "3910 3.0 1.0 \n",
- "3911 2.0 1.0 \n",
- "3912 2.0 1.0 \n",
- "3914 3.0 2.0 \n",
- "3915 3.0 1.0 \n",
- "3916 3.0 2.0 \n",
- "3917 3.0 2.0 \n",
- "\n",
- "[3455 rows x 14 columns]"
- ]
- },
- "execution_count": 31,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df_test"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 32,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " transaction_real_price | \n",
- " city | \n",
- " exclusive_use_area | \n",
- " floor | \n",
- " total_parking_capacity_in_site | \n",
- " total_household_count_in_sites | \n",
- " apartment_building_count_in_sites | \n",
- " heat_type | \n",
- " front_door_structure | \n",
- " supply_area | \n",
- " total_household_count_of_area_type | \n",
- " room_count | \n",
- " bathroom_count | \n",
- " heat_fuel_cogeneration | \n",
- " heat_fuel_gas | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 83.58 | \n",
- " 14 | \n",
- " 375.0 | \n",
- " 375 | \n",
- " 4 | \n",
- " district | \n",
- " corridor | \n",
- " 107.19 | \n",
- " 2 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3 | \n",
- " 0 | \n",
- " 1 | \n",
- " 45.67 | \n",
- " 8 | \n",
- " 216.0 | \n",
- " 419 | \n",
- " 1 | \n",
- " individual | \n",
- " stairway | \n",
- " 87.11 | \n",
- " 1 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 6 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.46799999999999 | \n",
- " 1 | \n",
- " 146.0 | \n",
- " 219 | \n",
- " 4 | \n",
- " individual | \n",
- " stairway | \n",
- " 116.4 | \n",
- " 74 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 8 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.78 | \n",
- " 24 | \n",
- " 318.0 | \n",
- " 240 | \n",
- " 2 | \n",
- " district | \n",
- " stairway | \n",
- " 118.6 | \n",
- " 58 | \n",
- " 2.0 | \n",
- " 2.0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 9 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.22 | \n",
- " 8 | \n",
- " 540.0 | \n",
- " 1880 | \n",
- " 15 | \n",
- " central | \n",
- " corridor | \n",
- " 85.12 | \n",
- " 106 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 10 | \n",
- " 0 | \n",
- " 0 | \n",
- " 64.53 | \n",
- " 1 | \n",
- " 7.0 | \n",
- " 101 | \n",
- " 4 | \n",
- " individual | \n",
- " stairway | \n",
- " 82.65 | \n",
- " 40 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 11 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.87 | \n",
- " 5 | \n",
- " 52.0 | \n",
- " 118 | \n",
- " 1 | \n",
- " individual | \n",
- " stairway | \n",
- " 105.38 | \n",
- " 76 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 12 | \n",
- " 0 | \n",
- " 1 | \n",
- " 181.51 | \n",
- " 5 | \n",
- " 240.0 | \n",
- " 112 | \n",
- " 4 | \n",
- " individual | \n",
- " stairway | \n",
- " 205.27 | \n",
- " 48 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 17 | \n",
- " 0 | \n",
- " 0 | \n",
- " 82.345 | \n",
- " 2 | \n",
- " 87.0 | \n",
- " 174 | \n",
- " 3 | \n",
- " individual | \n",
- " stairway | \n",
- " 98.3 | \n",
- " 66 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 19 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.96 | \n",
- " 8 | \n",
- " 73.0 | \n",
- " 113 | \n",
- " 1 | \n",
- " individual | \n",
- " stairway | \n",
- " 106.01 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 21 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.78 | \n",
- " 4 | \n",
- " 132.0 | \n",
- " 107 | \n",
- " 1 | \n",
- " individual | \n",
- " stairway | \n",
- " 107.46 | \n",
- " 92 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 22 | \n",
- " 0 | \n",
- " 1 | \n",
- " 50.64 | \n",
- " 5 | \n",
- " 182.0 | \n",
- " 182 | \n",
- " 1 | \n",
- " district | \n",
- " corridor | \n",
- " 55.0 | \n",
- " 144 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 24 | \n",
- " 0 | \n",
- " 1 | \n",
- " 105.47 | \n",
- " 5 | \n",
- " 630.0 | \n",
- " 450 | \n",
- " 7 | \n",
- " central | \n",
- " corridor | \n",
- " 114.52 | \n",
- " 180 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 28 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.8439 | \n",
- " 6 | \n",
- " 176.0 | \n",
- " 163 | \n",
- " 3 | \n",
- " individual | \n",
- " stairway | \n",
- " 110.72 | \n",
- " 43 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 29 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 4 | \n",
- " 693.0 | \n",
- " 588 | \n",
- " 9 | \n",
- " individual | \n",
- " stairway | \n",
- " 83.61 | \n",
- " 35 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 30 | \n",
- " 0 | \n",
- " 0 | \n",
- " 143.51 | \n",
- " 2 | \n",
- " 505.0 | \n",
- " 505 | \n",
- " 4 | \n",
- " individual | \n",
- " stairway | \n",
- " 166.14 | \n",
- " 90 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 31 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.72 | \n",
- " 12 | \n",
- " 62.0 | \n",
- " 104 | \n",
- " 1 | \n",
- " individual | \n",
- " stairway | \n",
- " 102.24 | \n",
- " 67 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 32 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.61 | \n",
- " 2 | \n",
- " 63.0 | \n",
- " 101 | \n",
- " 2 | \n",
- " individual | \n",
- " stairway | \n",
- " 78.55 | \n",
- " 13 | \n",
- " 1.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 33 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.89299999999999 | \n",
- " 11 | \n",
- " 195.0 | \n",
- " 165 | \n",
- " 3 | \n",
- " individual | \n",
- " stairway | \n",
- " 105.96 | \n",
- " 90 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 36 | \n",
- " 0 | \n",
- " 0 | \n",
- " 70.23 | \n",
- " 20 | \n",
- " 122.0 | \n",
- " 100 | \n",
- " 1 | \n",
- " individual | \n",
- " stairway | \n",
- " 87.07 | \n",
- " 2 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 37 | \n",
- " 0 | \n",
- " 1 | \n",
- " 127.15 | \n",
- " 12 | \n",
- " 785.0 | \n",
- " 786 | \n",
- " 11 | \n",
- " district | \n",
- " stairway | \n",
- " 139.53 | \n",
- " 192 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 38 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.6869 | \n",
- " 12 | \n",
- " 139.0 | \n",
- " 153 | \n",
- " 4 | \n",
- " individual | \n",
- " stairway | \n",
- " 110.27 | \n",
- " 98 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 41 | \n",
- " 0 | \n",
- " 0 | \n",
- " 58.12 | \n",
- " 9 | \n",
- " 55.0 | \n",
- " 100 | \n",
- " 1 | \n",
- " individual | \n",
- " stairway | \n",
- " 78.88 | \n",
- " 9 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 42 | \n",
- " 0 | \n",
- " 0 | \n",
- " 69.88 | \n",
- " 11 | \n",
- " 57.0 | \n",
- " 142 | \n",
- " 1 | \n",
- " individual | \n",
- " stairway | \n",
- " 82.82 | \n",
- " 30 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 43 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.58 | \n",
- " 4 | \n",
- " 220.0 | \n",
- " 140 | \n",
- " 3 | \n",
- " individual | \n",
- " corridor | \n",
- " 68.68 | \n",
- " 15 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 44 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.78 | \n",
- " 19 | \n",
- " 355.0 | \n",
- " 355 | \n",
- " 2 | \n",
- " individual | \n",
- " stairway | \n",
- " 78.12 | \n",
- " 276 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 45 | \n",
- " 0 | \n",
- " 0 | \n",
- " 56.79 | \n",
- " 3 | \n",
- " 85.0 | \n",
- " 134 | \n",
- " 4 | \n",
- " individual | \n",
- " mixed | \n",
- " 65.59 | \n",
- " 15 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 47 | \n",
- " 0 | \n",
- " 1 | \n",
- " 136.224 | \n",
- " 11 | \n",
- " 118.0 | \n",
- " 141 | \n",
- " 2 | \n",
- " individual | \n",
- " stairway | \n",
- " 159.91 | \n",
- " 22 | \n",
- " 4.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 48 | \n",
- " 0 | \n",
- " 0 | \n",
- " 83.41 | \n",
- " 14 | \n",
- " 200.0 | \n",
- " 188 | \n",
- " 3 | \n",
- " individual | \n",
- " stairway | \n",
- " 103.67 | \n",
- " 90 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 49 | \n",
- " 0 | \n",
- " 0 | \n",
- " 57.0 | \n",
- " 5 | \n",
- " 187.0 | \n",
- " 181 | \n",
- " 1 | \n",
- " individual | \n",
- " corridor | \n",
- " 78.34 | \n",
- " 111 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- "
\n",
- " \n",
- " | 3886 | \n",
- " 0 | \n",
- " 0 | \n",
- " 72.2358 | \n",
- " 5 | \n",
- " 3400.0 | \n",
- " 3160 | \n",
- " 30 | \n",
- " individual | \n",
- " stairway | \n",
- " 95.84 | \n",
- " 49 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3887 | \n",
- " 0 | \n",
- " 0 | \n",
- " 49.94 | \n",
- " 10 | \n",
- " 1600.0 | \n",
- " 1320 | \n",
- " 10 | \n",
- " individual | \n",
- " corridor | \n",
- " 72.95 | \n",
- " 180 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3888 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.8644 | \n",
- " 10 | \n",
- " 777.0 | \n",
- " 773 | \n",
- " 9 | \n",
- " individual | \n",
- " stairway | \n",
- " 114.38 | \n",
- " 65 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3889 | \n",
- " 0 | \n",
- " 0 | \n",
- " 188.08 | \n",
- " 19 | \n",
- " 4515.0 | \n",
- " 2637 | \n",
- " 30 | \n",
- " individual | \n",
- " stairway | \n",
- " 230.65 | \n",
- " 144 | \n",
- " 5.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3890 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.6588 | \n",
- " 5 | \n",
- " 918.0 | \n",
- " 712 | \n",
- " 15 | \n",
- " individual | \n",
- " stairway | \n",
- " 111.48 | \n",
- " 46 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3891 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.99 | \n",
- " 18 | \n",
- " 876.0 | \n",
- " 819 | \n",
- " 8 | \n",
- " individual | \n",
- " stairway | \n",
- " 108.08 | \n",
- " 323 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3892 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.99 | \n",
- " 4 | \n",
- " 1651.0 | \n",
- " 1122 | \n",
- " 22 | \n",
- " individual | \n",
- " stairway | \n",
- " 79.87 | \n",
- " 68 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3893 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.98 | \n",
- " 7 | \n",
- " 234.0 | \n",
- " 321 | \n",
- " 3 | \n",
- " individual | \n",
- " stairway | \n",
- " 102.9 | \n",
- " 321 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3894 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.34 | \n",
- " 7 | \n",
- " 3146.0 | \n",
- " 2810 | \n",
- " 25 | \n",
- " individual | \n",
- " corridor | \n",
- " 76.73 | \n",
- " 770 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3895 | \n",
- " 0 | \n",
- " 1 | \n",
- " 36.16 | \n",
- " 4 | \n",
- " 1980.0 | \n",
- " 1980 | \n",
- " 11 | \n",
- " central | \n",
- " corridor | \n",
- " 52.55 | \n",
- " 1350 | \n",
- " 1.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3896 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.76 | \n",
- " 6 | \n",
- " 560.0 | \n",
- " 1070 | \n",
- " 12 | \n",
- " district | \n",
- " corridor | \n",
- " 81.09 | \n",
- " 312 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3897 | \n",
- " 0 | \n",
- " 1 | \n",
- " 71.05 | \n",
- " 9 | \n",
- " 962.0 | \n",
- " 566 | \n",
- " 8 | \n",
- " central | \n",
- " corridor | \n",
- " 92.57 | \n",
- " 164 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3898 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.88 | \n",
- " 17 | \n",
- " 1110.0 | \n",
- " 1206 | \n",
- " 12 | \n",
- " individual | \n",
- " stairway | \n",
- " 78.19 | \n",
- " 340 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3899 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9341 | \n",
- " 7 | \n",
- " 842.0 | \n",
- " 737 | \n",
- " 11 | \n",
- " district | \n",
- " stairway | \n",
- " 113.53 | \n",
- " 426 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3901 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9669 | \n",
- " 31 | \n",
- " 1761.0 | \n",
- " 1326 | \n",
- " 9 | \n",
- " individual | \n",
- " stairway | \n",
- " 110.8 | \n",
- " 530 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3902 | \n",
- " 0 | \n",
- " 0 | \n",
- " 49.08 | \n",
- " 16 | \n",
- " 2500.0 | \n",
- " 2960 | \n",
- " 17 | \n",
- " individual | \n",
- " corridor | \n",
- " 68.12 | \n",
- " 2960 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3903 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.9197 | \n",
- " 12 | \n",
- " 392.0 | \n",
- " 407 | \n",
- " 5 | \n",
- " individual | \n",
- " stairway | \n",
- " 118.27 | \n",
- " 71 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3904 | \n",
- " 0 | \n",
- " 0 | \n",
- " 74.6 | \n",
- " 25 | \n",
- " 1282.0 | \n",
- " 1166 | \n",
- " 10 | \n",
- " individual | \n",
- " stairway | \n",
- " 95.44 | \n",
- " 340 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3905 | \n",
- " 0 | \n",
- " 0 | \n",
- " 81.39 | \n",
- " 10 | \n",
- " 131.0 | \n",
- " 160 | \n",
- " 2 | \n",
- " individual | \n",
- " stairway | \n",
- " 98.98 | \n",
- " 9 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3906 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.7 | \n",
- " 2 | \n",
- " 249.0 | \n",
- " 300 | \n",
- " 1 | \n",
- " individual | \n",
- " stairway | \n",
- " 104.31 | \n",
- " 152 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3907 | \n",
- " 0 | \n",
- " 0 | \n",
- " 59.76 | \n",
- " 11 | \n",
- " 1673.0 | \n",
- " 1424 | \n",
- " 18 | \n",
- " individual | \n",
- " stairway | \n",
- " 74.85 | \n",
- " 284 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3908 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.945 | \n",
- " 13 | \n",
- " 471.0 | \n",
- " 450 | \n",
- " 3 | \n",
- " individual | \n",
- " stairway | \n",
- " 103.74 | \n",
- " 370 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3909 | \n",
- " 0 | \n",
- " 0 | \n",
- " 57.09 | \n",
- " 16 | \n",
- " 800.0 | \n",
- " 1000 | \n",
- " 9 | \n",
- " individual | \n",
- " corridor | \n",
- " 78.3 | \n",
- " 600 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3910 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.34 | \n",
- " 4 | \n",
- " 111.0 | \n",
- " 107 | \n",
- " 1 | \n",
- " individual | \n",
- " corridor | \n",
- " 88.47 | \n",
- " 53 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3911 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.96 | \n",
- " 1 | \n",
- " 141.0 | \n",
- " 126 | \n",
- " 1 | \n",
- " individual | \n",
- " corridor | \n",
- " 85.25 | \n",
- " 60 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3912 | \n",
- " 0 | \n",
- " 1 | \n",
- " 63.53 | \n",
- " 8 | \n",
- " 570.0 | \n",
- " 570 | \n",
- " 5 | \n",
- " individual | \n",
- " corridor | \n",
- " 85.76 | \n",
- " 315 | \n",
- " 2.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3914 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.89 | \n",
- " 25 | \n",
- " 1875.0 | \n",
- " 2075 | \n",
- " 21 | \n",
- " individual | \n",
- " stairway | \n",
- " 102.49 | \n",
- " 648 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3915 | \n",
- " 0 | \n",
- " 1 | \n",
- " 57.46 | \n",
- " 15 | \n",
- " 130.0 | \n",
- " 146 | \n",
- " 1 | \n",
- " individual | \n",
- " stairway | \n",
- " 71.47 | \n",
- " 29 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3916 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.88 | \n",
- " 5 | \n",
- " 802.0 | \n",
- " 860 | \n",
- " 8 | \n",
- " individual | \n",
- " stairway | \n",
- " 108.75 | \n",
- " 0 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3917 | \n",
- " 0 | \n",
- " 0 | \n",
- " 84.7808 | \n",
- " 4 | \n",
- " 1128.0 | \n",
- " 978 | \n",
- " 13 | \n",
- " district | \n",
- " stairway | \n",
- " 105.99 | \n",
- " 430 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- "
\n",
- "
3455 rows × 15 columns
\n",
- "
"
- ],
- "text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "0 0 1 83.58 14 \n",
- "3 0 1 45.67 8 \n",
- "6 0 1 84.46799999999999 1 \n",
- "8 0 1 84.78 24 \n",
- "9 0 1 59.22 8 \n",
- "10 0 0 64.53 1 \n",
- "11 0 0 84.87 5 \n",
- "12 0 1 181.51 5 \n",
- "17 0 0 82.345 2 \n",
- "19 0 0 84.96 8 \n",
- "21 0 1 84.78 4 \n",
- "22 0 1 50.64 5 \n",
- "24 0 1 105.47 5 \n",
- "28 0 0 84.8439 6 \n",
- "29 0 1 59.99 4 \n",
- "30 0 0 143.51 2 \n",
- "31 0 0 84.72 12 \n",
- "32 0 1 59.61 2 \n",
- "33 0 1 84.89299999999999 11 \n",
- "36 0 0 70.23 20 \n",
- "37 0 1 127.15 12 \n",
- "38 0 0 84.6869 12 \n",
- "41 0 0 58.12 9 \n",
- "42 0 0 69.88 11 \n",
- "43 0 0 59.58 4 \n",
- "44 0 0 59.78 19 \n",
- "45 0 0 56.79 3 \n",
- "47 0 1 136.224 11 \n",
- "48 0 0 83.41 14 \n",
- "49 0 0 57.0 5 \n",
- "... ... ... ... ... \n",
- "3886 0 0 72.2358 5 \n",
- "3887 0 0 49.94 10 \n",
- "3888 0 0 84.8644 10 \n",
- "3889 0 0 188.08 19 \n",
- "3890 0 0 84.6588 5 \n",
- "3891 0 0 84.99 18 \n",
- "3892 0 1 59.99 4 \n",
- "3893 0 1 84.98 7 \n",
- "3894 0 1 59.34 7 \n",
- "3895 0 1 36.16 4 \n",
- "3896 0 1 59.76 6 \n",
- "3897 0 1 71.05 9 \n",
- "3898 0 0 59.88 17 \n",
- "3899 0 0 84.9341 7 \n",
- "3901 0 0 84.9669 31 \n",
- "3902 0 0 49.08 16 \n",
- "3903 0 0 84.9197 12 \n",
- "3904 0 0 74.6 25 \n",
- "3905 0 0 81.39 10 \n",
- "3906 0 0 84.7 2 \n",
- "3907 0 0 59.76 11 \n",
- "3908 0 0 84.945 13 \n",
- "3909 0 0 57.09 16 \n",
- "3910 0 1 59.34 4 \n",
- "3911 0 1 59.96 1 \n",
- "3912 0 1 63.53 8 \n",
- "3914 0 1 84.89 25 \n",
- "3915 0 1 57.46 15 \n",
- "3916 0 1 84.88 5 \n",
- "3917 0 0 84.7808 4 \n",
- "\n",
- " total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "0 375.0 375 \n",
- "3 216.0 419 \n",
- "6 146.0 219 \n",
- "8 318.0 240 \n",
- "9 540.0 1880 \n",
- "10 7.0 101 \n",
- "11 52.0 118 \n",
- "12 240.0 112 \n",
- "17 87.0 174 \n",
- "19 73.0 113 \n",
- "21 132.0 107 \n",
- "22 182.0 182 \n",
- "24 630.0 450 \n",
- "28 176.0 163 \n",
- "29 693.0 588 \n",
- "30 505.0 505 \n",
- "31 62.0 104 \n",
- "32 63.0 101 \n",
- "33 195.0 165 \n",
- "36 122.0 100 \n",
- "37 785.0 786 \n",
- "38 139.0 153 \n",
- "41 55.0 100 \n",
- "42 57.0 142 \n",
- "43 220.0 140 \n",
- "44 355.0 355 \n",
- "45 85.0 134 \n",
- "47 118.0 141 \n",
- "48 200.0 188 \n",
- "49 187.0 181 \n",
- "... ... ... \n",
- "3886 3400.0 3160 \n",
- "3887 1600.0 1320 \n",
- "3888 777.0 773 \n",
- "3889 4515.0 2637 \n",
- "3890 918.0 712 \n",
- "3891 876.0 819 \n",
- "3892 1651.0 1122 \n",
- "3893 234.0 321 \n",
- "3894 3146.0 2810 \n",
- "3895 1980.0 1980 \n",
- "3896 560.0 1070 \n",
- "3897 962.0 566 \n",
- "3898 1110.0 1206 \n",
- "3899 842.0 737 \n",
- "3901 1761.0 1326 \n",
- "3902 2500.0 2960 \n",
- "3903 392.0 407 \n",
- "3904 1282.0 1166 \n",
- "3905 131.0 160 \n",
- "3906 249.0 300 \n",
- "3907 1673.0 1424 \n",
- "3908 471.0 450 \n",
- "3909 800.0 1000 \n",
- "3910 111.0 107 \n",
- "3911 141.0 126 \n",
- "3912 570.0 570 \n",
- "3914 1875.0 2075 \n",
- "3915 130.0 146 \n",
- "3916 802.0 860 \n",
- "3917 1128.0 978 \n",
- "\n",
- " apartment_building_count_in_sites heat_type front_door_structure \\\n",
- "0 4 district corridor \n",
- "3 1 individual stairway \n",
- "6 4 individual stairway \n",
- "8 2 district stairway \n",
- "9 15 central corridor \n",
- "10 4 individual stairway \n",
- "11 1 individual stairway \n",
- "12 4 individual stairway \n",
- "17 3 individual stairway \n",
- "19 1 individual stairway \n",
- "21 1 individual stairway \n",
- "22 1 district corridor \n",
- "24 7 central corridor \n",
- "28 3 individual stairway \n",
- "29 9 individual stairway \n",
- "30 4 individual stairway \n",
- "31 1 individual stairway \n",
- "32 2 individual stairway \n",
- "33 3 individual stairway \n",
- "36 1 individual stairway \n",
- "37 11 district stairway \n",
- "38 4 individual stairway \n",
- "41 1 individual stairway \n",
- "42 1 individual stairway \n",
- "43 3 individual corridor \n",
- "44 2 individual stairway \n",
- "45 4 individual mixed \n",
- "47 2 individual stairway \n",
- "48 3 individual stairway \n",
- "49 1 individual corridor \n",
- "... ... ... ... \n",
- "3886 30 individual stairway \n",
- "3887 10 individual corridor \n",
- "3888 9 individual stairway \n",
- "3889 30 individual stairway \n",
- "3890 15 individual stairway \n",
- "3891 8 individual stairway \n",
- "3892 22 individual stairway \n",
- "3893 3 individual stairway \n",
- "3894 25 individual corridor \n",
- "3895 11 central corridor \n",
- "3896 12 district corridor \n",
- "3897 8 central corridor \n",
- "3898 12 individual stairway \n",
- "3899 11 district stairway \n",
- "3901 9 individual stairway \n",
- "3902 17 individual corridor \n",
- "3903 5 individual stairway \n",
- "3904 10 individual stairway \n",
- "3905 2 individual stairway \n",
- "3906 1 individual stairway \n",
- "3907 18 individual stairway \n",
- "3908 3 individual stairway \n",
- "3909 9 individual corridor \n",
- "3910 1 individual corridor \n",
- "3911 1 individual corridor \n",
- "3912 5 individual corridor \n",
- "3914 21 individual stairway \n",
- "3915 1 individual stairway \n",
- "3916 8 individual stairway \n",
- "3917 13 district stairway \n",
- "\n",
- " supply_area total_household_count_of_area_type room_count \\\n",
- "0 107.19 2 3.0 \n",
- "3 87.11 1 3.0 \n",
- "6 116.4 74 3.0 \n",
- "8 118.6 58 2.0 \n",
- "9 85.12 106 3.0 \n",
- "10 82.65 40 3.0 \n",
- "11 105.38 76 3.0 \n",
- "12 205.27 48 4.0 \n",
- "17 98.3 66 3.0 \n",
- "19 106.01 65 3.0 \n",
- "21 107.46 92 3.0 \n",
- "22 55.0 144 2.0 \n",
- "24 114.52 180 3.0 \n",
- "28 110.72 43 3.0 \n",
- "29 83.61 35 3.0 \n",
- "30 166.14 90 4.0 \n",
- "31 102.24 67 3.0 \n",
- "32 78.55 13 1.0 \n",
- "33 105.96 90 3.0 \n",
- "36 87.07 2 3.0 \n",
- "37 139.53 192 4.0 \n",
- "38 110.27 98 3.0 \n",
- "41 78.88 9 3.0 \n",
- "42 82.82 30 2.0 \n",
- "43 68.68 15 3.0 \n",
- "44 78.12 276 2.0 \n",
- "45 65.59 15 2.0 \n",
- "47 159.91 22 4.0 \n",
- "48 103.67 90 3.0 \n",
- "49 78.34 111 3.0 \n",
- "... ... ... ... \n",
- "3886 95.84 49 3.0 \n",
- "3887 72.95 180 2.0 \n",
- "3888 114.38 65 3.0 \n",
- "3889 230.65 144 5.0 \n",
- "3890 111.48 46 3.0 \n",
- "3891 108.08 323 3.0 \n",
- "3892 79.87 68 3.0 \n",
- "3893 102.9 321 3.0 \n",
- "3894 76.73 770 3.0 \n",
- "3895 52.55 1350 1.0 \n",
- "3896 81.09 312 3.0 \n",
- "3897 92.57 164 3.0 \n",
- "3898 78.19 340 2.0 \n",
- "3899 113.53 426 3.0 \n",
- "3901 110.8 530 3.0 \n",
- "3902 68.12 2960 3.0 \n",
- "3903 118.27 71 3.0 \n",
- "3904 95.44 340 3.0 \n",
- "3905 98.98 9 3.0 \n",
- "3906 104.31 152 3.0 \n",
- "3907 74.85 284 3.0 \n",
- "3908 103.74 370 3.0 \n",
- "3909 78.3 600 3.0 \n",
- "3910 88.47 53 3.0 \n",
- "3911 85.25 60 2.0 \n",
- "3912 85.76 315 2.0 \n",
- "3914 102.49 648 3.0 \n",
- "3915 71.47 29 3.0 \n",
- "3916 108.75 0 3.0 \n",
- "3917 105.99 430 3.0 \n",
- "\n",
- " bathroom_count heat_fuel_cogeneration heat_fuel_gas \n",
- "0 1.0 1 0 \n",
- "3 2.0 0 1 \n",
- "6 2.0 0 1 \n",
- "8 2.0 1 0 \n",
- "9 1.0 0 1 \n",
- "10 1.0 0 1 \n",
- "11 2.0 0 1 \n",
- "12 2.0 0 1 \n",
- "17 1.0 0 1 \n",
- "19 2.0 0 1 \n",
- "21 2.0 0 1 \n",
- "22 1.0 1 0 \n",
- "24 1.0 0 1 \n",
- "28 2.0 0 1 \n",
- "29 1.0 0 1 \n",
- "30 2.0 0 1 \n",
- "31 2.0 0 1 \n",
- "32 1.0 0 1 \n",
- "33 2.0 0 1 \n",
- "36 2.0 0 1 \n",
- "37 2.0 1 0 \n",
- "38 2.0 0 1 \n",
- "41 1.0 0 1 \n",
- "42 1.0 0 1 \n",
- "43 1.0 0 1 \n",
- "44 1.0 0 1 \n",
- "45 1.0 0 1 \n",
- "47 2.0 0 1 \n",
- "48 1.0 0 1 \n",
- "49 2.0 0 1 \n",
- "... ... ... ... \n",
- "3886 2.0 0 1 \n",
- "3887 1.0 0 1 \n",
- "3888 2.0 0 1 \n",
- "3889 2.0 0 1 \n",
- "3890 2.0 0 1 \n",
- "3891 2.0 0 1 \n",
- "3892 2.0 0 1 \n",
- "3893 2.0 0 1 \n",
- "3894 1.0 0 1 \n",
- "3895 1.0 0 1 \n",
- "3896 1.0 1 0 \n",
- "3897 1.0 0 1 \n",
- "3898 1.0 0 1 \n",
- "3899 2.0 1 0 \n",
- "3901 2.0 0 1 \n",
- "3902 1.0 0 1 \n",
- "3903 2.0 0 1 \n",
- "3904 1.0 0 1 \n",
- "3905 1.0 0 1 \n",
- "3906 2.0 0 1 \n",
- "3907 1.0 0 1 \n",
- "3908 2.0 0 1 \n",
- "3909 1.0 0 1 \n",
- "3910 1.0 0 1 \n",
- "3911 1.0 0 1 \n",
- "3912 1.0 0 1 \n",
- "3914 2.0 0 1 \n",
- "3915 1.0 0 1 \n",
- "3916 2.0 0 1 \n",
- "3917 2.0 1 0 \n",
- "\n",
- "[3455 rows x 15 columns]"
- ]
- },
- "execution_count": 32,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "pd.get_dummies(df_test['heat_fuel'])\n",
- "onehot_encoding_fuel = pd.get_dummies(df_test['heat_fuel'], prefix = 'heat_fuel')\n",
- "df_test = df_test.drop('heat_fuel', 1)\n",
- "## Combine the dummy variable with dataset\n",
- "df_test = pd.concat([df_test, onehot_encoding_fuel], axis=1)\n",
- "df_test"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 33,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " central | \n",
- " district | \n",
- " individual | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 6 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 8 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 9 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 10 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 11 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 12 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 17 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 19 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 21 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 22 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 24 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 28 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 29 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 30 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 31 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 32 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 33 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 36 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 37 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 38 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 41 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 42 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 43 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 44 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 45 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 47 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 48 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 49 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- "
\n",
- " \n",
- " | 3886 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3887 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3888 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3889 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3890 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3891 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3892 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3893 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3894 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3895 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3896 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3897 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3898 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3899 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3901 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3902 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3903 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3904 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3905 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3906 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3907 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3908 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3909 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3910 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3911 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3912 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3914 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3915 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3916 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3917 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- "
\n",
- "
3455 rows × 3 columns
\n",
- "
"
- ],
- "text/plain": [
- " central district individual\n",
- "0 0 1 0\n",
- "3 0 0 1\n",
- "6 0 0 1\n",
- "8 0 1 0\n",
- "9 1 0 0\n",
- "10 0 0 1\n",
- "11 0 0 1\n",
- "12 0 0 1\n",
- "17 0 0 1\n",
- "19 0 0 1\n",
- "21 0 0 1\n",
- "22 0 1 0\n",
- "24 1 0 0\n",
- "28 0 0 1\n",
- "29 0 0 1\n",
- "30 0 0 1\n",
- "31 0 0 1\n",
- "32 0 0 1\n",
- "33 0 0 1\n",
- "36 0 0 1\n",
- "37 0 1 0\n",
- "38 0 0 1\n",
- "41 0 0 1\n",
- "42 0 0 1\n",
- "43 0 0 1\n",
- "44 0 0 1\n",
- "45 0 0 1\n",
- "47 0 0 1\n",
- "48 0 0 1\n",
- "49 0 0 1\n",
- "... ... ... ...\n",
- "3886 0 0 1\n",
- "3887 0 0 1\n",
- "3888 0 0 1\n",
- "3889 0 0 1\n",
- "3890 0 0 1\n",
- "3891 0 0 1\n",
- "3892 0 0 1\n",
- "3893 0 0 1\n",
- "3894 0 0 1\n",
- "3895 1 0 0\n",
- "3896 0 1 0\n",
- "3897 1 0 0\n",
- "3898 0 0 1\n",
- "3899 0 1 0\n",
- "3901 0 0 1\n",
- "3902 0 0 1\n",
- "3903 0 0 1\n",
- "3904 0 0 1\n",
- "3905 0 0 1\n",
- "3906 0 0 1\n",
- "3907 0 0 1\n",
- "3908 0 0 1\n",
- "3909 0 0 1\n",
- "3910 0 0 1\n",
- "3911 0 0 1\n",
- "3912 0 0 1\n",
- "3914 0 0 1\n",
- "3915 0 0 1\n",
- "3916 0 0 1\n",
- "3917 0 1 0\n",
- "\n",
- "[3455 rows x 3 columns]"
- ]
- },
- "execution_count": 33,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "pd.get_dummies(df_test['heat_type'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 34,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " transaction_real_price | \n",
- " city | \n",
- " exclusive_use_area | \n",
- " floor | \n",
- " total_parking_capacity_in_site | \n",
- " total_household_count_in_sites | \n",
- " apartment_building_count_in_sites | \n",
- " front_door_structure | \n",
- " supply_area | \n",
- " total_household_count_of_area_type | \n",
- " room_count | \n",
- " bathroom_count | \n",
- " heat_fuel_cogeneration | \n",
- " heat_fuel_gas | \n",
- " heat_type_central | \n",
- " heat_type_district | \n",
- " heat_type_individual | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 83.58 | \n",
- " 14 | \n",
- " 375.0 | \n",
- " 375 | \n",
- " 4 | \n",
- " corridor | \n",
- " 107.19 | \n",
- " 2 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3 | \n",
- " 0 | \n",
- " 1 | \n",
- " 45.67 | \n",
- " 8 | \n",
- " 216.0 | \n",
- " 419 | \n",
- " 1 | \n",
- " stairway | \n",
- " 87.11 | \n",
- " 1 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 6 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.46799999999999 | \n",
- " 1 | \n",
- " 146.0 | \n",
- " 219 | \n",
- " 4 | \n",
- " stairway | \n",
- " 116.4 | \n",
- " 74 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 8 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.78 | \n",
- " 24 | \n",
- " 318.0 | \n",
- " 240 | \n",
- " 2 | \n",
- " stairway | \n",
- " 118.6 | \n",
- " 58 | \n",
- " 2.0 | \n",
- " 2.0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 9 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.22 | \n",
- " 8 | \n",
- " 540.0 | \n",
- " 1880 | \n",
- " 15 | \n",
- " corridor | \n",
- " 85.12 | \n",
- " 106 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "0 0 1 83.58 14 \n",
- "3 0 1 45.67 8 \n",
- "6 0 1 84.46799999999999 1 \n",
- "8 0 1 84.78 24 \n",
- "9 0 1 59.22 8 \n",
- "\n",
- " total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "0 375.0 375 \n",
- "3 216.0 419 \n",
- "6 146.0 219 \n",
- "8 318.0 240 \n",
- "9 540.0 1880 \n",
- "\n",
- " apartment_building_count_in_sites front_door_structure supply_area \\\n",
- "0 4 corridor 107.19 \n",
- "3 1 stairway 87.11 \n",
- "6 4 stairway 116.4 \n",
- "8 2 stairway 118.6 \n",
- "9 15 corridor 85.12 \n",
- "\n",
- " total_household_count_of_area_type room_count bathroom_count \\\n",
- "0 2 3.0 1.0 \n",
- "3 1 3.0 2.0 \n",
- "6 74 3.0 2.0 \n",
- "8 58 2.0 2.0 \n",
- "9 106 3.0 1.0 \n",
- "\n",
- " heat_fuel_cogeneration heat_fuel_gas heat_type_central \\\n",
- "0 1 0 0 \n",
- "3 0 1 0 \n",
- "6 0 1 0 \n",
- "8 1 0 0 \n",
- "9 0 1 1 \n",
- "\n",
- " heat_type_district heat_type_individual \n",
- "0 1 0 \n",
- "3 0 1 \n",
- "6 0 1 \n",
- "8 1 0 \n",
- "9 0 0 "
- ]
- },
- "execution_count": 34,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "onehot_encoding_type = pd.get_dummies(df_test['heat_type'], prefix = 'heat_type')\n",
- "df_test = df_test.drop('heat_type', 1)\n",
- "## Combine the dummy variable with dataset\n",
- "df_test = pd.concat([df_test, onehot_encoding_type], axis=1)\n",
- "df_test.head()\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 35,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " transaction_real_price | \n",
- " city | \n",
- " floor | \n",
- " total_household_count_in_sites | \n",
- " apartment_building_count_in_sites | \n",
- " total_household_count_of_area_type | \n",
- " heat_fuel_cogeneration | \n",
- " heat_fuel_gas | \n",
- " heat_type_central | \n",
- " heat_type_district | \n",
- " heat_type_individual | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | transaction_real_price | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- " NaN | \n",
- "
\n",
- " \n",
- " | city | \n",
- " NaN | \n",
- " 1.000000 | \n",
- " -0.150596 | \n",
- " -0.006634 | \n",
- " 0.048804 | \n",
- " -0.044845 | \n",
- " 0.177341 | \n",
- " -0.177341 | \n",
- " 0.077387 | \n",
- " 0.173768 | \n",
- " -0.198705 | \n",
- "
\n",
- " \n",
- " | floor | \n",
- " NaN | \n",
- " -0.150596 | \n",
- " 1.000000 | \n",
- " 0.090279 | \n",
- " -0.028381 | \n",
- " 0.044470 | \n",
- " -0.022401 | \n",
- " 0.022401 | \n",
- " -0.011645 | \n",
- " -0.034274 | \n",
- " 0.037304 | \n",
- "
\n",
- " \n",
- " | total_household_count_in_sites | \n",
- " NaN | \n",
- " -0.006634 | \n",
- " 0.090279 | \n",
- " 1.000000 | \n",
- " 0.862267 | \n",
- " 0.592041 | \n",
- " 0.210036 | \n",
- " -0.210036 | \n",
- " 0.132085 | \n",
- " 0.208817 | \n",
- " -0.259175 | \n",
- "
\n",
- " \n",
- " | apartment_building_count_in_sites | \n",
- " NaN | \n",
- " 0.048804 | \n",
- " -0.028381 | \n",
- " 0.862267 | \n",
- " 1.000000 | \n",
- " 0.466192 | \n",
- " 0.222902 | \n",
- " -0.222902 | \n",
- " 0.081955 | \n",
- " 0.224537 | \n",
- " -0.247347 | \n",
- "
\n",
- " \n",
- " | total_household_count_of_area_type | \n",
- " NaN | \n",
- " -0.044845 | \n",
- " 0.044470 | \n",
- " 0.592041 | \n",
- " 0.466192 | \n",
- " 1.000000 | \n",
- " 0.103694 | \n",
- " -0.103694 | \n",
- " 0.125724 | \n",
- " 0.105670 | \n",
- " -0.161872 | \n",
- "
\n",
- " \n",
- " | heat_fuel_cogeneration | \n",
- " NaN | \n",
- " 0.177341 | \n",
- " -0.022401 | \n",
- " 0.210036 | \n",
- " 0.222902 | \n",
- " 0.103694 | \n",
- " 1.000000 | \n",
- " -1.000000 | \n",
- " -0.063572 | \n",
- " 0.945923 | \n",
- " -0.828734 | \n",
- "
\n",
- " \n",
- " | heat_fuel_gas | \n",
- " NaN | \n",
- " -0.177341 | \n",
- " 0.022401 | \n",
- " -0.210036 | \n",
- " -0.222902 | \n",
- " -0.103694 | \n",
- " -1.000000 | \n",
- " 1.000000 | \n",
- " 0.063572 | \n",
- " -0.945923 | \n",
- " 0.828734 | \n",
- "
\n",
- " \n",
- " | heat_type_central | \n",
- " NaN | \n",
- " 0.077387 | \n",
- " -0.011645 | \n",
- " 0.132085 | \n",
- " 0.081955 | \n",
- " 0.125724 | \n",
- " -0.063572 | \n",
- " 0.063572 | \n",
- " 1.000000 | \n",
- " -0.107701 | \n",
- " -0.423550 | \n",
- "
\n",
- " \n",
- " | heat_type_district | \n",
- " NaN | \n",
- " 0.173768 | \n",
- " -0.034274 | \n",
- " 0.208817 | \n",
- " 0.224537 | \n",
- " 0.105670 | \n",
- " 0.945923 | \n",
- " -0.945923 | \n",
- " -0.107701 | \n",
- " 1.000000 | \n",
- " -0.854987 | \n",
- "
\n",
- " \n",
- " | heat_type_individual | \n",
- " NaN | \n",
- " -0.198705 | \n",
- " 0.037304 | \n",
- " -0.259175 | \n",
- " -0.247347 | \n",
- " -0.161872 | \n",
- " -0.828734 | \n",
- " 0.828734 | \n",
- " -0.423550 | \n",
- " -0.854987 | \n",
- " 1.000000 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " transaction_real_price city \\\n",
- "transaction_real_price NaN NaN \n",
- "city NaN 1.000000 \n",
- "floor NaN -0.150596 \n",
- "total_household_count_in_sites NaN -0.006634 \n",
- "apartment_building_count_in_sites NaN 0.048804 \n",
- "total_household_count_of_area_type NaN -0.044845 \n",
- "heat_fuel_cogeneration NaN 0.177341 \n",
- "heat_fuel_gas NaN -0.177341 \n",
- "heat_type_central NaN 0.077387 \n",
- "heat_type_district NaN 0.173768 \n",
- "heat_type_individual NaN -0.198705 \n",
- "\n",
- " floor total_household_count_in_sites \\\n",
- "transaction_real_price NaN NaN \n",
- "city -0.150596 -0.006634 \n",
- "floor 1.000000 0.090279 \n",
- "total_household_count_in_sites 0.090279 1.000000 \n",
- "apartment_building_count_in_sites -0.028381 0.862267 \n",
- "total_household_count_of_area_type 0.044470 0.592041 \n",
- "heat_fuel_cogeneration -0.022401 0.210036 \n",
- "heat_fuel_gas 0.022401 -0.210036 \n",
- "heat_type_central -0.011645 0.132085 \n",
- "heat_type_district -0.034274 0.208817 \n",
- "heat_type_individual 0.037304 -0.259175 \n",
- "\n",
- " apartment_building_count_in_sites \\\n",
- "transaction_real_price NaN \n",
- "city 0.048804 \n",
- "floor -0.028381 \n",
- "total_household_count_in_sites 0.862267 \n",
- "apartment_building_count_in_sites 1.000000 \n",
- "total_household_count_of_area_type 0.466192 \n",
- "heat_fuel_cogeneration 0.222902 \n",
- "heat_fuel_gas -0.222902 \n",
- "heat_type_central 0.081955 \n",
- "heat_type_district 0.224537 \n",
- "heat_type_individual -0.247347 \n",
- "\n",
- " total_household_count_of_area_type \\\n",
- "transaction_real_price NaN \n",
- "city -0.044845 \n",
- "floor 0.044470 \n",
- "total_household_count_in_sites 0.592041 \n",
- "apartment_building_count_in_sites 0.466192 \n",
- "total_household_count_of_area_type 1.000000 \n",
- "heat_fuel_cogeneration 0.103694 \n",
- "heat_fuel_gas -0.103694 \n",
- "heat_type_central 0.125724 \n",
- "heat_type_district 0.105670 \n",
- "heat_type_individual -0.161872 \n",
- "\n",
- " heat_fuel_cogeneration heat_fuel_gas \\\n",
- "transaction_real_price NaN NaN \n",
- "city 0.177341 -0.177341 \n",
- "floor -0.022401 0.022401 \n",
- "total_household_count_in_sites 0.210036 -0.210036 \n",
- "apartment_building_count_in_sites 0.222902 -0.222902 \n",
- "total_household_count_of_area_type 0.103694 -0.103694 \n",
- "heat_fuel_cogeneration 1.000000 -1.000000 \n",
- "heat_fuel_gas -1.000000 1.000000 \n",
- "heat_type_central -0.063572 0.063572 \n",
- "heat_type_district 0.945923 -0.945923 \n",
- "heat_type_individual -0.828734 0.828734 \n",
- "\n",
- " heat_type_central heat_type_district \\\n",
- "transaction_real_price NaN NaN \n",
- "city 0.077387 0.173768 \n",
- "floor -0.011645 -0.034274 \n",
- "total_household_count_in_sites 0.132085 0.208817 \n",
- "apartment_building_count_in_sites 0.081955 0.224537 \n",
- "total_household_count_of_area_type 0.125724 0.105670 \n",
- "heat_fuel_cogeneration -0.063572 0.945923 \n",
- "heat_fuel_gas 0.063572 -0.945923 \n",
- "heat_type_central 1.000000 -0.107701 \n",
- "heat_type_district -0.107701 1.000000 \n",
- "heat_type_individual -0.423550 -0.854987 \n",
- "\n",
- " heat_type_individual \n",
- "transaction_real_price NaN \n",
- "city -0.198705 \n",
- "floor 0.037304 \n",
- "total_household_count_in_sites -0.259175 \n",
- "apartment_building_count_in_sites -0.247347 \n",
- "total_household_count_of_area_type -0.161872 \n",
- "heat_fuel_cogeneration -0.828734 \n",
- "heat_fuel_gas 0.828734 \n",
- "heat_type_central -0.423550 \n",
- "heat_type_district -0.854987 \n",
- "heat_type_individual 1.000000 "
- ]
- },
- "execution_count": 35,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "df_test.corr()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 36,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " corridor | \n",
- " mixed | \n",
- " stairway | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 6 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 8 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 9 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 10 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 11 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 12 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 17 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 19 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 21 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 22 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 24 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 28 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 29 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 30 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 31 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 32 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 33 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 36 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 37 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 38 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 41 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 42 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 43 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 44 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 45 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 47 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 48 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 49 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- "
\n",
- " \n",
- " | 3886 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3887 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3888 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3889 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3890 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3891 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3892 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3893 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3894 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3895 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3896 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3897 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3898 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3899 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3901 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3902 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3903 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3904 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3905 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3906 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3907 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3908 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3909 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3910 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3911 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3912 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3914 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3915 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3916 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 3917 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- "
\n",
- "
3455 rows × 3 columns
\n",
- "
"
- ],
- "text/plain": [
- " corridor mixed stairway\n",
- "0 1 0 0\n",
- "3 0 0 1\n",
- "6 0 0 1\n",
- "8 0 0 1\n",
- "9 1 0 0\n",
- "10 0 0 1\n",
- "11 0 0 1\n",
- "12 0 0 1\n",
- "17 0 0 1\n",
- "19 0 0 1\n",
- "21 0 0 1\n",
- "22 1 0 0\n",
- "24 1 0 0\n",
- "28 0 0 1\n",
- "29 0 0 1\n",
- "30 0 0 1\n",
- "31 0 0 1\n",
- "32 0 0 1\n",
- "33 0 0 1\n",
- "36 0 0 1\n",
- "37 0 0 1\n",
- "38 0 0 1\n",
- "41 0 0 1\n",
- "42 0 0 1\n",
- "43 1 0 0\n",
- "44 0 0 1\n",
- "45 0 1 0\n",
- "47 0 0 1\n",
- "48 0 0 1\n",
- "49 1 0 0\n",
- "... ... ... ...\n",
- "3886 0 0 1\n",
- "3887 1 0 0\n",
- "3888 0 0 1\n",
- "3889 0 0 1\n",
- "3890 0 0 1\n",
- "3891 0 0 1\n",
- "3892 0 0 1\n",
- "3893 0 0 1\n",
- "3894 1 0 0\n",
- "3895 1 0 0\n",
- "3896 1 0 0\n",
- "3897 1 0 0\n",
- "3898 0 0 1\n",
- "3899 0 0 1\n",
- "3901 0 0 1\n",
- "3902 1 0 0\n",
- "3903 0 0 1\n",
- "3904 0 0 1\n",
- "3905 0 0 1\n",
- "3906 0 0 1\n",
- "3907 0 0 1\n",
- "3908 0 0 1\n",
- "3909 1 0 0\n",
- "3910 1 0 0\n",
- "3911 1 0 0\n",
- "3912 1 0 0\n",
- "3914 0 0 1\n",
- "3915 0 0 1\n",
- "3916 0 0 1\n",
- "3917 0 0 1\n",
- "\n",
- "[3455 rows x 3 columns]"
- ]
- },
- "execution_count": 36,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "pd.get_dummies(df_test['front_door_structure'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 37,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " transaction_real_price | \n",
- " city | \n",
- " exclusive_use_area | \n",
- " floor | \n",
- " total_parking_capacity_in_site | \n",
- " total_household_count_in_sites | \n",
- " apartment_building_count_in_sites | \n",
- " supply_area | \n",
- " total_household_count_of_area_type | \n",
- " room_count | \n",
- " bathroom_count | \n",
- " heat_fuel_cogeneration | \n",
- " heat_fuel_gas | \n",
- " heat_type_central | \n",
- " heat_type_district | \n",
- " heat_type_individual | \n",
- " front_door_structure_corridor | \n",
- " front_door_structure_mixed | \n",
- " front_door_structure_stairway | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 83.58 | \n",
- " 14 | \n",
- " 375.0 | \n",
- " 375 | \n",
- " 4 | \n",
- " 107.19 | \n",
- " 2 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- "
\n",
- " \n",
- " | 3 | \n",
- " 0 | \n",
- " 1 | \n",
- " 45.67 | \n",
- " 8 | \n",
- " 216.0 | \n",
- " 419 | \n",
- " 1 | \n",
- " 87.11 | \n",
- " 1 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- "
\n",
- " \n",
- " | 6 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.46799999999999 | \n",
- " 1 | \n",
- " 146.0 | \n",
- " 219 | \n",
- " 4 | \n",
- " 116.4 | \n",
- " 74 | \n",
- " 3.0 | \n",
- " 2.0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
+ " 25% | \n",
+ " 2.000000e+08 | \n",
+ " 0.000000 | \n",
+ " 5.000000 | \n",
+ " 419.000000 | \n",
+ " 4.000000 | \n",
+ " 92.000000 | \n",
+ " 0.000000 | \n",
+ " 1.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
"
\n",
" \n",
- " | 8 | \n",
- " 0 | \n",
- " 1 | \n",
- " 84.78 | \n",
- " 24 | \n",
- " 318.0 | \n",
- " 240 | \n",
- " 2 | \n",
- " 118.6 | \n",
- " 58 | \n",
- " 2.0 | \n",
- " 2.0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
+ " 50% | \n",
+ " 3.300000e+08 | \n",
+ " 1.000000 | \n",
+ " 9.000000 | \n",
+ " 840.000000 | \n",
+ " 9.000000 | \n",
+ " 194.000000 | \n",
+ " 0.000000 | \n",
+ " 1.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 1.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 1.000000 | \n",
"
\n",
" \n",
- " | 9 | \n",
- " 0 | \n",
- " 1 | \n",
- " 59.22 | \n",
- " 8 | \n",
- " 540.0 | \n",
- " 1880 | \n",
- " 15 | \n",
- " 85.12 | \n",
- " 106 | \n",
- " 3.0 | \n",
- " 1.0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
- " 1 | \n",
- " 0 | \n",
- " 0 | \n",
+ " 75% | \n",
+ " 5.002500e+08 | \n",
+ " 1.000000 | \n",
+ " 14.000000 | \n",
+ " 1592.000000 | \n",
+ " 16.000000 | \n",
+ " 396.000000 | \n",
+ " 0.000000 | \n",
+ " 1.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
+ " 1.000000 | \n",
+ " 1.000000 | \n",
+ " 0.000000 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ " | max | \n",
+ " 4.800000e+09 | \n",
+ " 1.000000 | \n",
+ " 67.000000 | \n",
+ " 6864.000000 | \n",
+ " 124.000000 | \n",
+ " 2960.000000 | \n",
+ " 1.000000 | \n",
+ " 1.000000 | \n",
+ " 1.000000 | \n",
+ " 1.000000 | \n",
+ " 1.000000 | \n",
+ " 1.000000 | \n",
+ " 1.000000 | \n",
+ " 1.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "0 0 1 83.58 14 \n",
- "3 0 1 45.67 8 \n",
- "6 0 1 84.46799999999999 1 \n",
- "8 0 1 84.78 24 \n",
- "9 0 1 59.22 8 \n",
- "\n",
- " total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "0 375.0 375 \n",
- "3 216.0 419 \n",
- "6 146.0 219 \n",
- "8 318.0 240 \n",
- "9 540.0 1880 \n",
+ " transaction_real_price city floor \\\n",
+ "count 7.420000e+03 7420.000000 7420.000000 \n",
+ "mean 4.019043e+08 0.627763 10.281267 \n",
+ "std 3.140695e+08 0.483434 7.166873 \n",
+ "min 2.860000e+07 0.000000 -4.000000 \n",
+ "25% 2.000000e+08 0.000000 5.000000 \n",
+ "50% 3.300000e+08 1.000000 9.000000 \n",
+ "75% 5.002500e+08 1.000000 14.000000 \n",
+ "max 4.800000e+09 1.000000 67.000000 \n",
"\n",
- " apartment_building_count_in_sites supply_area \\\n",
- "0 4 107.19 \n",
- "3 1 87.11 \n",
- "6 4 116.4 \n",
- "8 2 118.6 \n",
- "9 15 85.12 \n",
+ " total_household_count_in_sites apartment_building_count_in_sites \\\n",
+ "count 7420.000000 7420.000000 \n",
+ "mean 1196.597170 12.947035 \n",
+ "std 1120.177079 14.323069 \n",
+ "min 100.000000 1.000000 \n",
+ "25% 419.000000 4.000000 \n",
+ "50% 840.000000 9.000000 \n",
+ "75% 1592.000000 16.000000 \n",
+ "max 6864.000000 124.000000 \n",
"\n",
- " total_household_count_of_area_type room_count bathroom_count \\\n",
- "0 2 3.0 1.0 \n",
- "3 1 3.0 2.0 \n",
- "6 74 3.0 2.0 \n",
- "8 58 2.0 2.0 \n",
- "9 106 3.0 1.0 \n",
+ " total_household_count_of_area_type heat_fuel_cogeneration \\\n",
+ "count 7420.000000 7420.000000 \n",
+ "mean 297.885445 0.229650 \n",
+ "std 326.567191 0.420636 \n",
+ "min 0.000000 0.000000 \n",
+ "25% 92.000000 0.000000 \n",
+ "50% 194.000000 0.000000 \n",
+ "75% 396.000000 0.000000 \n",
+ "max 2960.000000 1.000000 \n",
"\n",
- " heat_fuel_cogeneration heat_fuel_gas heat_type_central \\\n",
- "0 1 0 0 \n",
- "3 0 1 0 \n",
- "6 0 1 0 \n",
- "8 1 0 0 \n",
- "9 0 1 1 \n",
+ " heat_fuel_gas heat_type_central heat_type_district \\\n",
+ "count 7420.000000 7420.000000 7420.000000 \n",
+ "mean 0.770350 0.085310 0.228706 \n",
+ "std 0.420636 0.279361 0.420028 \n",
+ "min 0.000000 0.000000 0.000000 \n",
+ "25% 1.000000 0.000000 0.000000 \n",
+ "50% 1.000000 0.000000 0.000000 \n",
+ "75% 1.000000 0.000000 0.000000 \n",
+ "max 1.000000 1.000000 1.000000 \n",
"\n",
- " heat_type_district heat_type_individual front_door_structure_corridor \\\n",
- "0 1 0 1 \n",
- "3 0 1 0 \n",
- "6 0 1 0 \n",
- "8 1 0 0 \n",
- "9 0 0 1 \n",
+ " heat_type_individual front_door_structure_corridor \\\n",
+ "count 7420.000000 7420.000000 \n",
+ "mean 0.685984 0.260377 \n",
+ "std 0.464154 0.438870 \n",
+ "min 0.000000 0.000000 \n",
+ "25% 0.000000 0.000000 \n",
+ "50% 1.000000 0.000000 \n",
+ "75% 1.000000 1.000000 \n",
+ "max 1.000000 1.000000 \n",
"\n",
- " front_door_structure_mixed front_door_structure_stairway \n",
- "0 0 0 \n",
- "3 0 1 \n",
- "6 0 1 \n",
- "8 0 1 \n",
- "9 0 0 "
+ " front_door_structure_mixed front_door_structure_stairway \n",
+ "count 7420.000000 7420.000000 \n",
+ "mean 0.016577 0.723046 \n",
+ "std 0.127688 0.447524 \n",
+ "min 0.000000 0.000000 \n",
+ "25% 0.000000 0.000000 \n",
+ "50% 0.000000 1.000000 \n",
+ "75% 0.000000 1.000000 \n",
+ "max 1.000000 1.000000 "
]
},
- "execution_count": 37,
+ "execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "onehot_encoding_door_structure = pd.get_dummies(df_test['front_door_structure'], prefix = 'front_door_structure')\n",
- "df_test = df_test.drop('front_door_structure', 1)\n",
- "## Combine the dummy variable with dataset\n",
- "df_test = pd.concat([df_test, onehot_encoding_door_structure], axis=1)\n",
- "df_test.head()\n"
+ "df.describe()"
]
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "numpy.uint8"
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(df['heat_fuel_cogeneration'][0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df['exclusive_use_area']= pd.to_numeric(df['exclusive_use_area'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
"metadata": {},
"outputs": [
{
@@ -20715,32 +10727,30 @@
"numpy.float64"
]
},
- "execution_count": 38,
+ "execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "type(df_test['heat_fuel_cogeneration'][0])\n",
- "df_test['exclusive_use_area']= pd.to_numeric(df_test['exclusive_use_area'])\n",
- "type(df_test['exclusive_use_area'][0])"
+ "type(df['exclusive_use_area'][0])"
]
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
- "df_test['total_parking_capacity_in_site']= pd.to_numeric(df_test['total_parking_capacity_in_site'])\n",
- "df_test['supply_area']= pd.to_numeric(df_test['supply_area'])\n",
- "df_test['room_count']= pd.to_numeric(df_test['room_count'])\n",
- "df_test['bathroom_count']= pd.to_numeric(df_test['bathroom_count'])\n"
+ "df['total_parking_capacity_in_site']= pd.to_numeric(df['total_parking_capacity_in_site'])\n",
+ "df['supply_area']= pd.to_numeric(df['supply_area'])\n",
+ "df['room_count']= pd.to_numeric(df['room_count'])\n",
+ "df['bathroom_count']= pd.to_numeric(df['bathroom_count'])\n"
]
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 54,
"metadata": {},
"outputs": [
{
@@ -20788,80 +10798,80 @@
" \n",
" \n",
" | count | \n",
- " 3455.0 | \n",
- " 3455.00000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
- " 3455.000000 | \n",
+ " 7.420000e+03 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
+ " 7420.000000 | \n",
"
\n",
" \n",
" | mean | \n",
- " 0.0 | \n",
- " 0.69754 | \n",
- " 82.999469 | \n",
- " 9.409841 | \n",
- " 583.170188 | \n",
- " 530.405499 | \n",
- " 6.222576 | \n",
- " 105.883375 | \n",
- " 161.638205 | \n",
- " 3.029812 | \n",
- " 1.668886 | \n",
- " 0.180029 | \n",
- " 0.819971 | \n",
- " 0.050651 | \n",
- " 0.178582 | \n",
- " 0.770767 | \n",
- " 0.200868 | \n",
- " 0.017656 | \n",
- " 0.781476 | \n",
+ " 4.019043e+08 | \n",
+ " 0.627763 | \n",
+ " 79.577983 | \n",
+ " 10.281267 | \n",
+ " 1326.689623 | \n",
+ " 1196.597170 | \n",
+ " 12.947035 | \n",
+ " 102.352199 | \n",
+ " 297.885445 | \n",
+ " 2.951078 | \n",
+ " 1.595013 | \n",
+ " 0.229650 | \n",
+ " 0.770350 | \n",
+ " 0.085310 | \n",
+ " 0.228706 | \n",
+ " 0.685984 | \n",
+ " 0.260377 | \n",
+ " 0.016577 | \n",
+ " 0.723046 | \n",
"
\n",
" \n",
" | std | \n",
- " 0.0 | \n",
- " 0.45939 | \n",
- " 27.988211 | \n",
- " 6.656944 | \n",
- " 708.010248 | \n",
- " 590.225969 | \n",
- " 7.394184 | \n",
- " 32.458051 | \n",
- " 187.134431 | \n",
- " 0.640265 | \n",
- " 0.495260 | \n",
- " 0.384267 | \n",
- " 0.384267 | \n",
- " 0.219316 | \n",
- " 0.383057 | \n",
- " 0.420400 | \n",
- " 0.400708 | \n",
- " 0.131715 | \n",
- " 0.413305 | \n",
+ " 3.140695e+08 | \n",
+ " 0.483434 | \n",
+ " 27.702214 | \n",
+ " 7.166873 | \n",
+ " 1435.756776 | \n",
+ " 1120.177079 | \n",
+ " 14.323069 | \n",
+ " 32.722972 | \n",
+ " 326.567191 | \n",
+ " 0.665443 | \n",
+ " 0.508721 | \n",
+ " 0.420636 | \n",
+ " 0.420636 | \n",
+ " 0.279361 | \n",
+ " 0.420028 | \n",
+ " 0.464154 | \n",
+ " 0.438870 | \n",
+ " 0.127688 | \n",
+ " 0.447524 | \n",
"
\n",
" \n",
" | min | \n",
- " 0.0 | \n",
- " 0.00000 | \n",
- " 16.536000 | \n",
- " -1.000000 | \n",
+ " 2.860000e+07 | \n",
" 0.000000 | \n",
- " 99.000000 | \n",
+ " 16.396000 | \n",
+ " -4.000000 | \n",
+ " 0.000000 | \n",
+ " 100.000000 | \n",
" 1.000000 | \n",
- " 25.120000 | \n",
+ " 24.960000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
@@ -20876,37 +10886,37 @@
"
\n",
" \n",
" | 25% | \n",
- " 0.0 | \n",
- " 0.00000 | \n",
- " 59.950000 | \n",
+ " 2.000000e+08 | \n",
+ " 0.000000 | \n",
+ " 59.850000 | \n",
+ " 5.000000 | \n",
+ " 413.000000 | \n",
+ " 419.000000 | \n",
" 4.000000 | \n",
- " 195.000000 | \n",
- " 192.000000 | \n",
- " 2.000000 | \n",
- " 82.990000 | \n",
- " 51.000000 | \n",
+ " 80.170000 | \n",
+ " 92.000000 | \n",
" 3.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
- " 1.000000 | \n",
" 0.000000 | \n",
" 0.000000 | \n",
- " 1.000000 | \n",
+ " 0.000000 | \n",
+ " 0.000000 | \n",
"
\n",
" \n",
" | 50% | \n",
- " 0.0 | \n",
- " 1.00000 | \n",
- " 84.690000 | \n",
- " 8.000000 | \n",
- " 351.000000 | \n",
- " 335.000000 | \n",
- " 4.000000 | \n",
- " 105.190000 | \n",
- " 104.000000 | \n",
+ " 3.300000e+08 | \n",
+ " 1.000000 | \n",
+ " 84.512000 | \n",
+ " 9.000000 | \n",
+ " 816.000000 | \n",
+ " 840.000000 | \n",
+ " 9.000000 | \n",
+ " 103.330000 | \n",
+ " 194.000000 | \n",
" 3.000000 | \n",
" 2.000000 | \n",
" 0.000000 | \n",
@@ -20920,15 +10930,15 @@
"
\n",
" \n",
" | 75% | \n",
- " 0.0 | \n",
- " 1.00000 | \n",
+ " 5.002500e+08 | \n",
+ " 1.000000 | \n",
" 84.980000 | \n",
- " 13.000000 | \n",
- " 686.500000 | \n",
- " 633.000000 | \n",
- " 8.000000 | \n",
- " 112.920000 | \n",
- " 201.000000 | \n",
+ " 14.000000 | \n",
+ " 1625.000000 | \n",
+ " 1592.000000 | \n",
+ " 16.000000 | \n",
+ " 112.092500 | \n",
+ " 396.000000 | \n",
" 3.000000 | \n",
" 2.000000 | \n",
" 0.000000 | \n",
@@ -20936,20 +10946,20 @@
" 0.000000 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
- " 0.000000 | \n",
+ " 1.000000 | \n",
" 0.000000 | \n",
" 1.000000 | \n",
"
\n",
" \n",
" | max | \n",
- " 0.0 | \n",
- " 1.00000 | \n",
- " 257.260000 | \n",
- " 57.000000 | \n",
+ " 4.800000e+09 | \n",
+ " 1.000000 | \n",
+ " 245.390000 | \n",
+ " 67.000000 | \n",
" 9766.000000 | \n",
" 6864.000000 | \n",
" 124.000000 | \n",
- " 324.010000 | \n",
+ " 330.940000 | \n",
" 2960.000000 | \n",
" 6.000000 | \n",
" 4.000000 | \n",
@@ -20967,50 +10977,50 @@
""
],
"text/plain": [
- " transaction_real_price city exclusive_use_area floor \\\n",
- "count 3455.0 3455.00000 3455.000000 3455.000000 \n",
- "mean 0.0 0.69754 82.999469 9.409841 \n",
- "std 0.0 0.45939 27.988211 6.656944 \n",
- "min 0.0 0.00000 16.536000 -1.000000 \n",
- "25% 0.0 0.00000 59.950000 4.000000 \n",
- "50% 0.0 1.00000 84.690000 8.000000 \n",
- "75% 0.0 1.00000 84.980000 13.000000 \n",
- "max 0.0 1.00000 257.260000 57.000000 \n",
+ " transaction_real_price city exclusive_use_area floor \\\n",
+ "count 7.420000e+03 7420.000000 7420.000000 7420.000000 \n",
+ "mean 4.019043e+08 0.627763 79.577983 10.281267 \n",
+ "std 3.140695e+08 0.483434 27.702214 7.166873 \n",
+ "min 2.860000e+07 0.000000 16.396000 -4.000000 \n",
+ "25% 2.000000e+08 0.000000 59.850000 5.000000 \n",
+ "50% 3.300000e+08 1.000000 84.512000 9.000000 \n",
+ "75% 5.002500e+08 1.000000 84.980000 14.000000 \n",
+ "max 4.800000e+09 1.000000 245.390000 67.000000 \n",
"\n",
" total_parking_capacity_in_site total_household_count_in_sites \\\n",
- "count 3455.000000 3455.000000 \n",
- "mean 583.170188 530.405499 \n",
- "std 708.010248 590.225969 \n",
- "min 0.000000 99.000000 \n",
- "25% 195.000000 192.000000 \n",
- "50% 351.000000 335.000000 \n",
- "75% 686.500000 633.000000 \n",
+ "count 7420.000000 7420.000000 \n",
+ "mean 1326.689623 1196.597170 \n",
+ "std 1435.756776 1120.177079 \n",
+ "min 0.000000 100.000000 \n",
+ "25% 413.000000 419.000000 \n",
+ "50% 816.000000 840.000000 \n",
+ "75% 1625.000000 1592.000000 \n",
"max 9766.000000 6864.000000 \n",
"\n",
" apartment_building_count_in_sites supply_area \\\n",
- "count 3455.000000 3455.000000 \n",
- "mean 6.222576 105.883375 \n",
- "std 7.394184 32.458051 \n",
- "min 1.000000 25.120000 \n",
- "25% 2.000000 82.990000 \n",
- "50% 4.000000 105.190000 \n",
- "75% 8.000000 112.920000 \n",
- "max 124.000000 324.010000 \n",
+ "count 7420.000000 7420.000000 \n",
+ "mean 12.947035 102.352199 \n",
+ "std 14.323069 32.722972 \n",
+ "min 1.000000 24.960000 \n",
+ "25% 4.000000 80.170000 \n",
+ "50% 9.000000 103.330000 \n",
+ "75% 16.000000 112.092500 \n",
+ "max 124.000000 330.940000 \n",
"\n",
" total_household_count_of_area_type room_count bathroom_count \\\n",
- "count 3455.000000 3455.000000 3455.000000 \n",
- "mean 161.638205 3.029812 1.668886 \n",
- "std 187.134431 0.640265 0.495260 \n",
+ "count 7420.000000 7420.000000 7420.000000 \n",
+ "mean 297.885445 2.951078 1.595013 \n",
+ "std 326.567191 0.665443 0.508721 \n",
"min 0.000000 0.000000 0.000000 \n",
- "25% 51.000000 3.000000 1.000000 \n",
- "50% 104.000000 3.000000 2.000000 \n",
- "75% 201.000000 3.000000 2.000000 \n",
+ "25% 92.000000 3.000000 1.000000 \n",
+ "50% 194.000000 3.000000 2.000000 \n",
+ "75% 396.000000 3.000000 2.000000 \n",
"max 2960.000000 6.000000 4.000000 \n",
"\n",
" heat_fuel_cogeneration heat_fuel_gas heat_type_central \\\n",
- "count 3455.000000 3455.000000 3455.000000 \n",
- "mean 0.180029 0.819971 0.050651 \n",
- "std 0.384267 0.384267 0.219316 \n",
+ "count 7420.000000 7420.000000 7420.000000 \n",
+ "mean 0.229650 0.770350 0.085310 \n",
+ "std 0.420636 0.420636 0.279361 \n",
"min 0.000000 0.000000 0.000000 \n",
"25% 0.000000 1.000000 0.000000 \n",
"50% 0.000000 1.000000 0.000000 \n",
@@ -21018,52 +11028,54 @@
"max 1.000000 1.000000 1.000000 \n",
"\n",
" heat_type_district heat_type_individual \\\n",
- "count 3455.000000 3455.000000 \n",
- "mean 0.178582 0.770767 \n",
- "std 0.383057 0.420400 \n",
+ "count 7420.000000 7420.000000 \n",
+ "mean 0.228706 0.685984 \n",
+ "std 0.420028 0.464154 \n",
"min 0.000000 0.000000 \n",
- "25% 0.000000 1.000000 \n",
+ "25% 0.000000 0.000000 \n",
"50% 0.000000 1.000000 \n",
"75% 0.000000 1.000000 \n",
"max 1.000000 1.000000 \n",
"\n",
" front_door_structure_corridor front_door_structure_mixed \\\n",
- "count 3455.000000 3455.000000 \n",
- "mean 0.200868 0.017656 \n",
- "std 0.400708 0.131715 \n",
+ "count 7420.000000 7420.000000 \n",
+ "mean 0.260377 0.016577 \n",
+ "std 0.438870 0.127688 \n",
"min 0.000000 0.000000 \n",
"25% 0.000000 0.000000 \n",
"50% 0.000000 0.000000 \n",
- "75% 0.000000 0.000000 \n",
+ "75% 1.000000 0.000000 \n",
"max 1.000000 1.000000 \n",
"\n",
" front_door_structure_stairway \n",
- "count 3455.000000 \n",
- "mean 0.781476 \n",
- "std 0.413305 \n",
+ "count 7420.000000 \n",
+ "mean 0.723046 \n",
+ "std 0.447524 \n",
"min 0.000000 \n",
- "25% 1.000000 \n",
+ "25% 0.000000 \n",
"50% 1.000000 \n",
"75% 1.000000 \n",
"max 1.000000 "
]
},
- "execution_count": 40,
+ "execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "df_test.describe()"
+ "df.describe()"
]
},
{
"cell_type": "code",
- "execution_count": 41,
- "metadata": {},
+ "execution_count": 55,
+ "metadata": {
+ "scrolled": true
+ },
"outputs": [],
"source": [
- "df.to_csv(\"data/testPriceCleaned.csv\",sep=\",\",index=False,header=True)"
+ "df.to_csv(\"trainPriceCleaned.csv\",sep=\",\",index=False,header=True)"
]
},
{
@@ -21080,6 +11092,55 @@
"outputs": [],
"source": []
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "code",
"execution_count": null,
diff --git a/DS/UnClean.ipynb b/DS/UnClean.ipynb
deleted file mode 100644
index cd06358..0000000
--- a/DS/UnClean.ipynb
+++ /dev/null
@@ -1,1023 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import h2o\n",
- "from h2o.automl import H2OAutoML\n",
- "import random, os, sys\n",
- "from datetime import datetime\n",
- "import pandas as pd\n",
- "import logging\n",
- "import csv\n",
- "import optparse\n",
- "import time\n",
- "import json\n",
- "from distutils.util import strtobool\n",
- "import psutil\n",
- "import numpy as np\n",
- "import tensorflow as tf\n",
- "import seaborn as sns\n",
- "import matplotlib.pyplot as plt\n",
- "import math\n",
- "import h5py\n",
- "import warnings\n",
- "from tensorflow.python.framework import ops\n",
- "warnings.filterwarnings('ignore')\n",
- "%matplotlib inline"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Checking whether there is an H2O instance running at http://localhost:54321 ..... not found.\n",
- "Attempting to start a local H2O server...\n",
- " Java Version: java version \"1.8.0_191\"; Java(TM) SE Runtime Environment (build 1.8.0_191-b12); Java HotSpot(TM) 64-Bit Server VM (build 25.191-b12, mixed mode)\n",
- " Starting server from /Users/bonnie/anaconda3/lib/python3.7/site-packages/h2o/backend/bin/h2o.jar\n",
- " Ice root: /var/folders/f1/2lb7b2n57j9d7ktf62rd4mkh0000gn/T/tmp3258zbck\n",
- " JVM stdout: /var/folders/f1/2lb7b2n57j9d7ktf62rd4mkh0000gn/T/tmp3258zbck/h2o_bonnie_started_from_python.out\n",
- " JVM stderr: /var/folders/f1/2lb7b2n57j9d7ktf62rd4mkh0000gn/T/tmp3258zbck/h2o_bonnie_started_from_python.err\n",
- " Server is running at http://127.0.0.1:54321\n",
- "Connecting to H2O server at http://127.0.0.1:54321 ... successful.\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "| H2O cluster uptime: | \n",
- "03 secs |
\n",
- "| H2O cluster timezone: | \n",
- "America/New_York |
\n",
- "| H2O data parsing timezone: | \n",
- "UTC |
\n",
- "| H2O cluster version: | \n",
- "3.24.0.1 |
\n",
- "| H2O cluster version age: | \n",
- "13 days |
\n",
- "| H2O cluster name: | \n",
- "H2O_from_python_bonnie_w9egm5 |
\n",
- "| H2O cluster total nodes: | \n",
- "1 |
\n",
- "| H2O cluster free memory: | \n",
- "1.778 Gb |
\n",
- "| H2O cluster total cores: | \n",
- "4 |
\n",
- "| H2O cluster allowed cores: | \n",
- "4 |
\n",
- "| H2O cluster status: | \n",
- "accepting new members, healthy |
\n",
- "| H2O connection url: | \n",
- "http://127.0.0.1:54321 |
\n",
- "| H2O connection proxy: | \n",
- "None |
\n",
- "| H2O internal security: | \n",
- "False |
\n",
- "| H2O API Extensions: | \n",
- "Amazon S3, XGBoost, Algos, AutoML, Core V3, Core V4 |
\n",
- "| Python version: | \n",
- "3.7.1 final |
"
- ],
- "text/plain": [
- "-------------------------- ---------------------------------------------------\n",
- "H2O cluster uptime: 03 secs\n",
- "H2O cluster timezone: America/New_York\n",
- "H2O data parsing timezone: UTC\n",
- "H2O cluster version: 3.24.0.1\n",
- "H2O cluster version age: 13 days\n",
- "H2O cluster name: H2O_from_python_bonnie_w9egm5\n",
- "H2O cluster total nodes: 1\n",
- "H2O cluster free memory: 1.778 Gb\n",
- "H2O cluster total cores: 4\n",
- "H2O cluster allowed cores: 4\n",
- "H2O cluster status: accepting new members, healthy\n",
- "H2O connection url: http://127.0.0.1:54321\n",
- "H2O connection proxy:\n",
- "H2O internal security: False\n",
- "H2O API Extensions: Amazon S3, XGBoost, Algos, AutoML, Core V3, Core V4\n",
- "Python version: 3.7.1 final\n",
- "-------------------------- ---------------------------------------------------"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "h2o.init(strict_version_check=False) # start h2o"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " key | \n",
- " apartment_id | \n",
- " city | \n",
- " transaction_year_month | \n",
- " year_of_completion | \n",
- " exclusive_use_area | \n",
- " floor | \n",
- " latitude | \n",
- " longitude | \n",
- " address_by_law | \n",
- " ... | \n",
- " total_household_count_in_sites | \n",
- " apartment_building_count_in_sites | \n",
- " tallest_building_in_sites | \n",
- " lowest_building_in_sites | \n",
- " room_id | \n",
- " supply_area | \n",
- " total_household_count_of_area_type | \n",
- " room_count | \n",
- " bathroom_count | \n",
- " transaction_real_price | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | count | \n",
- " 1.601458e+06 | \n",
- " 1.601458e+06 | \n",
- " 1.601458e+06 | \n",
- " 1.601458e+06 | \n",
- " 1.601458e+06 | \n",
- " 1.601458e+06 | \n",
- " 1.601458e+06 | \n",
- " 1.601458e+06 | \n",
- " 1.601458e+06 | \n",
- " 1.601458e+06 | \n",
- " ... | \n",
- " 1.601458e+06 | \n",
- " 1.601458e+06 | \n",
- " 1.601449e+06 | \n",
- " 1.601449e+06 | \n",
- " 1.601458e+06 | \n",
- " 1.601458e+06 | \n",
- " 1.601458e+06 | \n",
- " 1.600767e+06 | \n",
- " 1.600767e+06 | \n",
- " 1.601458e+06 | \n",
- "
\n",
- " \n",
- " | mean | \n",
- " 8.007597e+05 | \n",
- " 7.781149e+03 | \n",
- " 6.252877e-01 | \n",
- " 2.012416e+05 | \n",
- " 1.998645e+03 | \n",
- " 7.946863e+01 | \n",
- " 1.013031e+01 | \n",
- " 3.666195e+01 | \n",
- " 1.277745e+02 | \n",
- " 1.704232e+09 | \n",
- " ... | \n",
- " 1.181628e+03 | \n",
- " 1.274730e+01 | \n",
- " 2.077357e+01 | \n",
- " 1.393617e+01 | \n",
- " 3.481310e+04 | \n",
- " 1.020035e+02 | \n",
- " 2.931756e+02 | \n",
- " 2.951266e+00 | \n",
- " 1.587173e+00 | \n",
- " 4.021752e+08 | \n",
- "
\n",
- " \n",
- " | std | \n",
- " 4.623505e+05 | \n",
- " 7.384526e+03 | \n",
- " 4.840487e-01 | \n",
- " 3.775998e+02 | \n",
- " 8.444635e+00 | \n",
- " 2.800054e+01 | \n",
- " 7.194129e+00 | \n",
- " 1.157632e+00 | \n",
- " 1.005557e+00 | \n",
- " 7.216393e+08 | \n",
- " ... | \n",
- " 1.128092e+03 | \n",
- " 1.399157e+01 | \n",
- " 8.750388e+00 | \n",
- " 6.785973e+00 | \n",
- " 4.157775e+04 | \n",
- " 3.306049e+01 | \n",
- " 3.237872e+02 | \n",
- " 6.653449e-01 | \n",
- " 5.071750e-01 | \n",
- " 3.223861e+08 | \n",
- "
\n",
- " \n",
- " | min | \n",
- " 0.000000e+00 | \n",
- " 3.000000e+00 | \n",
- " 0.000000e+00 | \n",
- " 2.006010e+05 | \n",
- " 1.962000e+03 | \n",
- " 1.639600e+01 | \n",
- " -4.000000e+00 | \n",
- " 3.504879e+01 | \n",
- " 1.268061e+02 | \n",
- " 1.111012e+09 | \n",
- " ... | \n",
- " 9.900000e+01 | \n",
- " 1.000000e+00 | \n",
- " 5.000000e+00 | \n",
- " 1.000000e+00 | \n",
- " 1.300000e+01 | \n",
- " 2.010000e+01 | \n",
- " 0.000000e+00 | \n",
- " 0.000000e+00 | \n",
- " 0.000000e+00 | \n",
- " 7.000000e+06 | \n",
- "
\n",
- " \n",
- " | 25% | \n",
- " 4.003642e+05 | \n",
- " 1.606000e+03 | \n",
- " 0.000000e+00 | \n",
- " 2.009070e+05 | \n",
- " 1.993000e+03 | \n",
- " 5.984000e+01 | \n",
- " 5.000000e+00 | \n",
- " 3.518907e+01 | \n",
- " 1.269782e+02 | \n",
- " 1.135011e+09 | \n",
- " ... | \n",
- " 4.160000e+02 | \n",
- " 4.000000e+00 | \n",
- " 1.500000e+01 | \n",
- " 9.000000e+00 | \n",
- " 6.610000e+03 | \n",
- " 7.993000e+01 | \n",
- " 9.000000e+01 | \n",
- " 3.000000e+00 | \n",
- " 1.000000e+00 | \n",
- " 1.990000e+08 | \n",
- "
\n",
- " \n",
- " | 50% | \n",
- " 8.007305e+05 | \n",
- " 5.579000e+03 | \n",
- " 1.000000e+00 | \n",
- " 2.013080e+05 | \n",
- " 1.999000e+03 | \n",
- " 8.446000e+01 | \n",
- " 9.000000e+00 | \n",
- " 3.749926e+01 | \n",
- " 1.270743e+02 | \n",
- " 1.165011e+09 | \n",
- " ... | \n",
- " 8.110000e+02 | \n",
- " 9.000000e+00 | \n",
- " 2.000000e+01 | \n",
- " 1.300000e+01 | \n",
- " 2.048400e+04 | \n",
- " 1.029600e+02 | \n",
- " 1.940000e+02 | \n",
- " 3.000000e+00 | \n",
- " 2.000000e+00 | \n",
- " 3.240000e+08 | \n",
- "
\n",
- " \n",
- " | 75% | \n",
- " 1.201101e+06 | \n",
- " 1.106300e+04 | \n",
- " 1.000000e+00 | \n",
- " 2.016030e+05 | \n",
- " 2.005000e+03 | \n",
- " 8.498000e+01 | \n",
- " 1.400000e+01 | \n",
- " 3.756554e+01 | \n",
- " 1.290298e+02 | \n",
- " 2.632010e+09 | \n",
- " ... | \n",
- " 1.590000e+03 | \n",
- " 1.600000e+01 | \n",
- " 2.500000e+01 | \n",
- " 1.700000e+01 | \n",
- " 4.221900e+04 | \n",
- " 1.115400e+02 | \n",
- " 3.840000e+02 | \n",
- " 3.000000e+00 | \n",
- " 2.000000e+00 | \n",
- " 5.000000e+08 | \n",
- "
\n",
- " \n",
- " | max | \n",
- " 1.605373e+06 | \n",
- " 5.026400e+04 | \n",
- " 1.000000e+00 | \n",
- " 2.018100e+05 | \n",
- " 2.018000e+03 | \n",
- " 2.954340e+02 | \n",
- " 8.000000e+01 | \n",
- " 3.768763e+01 | \n",
- " 1.292376e+02 | \n",
- " 2.671033e+09 | \n",
- " ... | \n",
- " 6.864000e+03 | \n",
- " 1.240000e+02 | \n",
- " 8.000000e+01 | \n",
- " 7.000000e+01 | \n",
- " 1.922520e+05 | \n",
- " 4.234000e+02 | \n",
- " 2.960000e+03 | \n",
- " 8.000000e+00 | \n",
- " 5.000000e+00 | \n",
- " 8.200000e+09 | \n",
- "
\n",
- " \n",
- "
\n",
- "
8 rows × 21 columns
\n",
- "
"
- ],
- "text/plain": [
- " key apartment_id city transaction_year_month \\\n",
- "count 1.601458e+06 1.601458e+06 1.601458e+06 1.601458e+06 \n",
- "mean 8.007597e+05 7.781149e+03 6.252877e-01 2.012416e+05 \n",
- "std 4.623505e+05 7.384526e+03 4.840487e-01 3.775998e+02 \n",
- "min 0.000000e+00 3.000000e+00 0.000000e+00 2.006010e+05 \n",
- "25% 4.003642e+05 1.606000e+03 0.000000e+00 2.009070e+05 \n",
- "50% 8.007305e+05 5.579000e+03 1.000000e+00 2.013080e+05 \n",
- "75% 1.201101e+06 1.106300e+04 1.000000e+00 2.016030e+05 \n",
- "max 1.605373e+06 5.026400e+04 1.000000e+00 2.018100e+05 \n",
- "\n",
- " year_of_completion exclusive_use_area floor latitude \\\n",
- "count 1.601458e+06 1.601458e+06 1.601458e+06 1.601458e+06 \n",
- "mean 1.998645e+03 7.946863e+01 1.013031e+01 3.666195e+01 \n",
- "std 8.444635e+00 2.800054e+01 7.194129e+00 1.157632e+00 \n",
- "min 1.962000e+03 1.639600e+01 -4.000000e+00 3.504879e+01 \n",
- "25% 1.993000e+03 5.984000e+01 5.000000e+00 3.518907e+01 \n",
- "50% 1.999000e+03 8.446000e+01 9.000000e+00 3.749926e+01 \n",
- "75% 2.005000e+03 8.498000e+01 1.400000e+01 3.756554e+01 \n",
- "max 2.018000e+03 2.954340e+02 8.000000e+01 3.768763e+01 \n",
- "\n",
- " longitude address_by_law ... \\\n",
- "count 1.601458e+06 1.601458e+06 ... \n",
- "mean 1.277745e+02 1.704232e+09 ... \n",
- "std 1.005557e+00 7.216393e+08 ... \n",
- "min 1.268061e+02 1.111012e+09 ... \n",
- "25% 1.269782e+02 1.135011e+09 ... \n",
- "50% 1.270743e+02 1.165011e+09 ... \n",
- "75% 1.290298e+02 2.632010e+09 ... \n",
- "max 1.292376e+02 2.671033e+09 ... \n",
- "\n",
- " total_household_count_in_sites apartment_building_count_in_sites \\\n",
- "count 1.601458e+06 1.601458e+06 \n",
- "mean 1.181628e+03 1.274730e+01 \n",
- "std 1.128092e+03 1.399157e+01 \n",
- "min 9.900000e+01 1.000000e+00 \n",
- "25% 4.160000e+02 4.000000e+00 \n",
- "50% 8.110000e+02 9.000000e+00 \n",
- "75% 1.590000e+03 1.600000e+01 \n",
- "max 6.864000e+03 1.240000e+02 \n",
- "\n",
- " tallest_building_in_sites lowest_building_in_sites room_id \\\n",
- "count 1.601449e+06 1.601449e+06 1.601458e+06 \n",
- "mean 2.077357e+01 1.393617e+01 3.481310e+04 \n",
- "std 8.750388e+00 6.785973e+00 4.157775e+04 \n",
- "min 5.000000e+00 1.000000e+00 1.300000e+01 \n",
- "25% 1.500000e+01 9.000000e+00 6.610000e+03 \n",
- "50% 2.000000e+01 1.300000e+01 2.048400e+04 \n",
- "75% 2.500000e+01 1.700000e+01 4.221900e+04 \n",
- "max 8.000000e+01 7.000000e+01 1.922520e+05 \n",
- "\n",
- " supply_area total_household_count_of_area_type room_count \\\n",
- "count 1.601458e+06 1.601458e+06 1.600767e+06 \n",
- "mean 1.020035e+02 2.931756e+02 2.951266e+00 \n",
- "std 3.306049e+01 3.237872e+02 6.653449e-01 \n",
- "min 2.010000e+01 0.000000e+00 0.000000e+00 \n",
- "25% 7.993000e+01 9.000000e+01 3.000000e+00 \n",
- "50% 1.029600e+02 1.940000e+02 3.000000e+00 \n",
- "75% 1.115400e+02 3.840000e+02 3.000000e+00 \n",
- "max 4.234000e+02 2.960000e+03 8.000000e+00 \n",
- "\n",
- " bathroom_count transaction_real_price \n",
- "count 1.600767e+06 1.601458e+06 \n",
- "mean 1.587173e+00 4.021752e+08 \n",
- "std 5.071750e-01 3.223861e+08 \n",
- "min 0.000000e+00 7.000000e+06 \n",
- "25% 1.000000e+00 1.990000e+08 \n",
- "50% 2.000000e+00 3.240000e+08 \n",
- "75% 2.000000e+00 5.000000e+08 \n",
- "max 5.000000e+00 8.200000e+09 \n",
- "\n",
- "[8 rows x 21 columns]"
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "train = pd.read_csv('data/trainPrice.csv')\n",
- "test = pd.read_csv('data/testPrice.csv')\n",
- "train.describe()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " key | \n",
- " apartment_id | \n",
- " city | \n",
- " transaction_year_month | \n",
- " year_of_completion | \n",
- " exclusive_use_area | \n",
- " floor | \n",
- " latitude | \n",
- " longitude | \n",
- " address_by_law | \n",
- " ... | \n",
- " total_household_count_in_sites | \n",
- " apartment_building_count_in_sites | \n",
- " tallest_building_in_sites | \n",
- " lowest_building_in_sites | \n",
- " room_id | \n",
- " supply_area | \n",
- " total_household_count_of_area_type | \n",
- " room_count | \n",
- " bathroom_count | \n",
- " transaction_real_price | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | count | \n",
- " 3.918000e+03 | \n",
- " 3918.000000 | \n",
- " 3918.000000 | \n",
- " 3918.000000 | \n",
- " 3918.000000 | \n",
- " 3918.000000 | \n",
- " 3918.000000 | \n",
- " 3918.000000 | \n",
- " 3918.000000 | \n",
- " 3.918000e+03 | \n",
- " ... | \n",
- " 3918.000000 | \n",
- " 3918.000000 | \n",
- " 3917.000000 | \n",
- " 3917.000000 | \n",
- " 3918.000000 | \n",
- " 3918.00000 | \n",
- " 3918.000000 | \n",
- " 3913.000000 | \n",
- " 3913.000000 | \n",
- " 3918.0 | \n",
- "
\n",
- " \n",
- " | mean | \n",
- " 1.590645e+06 | \n",
- " 9749.125064 | \n",
- " 0.673047 | \n",
- " 201806.033180 | \n",
- " 1998.906075 | \n",
- " 82.191308 | \n",
- " 9.149056 | \n",
- " 36.771194 | \n",
- " 127.668297 | \n",
- " 1.633625e+09 | \n",
- " ... | \n",
- " 510.825676 | \n",
- " 6.040837 | \n",
- " 18.296145 | \n",
- " 12.827164 | \n",
- " 43443.242726 | \n",
- " 104.43292 | \n",
- " 155.846350 | \n",
- " 3.009200 | \n",
- " 1.641963 | \n",
- " 0.0 | \n",
- "
\n",
- " \n",
- " | std | \n",
- " 4.151869e+04 | \n",
- " 9086.376371 | \n",
- " 0.469160 | \n",
- " 26.135513 | \n",
- " 9.715528 | \n",
- " 28.127419 | \n",
- " 6.679446 | \n",
- " 1.119282 | \n",
- " 0.977821 | \n",
- " 6.992680e+08 | \n",
- " ... | \n",
- " 575.971467 | \n",
- " 7.166845 | \n",
- " 7.497573 | \n",
- " 6.705995 | \n",
- " 45197.995354 | \n",
- " 32.98825 | \n",
- " 182.491791 | \n",
- " 0.647804 | \n",
- " 0.501885 | \n",
- " 0.0 | \n",
- "
\n",
- " \n",
- " | min | \n",
- " 4.625330e+05 | \n",
- " 3.000000 | \n",
- " 0.000000 | \n",
- " 200912.000000 | \n",
- " 1962.000000 | \n",
- " 16.536000 | \n",
- " -1.000000 | \n",
- " 35.048786 | \n",
- " 126.746463 | \n",
- " 1.111012e+09 | \n",
- " ... | \n",
- " 99.000000 | \n",
- " 1.000000 | \n",
- " 5.000000 | \n",
- " 1.000000 | \n",
- " 85.000000 | \n",
- " 25.12000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.000000 | \n",
- " 0.0 | \n",
- "
\n",
- " \n",
- " | 25% | \n",
- " 1.590730e+06 | \n",
- " 2943.250000 | \n",
- " 0.000000 | \n",
- " 201808.000000 | \n",
- " 1993.000000 | \n",
- " 59.940000 | \n",
- " 4.000000 | \n",
- " 35.202301 | \n",
- " 126.948060 | \n",
- " 1.138011e+09 | \n",
- " ... | \n",
- " 180.000000 | \n",
- " 2.000000 | \n",
- " 15.000000 | \n",
- " 8.000000 | \n",
- " 10028.750000 | \n",
- " 81.79000 | \n",
- " 48.000000 | \n",
- " 3.000000 | \n",
- " 1.000000 | \n",
- " 0.0 | \n",
- "
\n",
- " \n",
- " | 50% | \n",
- " 1.600271e+06 | \n",
- " 6341.000000 | \n",
- " 1.000000 | \n",
- " 201809.000000 | \n",
- " 1999.000000 | \n",
- " 84.600000 | \n",
- " 8.000000 | \n",
- " 37.506656 | \n",
- " 127.059260 | \n",
- " 1.159011e+09 | \n",
- " ... | \n",
- " 305.000000 | \n",
- " 4.000000 | \n",
- " 17.000000 | \n",
- " 12.000000 | \n",
- " 31356.000000 | \n",
- " 103.92000 | \n",
- " 98.000000 | \n",
- " 3.000000 | \n",
- " 2.000000 | \n",
- " 0.0 | \n",
- "
\n",
- " \n",
- " | 75% | \n",
- " 1.603609e+06 | \n",
- " 15053.000000 | \n",
- " 1.000000 | \n",
- " 201809.000000 | \n",
- " 2005.000000 | \n",
- " 84.980000 | \n",
- " 13.000000 | \n",
- " 37.560671 | \n",
- " 129.013425 | \n",
- " 2.626011e+09 | \n",
- " ... | \n",
- " 603.000000 | \n",
- " 8.000000 | \n",
- " 23.000000 | \n",
- " 16.000000 | \n",
- " 48543.500000 | \n",
- " 112.42500 | \n",
- " 193.000000 | \n",
- " 3.000000 | \n",
- " 2.000000 | \n",
- " 0.0 | \n",
- "
\n",
- " \n",
- " | max | \n",
- " 1.605375e+06 | \n",
- " 50264.000000 | \n",
- " 1.000000 | \n",
- " 201810.000000 | \n",
- " 2018.000000 | \n",
- " 257.260000 | \n",
- " 57.000000 | \n",
- " 37.687633 | \n",
- " 129.237592 | \n",
- " 2.824511e+09 | \n",
- " ... | \n",
- " 6864.000000 | \n",
- " 124.000000 | \n",
- " 80.000000 | \n",
- " 70.000000 | \n",
- " 168630.000000 | \n",
- " 324.01000 | \n",
- " 2960.000000 | \n",
- " 6.000000 | \n",
- " 4.000000 | \n",
- " 0.0 | \n",
- "
\n",
- " \n",
- "
\n",
- "
8 rows × 21 columns
\n",
- "
"
- ],
- "text/plain": [
- " key apartment_id city transaction_year_month \\\n",
- "count 3.918000e+03 3918.000000 3918.000000 3918.000000 \n",
- "mean 1.590645e+06 9749.125064 0.673047 201806.033180 \n",
- "std 4.151869e+04 9086.376371 0.469160 26.135513 \n",
- "min 4.625330e+05 3.000000 0.000000 200912.000000 \n",
- "25% 1.590730e+06 2943.250000 0.000000 201808.000000 \n",
- "50% 1.600271e+06 6341.000000 1.000000 201809.000000 \n",
- "75% 1.603609e+06 15053.000000 1.000000 201809.000000 \n",
- "max 1.605375e+06 50264.000000 1.000000 201810.000000 \n",
- "\n",
- " year_of_completion exclusive_use_area floor latitude \\\n",
- "count 3918.000000 3918.000000 3918.000000 3918.000000 \n",
- "mean 1998.906075 82.191308 9.149056 36.771194 \n",
- "std 9.715528 28.127419 6.679446 1.119282 \n",
- "min 1962.000000 16.536000 -1.000000 35.048786 \n",
- "25% 1993.000000 59.940000 4.000000 35.202301 \n",
- "50% 1999.000000 84.600000 8.000000 37.506656 \n",
- "75% 2005.000000 84.980000 13.000000 37.560671 \n",
- "max 2018.000000 257.260000 57.000000 37.687633 \n",
- "\n",
- " longitude address_by_law ... \\\n",
- "count 3918.000000 3.918000e+03 ... \n",
- "mean 127.668297 1.633625e+09 ... \n",
- "std 0.977821 6.992680e+08 ... \n",
- "min 126.746463 1.111012e+09 ... \n",
- "25% 126.948060 1.138011e+09 ... \n",
- "50% 127.059260 1.159011e+09 ... \n",
- "75% 129.013425 2.626011e+09 ... \n",
- "max 129.237592 2.824511e+09 ... \n",
- "\n",
- " total_household_count_in_sites apartment_building_count_in_sites \\\n",
- "count 3918.000000 3918.000000 \n",
- "mean 510.825676 6.040837 \n",
- "std 575.971467 7.166845 \n",
- "min 99.000000 1.000000 \n",
- "25% 180.000000 2.000000 \n",
- "50% 305.000000 4.000000 \n",
- "75% 603.000000 8.000000 \n",
- "max 6864.000000 124.000000 \n",
- "\n",
- " tallest_building_in_sites lowest_building_in_sites room_id \\\n",
- "count 3917.000000 3917.000000 3918.000000 \n",
- "mean 18.296145 12.827164 43443.242726 \n",
- "std 7.497573 6.705995 45197.995354 \n",
- "min 5.000000 1.000000 85.000000 \n",
- "25% 15.000000 8.000000 10028.750000 \n",
- "50% 17.000000 12.000000 31356.000000 \n",
- "75% 23.000000 16.000000 48543.500000 \n",
- "max 80.000000 70.000000 168630.000000 \n",
- "\n",
- " supply_area total_household_count_of_area_type room_count \\\n",
- "count 3918.00000 3918.000000 3913.000000 \n",
- "mean 104.43292 155.846350 3.009200 \n",
- "std 32.98825 182.491791 0.647804 \n",
- "min 25.12000 0.000000 0.000000 \n",
- "25% 81.79000 48.000000 3.000000 \n",
- "50% 103.92000 98.000000 3.000000 \n",
- "75% 112.42500 193.000000 3.000000 \n",
- "max 324.01000 2960.000000 6.000000 \n",
- "\n",
- " bathroom_count transaction_real_price \n",
- "count 3913.000000 3918.0 \n",
- "mean 1.641963 0.0 \n",
- "std 0.501885 0.0 \n",
- "min 0.000000 0.0 \n",
- "25% 1.000000 0.0 \n",
- "50% 2.000000 0.0 \n",
- "75% 2.000000 0.0 \n",
- "max 4.000000 0.0 \n",
- "\n",
- "[8 rows x 21 columns]"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "test.describe()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Parse progress: |█████████████████████████████████████████████████████████| 100%\n"
- ]
- }
- ],
- "source": [
- "# conversion of pandas dataframe to h2o frame\n",
- "hf = h2o.H2OFrame(train)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Rows:1601458\n",
- "Cols:25\n",
- "\n",
- "\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "| | key | apartment_id | city | transaction_year_month | transaction_date | year_of_completion | exclusive_use_area | floor | latitude | longitude | address_by_law | total_parking_capacity_in_site | total_household_count_in_sites | apartment_building_count_in_sites | tallest_building_in_sites | lowest_building_in_sites | heat_type | heat_fuel | room_id | supply_area | total_household_count_of_area_type | room_count | bathroom_count | front_door_structure | transaction_real_price |
\n",
- "\n",
- "\n",
- "| type | int | int | int | int | enum | int | real | int | real | real | int | int | int | int | int | int | enum | enum | int | real | int | int | int | enum | int |
\n",
- "| mins | 0.0 | 3.0 | 0.0 | 200601.0 | | 1962.0 | 16.396 | -4.0 | 35.04878639164053 | 126.80610153120372 | 1111011500.0 | 0.0 | 99.0 | 1.0 | 5.0 | 1.0 | | | 13.0 | 20.1 | 0.0 | 0.0 | 0.0 | | 7000000.0 |
\n",
- "| mean | 800759.7448175347 | 7781.149295829175 | 0.6252877065773813 | 201241.55087676362 | | 1998.6448149124114 | 79.46862932911755 | 10.130310005007935 | 36.661949473346986 | 127.77449044480244 | 1704231534.4890609 | 1350.1904348373296 | 1181.6275163007713 | 12.747295901609656 | 20.773567562875865 | 13.93617030576684 | | | 34813.10043660217 | 102.0035307638414 | 293.1755818760154 | 2.951266486627974 | 1.5871728989915466 | | 402175230.25892633 |
\n",
- "| maxs | 1605373.0 | 50264.0 | 1.0 | 201810.0 | | 2018.0 | 295.434 | 80.0 | 37.68763299875252 | 129.237592 | 2671033029.0 | 9766.0 | 6864.0 | 124.0 | 80.0 | 70.0 | | | 192252.0 | 423.4 | 2960.0 | 8.0 | 5.0 | | 8200000000.0 |
\n",
- "| sigma | 462350.5061373109 | 7384.526451084999 | 0.4840486926815515 | 377.5998216160958 | | 8.444635366614945 | 28.000543057488933 | 7.194128872604277 | 1.157632092872639 | 1.0055565155109043 | 721639314.9042882 | 1494.4727041151286 | 1128.0924817332586 | 13.991570692148471 | 8.750387946359558 | 6.7859730213432705 | | | 41577.75287061174 | 33.060492260811195 | 323.7871566888945 | 0.6653449077649864 | 0.5071749594056251 | | 322386136.9694438 |
\n",
- "| zeros | 1 | 0 | 600086 | 0 | | 0 | 0 | 0 | 0 | 0 | 0 | 823 | 0 | 0 | 0 | 0 | | | 0 | 0 | 16456 | 3231 | 3231 | | 0 |
\n",
- "| missing | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 91813 | 0 | 0 | 9 | 9 | 0 | 0 | 0 | 0 | 0 | 691 | 691 | 0 | 0 |
\n",
- "| 0 | 0.0 | 5584.0 | 1.0 | 200601.0 | 11~20 | 1999.0 | 47.43 | 6.0 | 37.58596505640614 | 127.00023096787316 | 1111017100.0 | 163.0 | 136.0 | 1.0 | 8.0 | 4.0 | individual | gas | 91120.0 | 65.63 | 46.0 | 1.0 | 1.0 | corridor | 215000000.0 |
\n",
- "| 1 | 1.0 | 5584.0 | 1.0 | 200601.0 | 11~20 | 1999.0 | 44.37 | 8.0 | 37.58596505640614 | 127.00023096787316 | 1111017100.0 | 163.0 | 136.0 | 1.0 | 8.0 | 4.0 | individual | gas | 91119.0 | 61.39 | 10.0 | 2.0 | 1.0 | corridor | 200000000.0 |
\n",
- "| 2 | 2.0 | 5059.0 | 1.0 | 200601.0 | 11~20 | 1992.0 | 54.7 | 8.0 | 37.58051141258221 | 127.0140155572653 | 1111017400.0 | 902.0 | 585.0 | 5.0 | 14.0 | 9.0 | individual | gas | 8430.0 | 72.36 | 201.0 | 2.0 | 1.0 | corridor | 168000000.0 |
\n",
- "| 3 | 3.0 | 2816.0 | 1.0 | 200601.0 | 11~20 | 1993.0 | 64.66 | 11.0 | 37.58032424937553 | 127.01178752964915 | 1111017400.0 | 902.0 | 919.0 | 7.0 | 15.0 | 11.0 | individual | gas | 5839.0 | 87.3 | 284.0 | 2.0 | 1.0 | corridor | 165000000.0 |
\n",
- "| 4 | 4.0 | 2816.0 | 1.0 | 200601.0 | 11~20 | 1993.0 | 106.62 | 7.0 | 37.58032424937553 | 127.01178752964915 | 1111017400.0 | 902.0 | 919.0 | 7.0 | 15.0 | 11.0 | individual | gas | 5836.0 | 127.74 | 112.0 | 4.0 | 2.0 | stairway | 280000000.0 |
\n",
- "| 5 | 5.0 | 2815.0 | 1.0 | 200601.0 | 11~20 | 2000.0 | 84.92 | 9.0 | 37.57538088268452 | 126.96080441429388 | 1111018700.0 | 1365.0 | 964.0 | 12.0 | 23.0 | 10.0 | individual | gas | 5831.0 | 109.88 | 454.0 | 3.0 | 2.0 | stairway | 415000000.0 |
\n",
- "| 6 | 6.0 | 2815.0 | 1.0 | 200601.0 | 11~20 | 2000.0 | 60.0 | 13.0 | 37.57538088268452 | 126.96080441429388 | 1111018700.0 | 1365.0 | 964.0 | 12.0 | 23.0 | 10.0 | individual | gas | 5833.0 | 84.33 | 207.0 | 3.0 | 1.0 | corridor | 267000000.0 |
\n",
- "| 7 | 7.0 | 9867.0 | 1.0 | 200601.0 | 11~20 | 2005.0 | 84.76 | 10.0 | 37.559200289662186 | 127.01950301121796 | 1114016200.0 | 652.0 | 461.0 | 9.0 | 23.0 | 6.0 | individual | gas | 11862.0 | 104.3 | 82.0 | 3.0 | 2.0 | stairway | 415000000.0 |
\n",
- "| 8 | 8.0 | 2818.0 | 1.0 | 200601.0 | 11~20 | 1999.0 | 84.88 | 18.0 | 37.55506002671394 | 127.01449516875203 | 1114016200.0 | 2091.0 | 2282.0 | 19.0 | 20.0 | 8.0 | individual | gas | 5843.0 | 107.65 | 576.0 | 3.0 | 2.0 | stairway | 310000000.0 |
\n",
- "| 9 | 9.0 | 2817.0 | 1.0 | 200601.0 | 11~20 | 2002.0 | 59.94 | 12.0 | 37.549827554484295 | 127.00928404521412 | 1114016200.0 | 4329.0 | 5150.0 | 42.0 | 18.0 | 11.0 | individual | gas | 5842.0 | 85.9 | 864.0 | 3.0 | 1.0 | corridor | 319000000.0 |
\n",
- "\n",
- "
"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "hf.describe()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [],
- "source": [
- "target = 'transaction_real_price'"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "['key', 'apartment_id', 'city', 'transaction_year_month', 'transaction_date', 'year_of_completion', 'exclusive_use_area', 'floor', 'latitude', 'longitude', 'address_by_law', 'total_parking_capacity_in_site', 'total_household_count_in_sites', 'apartment_building_count_in_sites', 'tallest_building_in_sites', 'lowest_building_in_sites', 'heat_type', 'heat_fuel', 'room_id', 'supply_area', 'total_household_count_of_area_type', 'room_count', 'bathroom_count', 'front_door_structure']\n",
- "target : transaction_real_price\n"
- ]
- }
- ],
- "source": [
- "y=target\n",
- "X=[name for name in hf.columns if name != y]\n",
- "print(X)\n",
- "print('target :',y)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {
- "scrolled": true
- },
- "outputs": [],
- "source": [
- "# Set up AutoML\n",
- "aml = H2OAutoML(max_runtime_secs=300 ,exclude_algos = ['DeepLearning'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {
- "scrolled": false
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "AutoML progress: |████████████████████████████████████████████████████████| 100%\n"
- ]
- }
- ],
- "source": [
- "aml.train(x=X,y=y,training_frame=hf)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "This H2OFrame is empty.\n",
- "\n"
- ]
- }
- ],
- "source": [
- "print(aml.leaderboard)\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.7.1"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/DS/Untitled.ipynb b/DS/Untitled.ipynb
new file mode 100644
index 0000000..9e650e4
--- /dev/null
+++ b/DS/Untitled.ipynb
@@ -0,0 +1,717 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import h2o\n",
+ "from h2o.automl import H2OAutoML\n",
+ "import random, os, sys\n",
+ "from datetime import datetime\n",
+ "import pandas as pd\n",
+ "import logging\n",
+ "import csv\n",
+ "import optparse\n",
+ "import time\n",
+ "import json\n",
+ "from distutils.util import strtobool\n",
+ "import psutil\n",
+ "import numpy as np\n",
+ "import datetime"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Help on package h2o:\n",
+ "\n",
+ "NAME\n",
+ " h2o - :mod:`h2o` -- module for using H2O services.\n",
+ "\n",
+ "DESCRIPTION\n",
+ " (please add description).\n",
+ "\n",
+ "PACKAGE CONTENTS\n",
+ " assembly\n",
+ " astfun\n",
+ " auth\n",
+ " automl (package)\n",
+ " backend (package)\n",
+ " cross_validation\n",
+ " demos\n",
+ " display\n",
+ " estimators (package)\n",
+ " exceptions\n",
+ " expr\n",
+ " expr_optimizer\n",
+ " frame\n",
+ " grid (package)\n",
+ " group_by\n",
+ " h2o\n",
+ " job\n",
+ " model (package)\n",
+ " persist (package)\n",
+ " pipeline (package)\n",
+ " schemas (package)\n",
+ " targetencoder\n",
+ " transforms (package)\n",
+ " tree (package)\n",
+ " two_dim_table\n",
+ " utils (package)\n",
+ "\n",
+ "FUNCTIONS\n",
+ " api(endpoint, data=None, json=None, filename=None, save_to=None)\n",
+ " Perform a REST API request to a previously connected server.\n",
+ " \n",
+ " This function is mostly for internal purposes, but may occasionally be useful for direct access to\n",
+ " the backend H2O server. It has same parameters as :meth:`H2OConnection.request `.\n",
+ " \n",
+ " as_list(data, use_pandas=True, header=True)\n",
+ " Convert an H2O data object into a python-specific object.\n",
+ " \n",
+ " WARNING! This will pull all data local!\n",
+ " \n",
+ " If Pandas is available (and use_pandas is True), then pandas will be used to parse the\n",
+ " data frame. Otherwise, a list-of-lists populated by character data will be returned (so\n",
+ " the types of data will all be str).\n",
+ " \n",
+ " :param data: an H2O data object.\n",
+ " :param use_pandas: If True, try to use pandas for reading in the data.\n",
+ " :param header: If True, return column names as first element in list\n",
+ " \n",
+ " :returns: List of lists (Rows x Columns).\n",
+ " \n",
+ " assign(data, xid)\n",
+ " (internal) Assign new id to the frame.\n",
+ " \n",
+ " :param data: an H2OFrame whose id should be changed\n",
+ " :param xid: new id for the frame.\n",
+ " :returns: the passed frame.\n",
+ " \n",
+ " cluster()\n",
+ " Return :class:`H2OCluster` object describing the backend H2O cluster.\n",
+ " \n",
+ " cluster_info(*args, **kwargs)\n",
+ " Deprecated, use ``h2o.cluster().show_status()``.\n",
+ " \n",
+ " cluster_status(*args, **kwargs)\n",
+ " Deprecated, use ``h2o.cluster().show_status(True)``.\n",
+ " \n",
+ " connect(server=None, url=None, ip=None, port=None, https=None, verify_ssl_certificates=None, auth=None, proxy=None, cookies=None, verbose=True, config=None)\n",
+ " Connect to an existing H2O server, remote or local.\n",
+ " \n",
+ " There are two ways to connect to a server: either pass a `server` parameter containing an instance of\n",
+ " an H2OLocalServer, or specify `ip` and `port` of the server that you want to connect to.\n",
+ " \n",
+ " :param server: An H2OLocalServer instance to connect to (optional).\n",
+ " :param url: Full URL of the server to connect to (can be used instead of `ip` + `port` + `https`).\n",
+ " :param ip: The ip address (or host name) of the server where H2O is running.\n",
+ " :param port: Port number that H2O service is listening to.\n",
+ " :param https: Set to True to connect via https:// instead of http://.\n",
+ " :param verify_ssl_certificates: When using https, setting this to False will disable SSL certificates verification.\n",
+ " :param auth: Either a (username, password) pair for basic authentication, an instance of h2o.auth.SpnegoAuth\n",
+ " or one of the requests.auth authenticator objects.\n",
+ " :param proxy: Proxy server address.\n",
+ " :param cookies: Cookie (or list of) to add to request\n",
+ " :param verbose: Set to False to disable printing connection status messages.\n",
+ " :param connection_conf: Connection configuration object encapsulating connection parameters.\n",
+ " :returns: the new :class:`H2OConnection` object.\n",
+ " \n",
+ " connection()\n",
+ " Return the current :class:`H2OConnection` handler.\n",
+ " \n",
+ " create_frame(frame_id=None, rows=10000, cols=10, randomize=True, real_fraction=None, categorical_fraction=None, integer_fraction=None, binary_fraction=None, time_fraction=None, string_fraction=None, value=0, real_range=100, factors=100, integer_range=100, binary_ones_fraction=0.02, missing_fraction=0.01, has_response=False, response_factors=2, positive_response=False, seed=None, seed_for_column_types=None)\n",
+ " Create a new frame with random data.\n",
+ " \n",
+ " Creates a data frame in H2O with real-valued, categorical, integer, and binary columns specified by the user.\n",
+ " \n",
+ " :param frame_id: the destination key. If empty, this will be auto-generated.\n",
+ " :param rows: the number of rows of data to generate.\n",
+ " :param cols: the number of columns of data to generate. Excludes the response column if has_response is True.\n",
+ " :param randomize: If True, data values will be randomly generated. This must be True if either\n",
+ " categorical_fraction or integer_fraction is non-zero.\n",
+ " :param value: if randomize is False, then all real-valued entries will be set to this value.\n",
+ " :param real_range: the range of randomly generated real values.\n",
+ " :param real_fraction: the fraction of columns that are real-valued.\n",
+ " :param categorical_fraction: the fraction of total columns that are categorical.\n",
+ " :param factors: the number of (unique) factor levels in each categorical column.\n",
+ " :param integer_fraction: the fraction of total columns that are integer-valued.\n",
+ " :param integer_range: the range of randomly generated integer values.\n",
+ " :param binary_fraction: the fraction of total columns that are binary-valued.\n",
+ " :param binary_ones_fraction: the fraction of values in a binary column that are set to 1.\n",
+ " :param time_fraction: the fraction of randomly created date/time columns.\n",
+ " :param string_fraction: the fraction of randomly created string columns.\n",
+ " :param missing_fraction: the fraction of total entries in the data frame that are set to NA.\n",
+ " :param has_response: A logical value indicating whether an additional response column should be prepended to the\n",
+ " final H2O data frame. If set to True, the total number of columns will be ``cols + 1``.\n",
+ " :param response_factors: if has_response is True, then this variable controls the type of the \"response\" column:\n",
+ " setting response_factors to 1 will generate real-valued response, any value greater or equal than 2 will\n",
+ " create categorical response with that many categories.\n",
+ " :param positive_reponse: when response variable is present and of real type, this will control whether it\n",
+ " contains positive values only, or both positive and negative.\n",
+ " :param seed: a seed used to generate random values when ``randomize`` is True.\n",
+ " :param seed_for_column_types: a seed used to generate random column types when ``randomize`` is True.\n",
+ " \n",
+ " :returns: an :class:`H2OFrame` object\n",
+ " \n",
+ " deep_copy(data, xid)\n",
+ " Create a deep clone of the frame ``data``.\n",
+ " \n",
+ " :param data: an H2OFrame to be cloned\n",
+ " :param xid: (internal) id to be assigned to the new frame.\n",
+ " :returns: new :class:`H2OFrame` which is the clone of the passed frame.\n",
+ " \n",
+ " demo(funcname, interactive=True, echo=True, test=False)\n",
+ " H2O built-in demo facility.\n",
+ " \n",
+ " :param funcname: A string that identifies the h2o python function to demonstrate.\n",
+ " :param interactive: If True, the user will be prompted to continue the demonstration after every segment.\n",
+ " :param echo: If True, the python commands that are executed will be displayed.\n",
+ " :param test: If True, `h2o.init()` will not be called (used for pyunit testing).\n",
+ " \n",
+ " :example:\n",
+ " >>> import h2o\n",
+ " >>> h2o.demo(\"gbm\")\n",
+ " \n",
+ " download_all_logs(dirname='.', filename=None)\n",
+ " Download H2O log files to disk.\n",
+ " \n",
+ " :param dirname: a character string indicating the directory that the log file should be saved in.\n",
+ " :param filename: a string indicating the name that the CSV file should be. Note that the saved format is .zip, so the file name must include the .zip extension.\n",
+ " \n",
+ " :returns: path of logs written in a zip file.\n",
+ " \n",
+ " :examples: The following code will save the zip file `'autoh2o_log.zip'` in a directory that is one down from where you are currently working into a directory called `your_directory_name`. (Please note that `your_directory_name` should be replaced with the name of the directory that you've created and that already exists.)\n",
+ " \n",
+ " >>> h2o.download_all_logs(dirname='./your_directory_name/', filename = 'autoh2o_log.zip')\n",
+ " \n",
+ " download_csv(data, filename)\n",
+ " Download an H2O data set to a CSV file on the local disk.\n",
+ " \n",
+ " Warning: Files located on the H2O server may be very large! Make sure you have enough\n",
+ " hard drive space to accommodate the entire file.\n",
+ " \n",
+ " :param data: an H2OFrame object to be downloaded.\n",
+ " :param filename: name for the CSV file where the data should be saved to.\n",
+ " \n",
+ " download_pojo(model, path='', get_jar=True, jar_name='')\n",
+ " Download the POJO for this model to the directory specified by path; if path is \"\", then dump to screen.\n",
+ " \n",
+ " :param model: the model whose scoring POJO should be retrieved.\n",
+ " :param path: an absolute path to the directory where POJO should be saved.\n",
+ " :param get_jar: retrieve the h2o-genmodel.jar also (will be saved to the same folder ``path``).\n",
+ " :param jar_name: Custom name of genmodel jar.\n",
+ " :returns: location of the downloaded POJO file.\n",
+ " \n",
+ " enable_expr_optimizations(flag)\n",
+ " Enable expression tree local optimizations.\n",
+ " \n",
+ " export_file(frame, path, force=False, parts=1)\n",
+ " Export a given H2OFrame to a path on the machine this python session is currently connected to.\n",
+ " \n",
+ " :param frame: the Frame to save to disk.\n",
+ " :param path: the path to the save point on disk.\n",
+ " :param force: if True, overwrite any preexisting file with the same path\n",
+ " :param parts: enables export to multiple 'part' files instead of just a single file.\n",
+ " Convenient for large datasets that take too long to store in a single file.\n",
+ " Use parts=-1 to instruct H2O to determine the optimal number of part files or\n",
+ " specify your desired maximum number of part files. Path needs to be a directory\n",
+ " when exporting to multiple files, also that directory must be empty.\n",
+ " Default is ``parts = 1``, which is to export to a single file.\n",
+ " \n",
+ " flow()\n",
+ " Open H2O Flow in your browser.\n",
+ " \n",
+ " frame(frame_id)\n",
+ " Retrieve metadata for an id that points to a Frame.\n",
+ " \n",
+ " :param frame_id: the key of a Frame in H2O.\n",
+ " \n",
+ " :returns: dict containing the frame meta-information.\n",
+ " \n",
+ " frames()\n",
+ " Retrieve all the Frames.\n",
+ " \n",
+ " :returns: Meta information on the frames\n",
+ " \n",
+ " get_frame(frame_id, **kwargs)\n",
+ " Obtain a handle to the frame in H2O with the frame_id key.\n",
+ " \n",
+ " :param str frame_id: id of the frame to retrieve.\n",
+ " :returns: an :class:`H2OFrame` object\n",
+ " \n",
+ " get_grid(grid_id)\n",
+ " Return the specified grid.\n",
+ " \n",
+ " :param grid_id: The grid identification in h2o\n",
+ " \n",
+ " :returns: an :class:`H2OGridSearch` instance.\n",
+ " \n",
+ " get_model(model_id)\n",
+ " Load a model from the server.\n",
+ " \n",
+ " :param model_id: The model identification in H2O\n",
+ " \n",
+ " :returns: Model object, a subclass of H2OEstimator\n",
+ " \n",
+ " get_timezone(*args, **kwargs)\n",
+ " Deprecated, use ``h2o.cluster().timezone``.\n",
+ " \n",
+ " import_file(path=None, destination_frame=None, parse=True, header=0, sep=None, col_names=None, col_types=None, na_strings=None, pattern=None, skipped_columns=None, custom_non_data_line_markers=None)\n",
+ " Import a dataset that is already on the cluster.\n",
+ " \n",
+ " The path to the data must be a valid path for each node in the H2O cluster. If some node in the H2O cluster\n",
+ " cannot see the file, then an exception will be thrown by the H2O cluster. Does a parallel/distributed\n",
+ " multi-threaded pull of the data. The main difference between this method and :func:`upload_file` is that\n",
+ " the latter works with local files, whereas this method imports remote files (i.e. files local to the server).\n",
+ " If you running H2O server on your own maching, then both methods behave the same.\n",
+ " \n",
+ " :param path: path(s) specifying the location of the data to import or a path to a directory of files to import\n",
+ " :param destination_frame: The unique hex key assigned to the imported file. If none is given, a key will be\n",
+ " automatically generated.\n",
+ " :param parse: If True, the file should be parsed after import. If False, then a list is returned containing the file path.\n",
+ " :param header: -1 means the first line is data, 0 means guess, 1 means first line is header.\n",
+ " :param sep: The field separator character. Values on each line of the file are separated by\n",
+ " this character. If not provided, the parser will automatically detect the separator.\n",
+ " :param col_names: A list of column names for the file.\n",
+ " :param col_types: A list of types or a dictionary of column names to types to specify whether columns\n",
+ " should be forced to a certain type upon import parsing. If a list, the types for elements that are\n",
+ " one will be guessed. The possible types a column may have are:\n",
+ " \n",
+ " - \"unknown\" - this will force the column to be parsed as all NA\n",
+ " - \"uuid\" - the values in the column must be true UUID or will be parsed as NA\n",
+ " - \"string\" - force the column to be parsed as a string\n",
+ " - \"numeric\" - force the column to be parsed as numeric. H2O will handle the compression of the numeric\n",
+ " data in the optimal manner.\n",
+ " - \"enum\" - force the column to be parsed as a categorical column.\n",
+ " - \"time\" - force the column to be parsed as a time column. H2O will attempt to parse the following\n",
+ " list of date time formats: (date) \"yyyy-MM-dd\", \"yyyy MM dd\", \"dd-MMM-yy\", \"dd MMM yy\", (time)\n",
+ " \"HH:mm:ss\", \"HH:mm:ss:SSS\", \"HH:mm:ss:SSSnnnnnn\", \"HH.mm.ss\" \"HH.mm.ss.SSS\", \"HH.mm.ss.SSSnnnnnn\".\n",
+ " Times can also contain \"AM\" or \"PM\".\n",
+ " :param na_strings: A list of strings, or a list of lists of strings (one list per column), or a dictionary\n",
+ " of column names to strings which are to be interpreted as missing values.\n",
+ " :param pattern: Character string containing a regular expression to match file(s) in the folder if `path` is a\n",
+ " directory.\n",
+ " :param skipped_columns: an integer list of column indices to skip and not parsed into the final frame from the import file.\n",
+ " :param custom_non_data_line_markers: If a line in imported file starts with any character in given string it will NOT be imported. Empty string means all lines are imported, None means that default behaviour for given format will be used\n",
+ " \n",
+ " :returns: a new :class:`H2OFrame` instance.\n",
+ " \n",
+ " :examples:\n",
+ " >>> # Single file import\n",
+ " >>> iris = import_file(\"h2o-3/smalldata/iris.csv\")\n",
+ " >>> # Return all files in the folder iris/ matching the regex r\"iris_.*\\.csv\"\n",
+ " >>> iris_pattern = h2o.import_file(path = \"h2o-3/smalldata/iris\",\n",
+ " ... pattern = \"iris_.*\\.csv\")\n",
+ " \n",
+ " import_hive_table(database=None, table=None, partitions=None, allow_multi_format=False)\n",
+ " Import Hive table to H2OFrame in memory.\n",
+ " \n",
+ " Make sure to start H2O with Hive on classpath. Uses hive-site.xml on classpath to connect to Hive.\n",
+ " \n",
+ " :param database: Name of Hive database (default database will be used by default)\n",
+ " :param table: name of Hive table to import\n",
+ " :param partitions: a list of lists of strings - partition key column values of partitions you want to import.\n",
+ " :param allow_multi_format: enable import of partitioned tables with different storage formats used. WARNING:\n",
+ " this may fail on out-of-memory for tables with a large number of small partitions.\n",
+ " \n",
+ " :returns: an :class:`H2OFrame` containing data of the specified Hive table.\n",
+ " \n",
+ " :examples:\n",
+ " >>> my_citibike_data = h2o.import_hive_table(\"default\", \"table\", [[\"2017\", \"01\"], [\"2017\", \"02\"]])\n",
+ " \n",
+ " import_sql_select(connection_url, select_query, username, password, optimize=True, use_temp_table=None, temp_table_name=None, fetch_mode=None)\n",
+ " Import the SQL table that is the result of the specified SQL query to H2OFrame in memory.\n",
+ " \n",
+ " Creates a temporary SQL table from the specified sql_query.\n",
+ " Runs multiple SELECT SQL queries on the temporary table concurrently for parallel ingestion, then drops the table.\n",
+ " Be sure to start the h2o.jar in the terminal with your downloaded JDBC driver in the classpath::\n",
+ " \n",
+ " java -cp : water.H2OApp\n",
+ " \n",
+ " Also see h2o.import_sql_table. Currently supported SQL databases are MySQL, PostgreSQL, MariaDB, Hive, Oracle \n",
+ " and Microsoft SQL Server.\n",
+ " \n",
+ " :param connection_url: URL of the SQL database connection as specified by the Java Database Connectivity (JDBC)\n",
+ " Driver. For example, \"jdbc:mysql://localhost:3306/menagerie?&useSSL=false\"\n",
+ " :param select_query: SQL query starting with `SELECT` that returns rows from one or more database tables.\n",
+ " :param username: username for SQL server\n",
+ " :param password: password for SQL server\n",
+ " :param optimize: DEPRECATED. Ignored - use fetch_mode instead. Optimize import of SQL table for faster imports.\n",
+ " :param use_temp_table: whether a temporary table should be created from select_query\n",
+ " :param temp_table_name: name of temporary table to be created from select_query\n",
+ " :param fetch_mode: Set to DISTRIBUTED to enable distributed import. Set to SINGLE to force a sequential read by a single node\n",
+ " from the database.\n",
+ " \n",
+ " :returns: an :class:`H2OFrame` containing data of the specified SQL query.\n",
+ " \n",
+ " :examples:\n",
+ " >>> conn_url = \"jdbc:mysql://172.16.2.178:3306/ingestSQL?&useSSL=false\"\n",
+ " >>> select_query = \"SELECT bikeid from citibike20k\"\n",
+ " >>> username = \"root\"\n",
+ " >>> password = \"abc123\"\n",
+ " >>> my_citibike_data = h2o.import_sql_select(conn_url, select_query,\n",
+ " ... username, password, fetch_mode)\n",
+ " \n",
+ " import_sql_table(connection_url, table, username, password, columns=None, optimize=True, fetch_mode=None)\n",
+ " Import SQL table to H2OFrame in memory.\n",
+ " \n",
+ " Assumes that the SQL table is not being updated and is stable.\n",
+ " Runs multiple SELECT SQL queries concurrently for parallel ingestion.\n",
+ " Be sure to start the h2o.jar in the terminal with your downloaded JDBC driver in the classpath::\n",
+ " \n",
+ " java -cp : water.H2OApp\n",
+ " \n",
+ " Also see :func:`import_sql_select`.\n",
+ " Currently supported SQL databases are MySQL, PostgreSQL, MariaDB, Hive, Oracle and Microsoft SQL.\n",
+ " \n",
+ " :param connection_url: URL of the SQL database connection as specified by the Java Database Connectivity (JDBC)\n",
+ " Driver. For example, \"jdbc:mysql://localhost:3306/menagerie?&useSSL=false\"\n",
+ " :param table: name of SQL table\n",
+ " :param columns: a list of column names to import from SQL table. Default is to import all columns.\n",
+ " :param username: username for SQL server\n",
+ " :param password: password for SQL server\n",
+ " :param optimize: DEPRECATED. Ignored - use fetch_mode instead. Optimize import of SQL table for faster imports.\n",
+ " :param fetch_mode: Set to DISTRIBUTED to enable distributed import. Set to SINGLE to force a sequential read by a single node\n",
+ " from the database.\n",
+ " \n",
+ " :returns: an :class:`H2OFrame` containing data of the specified SQL table.\n",
+ " \n",
+ " :examples:\n",
+ " >>> conn_url = \"jdbc:mysql://172.16.2.178:3306/ingestSQL?&useSSL=false\"\n",
+ " >>> table = \"citibike20k\"\n",
+ " >>> username = \"root\"\n",
+ " >>> password = \"abc123\"\n",
+ " >>> my_citibike_data = h2o.import_sql_table(conn_url, table, username, password)\n",
+ " \n",
+ " init(url=None, ip=None, port=None, name=None, https=None, insecure=None, username=None, password=None, cookies=None, proxy=None, start_h2o=True, nthreads=-1, ice_root=None, log_dir=None, log_level=None, enable_assertions=True, max_mem_size=None, min_mem_size=None, strict_version_check=None, ignore_config=False, extra_classpath=None, jvm_custom_args=None, bind_to_localhost=True, **kwargs)\n",
+ " Attempt to connect to a local server, or if not successful start a new server and connect to it.\n",
+ " \n",
+ " :param url: Full URL of the server to connect to (can be used instead of `ip` + `port` + `https`).\n",
+ " :param ip: The ip address (or host name) of the server where H2O is running.\n",
+ " :param port: Port number that H2O service is listening to.\n",
+ " :param name: Cluster name. If None while connecting to an existing cluster it will not check the cluster name.\n",
+ " If set then will connect only if the target cluster name matches. If no instance is found and decides to start a local\n",
+ " one then this will be used as the cluster name or a random one will be generated if set to None.\n",
+ " :param https: Set to True to connect via https:// instead of http://.\n",
+ " :param insecure: When using https, setting this to True will disable SSL certificates verification.\n",
+ " :param username: Username and\n",
+ " :param password: Password for basic authentication.\n",
+ " :param cookies: Cookie (or list of) to add to each request.\n",
+ " :param proxy: Proxy server address.\n",
+ " :param start_h2o: If False, do not attempt to start an h2o server when connection to an existing one failed.\n",
+ " :param nthreads: \"Number of threads\" option when launching a new h2o server.\n",
+ " :param ice_root: Directory for temporary files for the new h2o server.\n",
+ " :param log_dir: Directory for H2O logs to be stored if a new instance is started. Ignored if connecting to an existing node.\n",
+ " :param log_level: The logger level for H2O if a new instance is started. One of TRACE,DEBUG,INFO,WARN,ERRR,FATA. Default is INFO. Ignored if connecting to an existing node.\n",
+ " :param enable_assertions: Enable assertions in Java for the new h2o server.\n",
+ " :param max_mem_size: Maximum memory to use for the new h2o server. Integer input will be evaluated as gigabytes. Other units can be specified by passing in a string (e.g. \"160M\" for 160 megabytes).\n",
+ " :param min_mem_size: Minimum memory to use for the new h2o server. Integer input will be evaluated as gigabytes. Other units can be specified by passing in a string (e.g. \"160M\" for 160 megabytes).\n",
+ " :param strict_version_check: If True, an error will be raised if the client and server versions don't match.\n",
+ " :param ignore_config: Indicates whether a processing of a .h2oconfig file should be conducted or not. Default value is False.\n",
+ " :param extra_classpath: List of paths to libraries that should be included on the Java classpath when starting H2O from Python.\n",
+ " :param kwargs: (all other deprecated attributes)\n",
+ " :param jvm_custom_args: Customer, user-defined argument's for the JVM H2O is instantiated in. Ignored if there is an instance of H2O already running and the client connects to it.\n",
+ " \n",
+ " interaction(data, factors, pairwise, max_factors, min_occurrence, destination_frame=None)\n",
+ " Categorical Interaction Feature Creation in H2O.\n",
+ " \n",
+ " Creates a frame in H2O with n-th order interaction features between categorical columns, as specified by\n",
+ " the user.\n",
+ " \n",
+ " :param data: the H2OFrame that holds the target categorical columns.\n",
+ " :param factors: factor columns (either indices or column names).\n",
+ " :param pairwise: If True, create pairwise interactions between factors (otherwise create one\n",
+ " higher-order interaction). Only applicable if there are 3 or more factors.\n",
+ " :param max_factors: Max. number of factor levels in pair-wise interaction terms (if enforced, one extra\n",
+ " catch-all factor will be made).\n",
+ " :param min_occurrence: Min. occurrence threshold for factor levels in pair-wise interaction terms\n",
+ " :param destination_frame: a string indicating the destination key. If empty, this will be auto-generated by H2O.\n",
+ " \n",
+ " :returns: :class:`H2OFrame`\n",
+ " \n",
+ " is_expr_optimizations_enabled()\n",
+ " \n",
+ " lazy_import(path, pattern=None)\n",
+ " Import a single file or collection of files.\n",
+ " \n",
+ " :param path: A path to a data file (remote or local).\n",
+ " :param pattern: Character string containing a regular expression to match file(s) in the folder.\n",
+ " :returns: either a :class:`H2OFrame` with the content of the provided file, or a list of such frames if\n",
+ " importing multiple files.\n",
+ " \n",
+ " list_timezones(*args, **kwargs)\n",
+ " Deprecated, use ``h2o.cluster().list_timezones()``.\n",
+ " \n",
+ " load_dataset(relative_path)\n",
+ " Imports a data file within the 'h2o_data' folder.\n",
+ " \n",
+ " load_model(path)\n",
+ " Load a saved H2O model from disk. (Note that ensemble binary models can now be loaded using this method.)\n",
+ " \n",
+ " :param path: the full path of the H2O Model to be imported.\n",
+ " \n",
+ " :returns: an :class:`H2OEstimator` object\n",
+ " \n",
+ " :examples:\n",
+ " >>> path = h2o.save_model(my_model, dir=my_path)\n",
+ " >>> h2o.load_model(path)\n",
+ " \n",
+ " log_and_echo(message='')\n",
+ " Log a message on the server-side logs.\n",
+ " \n",
+ " This is helpful when running several pieces of work one after the other on a single H2O\n",
+ " cluster and you want to make a notation in the H2O server side log where one piece of\n",
+ " work ends and the next piece of work begins.\n",
+ " \n",
+ " Sends a message to H2O for logging. Generally used for debugging purposes.\n",
+ " \n",
+ " :param message: message to write to the log.\n",
+ " \n",
+ " ls()\n",
+ " List keys on an H2O Cluster.\n",
+ " \n",
+ " make_metrics(predicted, actual, domain=None, distribution=None)\n",
+ " Create Model Metrics from predicted and actual values in H2O.\n",
+ " \n",
+ " :param H2OFrame predicted: an H2OFrame containing predictions.\n",
+ " :param H2OFrame actuals: an H2OFrame containing actual values.\n",
+ " :param domain: list of response factors for classification.\n",
+ " :param distribution: distribution for regression.\n",
+ " \n",
+ " mojo_predict_csv(input_csv_path, mojo_zip_path, output_csv_path=None, genmodel_jar_path=None, classpath=None, java_options=None, verbose=False)\n",
+ " MOJO scoring function to take a CSV file and use MOJO model as zip file to score.\n",
+ " \n",
+ " :param input_csv_path: Path to input CSV file.\n",
+ " :param mojo_zip_path: Path to MOJO zip downloaded from H2O.\n",
+ " :param output_csv_path: Optional, name of the output CSV file with computed predictions. If None (default), then\n",
+ " predictions will be saved as prediction.csv in the same folder as the MOJO zip.\n",
+ " :param genmodel_jar_path: Optional, path to genmodel jar file. If None (default) then the h2o-genmodel.jar in the same\n",
+ " folder as the MOJO zip will be used.\n",
+ " :param classpath: Optional, specifies custom user defined classpath which will be used when scoring. If None\n",
+ " (default) then the default classpath for this MOJO model will be used.\n",
+ " :param java_options: Optional, custom user defined options for Java. By default ``-Xmx4g -XX:ReservedCodeCacheSize=256m`` is used.\n",
+ " :param verbose: Optional, if True, then additional debug information will be printed. False by default.\n",
+ " :return: List of computed predictions\n",
+ " \n",
+ " mojo_predict_pandas(dataframe, mojo_zip_path, genmodel_jar_path=None, classpath=None, java_options=None, verbose=False)\n",
+ " MOJO scoring function to take a Pandas frame and use MOJO model as zip file to score.\n",
+ " \n",
+ " :param dataframe: Pandas frame to score.\n",
+ " :param mojo_zip_path: Path to MOJO zip downloaded from H2O.\n",
+ " :param genmodel_jar_path: Optional, path to genmodel jar file. If None (default) then the h2o-genmodel.jar in the same\n",
+ " folder as the MOJO zip will be used.\n",
+ " :param classpath: Optional, specifies custom user defined classpath which will be used when scoring. If None\n",
+ " (default) then the default classpath for this MOJO model will be used.\n",
+ " :param java_options: Optional, custom user defined options for Java. By default ``-Xmx4g`` is used.\n",
+ " :param verbose: Optional, if True, then additional debug information will be printed. False by default.\n",
+ " :return: Pandas frame with predictions\n",
+ " \n",
+ " network_test(*args, **kwargs)\n",
+ " Deprecated, use ``h2o.cluster().network_test()``.\n",
+ " \n",
+ " no_progress()\n",
+ " Disable the progress bar from flushing to stdout.\n",
+ " \n",
+ " The completed progress bar is printed when a job is complete so as to demarcate a log file.\n",
+ " \n",
+ " parse_raw(setup, id=None, first_line_is_header=0)\n",
+ " Parse dataset using the parse setup structure.\n",
+ " \n",
+ " :param setup: Result of ``h2o.parse_setup()``\n",
+ " :param id: an id for the frame.\n",
+ " :param first_line_is_header: -1, 0, 1 if the first line is to be used as the header\n",
+ " \n",
+ " :returns: an :class:`H2OFrame` object.\n",
+ " \n",
+ " parse_setup(raw_frames, destination_frame=None, header=0, separator=None, column_names=None, column_types=None, na_strings=None, skipped_columns=None, custom_non_data_line_markers=None)\n",
+ " Retrieve H2O's best guess as to what the structure of the data file is.\n",
+ " \n",
+ " During parse setup, the H2O cluster will make several guesses about the attributes of\n",
+ " the data. This method allows a user to perform corrective measures by updating the\n",
+ " returning dictionary from this method. This dictionary is then fed into `parse_raw` to\n",
+ " produce the H2OFrame instance.\n",
+ " \n",
+ " :param raw_frames: a collection of imported file frames\n",
+ " :param destination_frame: The unique hex key assigned to the imported file. If none is given, a key will\n",
+ " automatically be generated.\n",
+ " :param header: -1 means the first line is data, 0 means guess, 1 means first line is header.\n",
+ " :param separator: The field separator character. Values on each line of the file are separated by\n",
+ " this character. If not provided, the parser will automatically detect the separator.\n",
+ " :param column_names: A list of column names for the file. If skipped_columns are specified, only list column names\n",
+ " of columns that are not skipped.\n",
+ " :param column_types: A list of types or a dictionary of column names to types to specify whether columns\n",
+ " should be forced to a certain type upon import parsing. If a list, the types for elements that are\n",
+ " one will be guessed. If skipped_columns are specified, only list column types of columns that are not skipped.\n",
+ " The possible types a column may have are:\n",
+ " \n",
+ " - \"unknown\" - this will force the column to be parsed as all NA\n",
+ " - \"uuid\" - the values in the column must be true UUID or will be parsed as NA\n",
+ " - \"string\" - force the column to be parsed as a string\n",
+ " - \"numeric\" - force the column to be parsed as numeric. H2O will handle the compression of the numeric\n",
+ " data in the optimal manner.\n",
+ " - \"enum\" - force the column to be parsed as a categorical column.\n",
+ " - \"time\" - force the column to be parsed as a time column. H2O will attempt to parse the following\n",
+ " list of date time formats: (date) \"yyyy-MM-dd\", \"yyyy MM dd\", \"dd-MMM-yy\", \"dd MMM yy\", (time)\n",
+ " \"HH:mm:ss\", \"HH:mm:ss:SSS\", \"HH:mm:ss:SSSnnnnnn\", \"HH.mm.ss\" \"HH.mm.ss.SSS\", \"HH.mm.ss.SSSnnnnnn\".\n",
+ " Times can also contain \"AM\" or \"PM\".\n",
+ " \n",
+ " :param na_strings: A list of strings, or a list of lists of strings (one list per column), or a dictionary\n",
+ " of column names to strings which are to be interpreted as missing values.\n",
+ " :param skipped_columns: an integer lists of column indices to skip and not parsed into the final frame from the import file.\n",
+ " :param custom_non_data_line_markers: If a line in imported file starts with any character in given string it will NOT be imported. Empty string means all lines are imported, None means that default behaviour for given format will be used\n",
+ " \n",
+ " :returns: a dictionary containing parse parameters guessed by the H2O backend.\n",
+ " \n",
+ " rapids(expr)\n",
+ " Execute a Rapids expression.\n",
+ " \n",
+ " :param expr: The rapids expression (ascii string).\n",
+ " \n",
+ " :returns: The JSON response (as a python dictionary) of the Rapids execution.\n",
+ " \n",
+ " remove(x)\n",
+ " Remove object(s) from H2O.\n",
+ " \n",
+ " :param x: H2OFrame, H2OEstimator, or string, or a list of those things: the object(s) or unique id(s)\n",
+ " pointing to the object(s) to be removed.\n",
+ " \n",
+ " remove_all()\n",
+ " Remove all objects from H2O.\n",
+ " \n",
+ " save_model(model, path='', force=False)\n",
+ " Save an H2O Model object to disk. (Note that ensemble binary models can now be saved using this method.)\n",
+ " \n",
+ " :param model: The model object to save.\n",
+ " :param path: a path to save the model at (hdfs, s3, local)\n",
+ " :param force: if True overwrite destination directory in case it exists, or throw exception if set to False.\n",
+ " \n",
+ " :returns: the path of the saved model\n",
+ " \n",
+ " :examples:\n",
+ " >>> path = h2o.save_model(my_model, dir=my_path)\n",
+ " \n",
+ " set_timezone(*args, **kwargs)\n",
+ " Deprecated, set ``h2o.cluster().timezone`` instead.\n",
+ " \n",
+ " show_progress()\n",
+ " Enable the progress bar (it is enabled by default).\n",
+ " \n",
+ " shutdown(*args, **kwargs)\n",
+ " Deprecated, use ``h2o.cluster().shutdown()``.\n",
+ " \n",
+ " upload_custom_metric(func, func_file='metrics.py', func_name=None, class_name=None, source_provider=None)\n",
+ " Upload given metrics function into H2O cluster.\n",
+ " \n",
+ " The metrics can have different representation:\n",
+ " - method\n",
+ " - class: needs to inherit from water.udf.CFunc2 and implement method apply(actual, predict)\n",
+ " returning double\n",
+ " - string: the same as in class case, but the class is given as a string\n",
+ " \n",
+ " :param func: metrics representation: string, class, function\n",
+ " :param func_file: internal name of file to save given metrics representation\n",
+ " :param func_name: name for h2o key under which the given metric is saved\n",
+ " :param class_name: name of class wrapping the metrics function\n",
+ " :param source_provider: a function which provides a source code for given function\n",
+ " :return: reference to uploaded metrics function\n",
+ " \n",
+ " upload_file(path, destination_frame=None, header=0, sep=None, col_names=None, col_types=None, na_strings=None, skipped_columns=None)\n",
+ " Upload a dataset from the provided local path to the H2O cluster.\n",
+ " \n",
+ " Does a single-threaded push to H2O. Also see :meth:`import_file`.\n",
+ " \n",
+ " :param path: A path specifying the location of the data to upload.\n",
+ " :param destination_frame: The unique hex key assigned to the imported file. If none is given, a key will\n",
+ " be automatically generated.\n",
+ " :param header: -1 means the first line is data, 0 means guess, 1 means first line is header.\n",
+ " :param sep: The field separator character. Values on each line of the file are separated by\n",
+ " this character. If not provided, the parser will automatically detect the separator.\n",
+ " :param col_names: A list of column names for the file.\n",
+ " :param col_types: A list of types or a dictionary of column names to types to specify whether columns\n",
+ " should be forced to a certain type upon import parsing. If a list, the types for elements that are\n",
+ " one will be guessed. The possible types a column may have are:\n",
+ " \n",
+ " - \"unknown\" - this will force the column to be parsed as all NA\n",
+ " - \"uuid\" - the values in the column must be true UUID or will be parsed as NA\n",
+ " - \"string\" - force the column to be parsed as a string\n",
+ " - \"numeric\" - force the column to be parsed as numeric. H2O will handle the compression of the numeric\n",
+ " data in the optimal manner.\n",
+ " - \"enum\" - force the column to be parsed as a categorical column.\n",
+ " - \"time\" - force the column to be parsed as a time column. H2O will attempt to parse the following\n",
+ " list of date time formats: (date) \"yyyy-MM-dd\", \"yyyy MM dd\", \"dd-MMM-yy\", \"dd MMM yy\", (time)\n",
+ " \"HH:mm:ss\", \"HH:mm:ss:SSS\", \"HH:mm:ss:SSSnnnnnn\", \"HH.mm.ss\" \"HH.mm.ss.SSS\", \"HH.mm.ss.SSSnnnnnn\".\n",
+ " Times can also contain \"AM\" or \"PM\".\n",
+ " :param na_strings: A list of strings, or a list of lists of strings (one list per column), or a dictionary\n",
+ " of column names to strings which are to be interpreted as missing values.\n",
+ " :param skipped_columns: an integer lists of column indices to skip and not parsed into the final frame from the import file.\n",
+ " \n",
+ " :returns: a new :class:`H2OFrame` instance.\n",
+ " \n",
+ " :examples:\n",
+ " >>> frame = h2o.upload_file(\"/path/to/local/data\")\n",
+ "\n",
+ "DATA\n",
+ " __all__ = ('connect', 'init', 'api', 'connection', 'upload_file', 'laz...\n",
+ " __buildinfo__ = \"versionFromGradle='3.24.0',projectVersion='3.24....il...\n",
+ "\n",
+ "VERSION\n",
+ " 3.24.0.1\n",
+ "\n",
+ "FILE\n",
+ " /Users/bonnie/anaconda3/lib/python3.7/site-packages/h2o/__init__.py\n",
+ "\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "help(h2o)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/DS/data/testPrice.csv b/DS/data/testPrice.csv
deleted file mode 100755
index 3e870fb..0000000
--- a/DS/data/testPrice.csv
+++ /dev/null
@@ -1,3919 +0,0 @@
-key,apartment_id,city,transaction_year_month,transaction_date,year_of_completion,exclusive_use_area,floor,latitude,longitude,address_by_law,total_parking_capacity_in_site,total_household_count_in_sites,apartment_building_count_in_sites,tallest_building_in_sites,lowest_building_in_sites,heat_type,heat_fuel,room_id,supply_area,total_household_count_of_area_type,room_count,bathroom_count,front_door_structure,transaction_real_price
-462533,3751,1,200912,21~31,1984,83.58,14,37.519926399999996,127.05251499999999,1168010400,375.0,375,4,15.0,15.0,district,cogeneration,6648,107.19,2,3.0,1.0,corridor,0
-764018,14029,1,201304,1~10,1968,107.17,10,37.57221524107417,126.9876432269324,1111013700,,149,1,15.0,8.0,individual,gas,46184,107.17,10,0.0,0.0,corridor,0
-813528,12304,1,201309,21~30,1968,36.17,6,37.5700674355999,127.01064037480738,1111017400,,120,4,5.0,4.0,individual,gas,45540,39.66,58,2.0,1.0,stairway,0
-845097,22241,1,201312,1~10,2007,45.67,8,37.55693760015581,126.85925484475214,1150010200,216.0,419,1,15.0,15.0,individual,gas,19069,87.11,1,3.0,2.0,stairway,0
-856338,316,1,201401,1~10,1988,41.85,4,37.652256472803785,127.08200296079096,1135010600,,210,2,5.0,5.0,individual,gas,704,56.7,90,2.0,1.0,stairway,0
-977181,14140,1,201411,1~10,1972,124.5,7,37.544317400643685,127.00148913995884,1117013100,,122,1,16.0,16.0,central,gas,46215,131.01,56,3.0,2.0,corridor,0
-1037012,18263,1,201503,1~10,2008,84.46799999999999,1,37.645003576533256,127.06778149693005,1135010600,146.0,219,4,10.0,10.0,individual,gas,15040,116.4,74,3.0,2.0,stairway,0
-1158117,1299,1,201510,21~31,1983,143.95,1,37.5101436250961,127.01173124262036,1165010600,,112,1,14.0,14.0,district,cogeneration,26105,155.6,112,4.0,2.0,stairway,0
-1204038,34895,1,201603,1~10,2010,84.78,24,37.57379913330078,126.89099884033205,1144012700,318.0,240,2,33.0,30.0,district,cogeneration,145659,118.6,58,2.0,2.0,stairway,0
-1204146,710,1,201603,1~10,1989,59.22,8,37.63370157637949,127.06786639508353,1135010400,540.0,1880,15,15.0,6.0,central,gas,1901,85.12,106,3.0,1.0,corridor,0
-1253422,26888,0,201606,1~10,1980,64.53,1,35.115673065185554,129.02323913574222,2614010200,7.0,101,4,6.0,2.0,individual,gas,58628,82.65,40,3.0,1.0,stairway,0
-1369751,3581,0,201702,1~10,1993,84.87,5,35.06984622087218,128.97800977389178,2638010500,52.0,118,1,21.0,18.0,individual,gas,30471,105.38,76,3.0,2.0,stairway,0
-1379723,11908,1,201703,1~10,2005,181.51,5,37.515753401632686,127.06276435403801,1168010500,240.0,112,4,15.0,6.0,individual,gas,45171,205.27,48,4.0,2.0,stairway,0
-1389544,26553,0,201704,11~20,1984,64.52,3,35.14624914836931,129.0082080460082,2653010600,,110,2,5.0,5.0,individual,-,58482,71.72,20,3.0,1.0,stairway,0
-1394472,36531,0,201704,1~10,2017,84.9972,23,35.183155600000006,129.113972,2647010200,624.0,529,6,25.0,29.0,individual,,150241,112.49,240,3.0,2.0,stairway,0
-1395869,9344,0,201704,21~30,1985,76.5,3,35.187516322813856,129.0683237986119,2647010100,,105,4,5.0,5.0,individual,gas,40469,90.18,15,3.0,1.0,stairway,0
-1411847,10434,0,201705,21~31,1993,67.96,5,35.123220603206136,129.11569407311856,2629010700,,108,3,6.0,6.0,individual,gas,42921,79.09,48,3.0,1.0,corridor,0
-1419442,3542,0,201705,21~31,1989,82.345,2,35.191291828307634,128.99324490479808,2653010200,87.0,174,3,6.0,6.0,individual,gas,30295,98.3,66,3.0,1.0,stairway,0
-1435592,3418,0,201706,21~30,1985,75.36,8,35.22050213980677,129.09139587280137,2641010900,,156,1,13.0,13.0,individual,gas,29812,92.48,52,3.0,1.0,stairway,0
-1436429,17385,0,201706,21~30,1994,84.96,8,35.17096840902282,129.15568430871986,2635010500,73.0,113,1,19.0,7.0,individual,gas,50403,106.01,65,3.0,2.0,stairway,0
-1438962,3713,1,201707,11~20,1970,49.59,6,37.52974079522804,126.95328450037451,1117012900,,228,6,7.0,7.0,individual,gas,6579,49.59,60,2.0,1.0,stairway,0
-1444406,6609,1,201707,1~10,2002,84.78,4,37.51262261669772,127.01651838923875,1165010600,132.0,107,1,15.0,6.0,individual,gas,34886,107.46,92,3.0,2.0,stairway,0
-1445883,1297,1,201707,1~10,1983,50.64,5,37.520025663266004,127.01334814084564,1165010600,182.0,182,1,13.0,8.0,district,cogeneration,3538,55.0,144,2.0,1.0,corridor,0
-1450094,695,1,201707,21~31,1970,59.5,5,37.52705261213795,126.95432245159394,1117012900,,190,9,6.0,6.0,individual,gas,25896,59.5,90,3.0,1.0,stairway,0
-1452779,65,1,201707,21~31,1980,105.47,5,37.47655466102801,126.99971962537808,1165010100,630.0,450,7,10.0,10.0,central,gas,165,114.52,180,3.0,1.0,corridor,0
-1458536,9220,0,201708,11~20,1992,84.51,2,35.23094602349786,129.094857782031,2641010900,,153,1,15.0,13.0,individual,gas,40006,101.51,26,3.0,2.0,stairway,0
-1459610,2874,1,201708,1~10,1988,38.52,3,37.6638821,127.06236899999999,1135010500,,830,18,5.0,5.0,individual,gas,147153,43.92,230,2.0,1.0,stairway,0
-1460129,23946,0,201708,1~10,1986,45.18,1,35.08025404022866,129.01038633691059,2638010800,,176,4,5.0,4.0,individual,gas,57351,54.86,5,2.0,1.0,stairway,0
-1462023,23063,0,201708,1~10,2013,84.8439,6,35.19160774771905,129.11318500805552,2626010200,176.0,163,3,15.0,15.0,individual,gas,56708,110.72,43,3.0,2.0,stairway,0
-1462947,21727,1,201708,21~31,2013,59.99,4,37.61307907104492,126.93356323242188,1138010300,693.0,588,9,18.0,8.0,individual,gas,18759,83.61,35,3.0,1.0,stairway,0
-1463225,3888,0,201708,21~31,1990,143.51,2,35.092125314534734,128.96949121587463,2638010400,505.0,505,4,15.0,10.0,individual,gas,31049,166.14,90,4.0,2.0,stairway,0
-1463595,12094,0,201708,21~31,2000,84.72,12,35.181725995469996,129.0548518751538,2623010700,62.0,104,1,14.0,10.0,individual,gas,45303,102.24,67,3.0,2.0,stairway,0
-1473795,34444,1,201709,21~30,2013,59.61,2,37.4906005859375,126.83899688720705,1153010800,63.0,101,2,7.0,4.0,individual,gas,145304,78.55,13,1.0,1.0,stairway,0
-1474416,16832,1,201709,21~30,2007,84.89299999999999,11,37.54771545827802,126.94060823277887,1144010800,195.0,165,3,15.0,15.0,individual,gas,49539,105.96,90,3.0,2.0,stairway,0
-1480440,5056,1,201710,21~31,1989,78.39,8,37.50948772433283,127.01141897311639,1165010600,,110,1,15.0,9.0,district,cogeneration,32756,98.02,77,3.0,2.0,stairway,0
-1482449,9113,0,201710,21~31,1988,84.63,2,35.15326694057512,129.1083524404963,2650010400,,108,2,6.0,6.0,individual,gas,39838,96.95,24,3.0,1.0,stairway,0
-1484643,19240,0,201711,11~20,2005,70.23,20,35.20673059591183,129.07181074292728,2626010800,122.0,100,1,20.0,19.0,individual,gas,53296,87.07,2,3.0,2.0,stairway,0
-1484823,893,1,201711,11~20,1979,127.15,12,37.4902033236189,127.02843154002993,1165010800,785.0,786,11,15.0,12.0,district,cogeneration,2369,139.53,192,4.0,2.0,stairway,0
-1488114,11113,0,201711,11~20,2003,84.6869,12,35.234539682962826,129.09361464184244,2641010900,139.0,153,4,20.0,10.0,individual,gas,43750,110.27,98,3.0,2.0,stairway,0
-1488682,27033,0,201711,1~10,1986,48.96,1,35.17894608873118,129.1273143450498,2635010400,,108,3,5.0,4.0,individual,gas,58728,55.44,19,2.0,1.0,stairway,0
-1489423,9307,0,201711,1~10,1982,56.2,2,35.08974055012233,129.0041416695893,2638010800,,210,5,5.0,5.0,individual,gas,40295,62.81,50,3.0,1.0,stairway,0
-1489927,16286,0,201711,1~10,1993,58.12,9,35.25298165193851,129.21892521260636,2671025022,55.0,100,1,11.0,9.0,individual,gas,48713,78.88,9,3.0,1.0,stairway,0
-1491157,12003,0,201711,1~10,1993,69.88,11,35.146423546663925,129.05455181908548,2623010400,57.0,142,1,15.0,12.0,individual,gas,45225,82.82,30,2.0,1.0,stairway,0
-1492227,9961,0,201711,21~30,1985,59.58,4,35.20233695664683,129.05593324340055,2626010900,220.0,140,3,5.0,5.0,individual,gas,42151,68.68,15,3.0,1.0,corridor,0
-1492253,3600,0,201711,21~30,1996,59.78,19,35.20620811779115,129.1281000885779,2635010300,355.0,355,2,20.0,19.0,individual,gas,30555,78.12,276,2.0,1.0,stairway,0
-1492303,17188,0,201711,21~30,1980,56.79,3,35.10156232355664,129.00162827093058,2638010100,85.0,134,4,5.0,4.0,individual,gas,50078,65.59,15,2.0,1.0,mixed,0
-1494288,1304,1,201711,21~30,1984,117.06,4,37.51485068449615,127.00933852890422,1165010600,,169,2,13.0,13.0,district,gas,26117,126.22,78,4.0,2.0,corridor,0
-1495418,10924,1,201711,21~30,2005,136.224,11,37.48336904090218,127.0142054300096,1165010800,118.0,141,2,15.0,10.0,individual,gas,43413,159.91,22,4.0,2.0,stairway,0
-1496368,9350,0,201712,11~20,1991,83.41,14,35.18275222492554,129.10194865396966,2647010200,200.0,188,3,15.0,10.0,individual,gas,40506,103.67,90,3.0,1.0,stairway,0
-1496808,1566,0,201712,11~20,1996,57.0,5,35.18366305285713,129.10823305439914,2647010200,187.0,181,1,19.0,9.0,individual,gas,26435,78.34,111,3.0,2.0,corridor,0
-1497393,16980,0,201712,11~20,1984,71.43,2,35.20183419184259,129.07230993718085,2626010800,,100,2,5.0,5.0,individual,gas,49780,86.61,5,3.0,2.0,stairway,0
-1498333,34,1,201712,11~20,1985,83.86,2,37.48688812581616,127.04889592578668,1168011800,930.0,620,8,9.0,9.0,district,cogeneration,91,103.93,216,3.0,1.0,stairway,0
-1498879,1619,1,201712,11~20,1982,153.32,7,37.52530458340696,127.02009602375124,1168011000,386.0,322,3,14.0,14.0,district,cogeneration,4120,163.87,48,3.0,2.0,stairway,0
-1499555,17704,0,201712,11~20,2007,84.9453,14,35.19365287726057,129.08064719960777,2647010100,195.0,142,2,25.0,24.0,individual,gas,50924,111.23,94,3.0,2.0,stairway,0
-1499565,37086,0,201712,11~20,2017,64.7547,14,35.174505200000006,129.090579,2647010200,0.0,158,1,27.0,27.0,,,152701,84.47,89,3.0,2.0,stairway,0
-1499967,4385,1,201712,1~10,2000,117.77,4,37.523157981131355,126.9912758334031,1117013300,167.0,123,1,19.0,14.0,individual,gas,31644,146.82,27,4.0,2.0,stairway,0
-1500689,12452,0,201712,1~10,1962,36.4,5,35.13671612297911,129.05157841670905,2617010300,,308,4,5.0,5.0,individual,-,45729,36.4,176,3.0,2.0,stairway,0
-1502166,1301,1,201712,1~10,1983,118.89,1,37.51166848481464,127.00724791092304,1165010600,,132,1,12.0,12.0,district,cogeneration,26112,128.87,8,3.0,2.0,stairway,0
-1503369,15439,0,201712,1~10,2004,84.6425,9,35.212933159485814,129.09947645831588,2641011000,217.0,212,1,20.0,13.0,individual,gas,47782,105.78,72,3.0,2.0,stairway,0
-1503614,22247,1,201712,1~10,2011,59.97,11,37.554658963409366,126.74646287321998,2824510900,413.0,376,8,15.0,10.0,individual,gas,21243,80.09,85,3.0,2.0,stairway,0
-1503634,4003,1,201712,21~31,1984,127.22,7,37.49357115336375,127.04601900593023,1168011800,144.0,144,2,12.0,12.0,individual,gas,31167,137.85,144,4.0,2.0,stairway,0
-1504637,34475,0,201712,21~31,1991,35.82,2,35.202301025390625,129.13600158691406,2635010300,0.0,100,2,5.0,5.0,individual,gas,145372,45.41,100,2.0,1.0,stairway,0
-1508055,12582,0,201801,11~20,1987,84.39,1,35.14978294589139,129.02588528167482,2623011000,,150,3,5.0,5.0,individual,gas,45828,96.93,20,3.0,2.0,stairway,0
-1508425,9959,0,201801,11~20,1997,59.94,10,35.20225437073081,128.99975776755113,2632010500,105.0,164,1,20.0,13.0,individual,gas,42141,82.4,93,2.0,1.0,corridor,0
-1509930,3515,0,201801,11~20,1989,84.69,3,35.1955955,129.116836,2635010300,390.0,120,4,5.0,5.0,individual,gas,30157,103.19,110,3.0,2.0,stairway,0
-1510222,20059,1,201801,11~20,2009,84.95,4,37.537235176998294,127.05910285261801,1120011500,143.0,114,3,13.0,12.0,individual,gas,54282,113.5,0,3.0,2.0,stairway,0
-1510886,3558,0,201801,11~20,1993,81.36,5,35.187569327270424,128.99317591634812,2653010200,75.0,150,1,15.0,9.0,individual,gas,30364,97.56,84,3.0,1.0,stairway,0
-1512785,9451,1,201801,11~20,1984,134.16,2,37.518446600000004,127.10349099999999,1171010200,,120,2,12.0,12.0,central,gas,40883,157.08,120,4.0,2.0,stairway,0
-1513442,15913,1,201801,11~20,2007,121.3166,3,37.481298250934145,126.97369738926572,1159010700,145.0,111,2,12.0,12.0,individual,gas,48220,140.74,23,4.0,2.0,stairway,0
-1514959,100,1,201801,1~10,1984,146.63,7,37.500431368156974,127.00071473051884,1165010700,55.0,108,2,10.0,10.0,district,cogeneration,25585,161.11,20,4.0,2.0,stairway,0
-1516485,732,1,201801,1~10,1992,84.93,11,37.52586129597371,127.00185078469632,1117013600,226.0,226,2,15.0,8.0,individual,gas,1966,112.4,226,3.0,2.0,stairway,0
-1516737,5711,1,201801,1~10,2001,84.01,2,37.539265125153996,127.05728502082277,1120011500,146.0,146,2,19.0,5.0,individual,gas,33869,109.16,10,3.0,2.0,stairway,0
-1517181,5718,0,201801,1~10,1994,57.06,5,35.122323076301264,129.0815642475305,2629011100,200.0,269,1,23.0,10.0,individual,gas,33886,69.23,115,3.0,1.0,stairway,0
-1517574,1622,1,201801,1~10,1978,161.9,9,37.529156414321314,127.03816675906687,1168011000,156.0,312,5,13.0,13.0,central,gas,146997,176.43,104,5.0,2.0,stairway,0
-1517617,10778,1,201801,1~10,1977,82.23,2,37.53190177425361,127.02856954984676,1168011000,448.0,224,2,14.0,14.0,district,cogeneration,12387,113.96,224,3.0,1.0,corridor,0
-1518205,27834,0,201801,1~10,2011,84.963,15,35.121283586542866,129.04459719733592,2617010100,275.0,270,2,37.0,37.0,individual,gas,95766,103.82,68,3.0,2.0,stairway,0
-1518325,18541,0,201801,1~10,2011,84.9763,18,35.16328985756678,129.171063981788,2635010600,241.0,183,2,29.0,18.0,district,cogeneration,52254,110.67,57,3.0,2.0,stairway,0
-1518371,33548,0,201801,1~10,2016,74.8487,8,35.24509811401367,129.08500671386722,2641010700,202.0,161,2,23.0,16.0,individual,gas,92610,98.5,46,3.0,2.0,stairway,0
-1518537,568,1,201801,1~10,1982,105.75,3,37.50063958155752,127.01393728378164,1165010700,424.0,424,6,13.0,10.0,district,cogeneration,1487,114.74,18,0.0,0.0,stairway,0
-1519091,1295,1,201801,21~31,1983,52.32,9,37.5174734,127.010123,1165010600,,396,2,11.0,11.0,district,cogeneration,3531,58.03,308,2.0,1.0,corridor,0
-1519299,34542,0,201801,21~31,1994,49.86,5,35.3218994140625,129.19500732421878,2671025625,64.0,100,2,5.0,5.0,individual,gas,145483,59.59,100,3.0,1.0,stairway,0
-1521024,3769,1,201801,21~31,1992,82.13,16,37.500524971648396,127.14598611121085,1171011400,122.0,122,1,16.0,10.0,individual,gas,30879,106.1,58,3.0,2.0,stairway,0
-1521186,36952,1,201801,21~31,2017,84.75,9,37.5237579345703,126.90705871581999,1156010800,1398.0,1221,7,35.0,29.0,individual,gas,152160,115.55,172,3.0,2.0,stairway,0
-1521238,9397,0,201801,21~31,1991,84.86,1,35.170806080358524,129.15650091832293,2635010500,,267,2,15.0,12.0,individual,gas,40737,102.28,250,3.0,2.0,stairway,0
-1521890,11206,0,201801,21~31,2004,84.82,12,35.19760356667676,129.08336960695846,2626010600,104.0,148,2,15.0,12.0,individual,gas,43857,99.82,27,3.0,2.0,stairway,0
-1522679,24631,1,201801,21~31,2015,84.99,2,37.553464139564994,126.95814960187691,1144010100,1544.0,1164,18,21.0,11.0,central,cogeneration,19683,113.11,46,3.0,2.0,stairway,0
-1522803,860,1,201801,21~31,1996,59.37,3,37.514765937018645,127.11894392588032,1171011100,158.0,140,2,21.0,20.0,individual,gas,25957,75.02,80,3.0,1.0,corridor,0
-1522890,12206,0,201801,21~31,1987,71.04,2,35.090985309921564,128.99861548421708,2638010800,,142,3,6.0,5.0,individual,gas,45462,85.45,10,2.0,2.0,stairway,0
-1523822,25169,0,201801,21~31,2014,80.5341,24,35.17030467685173,129.17365611267635,2635010600,163.0,147,2,28.0,20.0,district,cogeneration,58114,109.16,145,3.0,2.0,stairway,0
-1523851,36907,0,201801,21~31,2017,72.0405,9,35.1018146,128.995892,2638010100,166.0,123,3,20.0,15.0,,,151786,93.19,16,3.0,2.0,stairway,0
-1524011,36502,0,201801,21~31,2017,84.9605,8,35.147539200000004,129.069526,2629010900,240.0,224,5,20.0,14.0,individual,,150247,115.54,63,3.0,2.0,stairway,0
-1524567,34724,0,201802,11~20,1962,36.36,2,35.12760162353516,129.03999328613278,2617010200,0.0,1104,17,5.0,5.0,individual,gas,145633,39.67,1104,2.0,1.0,-,0
-1524690,17034,1,201802,11~20,2005,84.99,4,37.56551697783385,127.06996412735776,1123010600,121.0,106,1,14.0,7.0,individual,gas,49869,111.73,11,3.0,2.0,stairway,0
-1525694,12130,1,201802,11~20,2005,84.98,5,37.57504598466857,126.90444761287465,1141011900,124.0,111,2,13.0,5.0,individual,gas,45339,109.13,44,3.0,2.0,stairway,0
-1527845,9352,0,201802,1~10,1993,80.25,16,35.18331005714854,129.1017917917525,2647010200,55.0,113,1,20.0,10.0,individual,gas,40509,99.66,20,3.0,1.0,stairway,0
-1528230,5688,0,201802,1~10,1992,84.96,15,35.211746569060544,129.02311532489804,2632010400,77.0,180,1,15.0,15.0,individual,gas,33843,102.66,60,3.0,2.0,stairway,0
-1529047,14563,1,201802,1~10,2006,157.56,3,37.49160413550485,126.98483864099809,1165010100,237.0,138,2,15.0,9.0,individual,gas,46585,199.17,12,4.0,2.0,stairway,0
-1529083,3589,0,201802,1~10,1993,83.16,6,35.19118042802265,129.06969447414258,2647010100,46.0,144,2,24.0,12.0,individual,gas,30524,100.06,72,3.0,1.0,stairway,0
-1529393,9246,0,201802,1~10,2000,59.99,10,35.150994306517056,129.08973352550652,2629010600,191.0,239,1,24.0,13.0,individual,gas,40056,82.46,77,3.0,1.0,corridor,0
-1530630,7700,1,201802,1~10,2003,84.98,9,37.541956840802015,127.05041643301242,1120011400,173.0,159,3,17.0,13.0,individual,gas,36908,107.95,27,3.0,2.0,stairway,0
-1532330,10137,0,201802,1~10,2005,84.9652,20,35.171289045272076,129.15528890973152,2635010500,341.0,335,3,25.0,18.0,individual,gas,42332,109.43,100,3.0,2.0,mixed,0
-1532536,6252,1,201802,1~10,2003,92.93,9,37.480998333705784,127.00500181765094,1165010100,160.0,126,5,11.0,8.0,individual,gas,34418,114.51,45,3.0,2.0,corridor,0
-1532691,25050,1,201802,1~10,2014,84.92,12,37.568421825181716,126.81842947299282,1150010500,273.0,237,4,13.0,6.0,district,cogeneration,19873,119.24,48,3.0,2.0,stairway,0
-1532798,5569,1,201802,1~10,2001,35.38,9,37.5113933757474,127.01835497289555,1165010600,168.0,168,3,12.0,5.0,individual,gas,33637,51.0,83,1.0,1.0,corridor,0
-1533059,4359,1,201802,21~28,1998,59.97,6,37.454597987911896,126.90664899926041,1154510300,,123,1,15.0,7.0,individual,gas,31608,83.53,64,3.0,1.0,corridor,0
-1533199,25029,0,201802,21~28,2002,60.72,4,35.09523392396626,129.04130614515296,2620011500,83.0,123,1,15.0,14.0,individual,gas,58089,71.51,22,3.0,1.0,mixed,0
-1533221,768,0,201802,21~28,1996,57.9,16,35.17282294474127,129.16830162549624,2635010700,339.0,330,7,20.0,17.0,district,cogeneration,25920,76.27,148,3.0,1.0,stairway,0
-1533585,12472,1,201802,21~28,1966,28.8,2,37.572268970644004,127.0151867521438,1111017400,,131,1,6.0,6.0,individual,gas,45731,28.8,129,3.0,2.0,stairway,0
-1533643,16878,0,201802,21~28,2010,150.21,25,35.155038416174676,129.14541058037406,2635010500,294.0,100,1,30.0,23.0,individual,gas,166438,186.2,42,3.0,4.0,stairway,0
-1533644,15362,0,201802,21~28,1985,62.64,5,35.09516574171407,128.99561669500142,2638010100,,100,2,5.0,5.0,individual,gas,47681,73.46,20,3.0,2.0,stairway,0
-1534976,25051,1,201802,21~28,2014,84.85,9,37.56891668623279,126.82392495259779,1150010500,594.0,420,7,15.0,8.0,district,cogeneration,19878,114.48,50,3.0,2.0,stairway,0
-1535525,38653,1,201802,21~28,2005,35.905,6,37.52370071411129,127.04605102539101,1168010400,142.0,191,1,27.0,27.0,individual,gas,165015,47.86,160,1.0,1.0,stairway,0
-1535615,10427,0,201802,21~28,1981,59.07,2,35.13403207736865,129.0747758575279,2629010900,100.0,100,5,5.0,2.0,individual,gas,42882,68.2,12,3.0,1.0,stairway,0
-1535816,14580,0,201802,21~28,2004,84.9056,15,35.24758112741971,129.21839132800534,2671025021,150.0,148,2,20.0,15.0,individual,gas,46619,112.01,128,3.0,2.0,stairway,0
-1536408,37354,1,201802,21~28,2018,59.98,2,37.5546455383301,127.02276611328101,1120010900,1547.0,1330,17,21.0,8.0,individual,gas,154032,86.89,268,3.0,2.0,stairway,0
-1536582,12482,0,201802,21~28,1992,84.08,10,35.208026883174156,129.10613994334386,2626010100,,149,2,15.0,14.0,individual,gas,45755,99.77,1,3.0,1.0,stairway,0
-1536729,7147,1,201803,11~20,1999,84.88,11,37.56449088001066,126.910256270432,1144012500,113.0,112,1,17.0,17.0,individual,gas,35877,114.33,16,3.0,2.0,corridor,0
-1537181,36171,1,201803,11~20,2017,39.3,13,37.6394807,126.918264,1138011400,78.0,99,1,16.0,16.0,individual,gas,150199,59.36,1,2.0,1.0,stairway,0
-1538325,10376,0,201803,11~20,2006,84.8034,18,35.17552365081993,129.05541571374502,2623010600,194.0,191,3,23.0,19.0,individual,gas,42774,110.29,38,3.0,2.0,stairway,0
-1538689,9876,0,201803,11~20,2005,84.6885,7,35.168842644127864,129.04742486281916,2623010600,173.0,176,4,20.0,10.0,individual,gas,42051,108.17,76,3.0,2.0,stairway,0
-1538712,9223,0,201803,11~20,2006,83.88,5,35.23884286467535,129.08028099317292,2641010800,71.0,190,1,15.0,15.0,individual,gas,40017,99.9,103,3.0,2.0,mixed,0
-1539848,12090,0,201803,11~20,1995,59.9,7,35.19915393249017,129.08982945681336,2626010400,116.0,144,1,15.0,6.0,individual,gas,45294,75.35,57,3.0,1.0,stairway,0
-1540085,15274,0,201803,11~20,1969,36.36,4,35.077536933577896,129.04674088147044,2620011100,80.0,240,4,5.0,5.0,individual,-,47596,36.36,240,2.0,1.0,corridor,0
-1540468,7735,1,201803,11~20,2006,125.04299999999999,14,37.59127673400409,127.011648854614,1129010800,284.0,236,2,25.0,21.0,individual,gas,93714,151.11,44,4.0,2.0,stairway,0
-1540617,6434,1,201803,1~10,2003,84.98,14,37.53096909069801,126.86709648261908,1147010200,143.0,119,1,15.0,11.0,individual,gas,34606,108.33,90,3.0,2.0,stairway,0
-1541073,38129,1,201803,1~10,2017,59.85,7,37.5068969726563,127.135704040527,1171011200,612.0,575,5,20.0,20.0,individual,gas,159136,88.23,2,3.0,2.0,stairway,0
-1541203,13672,0,201803,1~10,1983,67.83,5,35.177982257068216,129.05391467982346,2623010700,,175,3,5.0,3.0,individual,gas,45935,77.97,22,3.0,1.0,stairway,0
-1541415,5584,1,201803,1~10,1999,47.43,7,37.58596505640614,127.00023096787315,1111017100,163.0,136,1,8.0,4.0,individual,gas,91120,65.63,46,1.0,1.0,corridor,0
-1541646,9410,0,201803,1~10,1992,84.98,5,35.18682963186317,129.12996110901716,2635010400,105.0,180,1,15.0,10.0,individual,gas,40766,107.48,148,3.0,2.0,mixed,0
-1541762,9300,0,201803,1~10,1984,70.29,2,35.202437447600715,129.05786808864326,2626010900,210.0,210,4,5.0,5.0,individual,gas,40252,81.78,20,3.0,1.0,stairway,0
-1541870,10435,0,201803,1~10,1988,58.26,5,35.114465760540824,129.11482277449102,2629010700,116.0,114,2,6.0,6.0,individual,gas,42929,69.65,6,3.0,1.0,stairway,0
-1542015,36919,1,201803,1~10,2017,59.94,18,37.5547245,126.963275,1114017400,1544.0,1341,14,25.0,6.0,individual,gas,151852,84.33,278,3.0,2.0,stairway,0
-1542071,4010,1,201803,1~10,1996,41.95,3,37.49197531838717,127.03300054338057,1168010100,154.0,216,1,12.0,10.0,individual,gas,7133,60.71,11,1.0,1.0,corridor,0
-1542353,19353,1,201803,1~10,2010,84.83,5,37.50666748534678,126.96218851617633,1159010500,324.0,154,1,20.0,9.0,individual,gas,166502,108.2,28,3.0,2.0,stairway,0
-1542447,7118,1,201803,1~10,1997,57.33,15,37.5412698062232,127.12588375421507,1174010900,,190,1,20.0,20.0,individual,gas,165957,88.15,44,3.0,1.0,corridor,0
-1542578,152,1,201803,1~10,1988,60.54,3,37.484191100000004,126.850866,1153010700,,205,3,5.0,5.0,individual,gas,370,78.24,5,3.0,1.0,stairway,0
-1542588,4175,0,201803,1~10,1993,121.05,17,35.20805044561149,129.067562172642,2626010800,200.0,252,2,20.0,7.0,individual,gas,31377,151.56,40,4.0,2.0,stairway,0
-1543311,18949,0,201803,1~10,2006,59.5022,2,35.11365076894016,129.03527738366256,2611010100,104.0,111,1,18.0,13.0,individual,gas,52932,78.77,14,3.0,1.0,stairway,0
-1543317,3597,0,201803,1~10,1996,76.095,6,35.071156077019054,129.07518634283704,2620012100,,174,2,15.0,9.0,individual,gas,30550,93.74,28,3.0,1.0,stairway,0
-1544009,12353,0,201803,1~10,2003,65.972,1,35.179622174209065,129.06959010394908,2647010100,,114,1,19.0,19.0,individual,gas,147903,81.59,38,3.0,1.0,stairway,0
-1544136,9359,0,201803,1~10,1983,43.2,12,35.17899381637328,129.0795446261334,2647010200,,189,1,12.0,9.0,individual,gas,40550,50.99,23,1.0,1.0,stairway,0
-1544179,12029,1,201803,1~10,2005,84.95,7,37.49726127071175,126.91442595535796,1156013200,253.0,164,2,15.0,10.0,individual,gas,45248,107.22,81,3.0,2.0,stairway,0
-1544293,1520,0,201803,1~10,1991,58.41,1,35.22271609260981,129.09780889893884,2641010900,1300.0,1288,8,15.0,15.0,individual,gas,26226,76.99,90,3.0,1.0,corridor,0
-1544373,15441,0,201803,1~10,1985,46.17,2,35.20154032584726,129.05614591214558,2626010900,220.0,160,4,5.0,5.0,individual,gas,47783,55.71,15,2.0,1.0,stairway,0
-1544421,3961,1,201803,1~10,1999,84.97,9,37.619859656999104,127.07251604126728,1135010300,,152,1,16.0,10.0,individual,gas,31119,108.77,63,3.0,2.0,stairway,0
-1544433,15165,1,201803,1~10,2004,84.4121,5,37.5529037207207,126.83873350002372,1150010600,192.0,194,4,11.0,6.0,individual,gas,47462,102.82,37,3.0,2.0,stairway,0
-1544922,24243,1,201803,1~10,2015,84.64,11,37.55036544799805,126.91265106201172,1144012200,575.0,198,2,37.0,37.0,individual,gas,97356,111.53,66,3.0,2.0,stairway,0
-1544958,1136,1,201803,1~10,1992,110.18,10,37.52524292800594,127.05521989809318,1168010400,143.0,108,1,19.0,19.0,individual,gas,26050,137.1,36,4.0,2.0,stairway,0
-1545411,3712,1,201803,21~31,1971,59.44,2,37.52351888017085,126.95924328558077,1117012900,146.0,146,4,8.0,5.0,individual,gas,30799,59.44,6,3.0,1.0,stairway,0
-1545622,11022,1,201803,21~31,2008,84.73,6,37.561859115154206,126.96194785697323,1141010200,127.0,108,1,19.0,19.0,individual,gas,43525,109.34,105,3.0,2.0,stairway,0
-1545935,21862,1,201803,21~31,2011,114.73,10,37.51075816249608,126.83327751347505,1147010100,305.0,238,7,15.0,15.0,district,cogeneration,18821,148.98,84,3.0,2.0,stairway,0
-1546018,3592,0,201803,21~31,1984,84.62,11,35.187024321382424,129.07411592843437,2647010100,384.0,384,5,12.0,12.0,individual,gas,30532,102.92,120,3.0,1.0,stairway,0
-1546150,10306,0,201803,21~31,2005,84.47,17,35.11175066267387,129.03680496370797,2611010100,,102,1,20.0,20.0,individual,gas,42624,100.63,17,3.0,2.0,stairway,0
-1546278,9339,0,201803,21~31,1994,59.76,19,35.17416438133532,129.11879598147758,2650010100,71.0,113,1,19.0,19.0,individual,gas,40446,77.36,47,2.0,1.0,corridor,0
-1546380,13876,0,201803,21~31,2007,120.28,9,35.138107086217104,129.06834973521012,2629010900,401.0,244,2,35.0,34.0,individual,gas,94180,161.98,1,4.0,2.0,stairway,0
-1546411,6366,1,201803,21~31,2005,186.47,8,37.57582525025865,126.93807731014337,1141011700,259.0,119,3,20.0,4.0,individual,gas,34495,218.15,40,5.0,2.0,stairway,0
-1546699,12480,0,201803,21~31,1981,79.8,1,35.20338652475667,129.09894956096042,2626010100,,103,4,5.0,5.0,individual,gas,45747,86.58,16,3.0,1.0,stairway,0
-1546733,14532,0,201803,21~31,2006,84.9387,1,35.255807403716176,129.01179546324764,2632010100,222.0,215,3,25.0,17.0,individual,gas,46532,108.64,38,3.0,2.0,stairway,0
-1546765,3601,0,201803,21~31,1993,82.094,11,35.21086829192922,129.1195036039521,2635010300,282.0,296,2,19.0,18.0,individual,gas,30557,106.48,239,3.0,1.0,stairway,0
-1546985,989,1,201803,21~31,1978,158.48,14,37.523431927725355,126.93425176503092,1156011000,196.0,196,2,14.0,14.0,district,gas,26004,169.42,56,5.0,2.0,stairway,0
-1547064,3533,0,201803,21~31,1992,75.83,1,35.16421442155655,129.03243693970492,2623010900,70.0,240,2,18.0,12.0,individual,gas,30248,90.54,72,3.0,1.0,stairway,0
-1547267,36222,1,201803,21~31,2008,84.95,1,37.5341186523438,126.823829650879,1147010300,178.0,155,6,7.0,7.0,individual,gas,150112,104.85,54,3.0,2.0,stairway,0
-1547270,6693,1,201803,21~31,2003,81.0944,1,37.48667007774381,126.89761782111691,1153010200,106.0,100,2,20.0,12.0,individual,gas,34978,99.52,88,3.0,2.0,stairway,0
-1547596,9251,0,201803,21~31,1990,84.99,4,35.123041620670534,129.09633707259923,2629010800,435.0,330,4,15.0,15.0,individual,gas,40075,102.48,90,3.0,1.0,stairway,0
-1547734,9856,0,201803,21~31,2006,118.9889,3,35.16267467011385,129.14795511320438,2635010500,608.0,548,7,25.0,20.0,individual,gas,147823,140.33,50,4.0,2.0,stairway,0
-1548000,7155,1,201803,21~31,1995,59.74,8,37.56315688090049,127.05542443847858,1120012200,102.0,136,1,20.0,11.0,individual,gas,35884,85.86,59,3.0,1.0,stairway,0
-1548476,10419,0,201803,21~31,1985,60.03,2,35.11494086164675,129.08491222590848,2629011100,,130,2,5.0,5.0,individual,gas,42840,67.24,5,3.0,1.0,stairway,0
-1548649,15450,1,201803,21~31,2007,166.37,34,37.5371014,126.97330600000001,1117012400,614.0,160,1,37.0,37.0,individual,gas,166758,208.33,10,4.0,2.0,stairway,0
-1548836,10556,0,201803,21~31,2005,84.986,13,35.173822048686944,129.17590085425113,2635010700,208.0,200,2,24.0,23.0,district,cogeneration,43116,106.53,90,3.0,2.0,stairway,0
-1548905,20177,1,201803,21~31,2010,71.1203,4,37.48204654218714,126.9402894051878,1162010100,18.0,107,6,10.0,9.0,individual,gas,54396,89.4,16,3.0,2.0,stairway,0
-1549291,987,1,201803,21~31,1993,84.87,5,37.518461591670864,127.01271440437044,1165010600,158.0,244,2,19.0,7.0,district,cogeneration,146795,103.77,238,3.0,2.0,stairway,0
-1549540,5551,0,201804,11~20,1979,66.85,5,35.1994677152713,129.0816606546122,2626010600,,141,6,5.0,5.0,individual,gas,33561,79.31,35,3.0,1.0,stairway,0
-1549648,3548,0,201804,11~20,1999,99.98,1,35.23500373709084,129.01771782106113,2632010200,392.0,240,3,15.0,15.0,individual,gas,30312,121.81,150,3.0,2.0,stairway,0
-1549675,12116,0,201804,11~20,1993,79.02,5,35.07911732313233,128.98244325418824,2638010500,55.0,119,1,15.0,11.0,individual,gas,45328,103.56,30,3.0,1.0,stairway,0
-1549806,6160,1,201804,11~20,2003,131.637,9,37.512037790236064,126.93100425763042,1159010800,205.0,100,1,18.0,9.0,individual,gas,34346,160.31,100,4.0,2.0,stairway,0
-1550070,5714,0,201804,11~20,1995,59.58,5,35.22641923261259,129.16304569835063,2635010100,64.0,126,1,14.0,14.0,individual,gas,33874,80.22,126,2.0,1.0,corridor,0
-1550229,9365,0,201804,11~20,1971,56.2,4,35.115143200000006,129.016025,2614010300,,180,1,10.0,10.0,individual,gas,40565,56.2,72,3.0,1.0,stairway,0
-1550392,2879,1,201804,11~20,1998,84.99,10,37.53343543073721,127.11821326833862,1171010300,179.0,140,1,13.0,7.0,individual,gas,28443,113.44,59,3.0,2.0,stairway,0
-1550396,11212,0,201804,11~20,2000,59.03,14,35.171414620105594,129.0712652966624,2623010100,39.0,150,1,15.0,15.0,individual,gas,43871,71.07,75,3.0,1.0,stairway,0
-1550776,9419,0,201804,11~20,1984,55.44,1,35.167347621031674,129.04651820641803,2623010800,145.0,230,7,5.0,5.0,individual,gas,40813,69.42,50,3.0,1.0,stairway,0
-1550785,16182,0,201804,11~20,1993,84.75,2,35.16352908573894,129.1552508742033,2635010500,146.0,194,2,15.0,15.0,individual,gas,48542,101.68,194,3.0,2.0,stairway,0
-1550976,18542,0,201804,11~20,2012,163.2673,34,35.15876457578465,129.15257502919306,2635010500,886.0,278,3,47.0,40.0,individual,gas,94675,214.12,4,4.0,2.0,stairway,0
-1551188,18143,0,201804,11~20,1994,119.47,5,35.26313044241301,129.0157869266736,2632010100,262.0,240,2,15.0,15.0,individual,gas,51701,142.3,30,4.0,2.0,stairway,0
-1551405,12354,0,201804,11~20,1979,64.56,1,35.147072119632114,129.02200870891863,2623011100,,118,5,5.0,5.0,individual,gas,45604,73.03,20,3.0,1.0,stairway,0
-1551618,6577,1,201804,11~20,2002,84.86,1,37.4988746575115,126.88350588844492,1153010200,128.0,109,1,15.0,10.0,individual,gas,34820,110.54,30,3.0,2.0,corridor,0
-1551668,12488,0,201804,11~20,1989,84.97,8,35.195117957291224,129.10556943763166,2626010200,100.0,140,2,14.0,14.0,individual,gas,45781,103.93,126,3.0,2.0,stairway,0
-1551762,3622,0,201804,1~10,1995,101.91,7,35.16196273822132,129.18432834142484,2635010600,177.0,181,7,8.0,7.0,individual,gas,30656,122.3,14,4.0,2.0,stairway,0
-1551786,36948,1,201804,1~10,2017,102.87,28,37.5377426147461,127.081527709961,1121510500,361.0,264,2,29.0,29.0,,,152140,139.79,24,4.0,2.0,stairway,0
-1551888,5812,0,201804,1~10,2001,75.0516,5,35.1886533264302,129.0629518575364,2647010100,438.0,408,3,21.0,20.0,individual,gas,147545,102.18,84,3.0,2.0,stairway,0
-1551889,16477,0,201804,1~10,1979,78.25,4,35.176639940423215,129.09377036117732,2647010200,,100,3,5.0,5.0,individual,gas,49044,88.23,60,3.0,1.0,stairway,0
-1551890,22028,0,201804,1~10,2013,75.7832,7,35.17461843812905,129.08307254293265,2647010200,603.0,470,2,49.0,49.0,individual,gas,55746,105.31,94,3.0,2.0,stairway,0
-1551919,9271,0,201804,1~10,1986,52.74,1,35.2061096966271,129.09905918946706,2626010100,,174,3,5.0,4.0,individual,gas,40163,63.6,34,2.0,1.0,stairway,0
-1552084,12490,0,201804,1~10,1992,73.65,12,35.195187160421135,129.09847067955016,2626010200,56.0,148,1,15.0,14.0,individual,gas,45783,90.85,45,2.0,1.0,mixed,0
-1552213,9181,0,201804,1~10,1993,65.188,11,35.07673742890125,128.98271015091234,2638010500,143.0,298,3,15.0,10.0,individual,gas,39937,81.23,180,3.0,1.0,stairway,0
-1552336,9244,0,201804,1~10,1991,48.18,1,35.115625633522,129.0853376611031,2629011100,,130,4,5.0,5.0,individual,gas,40048,54.52,130,3.0,1.0,stairway,0
-1552516,228,0,201804,1~10,1993,68.16,11,35.188204522361715,129.06939504635486,2647010100,500.0,412,5,25.0,15.0,individual,gas,146640,93.1,96,3.0,1.0,corridor,0
-1552752,5070,1,201804,1~10,1994,84.51,8,37.605882187032364,127.04659093626421,1129013700,450.0,225,2,18.0,9.0,individual,gas,8444,107.37,74,3.0,2.0,stairway,0
-1552863,16725,0,201804,1~10,1962,49.59,1,35.13627171949409,129.04396274906506,2617010200,,130,4,5.0,5.0,individual,gas,49418,49.59,130,2.0,1.0,stairway,0
-1552963,10417,0,201804,1~10,1985,65.43,3,35.25854551756827,129.09261047755382,2641010400,140.0,140,4,5.0,5.0,individual,gas,42818,76.53,50,3.0,2.0,stairway,0
-1553093,12340,0,201804,1~10,1985,58.14,5,35.0935594369164,128.99158644698966,2638010100,,125,4,5.0,5.0,individual,gas,45581,66.43,25,3.0,1.0,stairway,0
-1553097,11227,0,201804,1~10,2005,84.98700000000001,22,35.158758826826336,129.11175099414913,2650010400,169.0,165,2,28.0,27.0,individual,gas,43900,106.47,165,3.0,2.0,stairway,0
-1553266,36649,0,201804,1~10,2016,114.1307,32,35.19716262817379,129.064163208008,2626010900,400.0,313,3,33.0,33.0,individual,,150832,148.48,62,5.0,2.0,stairway,0
-1553283,6127,1,201804,1~10,2002,197.22,15,37.52768844370763,127.00483297375612,1117013100,490.0,122,2,17.0,16.0,individual,gas,93384,238.87,2,3.0,2.0,stairway,0
-1553309,9028,1,201804,1~10,2004,124.569,16,37.49778140074658,126.98454336789769,1165010100,503.0,222,4,25.0,24.0,individual,gas,93716,145.38,56,4.0,2.0,stairway,0
-1553455,3889,0,201804,1~10,1997,84.92,13,35.192394932290576,129.08525206420885,2647010100,148.0,197,1,24.0,15.0,individual,gas,31054,101.8,69,3.0,2.0,stairway,0
-1553537,5540,0,201804,1~10,1989,71.66,3,35.154268072891014,129.0028573670387,2653010600,259.0,259,3,10.0,9.0,central,gas,33534,89.21,99,3.0,1.0,stairway,0
-1553752,13860,1,201804,1~10,1970,59.5,3,37.5391107,127.012502,1117013100,120.0,120,4,5.0,5.0,individual,gas,46003,82.64,90,2.0,1.0,stairway,0
-1553977,529,1,201804,21~30,1983,200.53,5,37.581475899999994,127.02501399999998,1129012300,102.0,204,3,12.0,10.0,central,gas,1379,207.39,24,5.0,2.0,stairway,0
-1554053,36650,0,201804,21~30,2017,69.3315,5,35.1656341552734,129.043151855469,2623010800,267.0,243,5,20.0,14.0,individual,,150810,94.02,142,3.0,2.0,stairway,0
-1554056,1508,0,201804,21~30,1997,84.82,20,35.22856440870721,129.08185037237436,2641010800,144.0,214,2,23.0,9.0,individual,gas,26216,119.67,86,3.0,2.0,stairway,0
-1554200,10425,0,201804,21~30,1988,56.375,5,35.13785811000235,129.07742246661908,2629010600,130.0,190,3,5.0,5.0,individual,gas,42861,66.2,20,3.0,1.0,stairway,0
-1554206,17278,0,201804,21~30,2007,114.76,23,35.18867393850842,129.0756639294551,2647010100,313.0,202,2,32.0,16.0,individual,gas,50219,150.03,93,4.0,2.0,mixed,0
-1554309,23424,0,201804,21~30,2013,78.2467,19,35.19380834415038,129.0860654251843,2647010100,118.0,118,2,21.0,20.0,individual,gas,57077,99.74,118,3.0,2.0,stairway,0
-1554546,9032,1,201804,21~30,2004,43.93,11,37.49126944930648,126.98930296715237,1165010100,163.0,163,1,12.0,7.0,individual,gas,166729,54.52,70,1.0,1.0,stairway,0
-1554636,9994,0,201804,21~30,1990,82.93,5,35.24693922249229,129.21486752982182,2671025021,42.0,116,1,15.0,13.0,individual,gas,42241,99.08,60,3.0,1.0,stairway,0
-1554673,3540,0,201804,21~30,1996,84.835,10,35.18357611186708,129.05224653790737,2623010700,264.0,318,1,23.0,19.0,individual,gas,30284,105.72,115,3.0,2.0,stairway,0
-1554714,10130,0,201804,21~30,2004,79.8416,12,35.17389496761425,129.03532077276031,2623010800,,139,1,15.0,15.0,individual,gas,42326,101.59,90,3.0,2.0,stairway,0
-1554737,15185,0,201804,21~30,2004,59.8432,14,35.15198508534237,129.00902492523562,2653010600,104.0,118,1,21.0,20.0,individual,gas,47498,78.76,80,3.0,1.0,stairway,0
-1554887,603,1,201804,21~30,1994,59.82,7,37.49920195243459,127.01025938125309,1165010700,146.0,154,1,18.0,10.0,individual,gas,25861,74.52,54,3.0,1.0,corridor,0
-1554970,21903,1,201804,21~30,2011,84.97,8,37.48044967651367,126.8379898071289,1153011100,,478,11,15.0,15.0,individual,gas,18837,112.05,13,3.0,2.0,stairway,0
-1555072,9089,1,201804,21~30,2003,84.9234,10,37.48594984874665,126.9070351400152,1159010900,135.0,135,1,19.0,10.0,individual,gas,39810,111.77,76,3.0,2.0,stairway,0
-1555421,24203,0,201804,21~30,1974,48.73,3,35.1420490761884,129.0650572940442,2629010900,,110,5,6.0,5.0,individual,gas,57586,48.73,85,3.0,1.0,mixed,0
-1555624,17930,1,201804,21~30,2008,84.98,7,37.56189997451814,126.9659273544439,1141010300,201.0,180,3,20.0,12.0,individual,gas,51425,110.16,63,3.0,2.0,stairway,0
-1555662,37180,1,201804,21~30,2017,84.75,4,37.517017364502,126.887008666992,1156012300,251.0,222,4,18.0,16.0,individual,gas,153101,111.42,130,3.0,2.0,stairway,0
-1556206,16546,0,201805,11~20,1986,60.43,1,35.18519827802169,129.09766931332865,2647010200,,100,2,5.0,5.0,individual,gas,49193,66.67,30,3.0,1.0,stairway,0
-1556241,3518,0,201805,11~20,1995,59.4,10,35.204795093493814,129.05997414190904,2626010800,377.0,464,6,20.0,7.0,individual,gas,30170,85.61,136,3.0,1.0,corridor,0
-1556275,11052,0,201805,11~20,1981,82.35,8,35.10724343946957,129.03409595822802,2611011500,120.0,120,1,10.0,10.0,individual,gas,43618,117.13,20,3.0,1.0,stairway,0
-1556315,9834,0,201805,11~20,2004,84.9869,2,35.20710301548772,129.06224595289262,2626010800,140.0,136,1,15.0,15.0,individual,gas,41950,112.11,88,3.0,2.0,stairway,0
-1556359,34938,1,201805,11~20,1999,59.67,6,37.5238023,126.883525,1156012600,48.0,176,1,20.0,8.0,individual,gas,145708,76.86,57,3.0,1.0,corridor,0
-1556367,13774,1,201805,11~20,1999,25.92,12,37.50648850325766,127.03378957878823,1168010100,127.0,160,1,18.0,18.0,individual,gas,45998,37.85,96,1.0,1.0,corridor,0
-1556500,1523,0,201805,11~20,1997,59.79,21,35.257115238367994,129.08818794815332,2641010700,390.0,478,2,25.0,12.0,individual,gas,26242,74.92,192,3.0,1.0,stairway,0
-1556781,10437,0,201805,11~20,1978,82.61,7,35.139510520428274,129.06468597949626,2617010400,,150,1,15.0,15.0,individual,gas,42941,101.96,120,3.0,1.0,corridor,0
-1556791,23704,0,201805,11~20,2013,80.9626,12,35.162127682964446,129.17797261950608,2635010600,180.0,142,1,15.0,15.0,individual,gas,153531,106.22,11,3.0,2.0,stairway,0
-1556794,3621,0,201805,11~20,1998,60.0,5,35.17100112190055,129.17762548480562,2635010700,200.0,124,2,19.0,18.0,district,cogeneration,93237,85.95,124,2.0,1.0,corridor,0
-1556855,8406,1,201805,11~20,1996,30.215,5,37.506371170301264,127.02763692794008,1168010800,72.0,113,1,11.0,7.0,individual,gas,38416,41.83,22,2.0,1.0,corridor,0
-1556979,1469,0,201805,11~20,1995,84.99,7,35.18934361348358,129.06918243974658,2647010100,226.0,273,3,24.0,5.0,individual,gas,26190,112.4,149,3.0,2.0,stairway,0
-1557036,9850,0,201805,11~20,2005,62.5528,2,35.16758033155847,129.11313800510248,2650010400,236.0,210,3,19.0,7.0,individual,gas,41984,82.71,57,2.0,1.0,stairway,0
-1557050,37229,0,201805,11~20,2003,57.84,5,35.1414184570313,129.052352905273,2617010400,98.0,118,7,9.0,6.0,individual,gas,153194,70.77,8,2.0,1.0,stairway,0
-1557168,20199,1,201805,11~20,2010,84.89,10,37.58755598610573,126.88129359508636,1144012700,658.0,588,9,15.0,8.0,district,cogeneration,17912,114.31,50,3.0,2.0,stairway,0
-1557991,15973,1,201805,11~20,2005,84.98,14,37.56747247983817,127.03138575255244,1120010300,115.0,101,1,15.0,14.0,individual,gas,48279,102.32,14,3.0,2.0,stairway,0
-1558450,9395,0,201805,1~10,1993,59.22,7,35.17149316761957,129.14053118888245,2635010500,38.0,130,1,13.0,7.0,individual,gas,40730,72.39,49,3.0,1.0,corridor,0
-1558491,3574,0,201805,1~10,1991,84.78,2,35.109886077629625,128.97833231226662,2638010200,192.0,194,2,15.0,8.0,individual,gas,30433,103.33,163,3.0,1.0,stairway,0
-1558529,5744,0,201805,1~10,1992,75.02,5,35.20415472679877,129.05544767848335,2626010900,144.0,236,2,15.0,9.0,individual,gas,33914,89.95,14,3.0,1.0,stairway,0
-1558592,24201,0,201805,1~10,1972,66.12,5,35.107859326128285,129.0358439541047,2611010200,,144,1,12.0,12.0,individual,gas,57581,71.08,102,3.0,2.0,mixed,0
-1558635,9459,0,201805,1~10,1993,84.69,14,35.159463680063936,129.07135721195525,2623010200,50.0,115,1,15.0,10.0,individual,gas,40921,101.5,100,3.0,2.0,stairway,0
-1558876,26984,0,201805,1~10,1985,47.7,2,35.10554246274116,128.98339896352877,2638010200,,132,4,5.0,3.0,individual,gas,58711,54.72,3,3.0,1.0,stairway,0
-1558999,9119,0,201805,1~10,1989,192.53,3,35.14048698785881,129.11113396933297,2650010500,384.0,192,2,14.0,12.0,central,cogeneration,39844,235.29,56,6.0,2.0,stairway,0
-1559516,7927,0,201805,1~10,1994,84.42,5,35.25210685035167,129.0134441540246,2632010100,169.0,256,1,23.0,12.0,individual,gas,37365,110.2,164,3.0,2.0,stairway,0
-1559572,16392,0,201805,1~10,1983,75.28,5,35.134859694043996,129.0767538928705,2629010900,,110,3,5.0,5.0,individual,gas,48895,82.1,25,3.0,1.0,stairway,0
-1559592,24591,1,201805,1~10,2014,16.535999999999998,5,37.525058022179984,126.89940257233394,1156011300,146.0,146,2,19.0,9.0,individual,gas,57899,25.12,12,1.0,1.0,stairway,0
-1559675,8460,1,201805,1~10,2002,84.87,13,37.47480056775184,126.91390892299177,1162010200,137.0,114,1,15.0,12.0,individual,gas,38568,105.0,85,3.0,2.0,stairway,0
-1559715,1551,0,201805,1~10,1996,84.6,17,35.175625453091016,128.9862505865895,2653010300,486.0,486,4,25.0,18.0,individual,gas,26371,105.74,50,3.0,2.0,stairway,0
-1559829,10267,1,201805,1~10,2006,117.742,10,37.56094913659642,126.96812803922441,1114017100,641.0,110,1,35.0,35.0,individual,gas,156083,148.19,27,3.0,2.0,stairway,0
-1559839,11048,0,201805,1~10,1985,62.28,3,35.21112595987781,129.0813961365188,2626010700,,157,5,5.0,3.0,individual,gas,43575,73.91,15,2.0,1.0,stairway,0
-1560160,33373,1,201805,1~10,2016,74.97,9,37.5061902,126.83466000000001,1147010100,531.0,560,7,20.0,14.0,district,cogeneration,92068,110.37,68,3.0,2.0,stairway,0
-1560169,4189,1,201805,1~10,1993,59.98,10,37.568778957833736,126.82340458722216,1150010500,253.0,247,2,15.0,6.0,district,cogeneration,7499,82.84,59,3.0,1.0,corridor,0
-1560225,15581,0,201805,1~10,1992,84.98,9,35.20289099873582,129.0750069029773,2626010800,,215,2,20.0,12.0,individual,gas,147961,93.8,23,3.0,1.0,stairway,0
-1560258,26,1,201805,21~31,1979,176.86,6,37.500199052452075,127.0457742753923,1168010100,130.0,264,3,12.0,12.0,district,cogeneration,146605,194.68,88,4.0,2.0,stairway,0
-1560266,10378,0,201805,21~31,2006,84.945,18,35.194148821896945,129.08366778556808,2647010100,376.0,336,4,25.0,19.0,individual,gas,42779,111.44,290,3.0,2.0,stairway,0
-1560278,9415,0,201805,21~31,1984,56.34,5,35.14970483498186,129.0279680273986,2623011000,175.0,254,7,5.0,3.0,individual,gas,40786,67.12,1,3.0,1.0,stairway,0
-1560311,3809,0,201805,21~31,1985,57.24,2,35.19025483518713,129.1033187100762,2647010200,,216,2,12.0,12.0,individual,gas,30936,80.61,48,3.0,1.0,corridor,0
-1560406,36651,0,201805,21~31,2017,52.095,7,35.2073419,129.00054699999998,2632010500,226.0,203,2,20.0,20.0,individual,gas,150772,70.6,13,2.0,1.0,stairway,0
-1560616,9367,0,201805,21~31,1996,59.6,11,35.11357637638345,129.0125384032875,2614010600,56.0,116,1,21.0,16.0,individual,gas,40575,72.67,81,2.0,1.0,stairway,0
-1560617,9380,0,201805,21~31,1989,84.96,1,35.083881198427356,129.07072442077632,2620012100,,144,3,6.0,6.0,individual,gas,40621,102.14,48,3.0,2.0,stairway,0
-1560677,9360,0,201805,21~31,2003,59.89,17,35.082212563145596,129.02461172372554,2614012300,305.0,440,2,28.0,24.0,individual,gas,40554,80.69,160,2.0,1.0,stairway,0
-1560695,9468,0,201805,21~31,1992,74.22,9,35.198532738920406,129.01051779527037,2632010500,103.0,225,1,15.0,15.0,individual,gas,40973,90.26,90,3.0,1.0,stairway,0
-1560824,12481,0,201805,21~31,1988,43.05,1,35.20990689640453,129.1016691704477,2626010100,,144,2,6.0,6.0,individual,gas,45749,52.64,48,2.0,1.0,stairway,0
-1560837,9364,0,201805,21~31,2001,59.88,9,35.115848076438716,129.0183456386685,2614010300,94.0,112,1,17.0,11.0,individual,gas,40563,78.77,78,3.0,1.0,corridor,0
-1560852,11131,1,201805,21~31,2006,56.0,15,37.48405338902754,127.01733973745543,1165010800,381.0,109,1,21.0,20.0,individual,gas,166304,73.26,9,1.0,1.0,corridor,0
-1560878,7163,1,201805,21~31,1985,100.8,10,37.52529941509964,126.8486486242079,1147010300,220.0,200,3,10.0,10.0,individual,gas,10933,116.8,120,4.0,1.0,corridor,0
-1560931,24780,1,201805,21~31,2015,84.7961,9,37.5726234,127.087078,1126010100,333.0,265,5,15.0,9.0,individual,gas,19767,111.74,68,3.0,2.0,stairway,0
-1560950,16305,0,201805,21~31,1987,49.95,3,35.081654467840806,129.06792304732966,2620012100,,119,3,5.0,4.0,individual,gas,48757,62.45,16,2.0,1.0,stairway,0
-1560992,9225,0,201805,21~31,1997,84.9,15,35.212798564756206,129.10908297575068,2641011000,178.0,240,1,19.0,8.0,individual,gas,40024,110.02,76,3.0,2.0,stairway,0
-1561061,5724,0,201805,21~31,1996,59.69,7,35.138772855014736,128.99359581111008,2653010700,175.0,274,1,25.0,25.0,individual,gas,33905,82.04,125,3.0,1.0,corridor,0
-1561179,6280,1,201805,21~31,2004,84.9,12,37.52425663442271,126.91127284777988,1156010800,134.0,118,1,22.0,18.0,individual,gas,34433,107.5,101,3.0,2.0,stairway,0
-1561219,12559,0,201805,21~31,2005,84.7962,15,35.201002853699926,129.08545458631087,2626010600,161.0,128,1,20.0,20.0,individual,gas,45814,104.81,24,3.0,2.0,stairway,0
-1561246,50075,1,201805,21~31,2017,27.64,10,37.58865737915039,127.0536651611328,1123010800,83.0,110,1,16.0,16.0,individual,gas,164995,36.56,11,1.0,1.0,corridor,0
-1561274,4441,1,201805,21~31,1996,59.77,1,37.560934562008036,126.95636168089813,1141011000,91.0,106,1,10.0,9.0,individual,gas,31725,80.45,37,2.0,1.0,corridor,0
-1561310,17823,0,201805,21~31,1991,84.98,14,35.12642460642299,129.08117724586327,2629011000,634.0,299,3,19.0,17.0,individual,gas,147997,103.32,228,3.0,2.0,stairway,0
-1561355,5057,1,201805,21~31,1997,59.82,6,37.61024833744051,127.06563431446669,1129013900,93.0,114,1,13.0,7.0,individual,gas,32757,78.98,54,2.0,1.0,corridor,0
-1561366,1589,0,201805,21~31,1998,84.925,3,35.12518900518505,128.9687646558285,2653010800,203.0,200,2,22.0,12.0,individual,gas,26532,106.41,120,3.0,2.0,stairway,0
-1561385,17524,1,201805,21~31,2008,84.995,5,37.5140758,126.888506,1156012200,143.0,121,2,22.0,19.0,individual,gas,50728,109.14,121,3.0,2.0,stairway,0
-1561393,10240,1,201805,21~31,2005,84.84,9,37.54754252490413,126.87578501219946,1150010100,194.0,136,1,14.0,12.0,individual,gas,166244,109.4,100,3.0,2.0,stairway,0
-1561446,9301,0,201805,21~31,1985,71.82,2,35.20229187350048,129.05688947772518,2626010900,165.0,165,4,5.0,5.0,individual,gas,40261,83.01,30,2.0,1.0,stairway,0
-1561517,12338,1,201805,21~31,2004,84.85,15,37.53672155509162,126.87077480038269,1147010200,126.0,111,1,19.0,16.0,individual,gas,147898,104.7,111,3.0,2.0,stairway,0
-1561784,16290,0,201805,21~31,1980,53.26,1,35.20090447207357,129.08195642873196,2626010600,,118,1,10.0,8.0,individual,gas,48726,73.84,98,3.0,1.0,corridor,0
-1562077,16949,0,201805,21~31,2007,84.8465,15,35.18035120100637,129.07122426375278,2647010100,440.0,418,6,23.0,12.0,individual,gas,49718,108.92,69,3.0,2.0,stairway,0
-1562098,4261,1,201805,21~31,1995,59.6,9,37.49668962729393,126.92726849493349,1159010900,34.0,108,1,12.0,7.0,individual,gas,31464,85.72,58,2.0,1.0,corridor,0
-1562135,34354,0,201805,21~31,2016,84.99700000000001,4,35.15549850463867,129.12699890136722,2650010300,478.0,396,4,26.0,22.0,individual,gas,145192,113.76,100,3.0,2.0,stairway,0
-1562215,1612,0,201805,21~31,1995,59.91,17,35.07245739635936,128.97792810775246,2638010500,335.0,472,1,25.0,23.0,individual,gas,146966,79.56,175,2.0,1.0,corridor,0
-1562342,36777,0,201805,21~31,2017,118.7077,9,35.160683299999995,129.174149,2635010600,424.0,364,6,18.0,14.0,individual,gas,151778,154.04,32,4.0,2.0,stairway,0
-1562468,19345,0,201805,21~31,2016,75.17,2,35.18692310101448,129.10773332111336,2647010200,112.0,133,1,15.0,15.0,individual,gas,166500,89.24,66,3.0,2.0,stairway,0
-1562611,2862,1,201805,21~31,1992,84.79,11,37.5175018,126.88330900000001,1156012300,,282,2,18.0,12.0,individual,gas,147150,103.16,282,3.0,2.0,stairway,0
-1562681,15361,0,201806,11~20,1985,44.73,4,35.20947240676435,129.01336567212203,2632010400,,182,3,5.0,3.0,individual,gas,47677,52.43,103,2.0,1.0,stairway,0
-1562694,13694,0,201806,11~20,1982,43.7,3,35.170638404148086,128.98635753085782,2653010300,,100,3,5.0,5.0,individual,-,45958,49.75,60,3.0,1.0,stairway,0
-1562846,5555,0,201806,11~20,1981,71.14,10,35.201895140145425,129.0813625107408,2626010600,120.0,228,3,12.0,12.0,individual,gas,33592,92.47,108,3.0,1.0,stairway,0
-1562851,1306,1,201806,11~20,1985,53.46,3,37.51577687635211,127.00983181884294,1165010600,78.0,156,1,12.0,12.0,district,cogeneration,26118,58.06,132,2.0,1.0,corridor,0
-1562870,1431,1,201806,11~20,1988,59.19,9,37.52936365568757,127.14055756811584,1174010600,176.0,196,2,12.0,10.0,individual,gas,26165,79.77,40,2.0,1.0,corridor,0
-1562959,3508,0,201806,11~20,1993,61.38,12,35.12581601362349,129.0807230102477,2629011000,634.0,335,4,19.0,14.0,individual,gas,30127,89.26,107,2.0,1.0,corridor,0
-1563044,18314,1,201806,11~20,2008,59.213,5,37.45349032936417,126.90972450685965,1154510300,116.0,112,2,14.0,10.0,individual,gas,51900,75.09,24,3.0,1.0,stairway,0
-1563116,1311,1,201806,11~20,1980,112.25,3,37.51245051505332,127.00789496661636,1165010600,320.0,320,3,10.0,10.0,district,cogeneration,3556,121.86,30,4.0,2.0,mixed,0
-1563147,20145,1,201806,11~20,2010,101.95,11,37.6273981,126.93637199999999,1138011400,236.0,125,3,19.0,11.0,district,cogeneration,54373,128.83,44,3.0,2.0,stairway,0
-1563429,13958,0,201806,11~20,1983,84.88,1,35.10652880190026,128.99818350286705,2638010100,,105,5,5.0,5.0,individual,gas,46116,91.22,55,3.0,1.0,stairway,0
-1563437,9475,0,201806,11~20,1992,69.31,8,35.207460949819996,129.00989907749394,2632010400,73.0,141,1,14.0,5.0,individual,gas,40992,84.15,28,3.0,1.0,stairway,0
-1563862,3624,0,201806,11~20,1995,59.9,9,35.16120519862041,129.1731417530245,2635010600,139.0,159,1,18.0,15.0,individual,gas,30659,83.34,72,3.0,1.0,stairway,0
-1564056,13670,0,201806,11~20,1994,84.21,24,35.14806701649404,129.0545668103289,2623010400,160.0,188,1,24.0,22.0,individual,gas,45920,101.57,24,3.0,2.0,stairway,0
-1564249,16283,0,201806,11~20,1986,62.83,3,35.19661370581748,129.1333694971175,2635010300,,110,2,5.0,5.0,individual,gas,48709,68.68,40,3.0,1.0,stairway,0
-1564250,9407,0,201806,11~20,1992,84.93,7,35.191043666070144,129.13178798616104,2635010400,181.0,197,2,15.0,8.0,individual,gas,40751,102.41,60,3.0,2.0,stairway,0
-1564306,9955,0,201806,11~20,1981,51.7,2,35.201555146611646,129.003240742607,2632010500,,170,5,5.0,5.0,individual,gas,42130,59.11,130,3.0,1.0,stairway,0
-1564314,5743,0,201806,11~20,1979,82.51,5,35.20075470333927,129.05910355835334,2626010900,300.0,300,4,12.0,9.0,individual,gas,33913,110.48,63,3.0,2.0,stairway,0
-1564532,10533,0,201806,11~20,2003,55.9115,7,35.094191667013504,129.0096276600629,2638010800,144.0,176,1,20.0,9.0,central,gas,43062,86.04,32,3.0,2.0,stairway,0
-1564644,15982,1,201806,11~20,2007,84.7,7,37.60336828266558,127.04217730786421,1129013600,243.0,145,2,15.0,8.0,individual,gas,94307,113.22,52,3.0,2.0,stairway,0
-1564657,3556,0,201806,11~20,1996,59.83,16,35.18993872749843,128.99485847128392,2653010200,178.0,220,1,23.0,23.0,individual,gas,30354,80.28,88,3.0,1.0,stairway,0
-1564811,1296,1,201806,11~20,1983,143.77,6,37.510766844149416,127.01424229031404,1165010600,216.0,216,3,12.0,12.0,district,cogeneration,146859,160.63,1,4.0,2.0,stairway,0
-1564941,4255,1,201806,11~20,1999,84.72,4,37.486046206130254,126.96531960435637,1159010700,222.0,211,1,17.0,16.0,individual,gas,7618,107.7,111,3.0,2.0,stairway,0
-1565135,9844,0,201806,1~10,2005,84.7222,6,35.21367217144054,129.02242521821458,2632010400,218.0,212,3,22.0,11.0,individual,gas,41968,113.57,168,3.0,2.0,stairway,0
-1565174,9184,0,201806,1~10,1992,66.42,12,35.07936764788845,128.97925698016235,2638010500,250.0,255,1,15.0,15.0,individual,gas,39951,87.82,60,3.0,1.0,corridor,0
-1565220,19775,0,201806,1~10,1985,46.74,2,35.23989642743992,129.21386314602924,2671025026,,140,4,5.0,5.0,individual,gas,53883,52.14,30,2.0,1.0,stairway,0
-1565277,9937,0,201806,1~10,1984,78.84,3,35.109108578436064,129.03336150263092,2611010100,,110,3,5.0,5.0,individual,gas,42102,93.16,20,3.0,1.0,stairway,0
-1565321,5669,1,201806,1~10,2001,64.9136,11,37.59957396050151,127.10480149232309,1126010500,105.0,105,1,15.0,11.0,individual,gas,33802,84.13,1,3.0,1.0,corridor,0
-1565334,9469,0,201806,1~10,1992,77.04,3,35.19778094399209,129.01172446579548,2632010500,170.0,238,3,15.0,14.0,individual,gas,40975,93.66,90,3.0,2.0,stairway,0
-1565364,17223,0,201806,1~10,2001,59.8,10,35.21258158817497,129.11820416839458,2635010300,422.0,424,4,23.0,18.0,individual,gas,50143,79.5,238,3.0,1.0,stairway,0
-1565421,17502,0,201806,1~10,2009,181.774,43,35.16280147810096,129.13712101883706,2635010500,981.0,267,2,44.0,24.0,district,cogeneration,94436,242.2,82,3.0,2.0,,0
-1565675,10423,0,201806,1~10,1995,56.38,2,35.141389788715784,129.09255094922324,2629010600,75.0,119,1,14.0,8.0,individual,gas,42852,65.01,16,2.0,1.0,stairway,0
-1565737,4078,0,201806,1~10,1994,84.5,12,35.16745624536545,129.0321488910598,2623010900,160.0,214,1,22.0,8.0,individual,gas,147374,106.95,64,3.0,2.0,corridor,0
-1565751,2860,1,201806,1~10,1984,83.72,3,37.5172915,126.88476299999999,1156012300,160.0,160,3,10.0,10.0,individual,gas,28430,103.92,80,3.0,1.0,stairway,0
-1565813,12407,0,201806,1~10,1992,84.97,1,35.10309649778128,129.0049862354879,2638010100,50.0,119,1,12.0,11.0,individual,gas,45666,102.3,118,3.0,1.0,stairway,0
-1565893,37431,1,201806,1~10,2018,59.92,11,37.6398646,126.91978799999998,1138011400,331.0,142,2,20.0,20.0,district,cogeneration,154467,88.56,60,3.0,2.0,stairway,0
-1565973,4529,1,201806,1~10,1998,59.9,16,37.55457787816093,127.1305597675936,1174010700,134.0,114,1,19.0,16.0,individual,gas,31823,108.34,60,3.0,1.0,corridor,0
-1565976,9046,1,201806,1~10,2004,59.91,8,37.492426658755896,127.1370190845809,1171010800,126.0,157,2,14.0,14.0,individual,gas,39760,77.44,157,3.0,2.0,stairway,0
-1565980,23391,1,201806,1~10,2013,114.95,5,37.461450750266046,127.02649007127422,1165010300,430.0,382,7,17.0,13.0,individual,gas,19453,154.45,30,4.0,2.0,stairway,0
-1566012,1611,0,201806,1~10,1992,84.73,6,35.06885018914693,128.97232532777562,2638010500,234.0,450,3,15.0,15.0,individual,gas,146959,100.95,150,3.0,2.0,stairway,0
-1566057,36900,1,201806,1~10,2017,84.99,2,37.5227813720703,127.05362701416,1168010400,,114,5,7.0,1.0,,,151743,115.18,3,3.0,2.0,stairway,0
-1566156,12538,0,201806,1~10,2007,124.09700000000001,14,35.1574175743836,129.1136299814699,2650010400,268.0,119,1,22.0,19.0,individual,gas,166355,158.3,36,3.0,2.0,stairway,0
-1566349,5859,1,201806,1~10,2002,84.32,8,37.53758024474672,127.09389788248751,1121510300,146.0,130,2,22.0,22.0,individual,gas,34086,115.54,130,3.0,2.0,stairway,0
-1566355,3580,0,201806,1~10,1993,84.86,2,35.07612937877272,128.9802135844978,2638010500,113.0,216,2,21.0,7.0,individual,gas,30469,103.04,124,3.0,2.0,stairway,0
-1566491,18410,1,201806,1~10,2009,83.51,7,37.61301877083053,127.07346078645658,1126010400,158.0,141,4,12.0,5.0,individual,gas,52150,102.55,119,3.0,2.0,stairway,0
-1566600,6120,1,201806,1~10,2003,120.84,7,37.5779921508284,127.01469432987551,1111017400,172.0,113,1,19.0,10.0,individual,gas,34329,153.33,32,4.0,2.0,stairway,0
-1566602,12069,0,201806,1~10,1980,49.02,1,35.21307198249414,129.01106959439934,2632010400,,120,2,5.0,5.0,individual,gas,45277,58.04,50,2.0,1.0,mixed,0
-1566605,7568,0,201806,1~10,1982,103.49,8,35.17559029416419,129.04786629009064,2623010700,376.0,314,7,15.0,13.0,individual,-,36716,124.92,111,4.0,2.0,stairway,0
-1566705,18852,0,201806,1~10,2012,124.5532,22,35.14422982813268,129.06103989239446,2623010400,450.0,223,3,30.0,18.0,individual,gas,95023,160.25,27,4.0,2.0,stairway,0
-1566921,15662,1,201806,1~10,2006,84.97,8,37.5190611,126.897545,1156012100,154.0,134,3,15.0,14.0,individual,gas,48012,112.53,52,3.0,2.0,stairway,0
-1566922,4373,1,201806,1~10,1985,62.36,5,37.519271100000005,126.884019,1156012400,186.0,186,2,13.0,12.0,individual,gas,31621,87.73,36,2.0,1.0,corridor,0
-1566978,10428,0,201806,1~10,1977,53.02,5,35.133134531210644,129.0749856363151,2629010900,,100,2,5.0,5.0,individual,-,42886,60.89,80,2.0,1.0,stairway,0
-1567001,10430,0,201806,1~10,1979,60.0,4,35.132496040333564,129.07774693010936,2629010900,300.0,106,4,5.0,3.0,individual,gas,42909,66.51,106,3.0,1.0,stairway,0
-1567072,3513,0,201806,1~10,1995,59.794,14,35.20649558602254,129.11870041346086,2635010300,174.0,298,1,22.0,18.0,individual,gas,30153,81.44,298,2.0,1.0,corridor,0
-1567123,16947,1,201806,1~10,2007,84.67,15,37.53396674700821,126.97093184254669,1117012500,199.0,146,2,28.0,24.0,individual,gas,49713,102.94,92,3.0,2.0,stairway,0
-1567155,3983,1,201806,1~10,2000,59.79,14,37.51514344421575,126.95056080389604,1159010400,320.0,306,5,25.0,13.0,individual,gas,7096,76.49,44,2.0,1.0,stairway,0
-1567188,8436,1,201806,1~10,2002,161.91,18,37.49847189578696,127.02425044404349,1165010800,354.0,138,1,24.0,6.0,district,cogeneration,166201,201.7,78,4.0,2.0,stairway,0
-1567261,1521,0,201806,1~10,1985,135.23,7,35.25554995347238,129.08907501416314,2641010700,,616,8,15.0,13.0,central,gas,26233,147.61,78,4.0,2.0,stairway,0
-1567271,12433,0,201806,21~30,1992,82.52,7,35.323552654544685,129.17934401361836,2671025622,28.0,143,1,15.0,8.0,individual,gas,45717,110.19,15,3.0,2.0,corridor,0
-1567439,10415,0,201806,21~30,1992,84.75,5,35.27094701437293,129.09417335835454,2641010400,49.0,118,1,15.0,14.0,individual,gas,42814,101.97,75,3.0,2.0,stairway,0
-1567441,12341,0,201806,21~30,1980,66.02,4,35.10263187438044,128.99206596576036,2638010100,,115,5,5.0,5.0,individual,gas,45586,72.5,20,3.0,1.0,stairway,0
-1567455,9308,0,201806,21~30,1995,59.94,23,35.08434284611576,129.0096710248088,2638010800,231.0,307,2,25.0,17.0,individual,gas,40304,81.87,157,2.0,1.0,stairway,0
-1567456,7926,0,201806,21~30,1990,84.92,2,35.188084703301456,129.13094667266787,2635010400,340.0,330,10,5.0,5.0,individual,gas,37360,101.38,180,3.0,2.0,stairway,0
-1567579,3585,0,201806,21~30,1982,67.47,3,35.17199659845417,129.10171119052117,2650010100,224.0,200,8,5.0,5.0,individual,gas,30493,75.35,29,3.0,1.0,corridor,0
-1567582,15181,0,201806,21~30,1979,61.72,1,35.095960597999785,128.99309660558166,2638010100,,102,3,5.0,4.0,individual,gas,47494,78.12,36,2.0,1.0,stairway,0
-1567587,9987,0,201806,21~30,2006,74.8376,8,35.17532826963605,128.98722676477095,2653010300,358.0,350,4,28.0,17.0,individual,gas,42221,97.29,76,3.0,2.0,stairway,0
-1567597,17200,0,201806,21~30,1979,115.9,1,35.173228225839665,129.08990744167434,2647010200,,150,5,5.0,5.0,individual,gas,50112,127.85,20,3.0,2.0,stairway,0
-1567731,9304,0,201806,21~30,1983,40.84,3,35.19875594227509,129.1096551153386,2626010200,,190,3,5.0,5.0,individual,gas,40277,46.95,80,2.0,1.0,stairway,0
-1567788,12550,0,201806,21~30,1996,76.59,7,35.19430476362593,129.08465977859834,2647010100,106.0,105,1,15.0,15.0,individual,-,45792,96.87,30,3.0,1.0,corridor,0
-1567794,17671,0,201806,21~30,2006,84.9995,13,35.09388875681211,128.98755509726004,2638010100,166.0,163,3,15.0,14.0,individual,gas,50871,113.91,14,3.0,2.0,stairway,0
-1567866,9272,0,201806,21~30,1996,59.61,11,35.20265267382556,129.10031841314085,2626010100,479.0,471,2,25.0,20.0,individual,gas,147803,74.2,215,3.0,1.0,stairway,0
-1567931,5620,1,201806,21~30,2003,59.82,9,37.592383281486114,126.94844898059155,1141011100,264.0,236,2,18.0,12.0,individual,gas,8898,80.52,64,3.0,1.0,stairway,0
-1567965,9479,0,201806,21~30,1997,59.685,12,35.212193635678275,129.02849365487157,2632010300,159.0,211,1,24.0,12.0,individual,gas,41001,78.51,115,3.0,1.0,stairway,0
-1567975,37088,0,201806,21~30,2017,114.21,29,35.1506309509277,129.111740112305,2650010400,0.0,263,2,30.0,30.0,,,152715,151.39,2,4.0,2.0,stairway,0
-1568024,5043,1,201806,21~30,2001,117.35,3,37.60511047140533,126.924608176381,1138010200,266.0,192,2,17.0,6.0,individual,gas,32740,157.52,60,4.0,2.0,stairway,0
-1568072,15196,0,201806,21~30,2007,133.4686,6,35.196782336387784,129.0622835750359,2626010900,550.0,249,3,23.0,14.0,individual,gas,47506,163.66,118,4.0,2.0,stairway,0
-1568152,5831,0,201806,21~30,2002,84.91,11,35.188209705812824,129.0483191047793,2623010700,231.0,230,3,12.0,7.0,individual,gas,34052,113.25,230,3.0,2.0,stairway,0
-1568186,9958,0,201806,21~30,1995,84.98,8,35.20383013474576,129.00713061935124,2632010500,63.0,181,1,23.0,9.0,individual,gas,42140,107.6,79,3.0,2.0,stairway,0
-1568204,18246,1,201806,21~30,2007,59.71,8,37.52230808486594,126.84585826201119,1147010300,125.0,118,3,15.0,10.0,individual,gas,51817,77.08,32,3.0,2.0,,0
-1568450,5578,0,201806,21~30,1990,84.73,8,35.182271516658766,128.98916523302566,2653010200,205.0,205,3,13.0,10.0,individual,gas,33651,100.86,49,3.0,2.0,stairway,0
-1568507,17758,1,201806,21~30,2008,96.905,11,37.59848703149206,127.0618961703657,1123011000,179.0,107,2,15.0,9.0,individual,gas,94507,125.4,18,3.0,2.0,stairway,0
-1568589,9174,1,201806,21~30,2003,46.64,2,37.57511306843629,126.99005623849527,1111013300,228.0,291,1,9.0,3.0,individual,gas,11711,57.79,62,1.0,1.0,corridor,0
-1568629,14017,1,201806,21~30,2005,84.41,7,37.48781313514007,126.9572319324142,1162010100,171.0,148,4,15.0,14.0,individual,gas,46156,103.54,60,3.0,2.0,stairway,0
-1568696,4306,1,201806,21~30,1996,84.6,14,37.484477297709645,126.90895908972344,1162010200,112.0,112,1,16.0,16.0,individual,gas,31543,106.33,48,3.0,2.0,stairway,0
-1568743,21330,1,201806,21~30,2010,59.98,7,37.530297589964405,127.00773845785234,1117013100,168.0,129,1,13.0,13.0,individual,gas,166547,73.67,20,3.0,1.0,stairway,0
-1568783,9347,0,201806,21~30,1994,83.08,14,35.1837965533699,129.11091474693606,2647010200,206.0,297,2,15.0,12.0,individual,gas,40487,97.87,166,3.0,2.0,stairway,0
-1568844,12212,0,201806,21~30,1993,59.34,12,35.13061003137909,129.07105597150886,2629011000,,141,1,17.0,10.0,individual,gas,45470,74.03,34,2.0,1.0,stairway,0
-1568846,5629,0,201806,21~30,1979,69.52,4,35.19949918198329,129.08297449691352,2626010600,,120,4,5.0,5.0,individual,gas,33737,77.33,70,3.0,1.0,stairway,0
-1568967,891,1,201806,21~30,1990,65.88,4,37.55556631703677,126.87029862628172,1150010100,,339,4,14.0,3.0,individual,gas,2360,90.19,159,3.0,1.0,corridor,0
-1568978,15224,1,201806,21~30,2006,84.95,7,37.563559613758066,127.07063688304822,1123010600,141.0,123,2,14.0,10.0,individual,gas,47545,110.08,84,3.0,2.0,stairway,0
-1569076,10248,1,201806,21~30,2005,59.611000000000004,6,37.66465945741147,127.04507263959799,1132010600,95.0,105,2,15.0,15.0,individual,gas,42583,76.69,75,3.0,2.0,stairway,0
-1569104,9182,0,201806,21~30,1994,93.99,14,35.07734966845038,128.98230401119415,2638010500,99.0,146,1,15.0,12.0,individual,gas,39945,112.05,30,3.0,2.0,stairway,0
-1569138,12428,0,201806,21~30,1993,84.135,2,35.25627089289306,129.21508193717818,2671025022,162.0,299,2,15.0,9.0,individual,-,45706,102.34,186,3.0,2.0,stairway,0
-1569143,9186,0,201806,21~30,1995,89.94,11,35.07903546991846,128.98105559685354,2638010500,110.0,152,1,19.0,19.0,individual,gas,39959,113.26,19,3.0,2.0,corridor,0
-1569163,36798,0,201806,21~30,2017,84.9789,5,35.165048,129.04730800000002,2623010800,808.0,727,9,29.0,14.0,individual,gas,151991,112.7,238,3.0,2.0,stairway,0
-1569166,1578,0,201806,21~30,1995,85.76,12,35.073392356200145,129.06920090902315,2620012100,684.0,522,6,15.0,10.0,individual,gas,26493,104.61,331,3.0,2.0,stairway,0
-1569311,9406,1,201806,21~30,2003,107.62,16,37.49251181247245,126.94603902289651,1162010100,218.0,203,1,19.0,16.0,individual,gas,11794,130.52,37,4.0,2.0,stairway,0
-1569389,9379,0,201806,21~30,1993,112.56,7,35.08059704840418,129.07116321846794,2620012100,138.0,224,2,16.0,4.0,individual,gas,40614,125.76,30,4.0,2.0,stairway,0
-1569537,19920,0,201806,21~30,2011,134.6955,15,35.25690447640362,129.2190585421934,2671025022,769.0,620,7,25.0,19.0,individual,gas,54068,173.05,46,4.0,2.0,,0
-1569608,1478,1,201806,21~30,1977,146.78,2,37.52215322553489,126.93556058936001,1156011000,480.0,160,3,10.0,10.0,district,cogeneration,26196,163.24,40,5.0,2.0,stairway,0
-1569709,9411,0,201807,11~20,1995,59.8,11,35.19244806590599,129.13411679318986,2635010400,66.0,140,2,20.0,6.0,individual,gas,40770,79.31,98,3.0,1.0,corridor,0
-1569815,19175,0,201807,11~20,1969,36.36,3,35.08623747159371,129.04787922480426,2620011300,50.0,220,3,5.0,5.0,individual,gas,53202,36.3,220,2.0,1.0,corridor,0
-1569843,12417,0,201807,11~20,1983,65.88,1,35.104316129000104,128.96263026995211,2638010300,,240,6,5.0,5.0,individual,gas,45689,72.36,20,3.0,1.0,stairway,0
-1570075,5652,1,201807,11~20,2001,78.8,6,37.603804853777035,126.9230829305137,1138010200,149.0,111,2,15.0,12.0,individual,gas,33764,106.24,72,3.0,2.0,stairway,0
-1570087,26661,0,201807,11~20,1984,45.6,4,35.117777020846034,129.08390529968892,2629011100,,142,3,6.0,5.0,individual,gas,58530,52.64,20,2.0,1.0,mixed,0
-1570164,3523,0,201807,11~20,1991,84.92,7,35.21089775560944,129.0646258219491,2626010800,49.0,210,2,15.0,15.0,individual,gas,30193,100.53,75,3.0,2.0,stairway,0
-1570270,4212,1,201807,11~20,1999,84.8,15,37.55586288368584,126.8679848375442,1150010100,173.0,115,2,15.0,12.0,individual,gas,31424,107.6,57,3.0,2.0,stairway,0
-1570271,10010,1,201807,11~20,2004,59.92,4,37.552033918119385,126.87316563813368,1150010100,187.0,166,3,19.0,10.0,individual,gas,42252,90.96,10,3.0,1.0,stairway,0
-1570387,10424,0,201807,11~20,1991,84.96,5,35.141798068656556,129.09249557799043,2629010600,144.0,140,1,15.0,12.0,central,gas,42858,99.87,140,3.0,1.0,stairway,0
-1570427,9957,0,201807,11~20,1993,58.6,10,35.19567206923876,129.01238384172498,2632010500,71.0,110,1,14.0,14.0,individual,gas,42136,69.7,42,3.0,1.0,stairway,0
-1570473,1000,1,201807,11~20,1974,177.62,13,37.518049498331756,126.97870235870823,1117012900,144.0,144,1,18.0,18.0,district,cogeneration,26015,201.05,1,4.0,2.0,mixed,0
-1570574,11730,0,201807,11~20,1992,84.865,7,35.0703168984605,129.01704819997352,2614012400,77.0,208,2,15.0,14.0,individual,-,44864,101.08,120,3.0,2.0,stairway,0
-1570590,1534,0,201807,11~20,1985,72.0,4,35.1366513500311,129.10597550816348,2629010600,260.0,260,7,5.0,5.0,individual,gas,26293,84.3,15,2.0,1.0,stairway,0
-1570706,9249,0,201807,11~20,1996,59.99,3,35.14274075573652,129.07667767403706,2629010900,144.0,144,1,16.0,12.0,individual,gas,40068,75.67,112,3.0,1.0,stairway,0
-1570707,10429,0,201807,11~20,1985,55.62,2,35.13506935211509,129.06976917461049,2629010900,,150,3,5.0,5.0,individual,gas,42893,64.85,10,3.0,2.0,stairway,0
-1570810,15507,0,201807,11~20,1999,84.6,14,35.22809988954485,129.16440380013316,2635010100,150.0,143,1,24.0,24.0,individual,gas,47850,106.88,120,3.0,2.0,stairway,0
-1570877,17996,1,201807,11~20,2008,158.26,7,37.542574305367815,127.09524841320213,1121510400,284.0,122,2,22.0,19.0,individual,gas,51497,198.55,79,5.0,2.0,stairway,0
-1570879,3586,0,201807,11~20,1991,84.86,2,35.16908892496756,129.1018470469756,2650010100,672.0,672,13,15.0,1.0,central,gas,30500,95.52,120,3.0,2.0,stairway,0
-1570984,11687,1,201807,11~20,2004,84.3,10,37.520549581310476,126.84061761234031,1147010300,310.0,283,5,15.0,11.0,individual,gas,12674,105.81,193,3.0,2.0,stairway,0
-1571173,12096,0,201807,11~20,1993,84.96,15,35.197990112811645,129.01258595172084,2632010500,,129,1,20.0,20.0,individual,gas,45307,104.63,93,3.0,1.0,stairway,0
-1571428,13918,1,201807,11~20,2003,84.8,15,37.54397514209359,126.87632955357556,1147010200,167.0,121,1,19.0,12.0,individual,gas,46044,113.45,35,3.0,2.0,stairway,0
-1571596,14050,1,201807,11~20,2002,59.94,1,37.578194464650274,127.00999851100164,1111017400,56.0,129,9,8.0,6.0,individual,gas,46199,76.25,6,3.0,1.0,stairway,0
-1571671,9392,0,201807,11~20,1985,66.24,5,35.227703985268896,129.14615840643776,2635010100,,125,3,5.0,5.0,individual,gas,40705,71.28,20,3.0,1.0,stairway,0
-1571781,9254,0,201807,11~20,1989,63.43,1,35.114988419320426,129.1079971708366,2629010700,,288,4,6.0,6.0,individual,gas,40091,73.28,168,3.0,1.0,stairway,0
-1571896,9370,0,201807,11~20,2000,121.52,22,35.07787626416504,129.0181156761421,2614012400,377.0,125,1,33.0,33.0,individual,gas,153537,146.4,56,4.0,2.0,stairway,0
-1572011,16176,0,201807,11~20,1994,84.91,19,35.12329407469393,129.08085627607772,2629011000,205.0,288,1,22.0,16.0,individual,gas,48536,98.98,124,3.0,2.0,stairway,0
-1572071,9161,1,201807,11~20,2005,107.53,11,37.53749474523768,126.9696587096382,1117012200,450.0,266,3,15.0,7.0,individual,gas,93775,134.13,28,3.0,2.0,corridor,0
-1572156,168,1,201807,11~20,1995,84.95,7,37.512046580932854,127.01137864413522,1165010600,246.0,240,2,15.0,15.0,district,cogeneration,146631,99.14,15,3.0,2.0,stairway,0
-1572166,6175,1,201807,11~20,2003,143.61,14,37.517423427060315,126.92706739116556,1156011000,542.0,290,2,34.0,33.0,district,cogeneration,93433,181.76,54,3.0,2.0,stairway,0
-1572222,11518,1,201807,11~20,2001,84.77,14,37.5385335345562,127.13637473603188,1174010500,320.0,317,3,18.0,11.0,individual,gas,94120,114.47,12,3.0,2.0,stairway,0
-1572269,6217,1,201807,11~20,2003,101.9957,3,37.65895757155253,127.04630222584774,1132010700,329.0,202,4,15.0,14.0,individual,gas,10053,129.23,174,3.0,2.0,stairway,0
-1572309,4350,1,201807,11~20,1999,59.43,4,37.55623791631851,126.90142497561958,1144012300,138.0,134,1,15.0,14.0,individual,gas,31593,80.77,74,3.0,1.0,corridor,0
-1572333,14142,1,201807,11~20,2001,59.57,10,37.52972090865422,127.00833122293722,1117013100,,119,1,15.0,11.0,individual,gas,46221,81.55,54,3.0,1.0,stairway,0
-1572386,10919,1,201807,11~20,2007,109.03,33,37.53861576080278,126.9703326169677,1117012200,433.0,188,2,34.0,29.0,individual,gas,94012,143.73,47,3.0,2.0,,0
-1572394,113,1,201807,11~20,1993,84.89,7,37.513362332756586,127.00787244070729,1165010600,136.0,150,1,15.0,15.0,district,-,25589,113.08,150,3.0,2.0,stairway,0
-1572515,10136,0,201807,11~20,2004,59.9793,8,35.073288055264754,129.07150899212317,2620012100,231.0,270,3,18.0,14.0,individual,gas,42329,80.79,190,3.0,2.0,stairway,0
-1572572,9183,0,201807,1~10,2001,84.915,5,35.08266008762718,128.9793979268872,2638010500,225.0,298,2,15.0,14.0,individual,gas,39946,103.96,120,3.0,1.0,stairway,0
-1572575,9398,0,201807,1~10,2001,147.69,32,35.157531588045515,129.14974667175878,2635010500,749.0,290,1,32.0,30.0,individual,gas,165836,173.84,148,4.0,2.0,stairway,0
-1572590,16272,0,201807,1~10,1997,84.86,11,35.15659378248097,129.12794342409893,2650010300,119.0,147,2,15.0,14.0,individual,gas,48691,104.37,87,3.0,2.0,stairway,0
-1572602,4495,0,201807,1~10,1996,84.75,7,35.25260770253097,129.0926731230795,2641010700,200.0,199,1,22.0,7.0,individual,gas,31815,108.26,88,3.0,2.0,stairway,0
-1572620,36646,0,201807,1~10,2017,84.8015,7,35.1021347045898,128.919540405273,2644010400,766.0,694,6,29.0,29.0,district,,150885,111.28,406,4.0,2.0,stairway,0
-1572623,11037,0,201807,1~10,2006,183.4397,28,35.15723701023457,129.14826857183053,2635010500,552.0,112,1,41.0,41.0,individual,gas,164957,214.59,37,4.0,2.0,stairway,0
-1572641,37359,0,201807,1~10,2018,84.6651,20,35.101675,128.92186999999998,2644010400,855.0,750,12,20.0,14.0,individual,gas,154351,114.0,220,3.0,2.0,stairway,0
-1572642,12410,0,201807,1~10,1985,70.29,3,35.27418109355805,129.09371159646057,2641010300,,210,6,5.0,5.0,individual,gas,45672,83.13,30,3.0,1.0,stairway,0
-1572663,17501,0,201807,1~10,2009,84.5975,33,35.15193336757193,129.06440299544118,2623010200,464.0,290,2,35.0,28.0,individual,gas,94429,102.7,121,3.0,2.0,,0
-1572666,14281,0,201807,1~10,2006,84.9826,10,35.154998654747345,129.03407298554202,2623011000,505.0,299,5,29.0,14.0,individual,gas,46270,110.5,52,3.0,2.0,stairway,0
-1572667,12446,0,201807,1~10,1962,39.67,5,35.136360413134696,129.05257435611864,2617010300,,192,7,5.0,3.0,individual,-,45722,39.67,192,2.0,1.0,corridor,0
-1572736,7988,1,201807,1~10,1975,62.48,5,37.58571069162,126.94481698342605,1141011100,,136,2,5.0,4.0,individual,gas,37480,64.79,70,2.0,1.0,stairway,0
-1572817,146,1,201807,1~10,1994,59.67,7,37.53534028354174,127.05745852149558,1120011500,75.0,108,2,11.0,5.0,individual,gas,25596,82.53,57,2.0,1.0,corridor,0
-1572836,11732,0,201807,1~10,1993,84.91,9,35.08125840099568,129.0171948012188,2614012400,34.0,268,2,15.0,14.0,individual,gas,44871,101.64,90,3.0,2.0,stairway,0
-1572895,16990,0,201807,1~10,2005,84.8659,8,35.150629991248735,129.0664284179525,2623010200,651.0,511,2,35.0,28.0,individual,gas,49811,111.6,90,3.0,2.0,stairway,0
-1572920,9056,1,201807,1~10,2004,29.03,8,37.55624337761583,126.94237151514506,1144011000,255.0,350,1,15.0,14.0,individual,gas,156054,36.39,51,1.0,1.0,corridor,0
-1573015,6715,1,201807,1~10,2004,102.11,13,37.554007236191545,126.84739097249935,1150010300,280.0,187,3,15.0,12.0,individual,gas,149950,126.41,7,4.0,2.0,stairway,0
-1573027,9337,0,201807,1~10,1984,84.24,7,35.14904189657236,129.11024026470093,2650010500,180.0,180,3,10.0,10.0,individual,gas,40435,105.1,40,3.0,2.0,stairway,0
-1573140,19249,0,201807,1~10,2011,84.9712,20,35.10592419643755,128.9779075495934,2638010200,303.0,298,5,21.0,13.0,individual,gas,53305,112.81,30,3.0,2.0,mixed,0
-1573145,1599,0,201807,1~10,1998,59.57,7,35.1138755192066,129.03004504642152,2611010100,143.0,204,2,16.0,5.0,individual,gas,26570,79.79,56,2.0,1.0,mixed,0
-1573179,34530,0,201807,1~10,1971,44.96,3,35.13800048828125,129.07699584960938,2629010600,0.0,100,2,5.0,5.0,individual,gas,145458,44.96,100,2.0,1.0,corridor,0
-1573180,37447,0,201807,1~10,2018,74.9823,5,35.1766586303711,129.047958374023,2623010700,169.0,160,2,29.0,25.0,individual,gas,154439,99.11,48,3.0,2.0,stairway,0
-1573215,3885,0,201807,1~10,1984,66.69,2,35.148358790612676,129.00554325661176,2653010600,122.0,245,4,5.0,5.0,individual,gas,31033,73.17,35,2.0,1.0,mixed,0
-1573218,9408,0,201807,1~10,1993,84.51,5,35.183176759336966,129.1275826905364,2635010400,112.0,147,1,19.0,14.0,individual,gas,40755,115.7,0,3.0,2.0,stairway,0
-1573223,18432,1,201807,1~10,2009,65.7595,15,37.49335878599159,126.89313074109148,1153010200,149.0,129,3,15.0,12.0,individual,gas,52210,65.76,15,3.0,2.0,stairway,0
-1573254,37694,0,201807,1~10,2017,84.9965,9,35.1524505615234,129.026107788086,2623011100,110.0,102,1,15.0,15.0,individual,gas,156991,111.0,24,3.0,2.0,stairway,0
-1573295,12189,1,201807,1~10,1987,47.16,1,37.512327178548155,126.8420693092805,1147010100,140.0,220,4,5.0,5.0,individual,gas,12952,63.07,70,2.0,1.0,stairway,0
-1573331,37299,0,201807,1~10,2018,84.95,8,35.136058807373,129.081604003906,2629010600,3684.0,3149,30,35.0,16.0,individual,gas,153677,111.64,110,3.0,2.0,stairway,0
-1573426,1227,1,201807,1~10,1971,67.04,3,37.532649646048434,126.95435524280244,1117011800,60.0,138,4,6.0,6.0,individual,gas,26059,68.13,12,2.0,1.0,stairway,0
-1573432,3808,0,201807,1~10,1984,84.92,10,35.1891658,129.10365,2647010200,,168,2,12.0,12.0,individual,gas,30935,103.83,72,3.0,1.0,stairway,0
-1573446,33947,0,201807,1~10,2002,59.92,19,35.226600646972656,129.16200256347656,2635010100,295.0,298,2,19.0,18.0,individual,gas,144746,80.22,152,3.0,1.0,stairway,0
-1573501,25952,1,201807,1~10,2015,59.98,3,37.450033700000006,127.05566999999999,1165011100,,585,11,7.0,7.0,individual,gas,20052,86.35,20,3.0,2.0,stairway,0
-1573574,20171,1,201807,1~10,2012,84.9788,11,37.55589241758509,126.96695318312356,1114017300,221.0,181,4,15.0,6.0,individual,gas,54390,112.43,13,3.0,2.0,stairway,0
-1573577,19795,0,201807,1~10,2010,72.8072,10,35.22953730430972,129.09461068867108,2641010900,439.0,311,5,20.0,10.0,individual,gas,53929,93.25,34,3.0,2.0,stairway,0
-1573582,7605,0,201807,1~10,1991,32.76,4,35.23344968149094,129.21770761627576,2671025027,380.0,520,12,5.0,5.0,individual,gas,147729,32.76,59,1.0,1.0,stairway,0
-1573588,15386,1,201807,1~10,2004,83.97,1,37.53313129402744,127.13932915476795,1174010600,176.0,126,4,15.0,13.0,individual,gas,47729,108.42,14,3.0,2.0,stairway,0
-1573710,4469,1,201807,1~10,1998,114.91,3,37.520717636730275,126.84230954158508,1147010300,127.0,108,1,14.0,11.0,individual,gas,31753,153.92,22,4.0,2.0,stairway,0
-1573773,17907,0,201807,1~10,2006,84.89,3,35.25944543702006,129.09226446878915,2641010400,181.0,126,1,20.0,20.0,individual,gas,51376,102.0,36,3.0,2.0,stairway,0
-1573814,5,1,201807,1~10,1994,78.96,13,37.536370399999996,127.050762,1120011500,104.0,123,2,19.0,10.0,individual,gas,25509,101.17,27,3.0,1.0,corridor,0
-1573817,1526,0,201807,1~10,1997,59.95,13,35.26191101359037,129.090385368901,2641010400,310.0,310,3,23.0,10.0,individual,gas,26259,83.35,99,3.0,1.0,stairway,0
-1573818,9846,0,201807,1~10,2005,84.73,34,35.05619153347466,128.97202515955962,2638010600,403.0,280,2,35.0,35.0,individual,gas,97299,108.41,112,3.0,2.0,stairway,0
-1573854,17182,0,201807,1~10,2007,84.11,11,35.19735045063631,129.09823212123428,2626010200,286.0,172,2,25.0,25.0,individual,gas,94351,104.17,66,3.0,2.0,stairway,0
-1573918,3596,0,201807,1~10,1992,84.26,2,35.190494705253634,129.09218070118249,2647010200,140.0,302,3,20.0,9.0,individual,gas,30548,103.78,282,3.0,2.0,stairway,0
-1573950,9031,1,201807,1~10,2004,134.04,4,37.497623230729054,126.98805359106323,1165010100,268.0,122,3,22.0,18.0,individual,gas,39730,164.49,86,4.0,2.0,stairway,0
-1574025,2877,1,201807,1~10,1991,83.19,7,37.533910422192285,127.11156134214735,1171010300,132.0,104,1,13.0,6.0,district,cogeneration,28440,98.07,104,3.0,2.0,stairway,0
-1574067,5505,1,201807,1~10,1991,84.63,6,37.5313071,126.895023,1156012700,150.0,145,1,17.0,9.0,individual,gas,33463,107.56,34,3.0,2.0,stairway,0
-1574125,9361,0,201807,1~10,1985,84.915,11,35.087160476642524,129.0240455215041,2614012300,120.0,116,1,15.0,15.0,individual,gas,40558,106.36,30,3.0,1.0,corridor,0
-1574127,5529,0,201807,1~10,1983,68.4,4,35.14031206814545,129.10772419036942,2650010500,,130,2,5.0,5.0,individual,gas,33510,75.6,10,3.0,2.0,stairway,0
-1574129,3546,0,201807,1~10,2000,86.787,8,35.23406611950397,129.01903896182063,2632010200,451.0,316,3,20.0,20.0,individual,gas,30308,113.54,117,3.0,2.0,stairway,0
-1574215,5863,1,201807,1~10,1998,84.92,12,37.61720573576571,127.02210516787041,1130510100,268.0,216,2,17.0,12.0,individual,gas,93253,112.53,76,3.0,2.0,stairway,0
-1574222,11099,0,201807,1~10,2000,102.6738,20,35.183957661264984,129.08330214482638,2647010200,340.0,294,2,25.0,10.0,individual,gas,43716,131.93,98,4.0,2.0,stairway,0
-1574260,37171,0,201807,1~10,2017,64.7604,9,35.2421646118164,129.090576171875,2641010900,256.0,114,3,20.0,20.0,individual,gas,153059,98.42,19,3.0,2.0,stairway,0
-1574418,17587,0,201807,1~10,2008,147.9049,10,35.17646215313095,129.07688551679223,2647010200,440.0,220,4,15.0,12.0,individual,gas,50781,178.8,53,4.0,2.0,stairway,0
-1574430,1179,1,201807,1~10,1983,125.98,8,37.5164473,127.10748600000001,1171010200,264.0,120,2,10.0,10.0,district,cogeneration,165926,142.13,54,,,,0
-1574446,6138,1,201807,1~10,2001,59.4,9,37.47841862682464,126.97370292086887,1159010700,154.0,140,1,16.0,9.0,individual,gas,34334,73.52,63,3.0,1.0,corridor,0
-1574448,533,1,201807,1~10,1974,122.78,10,37.51972700403243,126.93425049121922,1156011000,360.0,360,4,12.0,12.0,district,cogeneration,1388,130.58,360,3.0,2.0,stairway,0
-1574511,3616,0,201807,1~10,1998,151.24,6,35.17696581634377,129.16964091971528,2635010700,249.0,214,3,24.0,17.0,district,cogeneration,30637,181.08,32,5.0,2.0,stairway,0
-1574513,3538,0,201807,1~10,1994,241.97,5,35.176177477637964,129.05235903439208,2623010600,339.0,350,6,24.0,7.0,individual,gas,30275,295.36,23,6.0,2.0,stairway,0
-1574542,10254,1,201807,1~10,2005,59.76,10,37.56976328283845,126.90535539392069,1144012500,207.0,189,3,15.0,12.0,individual,cogeneration,42590,81.63,14,2.0,2.0,stairway,0
-1574586,129,1,201807,1~10,1992,84.73,6,37.51152558078392,126.95193857138695,1159010400,95.0,123,1,13.0,13.0,individual,gas,146621,99.72,123,3.0,2.0,stairway,0
-1574696,9167,1,201807,1~10,2005,99.85,23,37.536533221195576,126.97270948207701,1117012400,299.0,310,3,34.0,32.0,individual,gas,93788,123.56,64,3.0,2.0,stairway,0
-1574714,19342,1,201807,1~10,2007,84.99,27,37.560178880930145,126.972067049122,1114016800,379.0,149,2,27.0,13.0,individual,gas,95251,110.51,51,3.0,2.0,,0
-1574715,17888,0,201807,1~10,2007,78.0341,8,35.24081184372108,129.20854549061738,2671025026,160.0,158,2,13.0,6.0,district,gas,51321,101.66,88,3.0,2.0,stairway,0
-1574810,14230,1,201807,1~10,2007,84.97,3,37.49539984153658,127.03040567183359,1168010100,166.0,166,3,15.0,15.0,individual,gas,94183,106.45,14,3.0,2.0,corridor,0
-1574822,3591,0,201807,1~10,1996,59.93,19,35.18907083612641,129.06974633650483,2647010100,410.0,414,4,24.0,7.0,individual,gas,30528,78.5,172,3.0,1.0,stairway,0
-1574874,4400,1,201807,1~10,1987,71.77,3,37.54153462470402,126.9573370480064,1117011900,,120,4,6.0,4.0,individual,gas,31662,91.25,32,2.0,1.0,stairway,0
-1574903,20058,0,201807,1~10,2009,84.93,10,35.20345325683569,129.20546908197824,2671025034,316.0,284,6,15.0,10.0,individual,gas,54279,113.09,35,3.0,2.0,stairway,0
-1574905,10129,0,201807,1~10,2006,84.94,3,35.175888118115175,129.07273098055387,2623010100,507.0,270,2,30.0,16.0,individual,gas,93885,116.09,25,3.0,2.0,stairway,0
-1574998,4252,1,201807,21~31,1998,84.66,9,37.49102259429548,126.97686463313144,1159010700,320.0,333,4,19.0,7.0,central,gas,147401,109.29,69,4.0,2.0,stairway,0
-1575009,9120,0,201807,21~31,1988,52.7,3,35.16057751860449,129.1285212615717,2650010300,,108,2,6.0,6.0,individual,gas,39847,63.69,6,2.0,1.0,stairway,0
-1575034,16506,0,201807,21~31,1981,48.76,5,35.185094660538944,129.096784129956,2647010200,,140,3,5.0,5.0,individual,gas,49094,54.87,27,2.0,1.0,stairway,0
-1575051,9305,0,201807,21~31,1990,84.95,2,35.20362706583735,129.09650960757986,2626010200,793.0,793,6,15.0,12.0,individual,gas,40280,103.73,357,3.0,2.0,stairway,0
-1575100,5328,0,201807,21~31,1995,59.86,12,35.09226707416175,129.0666297387827,2620012000,110.0,175,1,14.0,10.0,individual,gas,33219,75.22,76,3.0,1.0,stairway,0
-1575123,15697,0,201807,21~31,1994,58.38,3,35.24179381389109,129.21003958734218,2671025026,67.0,159,1,15.0,11.0,individual,gas,48081,63.28,60,3.0,1.0,stairway,0
-1575162,972,0,201807,21~31,1998,83.74,15,35.227539060421904,129.15016915871084,2635010100,,226,2,23.0,19.0,individual,gas,25995,110.41,46,3.0,2.0,stairway,0
-1575230,36955,0,201807,21~31,2018,84.7205,10,35.2255058288574,129.22683715820298,2671025028,129.0,117,2,18.0,16.0,individual,gas,152166,114.96,30,3.0,2.0,stairway,0
-1575237,27245,1,201807,21~31,2007,108.17,8,37.53701216500401,127.13042051670364,1174010900,160.0,110,1,20.0,20.0,individual,gas,166086,136.98,10,3.0,2.0,stairway,0
-1575249,3570,0,201807,21~31,1990,49.87,6,35.056405897021435,128.96659433936506,2638010600,,408,6,6.0,6.0,individual,gas,30410,61.45,360,2.0,1.0,stairway,0
-1575258,22384,0,201807,21~31,2014,59.952,3,35.24826431274414,129.01377868652344,2632010100,123.0,119,3,12.0,12.0,individual,gas,56145,82.78,22,3.0,2.0,stairway,0
-1575305,9356,0,201807,21~31,1979,63.27,8,35.18881067335216,129.08386075550968,2647010200,,184,2,9.0,9.0,individual,gas,40535,84.88,34,3.0,1.0,corridor,0
-1575307,9402,0,201807,21~31,1993,83.58,13,35.195857636108826,129.1333189825182,2635010300,165.0,204,2,15.0,15.0,individual,gas,40749,103.76,14,3.0,2.0,mixed,0
-1575312,3560,0,201807,21~31,1995,59.94,2,35.19021788827422,128.9938861006469,2653010200,127.0,245,2,24.0,11.0,individual,gas,30368,77.72,122,2.0,1.0,stairway,0
-1575388,9180,0,201807,21~31,1993,84.56,11,35.08014388705605,128.9787407508521,2638010500,98.0,187,2,15.0,15.0,individual,gas,39934,103.47,74,3.0,2.0,stairway,0
-1575453,10420,0,201807,21~31,2012,108.73,10,35.11541817247983,129.086709861696,2629011100,224.0,365,4,23.0,15.0,individual,gas,42846,128.65,85,4.0,2.0,stairway,0
-1575456,11758,0,201807,21~31,1981,42.15,2,35.195785542474745,129.0863750751244,2626010600,118.0,200,4,5.0,5.0,individual,gas,44903,53.58,100,2.0,1.0,stairway,0
-1575561,1524,0,201807,21~31,1993,84.76,6,35.257363465035,129.08905125573608,2641010700,181.0,220,2,19.0,18.0,individual,gas,26249,104.39,93,0.0,0.0,mixed,0
-1575657,36768,0,201807,21~31,2017,77.3526,4,35.1903957,129.088045,2647010200,658.0,624,6,34.0,19.0,individual,,152039,107.03,205,3.0,2.0,stairway,0
-1575719,3593,0,201807,21~31,1986,84.96,9,35.18519692213736,129.07305523097912,2647010100,328.0,618,6,15.0,12.0,individual,gas,30536,103.95,390,3.0,1.0,stairway,0
-1575720,18977,0,201807,21~31,2010,157.7983,6,35.24647224760369,129.08455792669128,2641010700,554.0,286,5,23.0,10.0,individual,gas,52963,193.67,72,3.0,2.0,mixed,0
-1575777,2927,1,201807,21~31,1978,108.89,12,37.506810459100684,126.99730822251664,1165010700,1164.0,1140,15,12.0,12.0,district,cogeneration,6242,117.59,308,4.0,1.0,corridor,0
-1575953,4457,1,201807,21~31,1997,59.9,1,37.52756878602868,126.83436236734389,1147010300,93.0,106,1,16.0,13.0,individual,gas,31739,78.09,64,3.0,1.0,stairway,0
-1576066,3553,0,201807,21~31,1989,84.97,12,35.184559932544715,128.98963813336815,2653010200,1098.0,1110,8,15.0,15.0,individual,gas,30343,101.79,210,3.0,1.0,stairway,0
-1576072,17383,0,201807,21~31,1988,63.21,1,35.07526976633544,129.0713486269251,2620012100,,182,2,6.0,6.0,individual,gas,50388,75.62,12,2.0,1.0,stairway,0
-1576144,1436,1,201807,21~31,1988,69.3,5,37.52736542911715,127.14487089116224,1174010600,88.0,160,1,12.0,7.0,individual,gas,26174,86.07,81,3.0,1.0,corridor,0
-1576252,1380,0,201807,21~31,1991,71.56,3,35.20109998347654,129.1359021677583,2635010300,,264,6,6.0,6.0,individual,gas,26140,85.8,72,3.0,1.0,stairway,0
-1576288,13696,1,201807,21~31,1981,52.23,5,37.5777835,126.93308300000001,1141011700,,191,13,5.0,3.0,individual,gas,45964,62.91,130,3.0,1.0,stairway,0
-1576327,5806,0,201807,21~31,1993,84.95,11,35.193515654076094,129.13428523848756,2635010400,536.0,536,3,17.0,16.0,individual,gas,34019,105.87,400,3.0,2.0,stairway,0
-1576349,6101,1,201807,21~31,2002,84.88,10,37.5165383484294,126.91329995010321,1156010100,166.0,136,2,17.0,17.0,individual,gas,34324,107.04,136,3.0,2.0,stairway,0
-1576444,3529,0,201807,21~31,1992,56.44,15,35.160587306158774,129.02344499165227,2623011100,,296,2,15.0,15.0,individual,gas,30232,70.9,101,2.0,1.0,stairway,0
-1576464,532,1,201807,21~31,1979,60.83,1,37.527826233198944,126.89563383639076,1156011300,88.0,176,2,11.0,11.0,individual,gas,25802,81.52,65,2.0,1.0,corridor,0
-1576568,1237,1,201807,21~31,1991,84.45,11,37.53376893401568,127.06444940352242,1121510500,81.0,158,2,11.0,7.0,individual,gas,26070,102.96,125,3.0,2.0,stairway,0
-1576716,9275,1,201807,21~31,2006,124.67,3,37.483524593491346,126.99194074218285,1165010100,218.0,161,2,13.0,10.0,individual,gas,40182,156.43,45,4.0,2.0,stairway,0
-1576728,2864,1,201807,21~31,1997,59.95,3,37.5190939,126.88523,1156012400,330.0,304,2,20.0,9.0,individual,gas,6002,77.98,123,3.0,1.0,stairway,0
-1576809,13683,0,201807,21~31,2004,46.78,13,35.15684524536018,129.05047303437894,2623010400,66.0,130,1,15.0,15.0,individual,gas,45949,62.15,39,2.0,1.0,stairway,0
-1576836,1313,1,201807,21~31,1981,76.93,1,37.511351082452435,127.01055059718227,1165010600,,286,2,12.0,12.0,district,cogeneration,3564,81.28,286,3.0,1.0,corridor,0
-1576853,21578,1,201807,21~31,2011,114.85,11,37.484968200000004,126.838811,1153011100,,526,9,13.0,12.0,individual,gas,18693,143.54,5,4.0,2.0,stairway,0
-1576899,37242,1,201807,21~31,2017,148.8269,36,37.527473449706996,126.96521759033199,1117012500,1084.0,151,1,39.0,38.0,individual,gas,153323,188.93,11,3.0,2.0,stairway,0
-1576937,2263,1,201807,21~31,1999,84.96,12,37.55461156744604,126.86416183082494,1150010200,351.0,339,5,19.0,13.0,individual,gas,4386,107.56,210,3.0,2.0,stairway,0
-1576952,33932,1,201807,21~31,2004,84.93,3,37.574706,126.810272,1150010900,179.0,158,2,14.0,8.0,individual,gas,144723,106.83,61,3.0,2.0,stairway,0
-1577001,37181,1,201807,21~31,2018,84.98,11,37.5553154,126.965782,1114017400,235.0,199,4,14.0,11.0,individual,gas,153106,113.02,36,3.0,2.0,stairway,0
-1577037,5008,1,201807,21~31,1984,84.69,11,37.50023454094391,127.0691386828015,1168010600,498.0,476,6,14.0,14.0,district,cogeneration,8373,102.48,224,3.0,1.0,stairway,0
-1577054,4253,1,201807,21~31,2003,59.72,11,37.49400562782152,126.95941311826236,1159010200,206.0,194,2,15.0,6.0,individual,gas,31448,72.99,91,3.0,1.0,corridor,0
-1577148,878,1,201807,21~31,1995,58.2,6,37.52167642145599,126.96836194713829,1117012900,258.0,243,2,20.0,16.0,district,cogeneration,2327,80.88,153,2.0,1.0,corridor,0
-1577259,12126,1,201807,21~31,2006,134.77,12,37.539140855323375,126.8717074960287,1147010200,546.0,276,8,15.0,7.0,individual,gas,12919,155.88,166,4.0,2.0,stairway,0
-1577320,8992,1,201807,21~31,2003,114.49799999999999,11,37.510358052327156,127.03765047385485,1168010800,239.0,160,4,23.0,11.0,individual,gas,39667,136.29,68,4.0,2.0,stairway,0
-1577440,12134,1,201807,21~31,2007,138.16,14,37.50069931669681,127.04753427154562,1168010100,665.0,288,5,24.0,14.0,district,cogeneration,12935,158.68,28,4.0,2.0,stairway,0
-1577522,22630,1,201807,21~31,2015,84.03,36,37.53778286751133,126.96889824739223,1117012200,289.0,232,2,39.0,39.0,individual,gas,95661,114.39,60,3.0,2.0,stairway,0
-1577525,27023,0,201807,21~31,1984,49.23,3,35.21077685812395,129.1236912004197,2635010300,,100,2,5.0,5.0,individual,gas,58723,56.17,25,2.0,1.0,stairway,0
-1577625,1007,1,201807,21~31,1993,84.66,4,37.5425978268436,126.98939521342702,1117013000,,130,8,5.0,5.0,individual,gas,26020,106.65,65,4.0,2.0,stairway,0
-1577673,280,1,201807,21~31,1992,110.2,11,37.52476317270349,127.05611551013723,1168010400,216.0,177,1,15.0,12.0,individual,gas,25704,136.11,12,4.0,2.0,stairway,0
-1577674,11223,1,201807,21~31,2006,84.97,9,37.521401636648676,127.045389036032,1168010400,217.0,142,3,15.0,7.0,individual,gas,43883,103.39,33,3.0,2.0,stairway,0
-1577675,16747,1,201807,21~31,2007,101.38,23,37.5161513245566,127.04343577093805,1168010500,533.0,275,8,24.0,9.0,individual,gas,13899,136.24,44,3.0,2.0,stairway,0
-1577707,1144,1,201807,21~31,1997,126.65,9,37.509168007786016,126.89534312973781,1156011800,,200,1,19.0,12.0,individual,gas,3128,160.85,35,4.0,2.0,stairway,0
-1577743,922,1,201807,21~31,1988,62.24,2,37.522540728792684,126.82897522984273,1147010300,44.0,110,2,5.0,5.0,individual,gas,25977,84.73,55,2.0,1.0,stairway,0
-1577760,6627,1,201807,21~31,2004,84.99600000000001,3,37.62496090961401,127.08103501910635,1135010300,245.0,198,2,18.0,6.0,individual,gas,34913,109.36,70,3.0,2.0,stairway,0
-1577799,9035,0,201807,21~31,2004,84.5689,15,35.238556792026365,129.21083920043256,2671025026,270.0,239,3,20.0,20.0,individual,gas,39739,110.66,199,3.0,2.0,stairway,0
-1577835,4020,1,201807,21~31,1998,84.79,15,37.49470600746026,127.15331151413936,1171011400,201.0,199,1,18.0,9.0,individual,gas,31199,111.69,36,3.0,2.0,stairway,0
-1577856,4274,1,201807,21~31,1999,114.87,17,37.476152103516256,126.9520788090125,1162010100,293.0,254,3,18.0,16.0,individual,gas,7636,144.26,16,4.0,2.0,stairway,0
-1577913,6331,1,201807,21~31,2003,84.65899999999999,22,37.61720712099244,127.06644236035952,1135010200,151.0,132,1,23.0,23.0,individual,gas,34458,110.08,132,3.0,2.0,stairway,0
-1577945,20572,0,201807,21~31,2011,84.88,24,35.21367908527677,129.03555821570043,2632010300,220.0,216,2,27.0,27.0,individual,gas,54822,115.02,108,3.0,2.0,stairway,0
-1577979,22452,1,201807,21~31,2012,84.73,7,37.46280684754289,127.02170696866864,1165010300,41.0,133,8,7.0,5.0,individual,gas,56213,112.2,12,3.0,2.0,stairway,0
-1578055,18722,0,201807,21~31,2012,144.06,37,35.139955269445146,129.1064775151848,2650010500,832.0,299,2,42.0,41.0,individual,gas,94977,185.41,152,3.0,2.0,stairway,0
-1578057,36027,0,201807,21~31,2016,59.86,26,35.181228637695305,129.075942993164,2647010200,418.0,216,2,33.0,33.0,individual,,150256,86.15,62,3.0,2.0,stairway,0
-1578062,14201,0,201807,21~31,1995,63.06,2,35.10435000715421,129.01091663214925,2614011600,43.0,101,1,12.0,6.0,individual,gas,46229,83.25,11,3.0,1.0,corridor,0
-1578165,19999,0,201807,21~31,2012,84.9077,10,35.165937169400436,129.16997114139707,2635010600,459.0,306,3,28.0,25.0,district,cogeneration,54183,108.09,51,3.0,2.0,stairway,0
-1578170,11215,0,201807,21~31,1999,58.83,4,35.116470514479104,129.10837754359596,2629010700,121.0,157,1,19.0,7.0,individual,gas,43873,75.74,45,3.0,1.0,stairway,0
-1578282,2909,1,201807,21~31,1982,87.67,11,37.53973948293765,127.01415727957529,1120011300,520.0,535,8,14.0,12.0,central,gas,6181,92.56,137,2.0,1.0,corridor,0
-1578316,18545,0,201807,21~31,2010,84.9564,19,35.18769131298307,129.07137106626922,2647010100,754.0,478,6,27.0,18.0,individual,gas,52263,116.92,63,3.0,2.0,stairway,0
-1578317,9349,0,201807,21~31,1994,75.33,22,35.1719972811473,129.09209724075785,2647010200,223.0,478,3,22.0,8.0,individual,gas,40497,93.73,214,3.0,1.0,stairway,0
-1578335,8452,1,201807,21~31,2002,84.43,4,37.54705460980307,127.14443371210072,1174010100,116.0,103,1,15.0,8.0,individual,gas,38534,103.79,46,3.0,2.0,stairway,0
-1578395,1293,1,201807,21~31,1983,104.74,12,37.508789074508755,127.0022846781649,1165010600,,178,1,12.0,12.0,district,cogeneration,26101,113.7,154,3.0,1.0,corridor,0
-1578400,6309,1,201807,21~31,2003,136.25,21,37.49107140101897,127.00857117282725,1165010800,351.0,174,2,25.0,25.0,central,gas,93522,171.9,174,4.0,2.0,stairway,0
-1578410,4135,1,201807,21~31,1983,84.71,15,37.5164251,126.89279499999999,1156012100,189.0,270,2,15.0,15.0,individual,gas,7391,102.87,210,3.0,1.0,stairway,0
-1578474,836,1,201807,21~31,1997,59.91,10,37.64854115998874,127.0263025544828,1132010500,71.0,103,1,16.0,10.0,individual,gas,25941,83.91,80,3.0,1.0,corridor,0
-1578535,1628,1,201807,21~31,1999,107.22,8,37.52241948221924,127.0505345067522,1168010400,554.0,391,8,15.0,5.0,district,cogeneration,4169,132.18,230,4.0,2.0,stairway,0
-1578556,5296,1,201807,21~31,1984,60.48,8,37.496365086165746,126.9111927725378,1156013200,,384,2,12.0,12.0,individual,gas,8607,83.19,204,2.0,1.0,corridor,0
-1578572,9058,1,201807,21~31,2004,59.955,5,37.55865391765445,126.89873720687471,1144012300,190.0,210,2,15.0,15.0,individual,gas,11614,80.51,90,3.0,2.0,stairway,0
-1578573,4303,1,201807,21~31,1997,59.79,3,37.558916290183674,126.90215937149284,1144012300,109.0,105,1,10.0,10.0,individual,gas,31531,80.97,36,3.0,1.0,corridor,0
-1578678,12419,0,201807,21~31,2004,84.044,4,35.1122567559657,128.96222410830012,2638010300,115.0,110,1,15.0,11.0,individual,gas,45700,105.74,102,3.0,2.0,stairway,0
-1578698,802,1,201807,21~31,1999,59.64,14,37.5122216106782,126.95306920556816,1159010400,164.0,161,2,17.0,9.0,individual,gas,25933,85.27,81,3.0,1.0,corridor,0
-1578701,496,1,201807,21~31,1977,146.68,5,37.52493718404563,126.93209650151724,1156011000,,873,10,15.0,15.0,district,cogeneration,1297,165.29,120,4.0,2.0,stairway,0
-1578757,5040,1,201807,21~31,2001,84.71,16,37.50002597088506,127.14439283864193,1171011400,141.0,134,2,20.0,6.0,individual,gas,32738,109.06,74,3.0,2.0,stairway,0
-1578809,14250,1,201807,21~31,2007,126.3,30,37.53675563488441,126.9685501871188,1117012200,392.0,208,2,32.0,30.0,individual,gas,94202,153.27,104,4.0,2.0,stairway,0
-1578814,16097,0,201807,21~31,2010,151.46,24,35.162239167240024,129.16854729019354,2635010600,233.0,104,1,30.0,30.0,individual,gas,166425,175.0,26,4.0,2.0,stairway,0
-1578836,4396,1,201807,21~31,1978,46.12,3,37.514517528052565,126.92536449766241,1156013200,,164,6,5.0,3.0,individual,gas,31652,54.97,24,2.0,1.0,stairway,0
-1578852,6380,1,201807,21~31,2004,143.86,11,37.544950035674795,127.10300498379408,1121510400,277.0,119,2,21.0,18.0,individual,gas,34517,180.11,77,4.0,2.0,stairway,0
-1578867,1330,1,201807,21~31,1986,84.93,11,37.52519330216367,126.90169661832635,1156011300,473.0,338,3,14.0,12.0,individual,gas,146873,101.2,208,3.0,1.0,stairway,0
-1578884,7170,1,201807,21~31,1974,65.16,-1,37.53455022005179,127.00907849583145,1117013100,16.0,129,2,6.0,1.0,individual,gas,147710,65.49,1,1.0,1.0,corridor,0
-1578893,5552,0,201807,21~31,1979,44.05,1,35.19822249329135,129.08238418598012,2626010600,,116,5,5.0,3.0,individual,gas,33567,50.29,6,2.0,1.0,stairway,0
-1578916,18438,1,201807,21~31,2009,200.165,3,37.60997971216521,126.97739864484936,1111018300,375.0,112,6,11.0,5.0,individual,gas,52221,230.48,5,4.0,2.0,stairway,0
-1578945,5329,0,201808,11~20,1994,84.83,8,35.089171027724774,129.06787602659674,2620012000,225.0,299,1,24.0,14.0,individual,gas,33226,119.01,1,3.0,2.0,corridor,0
-1579017,9327,0,201808,11~20,1982,44.23,2,35.09892195540092,128.97669445276446,2638010200,,265,9,5.0,5.0,individual,gas,40394,50.35,55,2.0,1.0,stairway,0
-1579018,9177,0,201808,11~20,1992,77.425,10,35.071918571785986,128.97072861489497,2638010500,219.0,447,5,15.0,12.0,individual,gas,39920,92.79,114,3.0,1.0,stairway,0
-1579043,36935,0,201808,11~20,2017,59.9268,3,35.3289612,129.18158300000002,2671025628,294.0,258,5,10.0,10.0,district,cogeneration,152084,80.09,70,3.0,2.0,stairway,0
-1579051,10636,0,201808,11~20,2004,84.3657,13,35.207776731547476,129.09979163222005,2626010100,223.0,221,3,23.0,13.0,individual,gas,43199,112.4,1,0.0,0.0,stairway,0
-1579052,1110,0,201808,11~20,1994,59.9,3,35.194987722833744,129.0964587803868,2626010400,191.0,330,2,23.0,13.0,individual,gas,26021,85.02,205,3.0,1.0,corridor,0
-1579090,17889,0,201808,11~20,2008,84.8273,2,35.32520901281945,129.17203038732183,2671025628,642.0,455,8,20.0,17.0,district,cogeneration,51325,113.84,102,3.0,2.0,stairway,0
-1579114,11100,0,201808,11~20,2001,58.66,11,35.125793962580005,129.03662378286998,2617010200,155.0,292,2,18.0,14.0,individual,gas,43717,75.92,180,3.0,1.0,stairway,0
-1579181,7124,1,201808,11~20,2002,58.93,4,37.55799082657449,126.85402860818895,1150010200,103.0,101,1,15.0,15.0,individual,gas,35857,75.25,28,3.0,1.0,corridor,0
-1579267,5671,0,201808,11~20,1997,76.2,12,35.164527696761134,129.05063080493255,2623010800,976.0,546,4,25.0,25.0,individual,gas,33811,100.28,441,3.0,2.0,corridor,0
-1579269,27642,0,201808,11~20,2008,84.99,20,35.16827100326061,129.04968004667887,2623010800,325.0,248,2,37.0,37.0,individual,gas,95763,107.06,125,3.0,2.0,,0
-1579586,7664,1,201808,11~20,2004,84.9,10,37.53443246180657,127.12640628867823,1174010800,184.0,151,2,13.0,4.0,individual,gas,36838,105.89,34,3.0,2.0,stairway,0
-1579711,26975,0,201808,11~20,1986,62.438,4,35.166143177498284,129.0620581585583,2623010500,,110,2,6.0,6.0,individual,gas,58703,71.48,55,3.0,1.0,stairway,0
-1579803,4250,1,201808,11~20,1991,81.9,6,37.50039531167005,127.0020853836122,1165010700,224.0,224,1,15.0,9.0,district,cogeneration,147399,96.28,139,3.0,1.0,corridor,0
-1579804,5035,1,201808,11~20,1999,59.52,14,37.48794674926806,127.0079557071318,1165010800,360.0,264,2,18.0,7.0,individual,gas,8404,84.96,84,2.0,1.0,stairway,0
-1579839,62,1,201808,11~20,1991,84.29,6,37.56808541374055,126.82235127201882,1150010900,140.0,140,1,10.0,10.0,individual,gas,25552,104.53,90,3.0,2.0,stairway,0
-1579853,26672,1,201808,11~20,2001,84.73,8,37.615847858393,127.06745147307085,1135010200,163.0,138,2,22.0,11.0,individual,gas,58548,112.0,14,3.0,2.0,stairway,0
-1579878,5054,1,201808,11~20,1999,59.92,3,37.58018968077222,127.03575196991646,1123010300,316.0,261,3,25.0,23.0,individual,gas,8427,85.97,92,3.0,1.0,corridor,0
-1579929,22010,1,201808,11~20,2012,76.6408,6,37.543276663496,126.82795474161408,1147010300,146.0,134,3,12.0,7.0,individual,gas,55735,96.67,20,3.0,2.0,stairway,0
-1579971,3566,0,201808,11~20,2000,59.69,8,35.08815495716131,128.99602911469034,2638010800,303.0,299,2,23.0,19.0,individual,gas,30402,79.14,130,3.0,1.0,stairway,0
-1579978,37459,0,201808,11~20,2018,59.6915,10,35.1998062133789,128.999435424805,2632010500,191.0,190,3,20.0,20.0,individual,gas,154443,82.9,38,3.0,2.0,stairway,0
-1580063,1586,0,201808,11~20,1993,59.86,18,35.134740088130265,128.97748551159822,2653010800,,208,2,20.0,18.0,individual,gas,146948,79.9,90,3.0,1.0,corridor,0
-1580089,6308,1,201808,11~20,2003,194.92,12,37.48642971569626,126.99905021903616,1165010100,378.0,136,3,13.0,10.0,individual,gas,34442,218.51,65,5.0,2.0,stairway,0
-1580214,22437,1,201808,11~20,2007,84.71,10,37.59501415876002,127.07787729683365,1126010300,105.0,111,2,15.0,15.0,individual,gas,56188,110.15,27,3.0,2.0,stairway,0
-1580245,5380,0,201808,11~20,1998,59.54,19,35.12419952736762,128.97308444689006,2653010800,319.0,358,2,24.0,21.0,individual,gas,33300,78.58,168,3.0,1.0,stairway,0
-1580256,12259,0,201808,11~20,1985,84.45,10,35.16269789909925,129.1670846435385,2635010600,,114,1,13.0,6.0,individual,gas,45517,113.5,12,3.0,2.0,stairway,0
-1580398,17763,0,201808,11~20,2006,59.5955,3,35.108353946422966,128.96059519630353,2638010300,87.0,114,1,15.0,10.0,individual,gas,166468,77.34,104,3.0,1.0,stairway,0
-1580403,12103,0,201808,11~20,1993,84.52,7,35.210201285137586,129.0163527156129,2632010400,99.0,173,2,15.0,12.0,individual,gas,45310,102.74,173,3.0,2.0,stairway,0
-1580413,18951,1,201808,11~20,2009,84.98,7,37.54963351613407,127.12357115676716,1174010700,144.0,127,3,16.0,11.0,individual,gas,52941,105.82,41,3.0,2.0,stairway,0
-1580418,915,1,201808,11~20,1987,79.61,4,37.48818282679128,127.0623884956998,1168010300,138.0,261,3,9.0,9.0,district,cogeneration,2420,99.71,180,3.0,1.0,stairway,0
-1580440,6287,1,201808,11~20,2003,84.708,4,37.5546642857906,126.84275410477244,1150010600,178.0,157,3,15.0,12.0,individual,gas,34435,105.22,115,3.0,2.0,stairway,0
-1580452,18385,1,201808,11~20,2009,84.7,9,37.56753939165514,126.91449503493887,1144012500,366.0,320,5,25.0,18.0,individual,gas,15156,107.9,142,3.0,2.0,stairway,0
-1580554,3602,0,201808,11~20,1994,59.63,8,35.197521770422114,129.13399924661906,2635010300,248.0,298,6,20.0,13.0,individual,gas,30561,78.17,66,3.0,1.0,stairway,0
-1580557,7519,0,201808,11~20,2005,107.0414,4,35.13646260893479,129.0864702478437,2629010600,683.0,417,3,25.0,9.0,individual,gas,147725,134.92,20,4.0,2.0,stairway,0
-1580698,3550,0,201808,11~20,1994,84.315,6,35.172533220129395,128.9901659222069,2653010300,342.0,420,3,15.0,15.0,individual,gas,30326,101.36,390,3.0,2.0,stairway,0
-1580706,5690,0,201808,11~20,2001,59.9358,12,35.22821492248043,129.01064819045737,2632010200,840.0,743,8,22.0,19.0,individual,gas,147506,80.67,212,3.0,2.0,stairway,0
-1580871,11043,0,201808,11~20,2006,84.925,30,35.137742896861866,129.06898996202654,2629010900,250.0,250,3,35.0,21.0,individual,gas,43556,116.74,68,3.0,2.0,stairway,0
-1580873,9983,0,201808,11~20,1986,46.35,2,35.16654709656536,129.04461496359966,2623010800,,198,3,6.0,5.0,individual,gas,42201,57.39,30,2.0,1.0,stairway,0
-1580961,4172,1,201808,11~20,2001,84.86,11,37.55268800939353,126.9321392332497,1144011400,258.0,239,3,19.0,11.0,individual,gas,7471,110.52,163,3.0,2.0,stairway,0
-1581062,20712,0,201808,11~20,1988,56.79,3,35.192836264979604,129.13213342298894,2635010400,,126,2,6.0,6.0,individual,gas,55017,69.27,66,2.0,1.0,stairway,0
-1581094,18295,1,201808,11~20,2007,60.12,4,37.48314995458973,126.99528296075356,1165010100,191.0,116,2,10.0,10.0,individual,gas,94571,78.6,30,1.0,1.0,stairway,0
-1581096,6231,1,201808,11~20,2002,39.1,8,37.4790341591151,127.04150133642806,1165010200,175.0,175,1,9.0,6.0,individual,gas,34408,53.16,87,1.0,1.0,corridor,0
-1581113,4398,1,201808,11~20,1996,59.85,12,37.52305627830748,126.88216963263064,1156012600,118.0,114,1,23.0,23.0,district,cogeneration,31658,79.98,46,2.0,1.0,corridor,0
-1581172,11094,1,201808,11~20,2005,84.95700000000001,15,37.620724085341976,127.06066407610798,1135010200,130.0,115,1,15.0,15.0,individual,gas,43700,107.07,77,3.0,2.0,stairway,0
-1581228,17522,1,201808,11~20,2009,161.36,40,37.525856018066406,126.87127685546876,1147010200,551.0,258,2,48.0,33.0,district,cogeneration,14322,201.28,18,4.0,2.0,stairway,0
-1581236,13946,0,201808,11~20,2001,84.745,5,35.10159730647867,128.9715657153487,2638010300,,162,1,21.0,19.0,individual,gas,46089,106.52,63,3.0,1.0,stairway,0
-1581240,9268,0,201808,11~20,1982,47.11,1,35.20889354518749,129.10169574911458,2626010100,170.0,220,4,5.0,5.0,individual,gas,40153,53.19,139,3.0,1.0,stairway,0
-1581301,2861,1,201808,11~20,1991,84.55,5,37.5161514,126.88444199999999,1156012300,,166,2,12.0,11.0,individual,gas,28434,94.42,84,3.0,2.0,stairway,0
-1581434,10251,1,201808,11~20,2005,112.874,15,37.57831105367653,127.04852545642231,1123010400,446.0,385,6,19.0,16.0,individual,gas,12114,132.95,97,4.0,2.0,stairway,0
-1581470,9414,0,201808,11~20,1998,84.9,8,35.165338818358705,129.17157935833484,2635010600,402.0,384,3,27.0,19.0,district,cogeneration,40774,106.81,211,3.0,2.0,stairway,0
-1581478,12418,0,201808,11~20,1983,58.56,1,35.1477057,129.032018,2623011000,,185,4,5.0,5.0,individual,gas,45694,65.19,60,2.0,1.0,stairway,0
-1581525,9075,1,201808,11~20,2004,84.58,15,37.47073700720545,126.92731173534055,1162010200,140.0,124,2,16.0,15.0,individual,gas,39791,111.08,124,3.0,2.0,stairway,0
-1581567,16700,1,201808,11~20,2005,84.97,7,37.55256754308422,126.86683180058493,1150010100,115.0,102,2,15.0,10.0,individual,gas,49408,104.5,56,3.0,2.0,stairway,0
-1581600,9054,1,201808,11~20,2004,59.97,4,37.54829724312373,126.95191497165764,1144010200,687.0,616,10,20.0,13.0,individual,gas,11606,80.1,281,3.0,2.0,stairway,0
-1581664,10989,1,201808,11~20,2005,59.958999999999996,3,37.61361751364711,127.0783089646747,1126010400,140.0,118,1,14.0,14.0,individual,gas,156114,79.15,70,3.0,2.0,stairway,0
-1581685,7673,1,201808,11~20,2004,80.89,7,37.546619672957455,127.05973037782698,1120011500,139.0,130,2,12.0,9.0,individual,gas,36846,99.98,101,3.0,2.0,stairway,0
-1581692,24782,1,201808,11~20,2013,59.92,6,37.44875379999999,127.056777,1165011100,,310,10,7.0,6.0,individual,gas,19782,87.89,6,3.0,2.0,stairway,0
-1581694,25282,1,201808,11~20,2014,59.96,2,37.454976949613844,127.0589612077882,1165011100,603.0,482,8,19.0,9.0,individual,gas,19969,82.11,12,3.0,2.0,stairway,0
-1581766,33323,1,201808,11~20,2016,124.5802,11,37.481300354003906,127.09500122070312,1168011500,852.0,400,10,12.0,10.0,district,cogeneration,91905,154.0,54,4.0,2.0,stairway,0
-1581866,15221,1,201808,11~20,2007,59.58,13,37.54194539356191,126.95709692971701,1144010300,144.0,128,3,13.0,10.0,individual,gas,47539,82.02,13,3.0,2.0,stairway,0
-1581993,726,1,201808,11~20,1993,37.74,2,37.49657945369597,126.92400724658256,1159010900,170.0,171,1,14.0,9.0,individual,gas,25901,56.99,31,2.0,1.0,corridor,0
-1582026,20096,0,201808,11~20,2010,84.9891,16,35.072917811832966,129.01628351561726,2614012400,382.0,239,3,25.0,19.0,individual,gas,54315,110.71,68,3.0,2.0,stairway,0
-1582067,597,1,201808,11~20,1981,147.74,4,37.51752547031123,127.04997919996836,1168010500,500.0,478,4,12.0,11.0,district,cogeneration,1593,159.71,72,5.0,2.0,corridor,0
-1582109,3711,1,201808,11~20,1996,84.91,13,37.521638478942464,126.8881175658398,1156012500,208.0,165,2,19.0,15.0,central,gas,30796,107.63,38,3.0,2.0,stairway,0
-1582240,4479,1,201808,11~20,1991,84.98,1,37.61459055987945,126.90678461737473,1138010500,170.0,208,2,13.0,6.0,individual,gas,7864,113.86,70,3.0,2.0,stairway,0
-1582245,4466,1,201808,11~20,1998,59.82,11,37.599212848857654,126.92223156668017,1138010700,299.0,299,5,21.0,13.0,individual,gas,7858,83.31,108,3.0,1.0,stairway,0
-1582392,22383,0,201808,11~20,2014,59.952,12,35.248947971315104,129.01395044501143,2632010100,529.0,470,5,25.0,16.0,individual,gas,56141,83.31,31,3.0,2.0,stairway,0
-1582433,8998,1,201808,11~20,2004,25.89,4,37.48647902290756,127.033527289558,1168011800,123.0,155,1,15.0,15.0,individual,gas,156006,36.0,96,1.0,1.0,corridor,0
-1582454,4364,1,201808,11~20,2000,59.93,22,37.50917096146392,126.89873170371632,1156011800,405.0,346,5,24.0,13.0,individual,gas,7751,84.03,98,3.0,1.0,corridor,0
-1582483,12127,1,201808,11~20,2004,59.9,3,37.55073989226885,126.87638175020685,1150010100,113.0,105,1,15.0,15.0,individual,gas,45332,82.29,42,3.0,2.0,stairway,0
-1582486,3688,1,201808,11~20,2000,117.83,11,37.54047939622499,126.8633682625169,1150010200,206.0,168,3,17.0,16.0,individual,gas,30787,146.71,34,4.0,2.0,stairway,0
-1582606,4117,1,201808,11~20,1993,84.55,12,37.52811750248979,127.08240538230562,1121510500,159.0,184,2,18.0,12.0,individual,gas,31307,106.17,108,3.0,1.0,stairway,0
-1582676,7778,1,201808,11~20,1999,59.74,2,37.48893545002151,126.91880006812028,1162010200,222.0,201,3,24.0,18.0,individual,gas,11216,86.05,108,3.0,1.0,corridor,0
-1582689,567,1,201808,11~20,1998,84.92,13,37.528321027490406,126.89277768744076,1156012700,221.0,213,1,24.0,18.0,individual,gas,1484,109.12,122,3.0,2.0,stairway,0
-1583081,5236,1,201808,11~20,2001,84.89,14,37.49345229050453,127.01995179065331,1165010800,476.0,299,3,16.0,16.0,district,cogeneration,8510,108.06,16,3.0,2.0,stairway,0
-1583082,4475,1,201808,11~20,1998,59.75,4,37.46799635145955,126.96259686437513,1162010100,113.0,216,3,7.0,6.0,individual,gas,7860,86.7,99,3.0,1.0,corridor,0
-1583083,18700,1,201808,11~20,2010,108.905,17,37.48271551489836,126.9532278657489,1162010100,248.0,108,2,20.0,18.0,individual,gas,94952,144.36,22,4.0,2.0,,0
-1583147,6592,1,201808,11~20,2001,84.83,8,37.628953732928906,126.91340063318627,1138010400,131.0,140,1,17.0,8.0,individual,gas,34860,105.0,9,3.0,2.0,stairway,0
-1583202,24555,1,201808,11~20,2015,59.98,6,37.579095508833426,127.03064345042549,1123010200,262.0,311,5,20.0,13.0,individual,gas,19663,85.97,28,3.0,2.0,stairway,0
-1583218,4055,1,201808,11~20,2000,59.67,1,37.53525040284422,127.0570058812725,1120011500,142.0,141,2,19.0,5.0,individual,gas,31226,82.91,58,3.0,1.0,corridor,0
-1583220,4402,1,201808,11~20,1981,69.95,4,37.48735993194948,126.90366841388284,1156013300,,110,3,5.0,5.0,central,gas,31675,83.17,19,3.0,2.0,stairway,0
-1583228,5691,0,201808,11~20,1994,84.99,1,35.173064974743745,128.9909295918315,2653010300,156.0,273,1,21.0,21.0,individual,gas,33854,104.44,231,3.0,2.0,stairway,0
-1583231,9178,0,201808,11~20,2002,59.958999999999996,14,35.075446257754656,128.98319193374917,2638010500,193.0,261,1,20.0,12.0,individual,gas,39925,79.33,2,3.0,1.0,stairway,0
-1583234,550,0,201808,11~20,1985,111.12,6,35.196760841985714,129.11780637763516,2635010300,,315,3,15.0,15.0,individual,gas,25825,129.54,60,4.0,2.0,stairway,0
-1583235,9858,0,201808,11~20,2005,169.1829,21,35.1585954556551,129.1505296100409,2635010500,1086.0,390,4,38.0,34.0,individual,gas,93854,208.79,132,4.0,2.0,stairway,0
-1583244,17496,0,201808,11~20,2006,71.225,16,35.08056194491178,129.0120339235725,2614012400,,180,2,19.0,7.0,individual,gas,50691,96.41,72,3.0,2.0,stairway,0
-1583305,2853,1,201808,11~20,1999,59.4,9,37.5280475,126.902649,1156011400,294.0,265,2,20.0,17.0,individual,gas,5979,83.18,111,2.0,1.0,corridor,0
-1583316,16996,1,201808,11~20,2005,84.87,9,37.49567444985581,126.90369844513664,1156013300,181.0,157,2,14.0,12.0,individual,gas,49829,103.03,130,3.0,2.0,stairway,0
-1583441,1241,1,201808,11~20,1997,59.46,6,37.53325990991661,127.06600576920131,1121510500,137.0,140,1,18.0,18.0,individual,gas,26073,80.29,56,3.0,1.0,corridor,0
-1583548,4089,1,201808,11~20,2005,59.76,14,37.48875089144414,127.04076495479731,1168011800,389.0,348,4,22.0,20.0,individual,gas,7277,81.86,80,3.0,1.0,corridor,0
-1583549,3987,1,201808,11~20,1998,59.78,11,37.47500517942884,126.95946409405151,1162010100,142.0,122,2,16.0,15.0,individual,gas,31141,85.12,60,2.0,1.0,corridor,0
-1583560,14824,1,201808,11~20,2007,84.45,8,37.48600365117446,126.90225001530679,1156013300,407.0,249,2,24.0,21.0,individual,gas,94229,112.4,21,3.0,2.0,stairway,0
-1583625,4377,1,201808,11~20,2007,57.86,1,37.54948538631562,126.92828549676395,1144011400,72.0,120,4,5.0,5.0,individual,gas,31629,64.65,90,3.0,1.0,stairway,0
-1583641,36917,1,201808,11~20,2018,59.98,10,37.5899783,126.921925,1138010700,1170.0,963,13,18.0,15.0,individual,gas,151845,80.48,133,3.0,2.0,stairway,0
-1583643,18702,1,201808,11~20,2009,135.58,8,37.57876843583804,126.89955677272556,1138011000,208.0,115,2,19.0,14.0,individual,gas,94960,161.92,24,4.0,2.0,,0
-1583644,7178,1,201808,11~20,2002,80.931,5,37.58628145385709,126.91148459365931,1138011000,131.0,119,1,18.0,15.0,individual,gas,35914,102.06,83,3.0,2.0,stairway,0
-1583694,19634,1,201808,11~20,2010,84.97,3,37.60177053301846,127.03478840073997,1129013500,454.0,393,6,20.0,14.0,individual,gas,16995,108.16,134,3.0,2.0,stairway,0
-1583726,7660,0,201808,11~20,1994,75.18,12,35.090558191082714,128.99653502992123,2638010800,142.0,200,1,20.0,20.0,individual,gas,36833,94.84,20,3.0,2.0,mixed,0
-1583788,33,1,201808,11~20,1986,70.89,9,37.485969633306745,127.04758373304793,1168011800,144.0,181,4,9.0,9.0,district,cogeneration,25525,89.79,90,3.0,1.0,stairway,0
-1583798,2928,1,201808,11~20,1975,116.13,4,37.49520843549117,126.98712670007973,1165010100,1000.0,420,3,12.0,12.0,district,cogeneration,6248,125.62,144,3.0,1.0,corridor,0
-1583822,10013,1,201808,11~20,2004,84.51,2,37.47263452055611,126.9754549362888,1162010300,210.0,174,4,13.0,6.0,individual,gas,42257,104.23,106,3.0,2.0,stairway,0
-1583897,4465,1,201808,11~20,1999,84.73,11,37.50835948244382,126.86563458138953,1147010100,169.0,142,1,19.0,7.0,district,cogeneration,31749,108.67,50,3.0,2.0,stairway,0
-1583899,21599,1,201808,11~20,2011,114.98,13,37.51252061085087,126.83080330608186,1147010100,1484.0,1339,22,15.0,11.0,district,cogeneration,18707,156.97,78,4.0,2.0,stairway,0
-1584039,4056,1,201808,11~20,1999,59.83,12,37.54841171041083,127.05015371621315,1120011400,297.0,283,5,19.0,10.0,individual,gas,7213,82.64,96,3.0,1.0,corridor,0
-1584052,16084,0,201808,11~20,2008,125.8,28,35.19140456323625,129.06585802476812,2647010100,616.0,299,2,36.0,19.0,individual,gas,48441,159.61,130,4.0,2.0,stairway,0
-1584058,9399,0,201808,11~20,1992,84.87,4,35.17068729852095,129.1540614346162,2635010500,82.0,189,3,15.0,8.0,individual,gas,40739,103.24,173,3.0,2.0,stairway,0
-1584060,33479,0,201808,11~20,2015,84.9923,37,35.22489929199219,129.00900268554688,2632010200,487.0,422,2,37.0,37.0,individual,gas,92233,113.79,142,3.0,2.0,stairway,0
-1584188,4344,1,201808,11~20,1997,122.15,6,37.637849423113046,127.03567081419503,1132010700,191.0,183,1,19.0,8.0,individual,gas,31581,152.84,19,4.0,2.0,stairway,0
-1584259,6262,1,201808,11~20,2003,84.9673,18,37.54788290144932,127.04779506768926,1120011400,294.0,256,3,23.0,19.0,individual,gas,10149,107.92,211,3.0,2.0,stairway,0
-1584261,534,1,201808,11~20,1979,104.86,5,37.51846344921595,126.97603719329287,1117012900,,252,2,12.0,12.0,district,cogeneration,1391,113.09,136,3.0,1.0,corridor,0
-1584398,949,1,201808,11~20,1974,121.52,7,37.51875084482083,126.93520606275835,1156011000,360.0,360,4,12.0,12.0,district,cogeneration,2468,130.49,360,4.0,2.0,stairway,0
-1584399,185,1,201808,11~20,1975,95.5,10,37.522152186066776,126.9336827479694,1156011000,,576,4,12.0,12.0,central,gas,473,100.19,360,3.0,1.0,corridor,0
-1584405,2868,1,201808,11~20,1999,59.28,19,37.544482099999996,126.887827,1156013000,245.0,219,2,19.0,12.0,individual,gas,6009,85.85,95,3.0,1.0,corridor,0
-1584430,1400,1,201808,11~20,1995,84.47,16,37.555905705750135,126.85531833168034,1150010200,161.0,170,1,17.0,17.0,individual,gas,26155,109.08,17,3.0,2.0,stairway,0
-1584446,11024,1,201808,11~20,2006,83.07,17,37.56713085873276,126.84856855414381,1150010400,122.0,120,2,19.0,6.0,individual,gas,43531,106.44,70,3.0,2.0,stairway,0
-1584461,6322,1,201808,11~20,2003,84.52799999999999,7,37.57182119407358,126.82132814491888,1150010900,372.0,320,3,15.0,9.0,individual,gas,10309,102.76,84,3.0,2.0,stairway,0
-1584464,1120,1,201808,11~20,1994,84.96,10,37.57704475492528,126.8084328347476,1150010900,160.0,160,2,10.0,10.0,district,cogeneration,26038,105.86,140,3.0,2.0,stairway,0
-1584611,19732,1,201808,11~20,2011,84.89,4,37.5361874,126.966497,1117012300,1056.0,867,13,25.0,14.0,central,cogeneration,17193,109.27,277,4.0,2.0,stairway,0
-1584628,1595,0,201808,11~20,1993,84.78,4,35.17289267391066,129.03704741107504,2623010800,707.0,774,7,15.0,12.0,individual,gas,26554,100.8,216,3.0,1.0,stairway,0
-1584654,1620,1,201808,11~20,1987,140.9,3,37.52394617093275,127.01825397208096,1168011000,1093.0,911,9,17.0,15.0,district,gas,146979,163.56,272,4.0,2.0,stairway,0
-1584663,420,1,201808,11~20,1982,71.31,4,37.48250871378253,126.90343494844208,1162010200,300.0,280,2,10.0,10.0,individual,gas,1074,77.23,108,3.0,1.0,,0
-1584680,16401,1,201808,11~20,1992,79.91,7,37.49562813896592,126.90001199928138,1156013300,,120,1,15.0,15.0,central,gas,48913,95.53,120,3.0,2.0,stairway,0
-1584691,12067,1,201808,11~20,2001,76.32,14,37.528794697599004,126.84540143387964,1150010300,164.0,120,1,14.0,14.0,individual,gas,156026,95.0,36,0.0,0.0,corridor,0
-1584704,19632,1,201808,11~20,2009,84.4,11,37.57179518570927,126.81612562950205,1150010900,163.0,147,3,15.0,6.0,individual,gas,53746,113.4,10,3.0,2.0,stairway,0
-1584739,6705,1,201808,11~20,2004,114.74700000000001,9,37.67458711455663,127.05613746574562,1135010500,217.0,175,2,15.0,10.0,individual,gas,35028,138.92,27,4.0,2.0,stairway,0
-1584768,3730,1,201808,11~20,2001,84.96,5,37.56310197418445,127.02681124766829,1120010200,304.0,362,4,21.0,7.0,individual,gas,6615,110.73,111,3.0,2.0,stairway,0
-1584788,36993,0,201808,11~20,2017,67.7557,6,35.156057399999995,128.996657,2653010600,973.0,839,11,26.0,18.0,individual,gas,152323,94.62,216,3.0,2.0,stairway,0
-1584792,15940,0,201808,11~20,1988,63.81,2,35.209294109477995,129.03501830622142,2632010300,,277,6,6.0,5.0,individual,gas,48255,75.32,55,3.0,1.0,stairway,0
-1584849,1292,1,201808,11~20,1981,143.03,1,37.51710997209687,127.01373673858812,1165010600,180.0,180,3,12.0,12.0,district,cogeneration,26100,153.36,48,4.0,2.0,stairway,0
-1584876,3818,1,201808,11~20,1999,58.72,3,37.46745827036097,126.89500792154976,1154510200,212.0,214,2,20.0,8.0,individual,gas,6776,79.12,100,3.0,1.0,corridor,0
-1584878,5226,1,201808,11~20,2001,84.63,6,37.497037883538,126.87420862405108,1153010200,147.0,125,1,16.0,11.0,individual,gas,33029,113.35,114,3.0,2.0,stairway,0
-1584938,2774,1,201808,11~20,1989,84.06,7,37.61057133798696,126.90576126224971,1138010500,300.0,171,2,15.0,10.0,individual,gas,28416,107.72,116,3.0,1.0,stairway,0
-1585013,10956,1,201808,11~20,2005,143.049,3,37.549449243403025,127.0077857031039,1114016200,242.0,136,1,13.0,13.0,individual,gas,43438,165.69,77,4.0,2.0,stairway,0
-1585019,34249,0,201808,11~20,2015,84.98,31,35.18099975585937,129.07699584960938,2647010200,578.0,232,2,32.0,32.0,individual,gas,145033,110.37,29,3.0,2.0,stairway,0
-1585025,12485,0,201808,11~20,1984,84.9,1,35.19873069338241,129.08657337547407,2626010600,,180,3,5.0,5.0,individual,gas,45774,98.35,45,3.0,2.0,stairway,0
-1585034,1027,1,201808,11~20,1980,51.67,2,37.52707719447863,127.13879749416151,1174010600,959.0,1372,47,5.0,5.0,central,gas,2735,51.67,90,2.0,1.0,stairway,0
-1585055,3709,1,201808,11~20,1999,59.91,7,37.492683659232256,127.14217593372936,1171011300,285.0,257,3,18.0,5.0,individual,gas,6575,85.44,129,3.0,1.0,corridor,0
-1585066,4006,1,201808,11~20,1998,59.94,3,37.516146533419644,127.06220816257891,1168010500,134.0,112,1,12.0,9.0,individual,gas,31175,81.0,52,3.0,1.0,corridor,0
-1585113,2851,1,201808,11~20,1995,84.99,16,37.53425705241458,126.9057216037753,1156011700,329.0,348,4,20.0,17.0,individual,gas,20483,109.79,144,3.0,2.0,stairway,0
-1585129,206,1,201808,11~20,1993,131.4,4,37.56634846638711,126.85403041152964,1150010400,1200.0,540,6,15.0,15.0,district,cogeneration,514,154.17,540,4.0,2.0,stairway,0
-1585147,10030,1,201808,11~20,2004,92.448,11,37.55379288404938,126.92369568722685,1144012000,231.0,136,1,19.0,19.0,individual,gas,42272,115.73,136,3.0,2.0,stairway,0
-1585155,11074,1,201808,11~20,2004,84.781,6,37.60073977548421,126.92604396471985,1138010700,211.0,124,1,25.0,19.0,individual,gas,149946,109.12,57,3.0,2.0,stairway,0
-1585208,5020,1,201808,11~20,1999,113.24,16,37.56886493681501,127.08649352870772,1121510100,226.0,182,3,21.0,10.0,individual,gas,32712,139.9,40,4.0,2.0,stairway,0
-1585229,36674,0,201808,11~20,2016,84.9558,15,35.177516937255895,129.078018188477,2647010200,335.0,304,4,20.0,10.0,individual,gas,151160,110.0,198,3.0,2.0,stairway,0
-1585230,19346,0,201808,11~20,1976,47.24,4,35.15435548782845,129.03888053306412,2623011000,,130,1,5.0,5.0,individual,-,53390,56.69,65,3.0,1.0,stairway,0
-1585266,225,1,201808,11~20,1998,84.96,18,37.48739840115483,126.96772964483351,1159010700,128.0,120,1,19.0,11.0,individual,gas,25656,107.38,56,3.0,2.0,corridor,0
-1585317,5383,0,201808,11~20,1998,59.96,15,35.154491300497945,129.00178312498105,2653010600,239.0,232,3,15.0,13.0,individual,gas,33303,77.71,74,3.0,1.0,stairway,0
-1585382,5940,1,201808,11~20,2002,180.82,3,37.51723463512375,126.97681129708441,1117012900,608.0,244,6,18.0,12.0,individual,gas,9296,216.12,66,5.0,2.0,stairway,0
-1585389,9073,1,201808,11~20,2006,142.17,29,37.518001668968786,127.10440677525776,1171010200,589.0,384,2,39.0,17.0,individual,gas,93752,178.51,33,4.0,2.0,stairway,0
-1585394,12188,1,201808,11~20,2003,174.25,10,37.51542714936462,126.85960430936701,1147010100,462.0,295,2,23.0,22.0,district,cogeneration,94155,208.27,84,5.0,2.0,,0
-1585409,11059,0,201808,11~20,2006,84.5011,7,35.21470089920754,129.08479479142477,2626010700,333.0,284,4,24.0,19.0,individual,gas,43647,109.63,165,3.0,2.0,stairway,0
-1585450,9066,1,201808,11~20,2004,84.9287,8,37.590596665048,126.90387971912232,1138010900,224.0,228,3,24.0,10.0,individual,gas,11618,107.01,117,3.0,2.0,stairway,0
-1585519,5712,1,201808,11~20,2001,84.99,4,37.561200535335296,126.8557879850392,1150010400,132.0,114,2,19.0,19.0,individual,gas,33872,108.95,38,3.0,2.0,stairway,0
-1585583,5330,0,201808,1~10,1983,62.64,5,35.093372082352005,129.0629165900297,2620012000,245.0,245,6,5.0,5.0,individual,gas,33231,73.81,30,3.0,1.0,stairway,0
-1585600,1550,0,201808,1~10,1995,59.99,9,35.16952180638325,128.97970159887572,2653010100,215.0,431,2,23.0,15.0,individual,gas,26364,84.38,207,3.0,1.0,corridor,0
-1585612,9218,0,201808,1~10,1993,59.4,5,35.26450462079888,129.09048277245404,2641010400,105.0,144,3,8.0,8.0,individual,gas,39996,70.46,56,3.0,1.0,stairway,0
-1585646,9859,0,201808,1~10,2005,84.99,8,35.162789246527794,129.16822391587058,2635010600,289.0,228,2,34.0,34.0,individual,gas,93857,108.72,108,3.0,2.0,stairway,0
-1585675,12775,1,201808,1~10,2001,32.66,22,37.49868797117672,127.02504665090423,1165010800,128.0,125,1,23.0,23.0,individual,gas,166743,42.38,30,2.0,1.0,stairway,0
-1585691,13692,0,201808,1~10,1982,61.23,5,35.21242981053405,129.00849749116304,2632010400,100.0,100,2,5.0,5.0,individual,gas,45954,67.84,30,2.0,1.0,stairway,0
-1585698,5339,1,201808,1~10,2001,113.25,2,37.61669660999053,126.90849910221218,1138010400,215.0,110,2,14.0,8.0,individual,gas,33262,138.91,14,3.0,2.0,stairway,0
-1585717,17919,0,201808,1~10,2006,84.99,10,35.151288277430645,129.064606137816,2623010200,187.0,178,1,15.0,13.0,individual,gas,148006,98.23,15,3.0,2.0,stairway,0
-1585723,12551,0,201808,1~10,1976,73.09,4,35.19088640135201,129.07990921110687,2647010200,,128,3,5.0,5.0,individual,gas,45801,81.16,25,3.0,1.0,stairway,0
-1585737,16518,0,201808,1~10,1995,58.5,9,35.0913730749318,129.0568842108732,2620012000,,102,1,13.0,10.0,individual,gas,49132,90.71,56,3.0,1.0,corridor,0
-1585739,1435,1,201808,1~10,1986,84.87,2,37.48800349249797,127.06072393382408,1168010300,100.0,198,5,9.0,9.0,central,gas,26169,105.86,54,3.0,1.0,stairway,0
-1585767,14275,0,201808,1~10,2006,84.4977,5,35.18926936513368,129.09571027500098,2647010200,162.0,150,3,15.0,15.0,individual,gas,46259,106.78,120,3.0,2.0,stairway,0
-1585797,14254,0,201808,1~10,2006,84.96,8,35.13536593774516,129.08944802104978,2629010600,241.0,201,2,31.0,18.0,individual,gas,94205,106.83,30,3.0,2.0,stairway,0
-1585829,17255,0,201808,1~10,2001,49.6,22,35.21384728789045,129.0339153212083,2632010300,280.0,360,4,25.0,20.0,individual,gas,50202,64.48,48,2.0,1.0,stairway,0
-1585863,773,1,201808,1~10,1993,134.74,8,37.64975414404506,127.0784692739222,1135010600,690.0,468,7,15.0,14.0,individual,gas,2062,157.6,240,4.0,2.0,stairway,0
-1585886,9315,0,201808,1~10,1990,111.28,7,35.09912504729385,128.99991072308154,2638010100,,270,3,15.0,15.0,individual,gas,40343,125.32,60,4.0,2.0,stairway,0
-1585900,13668,0,201808,1~10,1990,84.0925,3,35.145904622676376,129.05454316053746,2623010400,,102,2,6.0,5.0,individual,gas,45917,99.12,24,3.0,2.0,stairway,0
-1585903,9461,0,201808,1~10,1982,43.085,1,35.169023608132925,129.0654232623825,2623010500,100.0,193,8,5.0,2.0,individual,-,40938,49.06,33,2.0,1.0,stairway,0
-1585922,11258,1,201808,1~10,2006,119.82,12,37.583814111764454,126.95096376287191,1141011100,243.0,123,2,15.0,13.0,individual,gas,43929,149.65,34,4.0,2.0,stairway,0
-1585937,9333,0,201808,1~10,1984,61.2,1,35.08194951106095,128.96768977014574,2638010500,,160,4,5.0,5.0,individual,-,40418,67.68,40,3.0,1.0,stairway,0
-1585954,20144,1,201808,1~10,2010,101.94,3,37.6272777,126.93401999999999,1138011400,236.0,126,3,18.0,13.0,district,cogeneration,54367,127.07,27,3.0,2.0,stairway,0
-1585970,5715,0,201808,1~10,1995,84.985,8,35.24880497802473,129.2153357230498,2671025021,612.0,1131,9,25.0,20.0,individual,gas,33876,108.1,505,3.0,2.0,corridor,0
-1585989,2852,1,201808,1~10,1997,84.87,8,37.5207215,126.896336,1156011100,551.0,461,4,23.0,21.0,individual,gas,5975,107.77,170,3.0,2.0,stairway,0
-1586014,19916,1,201808,1~10,2011,84.99,12,37.59034642868761,127.05293097377495,1123010800,257.0,190,5,17.0,7.0,individual,gas,54053,107.6,64,3.0,2.0,stairway,0
-1586026,8936,1,201808,1~10,2003,84.8,3,37.46372998116858,126.9320840726752,1162010200,111.0,109,1,15.0,12.0,individual,gas,39555,107.43,30,3.0,2.0,stairway,0
-1586040,50264,0,201808,1~10,2016,84.9735,5,35.09286757645128,128.9661802423692,2638010400,318.0,298,5,25.0,25.0,individual,gas,166697,111.3,298,3.0,2.0,stairway,0
-1586090,5720,0,201808,1~10,1995,52.23,5,35.12409850303607,129.08522463379109,2629011100,38.0,112,1,18.0,12.0,individual,gas,33893,64.5,54,3.0,1.0,stairway,0
-1586093,3584,0,201808,1~10,1988,84.93,14,35.164732612343386,129.10797244769637,2650010400,440.0,326,4,15.0,5.0,individual,gas,30482,102.1,118,3.0,1.0,stairway,0
-1586186,22130,0,201808,1~10,2013,84.9578,10,35.255503679858585,129.0919609808757,2641010700,316.0,299,4,29.0,20.0,individual,gas,95602,113.68,19,3.0,2.0,stairway,0
-1586192,9877,0,201808,1~10,2005,84.4568,7,35.08694811752097,129.06569297799945,2620012000,212.0,210,2,20.0,7.0,individual,gas,42053,108.13,152,3.0,2.0,stairway,0
-1586222,17495,0,201808,1~10,2007,59.9971,1,35.074551251961125,128.9719846052995,2638010500,726.0,650,6,25.0,20.0,individual,gas,50687,88.96,222,3.0,1.0,stairway,0
-1586274,9160,0,201808,1~10,2005,84.977,19,35.1812663964887,129.1168861286478,2650010100,625.0,530,4,29.0,24.0,individual,gas,39910,108.6,424,3.0,2.0,stairway,0
-1586291,8449,1,201808,1~10,1996,30.18,3,37.510843208978734,127.0064877589457,1165010600,138.0,160,1,15.0,14.0,individual,gas,38519,44.28,52,2.0,1.0,corridor,0
-1586321,13631,1,201808,1~10,2004,84.84,15,37.62539289638417,126.9294269876568,1138010300,277.0,256,3,17.0,14.0,individual,gas,13102,109.23,47,3.0,2.0,stairway,0
-1586341,12328,1,201808,1~10,2006,84.61,6,37.53363697741534,127.06184706134006,1121510500,194.0,116,2,15.0,15.0,individual,gas,45563,106.17,28,3.0,2.0,stairway,0
-1586357,3539,0,201808,1~10,1996,59.72,25,35.173484337691534,129.0589686015546,2623010600,431.0,654,4,25.0,16.0,individual,gas,30277,77.1,344,3.0,1.0,stairway,0
-1586372,521,1,201808,1~10,1994,84.78,11,37.55162891346033,126.87190790172669,1150010100,130.0,178,1,15.0,12.0,individual,gas,25793,104.2,82,3.0,2.0,stairway,0
-1586388,15395,1,201808,1~10,2005,76.94,11,37.6027201249884,127.09645749253625,1126010600,146.0,133,1,15.0,15.0,individual,gas,47734,94.74,60,3.0,2.0,stairway,0
-1586399,9357,0,201808,1~10,1994,63.72,11,35.18045152788054,129.08867430246448,2647010200,66.0,152,3,15.0,8.0,individual,gas,40544,87.4,28,3.0,1.0,corridor,0
-1586402,38237,0,201808,1~10,2017,84.6628,24,35.240368,129.08940800000002,2641010900,360.0,324,3,28.0,28.0,individual,gas,159712,111.31,216,3.0,2.0,stairway,0
-1586432,18068,1,201808,1~10,2008,84.958,13,37.502926695956866,126.9444210694282,1159010200,185.0,162,4,13.0,8.0,individual,gas,51589,109.53,33,3.0,2.0,stairway,0
-1586434,8473,1,201808,1~10,1999,84.86,8,37.493354858093056,126.9793290490127,1159010700,,113,1,12.0,5.0,individual,gas,38596,105.95,50,3.0,2.0,stairway,0
-1586439,3923,1,201808,1~10,1986,79.52,7,37.5195376,126.882819,1156012400,,264,2,15.0,12.0,individual,gas,6964,99.66,144,3.0,1.0,stairway,0
-1586451,6203,1,201808,1~10,2003,84.789,5,37.50703859280142,126.880724511041,1153010100,411.0,362,6,23.0,9.0,individual,gas,10031,107.67,362,3.0,2.0,stairway,0
-1586499,5530,0,201808,1~10,2000,59.94,15,35.14249000328381,129.10394933530674,2650010500,716.0,422,6,22.0,21.0,individual,gas,33518,81.91,40,3.0,1.0,stairway,0
-1586507,11173,0,201808,1~10,1997,75.75,12,35.12357517633753,129.09549960593978,2629010800,121.0,178,1,22.0,11.0,individual,gas,43829,105.21,52,3.0,2.0,corridor,0
-1586524,24947,1,201808,1~10,2014,84.97,10,37.502591062556576,126.94345323773081,1159010200,273.0,138,4,12.0,11.0,individual,gas,58049,109.47,11,3.0,2.0,stairway,0
-1586589,26979,0,201808,1~10,1993,48.39,5,35.17068569871337,128.98896632366288,2653010300,104.0,400,3,15.0,11.0,individual,gas,58707,67.57,120,2.0,1.0,corridor,0
-1586590,3563,0,201808,1~10,1998,84.96,23,35.153863853563315,128.99917820891798,2653010600,536.0,498,5,24.0,20.0,individual,gas,30384,106.85,184,3.0,2.0,stairway,0
-1586593,5801,0,201808,1~10,1996,74.445,17,35.19168199752543,129.12685165458205,2635010400,332.0,477,3,22.0,5.0,individual,gas,147535,96.72,189,3.0,1.0,,0
-1586682,18806,1,201808,1~10,2007,84.68,5,37.55036965968804,126.8257294477695,1150010600,599.0,399,6,13.0,9.0,district,cogeneration,16053,108.03,58,3.0,2.0,corridor,0
-1586732,21984,1,201808,1~10,2012,84.99,11,37.50141195085104,127.04986893682768,1168010100,397.0,240,3,25.0,25.0,district,cogeneration,18906,112.96,96,3.0,2.0,stairway,0
-1586737,21877,1,201808,1~10,2011,59.99,8,37.46181905155521,127.02321679185336,1165010300,308.0,275,5,17.0,5.0,individual,gas,18827,85.73,64,3.0,2.0,stairway,0
-1586761,4389,1,201808,1~10,2000,84.846,18,37.621220733122,127.06200563166989,1135010200,196.0,171,1,19.0,19.0,individual,gas,31649,109.19,114,3.0,2.0,stairway,0
-1586781,19300,1,201808,1~10,2010,84.96,4,37.5667428995018,127.02249773288362,1114016500,184.0,112,3,20.0,20.0,individual,gas,95232,106.7,29,3.0,2.0,stairway,0
-1586787,3577,0,201808,1~10,1992,84.95,6,35.09544655345365,128.96363692186677,2638010400,,937,8,15.0,6.0,individual,gas,30445,102.63,332,3.0,2.0,mixed,0
-1586827,489,1,201808,1~10,1987,57.87,5,37.51432194975328,126.92385805120344,1156013200,,160,1,10.0,10.0,individual,gas,25773,79.33,40,3.0,1.0,corridor,0
-1586828,909,1,201808,1~10,1991,75.36,6,37.51387084969527,126.91759671112888,1156013200,450.0,476,4,15.0,11.0,individual,gas,2408,91.01,160,3.0,1.0,stairway,0
-1586844,6575,1,201808,1~10,2005,84.98299999999999,7,37.548013635452754,126.93214799753778,1144011400,114.0,100,1,15.0,14.0,individual,gas,34817,105.79,85,3.0,2.0,stairway,0
-1587066,20178,1,201808,1~10,2011,103.04,4,37.543393077355105,126.95410880481352,1144010300,,476,4,21.0,20.0,individual,gas,95401,134.1,76,3.0,2.0,stairway,0
-1587110,18989,1,201808,1~10,2011,118.31,21,37.54284461988063,126.95246614061224,1144010300,449.0,206,2,31.0,30.0,individual,gas,95058,149.14,23,3.0,2.0,stairway,0
-1587112,4471,1,201808,1~10,1975,69.13,9,37.5562273156464,126.98252132434324,1114012100,,117,1,9.0,9.0,individual,gas,31772,72.06,11,2.0,1.0,stairway,0
-1587117,9849,0,201808,1~10,2004,85.0,17,35.1040353352352,129.01597076495466,2614011100,637.0,613,8,20.0,9.0,individual,gas,41981,102.83,299,3.0,2.0,stairway,0
-1587131,8403,1,201808,1~10,1976,179.08,1,37.496516729908215,126.98742954161465,1165010100,100.0,264,5,12.0,12.0,district,cogeneration,147764,191.78,48,5.0,2.0,stairway,0
-1587159,5222,1,201808,1~10,2001,84.9,6,37.57113761491003,126.90688407905023,1144012600,558.0,477,6,25.0,20.0,individual,gas,8483,108.93,152,3.0,2.0,stairway,0
-1587197,6293,1,201808,1~10,2006,74.46,4,37.562928486954696,127.04107245385359,1120010500,470.0,367,6,24.0,18.0,individual,gas,10242,96.29,24,3.0,2.0,stairway,0
-1587213,3503,0,201808,1~10,2001,134.98,17,35.15224298240489,129.0875578567492,2629010600,780.0,725,6,25.0,23.0,individual,gas,30109,158.28,96,4.0,2.0,stairway,0
-1587216,11036,0,201808,1~10,2006,112.4493,14,35.202301695117164,129.05482566829488,2626010900,950.0,560,7,25.0,17.0,individual,gas,43548,144.03,40,3.0,2.0,stairway,0
-1587246,937,1,201808,1~10,1984,145.68,12,37.53291084729122,126.89904808242909,1156011500,492.0,410,5,13.0,11.0,individual,gas,2445,168.9,78,5.0,2.0,stairway,0
-1587247,2855,1,201808,1~10,1983,47.3,5,37.51262620000001,126.89160700000001,1156012000,390.0,390,2,15.0,15.0,individual,gas,5984,67.28,90,2.0,1.0,corridor,0
-1587293,17219,1,201808,1~10,2007,84.69,7,37.60267831900452,127.08007317582457,1126010300,123.0,109,2,15.0,11.0,individual,gas,50141,105.33,57,3.0,2.0,stairway,0
-1587297,5939,1,201808,1~10,2002,83.58,4,37.533741019765614,127.06919675614836,1121510500,147.0,119,2,18.0,6.0,individual,gas,34281,111.96,17,3.0,2.0,stairway,0
-1587318,3500,0,201808,1~10,1986,55.8,3,35.220058405017845,129.0903742012275,2641010900,101.0,198,5,5.0,5.0,individual,gas,30092,66.91,34,2.0,1.0,stairway,0
-1587340,20784,1,201808,1~10,2011,59.97,7,37.46422934680342,127.1005023075914,1168011100,422.0,395,6,13.0,10.0,individual,gas,18549,86.87,121,3.0,2.0,stairway,0
-1587366,1207,1,201808,1~10,2010,106.56,12,37.527694353546686,126.893244685654,1156011300,285.0,284,3,13.0,11.0,individual,gas,3322,137.58,84,4.0,2.0,corridor,0
-1587368,2890,1,201808,1~10,1998,59.9,7,37.52721769777632,126.88834454544272,1156012700,187.0,179,1,18.0,17.0,individual,gas,28448,81.69,108,3.0,1.0,corridor,0
-1587386,4197,1,201808,1~10,1992,84.96,9,37.55751116615434,126.85970194446729,1150010200,,244,2,14.0,11.0,individual,gas,7519,97.06,89,3.0,2.0,stairway,0
-1587458,4397,1,201808,1~10,1999,59.89,14,37.5455113940141,127.0479881859078,1120011400,167.0,168,1,19.0,9.0,individual,gas,31655,84.24,74,3.0,1.0,corridor,0
-1587479,7591,0,201808,1~10,2005,77.14,24,35.14427769816093,129.06246296754645,2623010400,296.0,288,1,32.0,32.0,individual,gas,36750,99.75,118,3.0,2.0,stairway,0
-1587480,868,1,201808,1~10,1986,133.65,13,37.551135261928394,127.15229535799152,1174010100,600.0,572,8,15.0,12.0,central,gas,2289,153.78,320,4.0,2.0,stairway,0
-1587507,1319,1,201808,1~10,1992,84.83,13,37.51921460545685,127.01465564753124,1165010600,576.0,288,3,18.0,15.0,district,cogeneration,146867,103.17,288,3.0,2.0,stairway,0
-1587523,580,1,201808,1~10,1999,59.91,7,37.52957670000001,126.905046,1156010900,608.0,520,7,23.0,17.0,central,gas,1520,86.64,208,3.0,1.0,corridor,0
-1587524,2865,1,201808,1~10,1998,84.69,17,37.52439736829077,126.88257025335471,1156012600,401.0,388,5,22.0,20.0,individual,gas,147151,109.07,130,3.0,2.0,stairway,0
-1587539,5824,1,201808,1~10,1996,83.71,4,37.55198304879053,126.87617146774727,1150010100,108.0,127,1,15.0,11.0,individual,gas,34040,103.61,56,3.0,2.0,stairway,0
-1587553,215,1,201808,1~10,1994,84.82,20,37.5235022265701,126.87425922988287,1147010200,,262,2,20.0,14.0,district,cogeneration,146638,103.76,262,3.0,2.0,stairway,0
-1587581,5860,1,201808,1~10,2001,114.82,8,37.679289800903796,127.05702069207815,1135010500,720.0,468,7,15.0,2.0,district,cogeneration,9237,142.86,275,4.0,2.0,stairway,0
-1587615,19990,1,201808,1~10,2012,59.9663,3,37.550317799999995,127.021976,1120011100,446.0,403,6,22.0,8.0,individual,gas,17567,82.82,14,3.0,1.0,stairway,0
-1587617,861,1,201808,1~10,1974,102.48,1,37.51715922288321,126.9782411004492,1117012900,250.0,250,5,5.0,5.0,central,gas,2277,104.3,250,4.0,2.0,stairway,0
-1587627,9256,0,201808,1~10,1996,48.72,19,35.1128943788725,129.10798269628313,2629010700,169.0,449,2,21.0,9.0,individual,gas,40098,69.09,449,3.0,1.0,corridor,0
-1587629,12487,0,201808,1~10,1998,59.8,7,35.19679362141572,129.08414374083532,2626010600,,163,1,21.0,16.0,individual,gas,45778,77.44,58,3.0,1.0,stairway,0
-1587650,1289,1,201808,1~10,1981,53.88,11,37.512608525630704,127.014002849941,1165010600,,876,5,12.0,12.0,district,cogeneration,3521,57.86,588,2.0,1.0,corridor,0
-1587654,3729,1,201808,1~10,2000,189.81,13,37.494132221673546,127.02624378561345,1165010800,721.0,141,3,23.0,23.0,individual,gas,30827,275.44,33,5.0,2.0,stairway,0
-1587664,921,1,201808,1~10,1999,84.6,6,37.514213848944415,126.92970373964366,1159010800,207.0,206,2,23.0,19.0,individual,gas,2426,110.24,128,3.0,2.0,stairway,0
-1587665,15399,1,201808,1~10,2005,59.8165,17,37.51410452977185,126.92771761516737,1159010800,111.0,130,2,19.0,7.0,individual,gas,47737,79.47,118,3.0,2.0,stairway,0
-1587722,11857,1,201808,1~10,2004,84.97,13,37.587572416995975,126.90774674080627,1138011000,137.0,119,1,15.0,9.0,individual,gas,45135,113.8,15,3.0,2.0,stairway,0
-1587772,6578,0,201808,1~10,1995,59.91,24,35.17252672768749,129.04890888975945,2623010600,622.0,789,5,25.0,17.0,individual,gas,34821,82.65,330,3.0,1.0,corridor,0
-1587790,10473,1,201808,1~10,2005,114.65,9,37.486804438313754,126.99512443336798,1165010100,195.0,145,3,15.0,12.0,individual,gas,42982,143.07,24,4.0,2.0,stairway,0
-1587823,18228,1,201808,1~10,2008,84.97,12,37.55162715426829,126.8702963994256,1150010100,306.0,221,5,15.0,11.0,individual,gas,15020,103.73,44,3.0,2.0,corridor,0
-1587829,14465,1,201808,1~10,2006,84.9,10,37.569849583139174,126.84404883176788,1150010400,183.0,144,1,15.0,13.0,individual,gas,46394,107.96,117,3.0,2.0,stairway,0
-1587849,18605,1,201808,1~10,2009,108.806,4,37.58521090412664,126.94736703051836,1141011100,289.0,115,1,15.0,12.0,individual,gas,52480,129.57,10,4.0,2.0,stairway,0
-1587949,983,1,201808,1~10,1988,79.8,4,37.4762708,127.00271799999999,1165010100,,316,4,10.0,10.0,central,gas,2571,104.73,40,3.0,1.0,corridor,0
-1587967,2314,1,201808,1~10,1997,84.99,8,37.555202312711174,126.86389367048737,1150010200,254.0,244,3,19.0,8.0,individual,gas,4524,107.75,142,3.0,2.0,stairway,0
-1587981,151,1,201808,1~10,1989,65.88,9,37.56885288113486,126.82223172804942,1150010900,112.0,112,1,10.0,8.0,individual,gas,25605,91.01,60,3.0,1.0,corridor,0
-1587988,33255,1,201808,1~10,2015,84.9027,7,37.544700622558594,126.947998046875,1144010200,485.0,288,4,23.0,18.0,individual,gas,91419,114.31,16,3.0,2.0,stairway,0
-1588068,15232,0,201808,1~10,2002,84.846,20,35.168523933191594,129.17366137764327,2635010600,227.0,228,2,25.0,15.0,individual,gas,47551,112.4,98,3.0,2.0,stairway,0
-1588071,6696,0,201808,1~10,1995,84.93,16,35.12210613246939,129.1159372518155,2629010700,371.0,479,2,25.0,17.0,individual,gas,34993,106.1,167,3.0,2.0,stairway,0
-1588088,540,1,201808,1~10,1980,138.51,6,37.5219685,127.059151,1168010400,576.0,888,12,12.0,12.0,district,cogeneration,1408,152.07,168,5.0,2.0,stairway,0
-1588112,8168,1,201808,1~10,2004,114.369,8,37.49019248972471,126.97147800421223,1159010700,267.0,223,4,15.0,9.0,individual,gas,11328,135.6,25,4.0,2.0,stairway,0
-1588180,36410,1,201808,1~10,2017,84.8218,6,37.6404876708984,127.053741455078,1135010200,359.0,326,10,10.0,6.0,,,150076,108.46,61,3.0,2.0,stairway,0
-1588234,2935,1,201808,1~10,1996,114.46,5,37.568877895786045,127.03189797765465,1120010200,639.0,1332,9,21.0,15.0,individual,gas,6271,139.51,396,4.0,2.0,stairway,0
-1588253,5559,0,201808,1~10,2000,53.676,24,35.180910166966555,129.10506669579934,2647010200,334.0,303,2,25.0,13.0,individual,gas,33612,77.22,75,2.0,1.0,corridor,0
-1588272,3685,1,201808,1~10,1997,84.94,14,37.52294548100609,127.05872958094257,1168010400,98.0,106,1,14.0,10.0,individual,gas,30783,115.7,0,0.0,0.0,stairway,0
-1588279,831,1,201808,1~10,1986,84.83,4,37.48819707371658,127.03711469552408,1168011800,468.0,390,2,15.0,15.0,district,cogeneration,2210,101.17,330,3.0,1.0,stairway,0
-1588289,4379,1,201808,1~10,1978,55.21,5,37.481841133989,126.93357819469568,1162010200,90.0,120,6,5.0,5.0,individual,gas,31637,64.46,53,3.0,1.0,stairway,0
-1588480,36339,1,201808,1~10,1997,59.4,4,37.5423583984375,127.10094451904301,1121510400,215.0,200,1,,,,,150153,89.44,74,3.0,2.0,corridor,0
-1588491,6234,1,201808,1~10,2004,111.73,20,37.5738509859852,127.01617871593044,1111017500,489.0,220,2,30.0,30.0,individual,gas,93490,137.5,45,4.0,2.0,stairway,0
-1588496,9226,0,201808,1~10,1989,59.535,2,35.21121569572053,129.10848862384302,2641011000,,386,4,6.0,5.0,individual,gas,40027,70.28,96,3.0,1.0,stairway,0
-1588517,10776,1,201808,1~10,1976,82.5,1,37.53230429999999,127.032651,1168011000,864.0,432,4,12.0,12.0,district,cogeneration,12385,108.88,422,3.0,1.0,corridor,0
-1588527,6020,1,201808,1~10,2002,106.15,23,37.52018385073389,127.01643408469131,1165010600,470.0,256,5,25.0,14.0,individual,cogeneration,9540,140.41,144,4.0,2.0,stairway,0
-1588561,10255,1,201808,1~10,2005,84.98,6,37.575352449137995,126.91908216218715,1141012000,,110,1,20.0,16.0,individual,gas,42593,105.83,90,3.0,2.0,stairway,0
-1588607,3728,1,201808,1~10,1998,59.98,5,37.47775840530888,126.99892370596227,1165010100,136.0,116,1,15.0,5.0,individual,gas,30811,80.16,47,3.0,1.0,corridor,0
-1588653,12092,0,201808,1~10,1985,84.15,5,35.174697651126245,129.07425923936714,2623010100,,155,5,5.0,5.0,individual,gas,45301,100.19,85,3.0,2.0,stairway,0
-1588665,424,1,201808,1~10,1981,75.09,5,37.51751277085272,127.10703943445296,1171010200,2091.0,1230,9,10.0,10.0,district,cogeneration,1094,79.33,380,2.0,1.0,corridor,0
-1588675,11217,1,201808,1~10,2006,147.9554,18,37.49972161637075,127.04998090186251,1168010100,552.0,332,5,24.0,12.0,district,cogeneration,12587,184.22,36,4.0,2.0,stairway,0
-1588698,6139,1,201808,1~10,2003,123.6025,4,37.499076400256904,126.94979335175178,1159010200,716.0,544,10,25.0,11.0,individual,gas,9886,151.86,103,4.0,2.0,stairway,0
-1588703,10980,1,201808,1~10,2006,120.71,6,37.49766556050538,126.98103319924206,1159010600,263.0,178,5,15.0,7.0,individual,gas,43470,142.23,74,4.0,2.0,stairway,0
-1588705,6100,1,201808,1~10,2003,84.32,2,37.51204385945498,126.92908141997637,1159010800,709.0,609,7,24.0,13.0,individual,gas,147585,105.83,609,3.0,2.0,stairway,0
-1588711,426,1,201808,1~10,1980,101.29,8,37.51968933238774,126.92543626779016,1156011000,692.0,577,5,13.0,12.0,district,gas,146688,110.45,8,3.0,1.0,stairway,0
-1588726,25063,1,201808,1~10,2014,84.5,4,37.55731685407408,126.82730226164215,1150010500,1311.0,1171,13,16.0,6.0,district,cogeneration,19888,115.41,62,3.0,2.0,stairway,0
-1588746,18733,1,201808,1~10,2008,134.96,3,37.644793799999995,126.928026,1138011400,345.0,230,4,11.0,7.0,district,cogeneration,15778,179.18,24,4.0,3.0,stairway,0
-1588830,25031,1,201808,1~10,2014,84.99,6,37.4754047,127.10948,1168011200,1157.0,1070,15,12.0,5.0,individual,gas,20487,119.49,106,3.0,2.0,stairway,0
-1588874,23774,1,201808,1~10,2016,59.98,10,37.541358947753906,126.9436492919922,1144010500,636.0,547,9,21.0,11.0,district,cogeneration,19542,84.53,172,3.0,2.0,stairway,0
-1588905,9224,0,201808,1~10,1998,59.94,5,35.23490381250276,129.08337873319292,2641010800,213.0,247,1,18.0,9.0,individual,gas,40019,77.88,125,3.0,1.0,stairway,0
-1588908,7677,0,201808,1~10,2002,163.079,8,35.16011712287429,129.17331470425566,2635010600,530.0,315,4,17.0,11.0,individual,gas,36856,193.59,128,4.0,3.0,stairway,0
-1588911,1576,0,201808,1~10,1995,83.52,13,35.071240981891435,129.07612240168638,2620012100,220.0,285,2,25.0,18.0,individual,gas,26488,106.96,135,3.0,2.0,stairway,0
-1588922,659,1,201808,1~10,1992,84.92,7,37.50013914000153,127.11702985968174,1171010400,238.0,298,2,15.0,13.0,central,gas,1731,100.26,268,3.0,2.0,stairway,0
-1588927,7619,1,201808,1~10,2004,155.37,11,37.52373525497177,127.0498068664744,1168010400,373.0,196,4,16.0,7.0,district,cogeneration,36787,184.15,2,4.0,3.0,stairway,0
-1588928,7110,1,201808,1~10,2001,80.29,7,37.513982767121796,127.04987729999523,1168010500,137.0,127,1,15.0,8.0,individual,gas,35847,108.27,75,3.0,2.0,stairway,0
-1588943,22207,1,201808,1~10,2013,118.0151,15,37.456436139336354,127.01325093276928,1165010300,1102.0,550,6,25.0,21.0,individual,gas,19036,149.78,11,4.0,2.0,stairway,0
-1589046,640,1,201808,1~10,1990,69.21,11,37.54817018888082,127.04095119238214,1120011400,217.0,217,3,15.0,15.0,individual,gas,1694,89.83,52,3.0,1.0,corridor,0
-1589051,10263,1,201808,1~10,2005,157.43,5,37.53517645598329,126.94671430716015,1117011600,534.0,170,5,15.0,12.0,individual,gas,42596,179.81,24,4.0,2.0,stairway,0
-1589059,36654,0,201808,1~10,2017,84.95100000000001,15,35.167613983154304,129.11959838867202,2650010300,445.0,405,4,32.0,22.0,individual,gas,150750,113.66,115,3.0,2.0,stairway,0
-1589061,3603,0,201808,1~10,1995,113.43,5,35.195100228676,129.13395784464223,2635010300,203.0,288,1,25.0,20.0,individual,gas,30566,137.82,40,4.0,2.0,stairway,0
-1589066,38654,0,201808,1~10,1999,59.85,18,35.092620849609396,129.024429321289,2614012300,296.0,180,1,22.0,22.0,individual,gas,155996,83.96,80,3.0,1.0,corridor,0
-1589073,1345,1,201808,1~10,1989,81.63,1,37.543353632090756,127.14416857860964,1174010500,146.0,162,2,9.0,9.0,individual,gas,26129,101.46,72,3.0,2.0,stairway,0
-1589098,2854,1,201808,1~10,1988,58.96,15,37.51758488379979,126.89299665969584,1156012100,246.0,367,2,15.0,13.0,individual,gas,5981,80.24,225,3.0,1.0,corridor,0
-1589143,19222,1,201808,1~10,2011,217.43,8,37.545783803830254,127.04247979310725,1120011400,1504.0,230,2,45.0,45.0,individual,gas,152868,299.38,2,4.0,3.0,stairway,0
-1589158,5512,0,201808,1~10,2001,84.99,20,35.154177619741674,129.08908199458008,2629010600,810.0,604,11,20.0,16.0,individual,gas,33490,104.65,80,3.0,2.0,stairway,0
-1589178,15057,1,201808,1~10,2006,141.53,3,37.517133090190136,127.06397358259878,1168010500,231.0,133,3,15.0,8.0,individual,gas,47339,169.89,30,4.0,2.0,stairway,0
-1589179,33332,1,201808,1~10,2015,114.91,1,37.46979904174805,127.11100006103516,1168011300,169.0,169,11,6.0,4.0,individual,gas,91972,157.83,19,4.0,2.0,stairway,0
-1589230,5807,1,201808,1~10,1999,59.97,4,37.544508084699025,127.0658436866776,1121510700,266.0,253,3,23.0,23.0,individual,gas,9154,78.83,46,3.0,1.0,mixed,0
-1589248,16131,0,201808,1~10,2005,84.85,7,35.098339663627144,129.02441838206914,2614011200,318.0,201,3,20.0,20.0,individual,gas,48473,116.06,134,3.0,2.0,stairway,0
-1589253,64,1,201808,1~10,1978,97.79,1,37.50583019588501,126.99974665954944,1165010700,528.0,1056,10,12.0,12.0,district,cogeneration,157,105.52,264,3.0,1.0,corridor,0
-1589260,12220,1,201808,1~10,1971,66.94,1,37.530835573366794,126.92393630179063,1156011000,,190,1,14.0,14.0,district,cogeneration,45483,89.26,153,3.0,1.0,corridor,0
-1589263,3817,1,201808,1~10,1999,59.34,12,37.46834332864084,126.89329296908384,1154510200,244.0,245,1,19.0,6.0,individual,gas,6774,80.23,104,3.0,1.0,corridor,0
-1589289,33301,1,201808,1~10,2016,133.02,15,37.51530075073242,127.01200103759766,1165010600,1308.0,843,7,35.0,15.0,district,cogeneration,91770,168.19,31,4.0,2.0,stairway,0
-1589290,1298,1,201808,1~10,1982,107.01,11,37.51421630900492,127.01017094732572,1165010600,,242,2,11.0,11.0,district,cogeneration,3539,119.01,165,3.0,1.0,corridor,0
-1589300,14822,1,201808,1~10,2007,84.36,3,37.48655161665039,126.9024347350014,1156013300,241.0,155,2,19.0,19.0,individual,gas,94220,103.08,18,3.0,2.0,stairway,0
-1589314,985,0,201808,1~10,1997,130.28,14,35.10355234365239,128.98935566698154,2638010100,223.0,298,1,25.0,14.0,individual,gas,26002,157.25,64,4.0,2.0,stairway,0
-1589322,15394,1,201808,1~10,2006,84.12,1,37.468638843711574,126.96580694715556,1162010100,141.0,137,3,12.0,10.0,individual,gas,47732,103.06,92,3.0,2.0,stairway,0
-1589358,15962,0,201808,1~10,2005,118.765,15,35.109582477098826,129.01405007474577,2614010500,306.0,200,3,15.0,15.0,individual,gas,94301,148.4,28,4.0,2.0,stairway,0
-1589374,9241,0,201808,21~31,1992,83.61,9,35.253298744364535,129.21912720308669,2671025022,85.0,365,4,15.0,8.0,individual,-,40040,100.93,89,3.0,2.0,stairway,0
-1589383,9460,0,201808,21~31,1988,54.02,5,35.16986380067566,129.03281461804877,2623010900,130.0,235,4,5.0,5.0,individual,gas,40928,63.06,30,2.0,1.0,stairway,0
-1589384,11101,0,201808,21~31,2002,84.9341,11,35.132490791244614,129.0507659375327,2617010300,330.0,298,3,25.0,24.0,individual,gas,43720,120.2,198,3.0,2.0,stairway,0
-1589399,9368,0,201808,21~31,1998,84.87,18,35.12065047803025,129.01178673346362,2614010600,192.0,218,1,23.0,22.0,individual,gas,40580,99.73,44,3.0,2.0,stairway,0
-1589455,5386,0,201808,21~31,1993,84.92,15,35.15518189835031,128.9964145910144,2653010600,107.0,246,1,22.0,20.0,individual,gas,33321,109.09,246,3.0,2.0,stairway,0
-1589463,3543,0,201808,21~31,1997,59.89,11,35.19776270692278,128.9949663783849,2632010500,259.0,207,1,25.0,25.0,individual,gas,30297,74.17,92,3.0,1.0,stairway,0
-1589466,15700,0,201808,21~31,2003,39.125,4,35.14706466044549,129.05776725457028,2623010400,,143,1,15.0,15.0,individual,gas,48087,54.21,13,1.0,1.0,mixed,0
-1589468,11053,0,201808,21~31,1994,57.0,1,35.10672615666419,129.0253802975091,2611012000,132.0,140,1,21.0,10.0,individual,gas,43621,71.33,11,3.0,1.0,corridor,0
-1589479,5517,1,201808,21~31,1997,59.85,2,37.50117888648221,126.9632226775831,1159010500,128.0,346,5,14.0,13.0,individual,gas,8791,80.99,176,3.0,1.0,stairway,0
-1589481,1416,1,201808,21~31,1992,84.75,8,37.50222622097305,126.89484163980393,1156013300,500.0,476,3,20.0,11.0,individual,gas,3858,103.83,446,3.0,2.0,stairway,0
-1589493,2405,1,201808,21~31,1993,59.39,2,37.55104242806974,126.87280065843812,1150010100,83.0,106,1,14.0,10.0,individual,gas,28376,83.07,10,4.0,1.0,corridor,0
-1589544,5541,0,201808,21~31,1989,75.75,4,35.15333783372932,129.00243515983513,2653010600,,276,5,6.0,6.0,individual,gas,33544,90.63,36,3.0,1.0,stairway,0
-1589548,7928,0,201808,21~31,1994,134.94,14,35.26246344861176,129.01730861553114,2632010100,248.0,240,3,15.0,15.0,individual,gas,37369,159.73,30,4.0,2.0,stairway,0
-1589551,10627,0,201808,21~31,1984,56.61,2,35.13778991599959,129.08621451256556,2629010600,75.0,305,7,5.0,5.0,individual,gas,165098,56.61,10,,,stairway,0
-1589553,3507,0,201808,21~31,1998,59.96,8,35.12641534900349,129.07877704568742,2629011000,670.0,661,6,25.0,11.0,individual,gas,30124,79.77,253,3.0,1.0,stairway,0
-1589557,5046,1,201808,21~31,1999,84.99,3,37.54160557477485,127.1382405559123,1174010900,114.0,114,1,19.0,7.0,individual,gas,32746,108.24,14,3.0,2.0,stairway,0
-1589562,1266,1,201808,21~31,1995,59.87,10,37.49556796701035,126.915242084402,1159010900,287.0,272,4,21.0,17.0,individual,gas,3461,81.02,120,3.0,1.0,stairway,0
-1589566,7133,1,201808,21~31,2006,56.19,9,37.50084661115184,126.88406827908672,1153010200,106.0,125,1,15.0,8.0,individual,gas,35859,81.14,65,3.0,1.0,corridor,0
-1589574,6433,1,201808,21~31,2003,84.98,7,37.532183346589214,126.86683637310608,1147010200,523.0,392,5,15.0,7.0,individual,gas,10478,106.07,235,3.0,2.0,stairway,0
-1589610,9412,0,201808,21~31,2002,59.553999999999995,6,35.168409411464694,129.1794307435085,2635010700,194.0,168,3,18.0,4.0,district,cogeneration,93815,82.42,52,3.0,1.0,stairway,0
-1589620,1629,1,201808,21~31,1999,85.0,4,37.52692338066789,127.0530716622141,1168010400,421.0,317,4,24.0,10.0,district,cogeneration,4171,108.28,76,3.0,2.0,stairway,0
-1589626,4123,1,201808,21~31,2000,59.96,20,37.5169974,126.88813999999999,1156012300,251.0,200,1,21.0,21.0,individual,gas,7351,81.52,80,3.0,1.0,corridor,0
-1589674,1527,0,201808,21~31,1991,83.52,10,35.26454217567853,129.08663816318685,2641010400,420.0,410,4,15.0,11.0,individual,gas,26266,101.41,354,3.0,2.0,stairway,0
-1589700,3723,1,201808,21~31,2000,84.90799999999999,5,37.50854657416075,126.88589315580576,1153010100,779.0,655,5,26.0,22.0,individual,gas,6604,109.49,339,3.0,2.0,stairway,0
-1589741,234,1,201808,21~31,1999,84.6,16,37.545380550515844,127.06530582137647,1120011500,182.0,108,1,18.0,18.0,individual,gas,164930,113.32,48,3.0,2.0,stairway,0
-1589747,3590,0,201808,21~31,1993,73.146,3,35.188115320607686,129.06152440337203,2647010100,189.0,336,5,20.0,17.0,individual,gas,30526,92.56,140,3.0,1.0,stairway,0
-1589748,23289,0,201808,21~31,2015,84.927,3,35.10514176952313,129.00032092388625,2638010100,248.0,248,4,15.0,8.0,individual,gas,56928,112.41,63,3.0,2.0,stairway,0
-1589753,5905,0,201808,21~31,1998,84.89,9,35.216256591881496,129.02738686285414,2632010300,489.0,499,6,20.0,12.0,individual,gas,34180,106.58,144,3.0,2.0,stairway,0
-1589755,5487,0,201808,21~31,1998,84.846,6,35.1444981497329,129.07866642793508,2629010900,,693,6,25.0,12.0,individual,gas,33433,104.9,305,3.0,2.0,stairway,0
-1589832,3594,0,201808,21~31,1994,84.87,4,35.19169643989584,129.09272526918608,2647010200,242.0,318,2,24.0,10.0,individual,gas,30538,105.24,141,3.0,2.0,stairway,0
-1589864,9833,0,201808,21~31,2005,29.24,14,35.13908854323007,129.1020055816325,2629010600,717.0,674,5,29.0,21.0,individual,gas,41937,43.53,60,1.0,1.0,corridor,0
-1589866,12356,0,201808,21~31,1992,81.65,9,35.20918179749695,129.09775482551652,2626010100,56.0,127,1,15.0,10.0,individual,gas,45612,99.32,19,3.0,1.0,stairway,0
-1589867,10679,0,201808,21~31,2006,84.2163,28,35.157920691733324,129.03993954371572,2623010900,443.0,436,4,30.0,17.0,individual,gas,43245,109.16,112,3.0,2.0,stairway,0
-1589881,4053,1,201808,21~31,1989,71.1,1,37.49300524749504,127.02078393370856,1165010800,153.0,166,2,13.0,11.0,district,cogeneration,31223,92.08,64,3.0,1.0,corridor,0
-1589891,20563,1,201808,21~31,2011,59.989,3,37.48539187153317,126.97128083036199,1159010700,599.0,451,4,28.0,20.0,individual,gas,18301,80.53,21,3.0,2.0,stairway,0
-1589893,10242,1,201808,21~31,2006,84.96,20,37.50700463645606,126.88649719551037,1153010100,643.0,304,3,29.0,29.0,individual,gas,93906,106.15,166,3.0,2.0,stairway,0
-1589895,8909,1,201808,21~31,1998,59.92,16,37.505548743266466,126.87587724238104,1153010200,197.0,189,2,21.0,21.0,individual,gas,39466,89.38,105,3.0,1.0,corridor,0
-1589914,3877,1,201808,21~31,2000,41.22,2,37.61475603936994,126.9328621194773,1138010300,314.0,198,2,17.0,10.0,individual,gas,31005,60.19,20,2.0,1.0,corridor,0
-1589988,10815,1,201808,21~31,2006,59.93,11,37.56986283983394,127.0496972045974,1123010500,96.0,114,1,20.0,20.0,individual,gas,166107,83.06,57,3.0,2.0,stairway,0
-1590012,26853,0,201808,21~31,1986,44.04,4,35.18941376968996,128.9846893062925,2653010200,,100,3,5.0,5.0,individual,-,58575,50.54,30,2.0,1.0,stairway,0
-1590015,9354,0,201808,21~31,1984,84.96,8,35.1915556797585,129.0843787562466,2647010200,200.0,209,2,11.0,11.0,individual,gas,40521,105.1,77,3.0,1.0,stairway,0
-1590025,15924,0,201808,21~31,1979,61.52,2,35.21343274786866,129.01495246026826,2632010400,,120,3,5.0,5.0,individual,gas,48234,73.48,25,3.0,1.0,stairway,0
-1590028,21952,0,201808,21~31,2013,84.9949,11,35.20578295947704,129.08647715688608,2626010500,288.0,270,4,15.0,11.0,individual,gas,55696,115.7,110,3.0,2.0,stairway,0
-1590029,12578,0,201808,21~31,1981,73.82,4,35.20213987236225,129.0708772647003,2626010800,,120,4,5.0,4.0,individual,gas,45821,80.92,56,3.0,1.0,stairway,0
-1590032,9384,0,201808,21~31,1991,78.01,6,35.08208264320141,129.0433112533115,2620011100,405.0,448,5,15.0,9.0,individual,-,40664,101.76,195,3.0,2.0,stairway,0
-1590039,18348,1,201808,21~31,2009,84.6819,15,37.51016172054345,127.12765926803318,1171011200,183.0,121,3,15.0,15.0,individual,gas,94585,110.86,27,3.0,2.0,stairway,0
-1590071,24783,1,201808,21~31,2013,84.98,3,37.48642952325498,126.84001623565464,1153011100,695.0,571,11,18.0,6.0,individual,gas,19789,119.35,6,3.0,2.0,stairway,0
-1590126,73,1,201808,21~31,1977,67.21,2,37.57918061565441,127.03559299445222,1123010300,,228,3,12.0,12.0,individual,gas,168,90.91,156,3.0,1.0,corridor,0
-1590162,3504,0,201808,21~31,1996,59.94,21,35.14871203326144,129.09101809217216,2629010600,206.0,287,2,25.0,12.0,individual,gas,30111,81.44,102,3.0,1.0,stairway,0
-1590163,12483,0,201808,21~31,1980,53.61,3,35.201135636803954,129.07289821675124,2626010900,200.0,140,5,5.0,5.0,individual,gas,45761,59.85,26,2.0,1.0,stairway,0
-1590164,13656,0,201808,21~31,1986,44.91,6,35.16953858653742,129.03414981991995,2623010900,,144,3,6.0,6.0,individual,gas,45904,56.88,24,2.0,1.0,stairway,0
-1590183,20227,1,201808,21~31,2011,68.207,5,37.47591709713127,126.89931472445394,1154510200,258.0,246,4,15.0,5.0,individual,gas,17940,86.18,10,3.0,2.0,stairway,0
-1590197,4048,1,201808,21~31,1996,84.8,10,37.536055656000975,126.94632446610477,1144010700,112.0,133,2,15.0,7.0,individual,gas,31221,104.18,37,3.0,2.0,stairway,0
-1590198,17656,1,201808,21~31,2009,84.84,9,37.596681453313174,126.93811891357656,1141011800,125.0,115,2,20.0,10.0,individual,gas,50842,117.05,80,3.0,2.0,stairway,0
-1590207,33318,1,201808,21~31,2016,84.95,13,37.62210083007813,127.0540008544922,1135010200,599.0,504,6,20.0,16.0,individual,gas,91871,109.52,42,3.0,2.0,stairway,0
-1590253,5065,1,201808,21~31,1998,59.94,13,37.581072718315156,127.09445061033094,1126010100,178.0,174,1,18.0,9.0,individual,gas,32764,80.92,34,3.0,1.0,stairway,0
-1590257,10998,1,201808,21~31,2007,84.91,9,37.56618674409904,127.05769500262785,1123010500,597.0,516,7,20.0,12.0,individual,gas,12512,109.58,252,3.0,2.0,stairway,0
-1590258,4174,1,201808,21~31,2000,59.97,3,37.5755585084899,127.06201303199616,1123010500,131.0,127,1,17.0,14.0,individual,gas,31370,86.46,32,3.0,1.0,stairway,0
-1590279,37357,0,201808,21~31,2018,60.1758,4,35.3237419128418,129.188949584961,2671025621,484.0,396,14,6.0,6.0,district,cogeneration,154434,84.41,54,3.0,2.0,stairway,0
-1590282,1604,0,201808,21~31,1996,59.94,4,35.15570346187386,129.01455012762395,2653010600,280.0,379,2,25.0,13.0,individual,gas,26589,78.74,241,3.0,1.0,stairway,0
-1590287,9222,0,201808,21~31,1997,59.79,3,35.2804498267829,129.08618035460208,2641010300,287.0,612,6,18.0,16.0,individual,gas,40009,80.99,196,3.0,1.0,stairway,0
-1590298,5719,0,201808,21~31,1996,38.45,16,35.12249054779761,129.08607864327152,2629011100,247.0,247,1,22.0,16.0,individual,gas,33890,54.28,172,1.0,1.0,mixed,0
-1590300,11738,0,201808,21~31,1993,72.95,1,35.07137068116161,129.01567544766513,2614012400,50.0,150,1,15.0,11.0,individual,-,44901,94.25,39,3.0,2.0,corridor,0
-1590345,1462,1,201808,21~31,1996,84.96,2,37.589086234825494,126.94980541681385,1141011100,,240,2,15.0,8.0,individual,gas,3946,107.83,240,3.0,2.0,stairway,0
-1590386,6008,1,201808,21~31,2003,84.96,6,37.53114173376379,127.07054746851769,1121510500,222.0,214,3,25.0,19.0,individual,gas,9503,110.37,67,3.0,2.0,stairway,0
-1590409,27737,0,201808,21~31,1980,71.4,4,35.078384904479464,129.07172994941456,2620012100,,120,5,5.0,5.0,individual,gas,59149,82.14,40,3.0,1.0,stairway,0
-1590434,2313,1,201808,21~31,1999,59.95,7,37.5559777775314,126.85828335295624,1150010200,203.0,191,1,19.0,11.0,individual,gas,28361,88.46,34,2.0,1.0,corridor,0
-1590510,19633,1,201808,21~31,2011,84.83,4,37.60752623749894,127.05356376766436,1129013900,253.0,199,5,15.0,9.0,individual,gas,53751,114.07,24,3.0,2.0,stairway,0
-1590520,5776,1,201808,21~31,2002,108.43,2,37.53348704296825,127.0720340763108,1121510500,323.0,257,5,19.0,15.0,individual,gas,9106,140.48,76,4.0,2.0,stairway,0
-1590541,33256,1,201808,21~31,2015,84.0284,16,37.57590103149414,126.95999908447266,1111018700,210.0,167,5,17.0,2.0,individual,gas,91431,108.66,8,3.0,2.0,stairway,0
-1590548,16181,0,201808,21~31,1991,84.2249,6,35.159481799999995,129.148824,2635010500,900.0,450,7,15.0,12.0,individual,gas,48539,105.15,319,3.0,2.0,stairway,0
-1590553,10123,0,201808,21~31,2005,84.9302,15,35.150493164420034,129.09182732553342,2629010600,468.0,451,4,31.0,22.0,individual,gas,42312,113.81,104,3.0,2.0,stairway,0
-1590583,2980,1,201808,21~31,1999,130.545,35,37.48811978200615,127.05107675089606,1168011800,1662.0,490,2,46.0,3.0,central,gas,93229,178.51,170,3.0,2.0,stairway,0
-1590585,6088,1,201808,21~31,2002,84.97,4,37.51461594532797,127.01414800793478,1165010600,216.0,117,2,17.0,9.0,district,cogeneration,34320,101.34,41,3.0,2.0,stairway,0
-1590631,10029,1,201808,21~31,2004,84.939,2,37.54710570602082,126.95544635204234,1144010200,239.0,192,4,15.0,7.0,individual,gas,42269,109.94,165,3.0,2.0,stairway,0
-1590641,423,1,201808,21~31,1985,83.61,2,37.593811266674656,126.93544902892937,1141011800,146.0,300,4,12.0,12.0,individual,gas,1087,102.66,144,3.0,1.0,stairway,0
-1590723,1597,0,201808,21~31,1995,59.94,22,35.161712883008406,129.10729754450705,2650010400,513.0,589,4,25.0,10.0,individual,gas,146951,75.85,265,2.0,1.0,stairway,0
-1590730,9400,0,201808,21~31,1988,49.95,3,35.192839869045585,129.13049566322056,2635010400,,180,2,6.0,6.0,individual,gas,40740,56.19,48,2.0,1.0,stairway,0
-1590731,20713,0,201808,21~31,1988,49.95,3,35.193053429277064,129.13269676139276,2635010400,,180,2,6.0,6.0,individual,gas,55020,56.19,84,2.0,1.0,stairway,0
-1590735,16961,0,201808,21~31,2000,49.62,5,35.10964292288077,129.11398749236488,2629010700,314.0,480,3,25.0,11.0,individual,gas,49745,69.42,91,2.0,1.0,corridor,0
-1590736,10436,0,201808,21~31,1989,49.23,3,35.112180117413445,129.10863546043836,2629010700,100.0,150,2,5.0,5.0,individual,gas,42938,59.62,40,2.0,1.0,stairway,0
-1590789,4392,1,201808,21~31,1999,84.93,12,37.494770398696716,126.90438714266516,1156013300,278.0,234,2,18.0,8.0,individual,gas,7761,103.45,95,3.0,2.0,stairway,0
-1590792,48,1,201808,21~31,1982,53.39,12,37.45288310519955,126.89868105869327,1154510300,208.0,260,3,13.0,13.0,individual,gas,133,56.77,117,2.0,1.0,corridor,0
-1590874,5053,1,201808,21~31,1997,60.0,5,37.662228291097456,127.02883702619295,1132010600,115.0,104,1,16.0,12.0,individual,gas,32751,83.24,44,2.0,1.0,corridor,0
-1590879,932,1,201808,21~31,1990,84.93,2,37.6820521,127.049177,1132010800,143.0,286,3,15.0,9.0,individual,gas,2438,104.79,286,3.0,2.0,stairway,0
-1590885,2910,1,201808,21~31,1988,68.14,7,37.614128958270285,127.01590201733444,1129013400,,252,3,13.0,9.0,individual,gas,6182,84.57,96,3.0,1.0,stairway,0
-1590931,5648,0,201808,21~31,2002,77.67,10,35.20367993585163,129.1156365508006,2635010300,1152.0,998,9,24.0,19.0,individual,gas,33757,98.55,320,3.0,2.0,stairway,0
-1590934,15923,0,201808,21~31,2005,71.7664,5,35.137715836295925,129.10362897844013,2629010600,116.0,112,2,8.0,8.0,individual,gas,48231,86.86,48,3.0,2.0,stairway,0
-1590956,2087,1,201808,21~31,1997,114.65,15,37.53871865487809,127.13523001553813,1174010900,965.0,643,4,20.0,19.0,individual,gas,4196,140.2,118,4.0,2.0,stairway,0
-1590964,5129,1,201808,21~31,1989,80.01,6,37.50025758191878,127.08860827529672,1171010600,96.0,120,1,10.0,10.0,individual,gas,32861,98.65,60,3.0,1.0,corridor,0
-1590969,9005,1,201808,21~31,2004,36.35,9,37.506168806647906,127.05093070671913,1168010500,341.0,418,2,15.0,12.0,individual,gas,165292,47.44,204,,,,0
-1590972,4216,1,201808,21~31,1980,106.71,6,37.52979498739954,127.03605373041997,1168011000,136.0,227,2,12.0,12.0,central,gas,7553,115.17,143,3.0,1.0,corridor,0
-1590987,648,1,201808,21~31,1993,84.66,11,37.5342435,126.894071,1156012800,666.0,372,2,19.0,10.0,individual,gas,1706,106.47,372,3.0,2.0,stairway,0
-1591014,16123,1,201808,21~31,2006,59.99,1,37.52436103473913,126.83944656625513,1147010300,207.0,202,2,14.0,9.0,individual,gas,13769,76.19,25,3.0,2.0,stairway,0
-1591067,6015,1,201808,21~31,2002,118.03,13,37.64572784247843,127.03496299345856,1132010700,331.0,202,3,19.0,9.0,individual,gas,9528,150.3,129,4.0,2.0,stairway,0
-1591078,15504,1,201808,21~31,2007,59.38,2,37.5986500619914,127.01506981469849,1129010300,242.0,200,6,12.0,7.0,individual,gas,13565,76.3,64,2.0,2.0,stairway,0
-1591097,6278,1,201808,21~31,2004,114.99,3,37.60253592149763,127.02986487979473,1129013500,576.0,513,7,20.0,10.0,individual,gas,10191,139.26,76,4.0,2.0,stairway,0
-1591119,9358,0,201808,21~31,1999,67.84,11,35.187123703892034,129.08448945567298,2647010200,305.0,159,1,29.0,19.0,individual,gas,40547,88.7,23,3.0,1.0,stairway,0
-1591121,12359,0,201808,21~31,2003,84.825,7,35.104870701807506,128.9724341263903,2638010200,147.0,138,1,19.0,13.0,individual,gas,45621,106.08,36,3.0,2.0,corridor,0
-1591136,3517,0,201808,21~31,2000,84.77,13,35.19868250128425,129.1134517448737,2626010200,355.0,346,4,25.0,16.0,individual,gas,30168,107.42,208,3.0,2.0,stairway,0
-1591147,6663,1,201808,21~31,2002,80.31,13,37.52716663262174,127.12314491793778,1174010800,135.0,132,1,14.0,10.0,individual,gas,34935,99.18,84,3.0,2.0,stairway,0
-1591155,4019,1,201808,21~31,1999,84.96,8,37.496570631229616,127.14363982885122,1171011300,147.0,142,1,19.0,10.0,individual,gas,31196,119.5,76,3.0,2.0,corridor,0
-1591158,1061,1,201808,21~31,1982,35.87,3,37.48633137786921,127.07316921523129,1168010300,1136.0,2841,58,5.0,5.0,individual,gas,2884,35.87,480,2.0,1.0,stairway,0
-1591186,4357,1,201808,21~31,1998,60.0,12,37.50366298706496,126.8857467792907,1153010200,121.0,124,1,21.0,20.0,individual,gas,31602,79.31,20,3.0,1.0,stairway,0
-1591191,4141,1,201808,21~31,1996,65.16,7,37.503339808645755,126.8662723834787,1153010600,414.0,204,3,13.0,9.0,individual,gas,7409,84.06,18,3.0,1.0,stairway,0
-1591196,223,1,201808,21~31,1993,101.97,13,37.57217323107033,126.84335573944188,1150010400,1075.0,660,10,15.0,15.0,district,cogeneration,536,122.42,180,4.0,2.0,stairway,0
-1591220,6576,1,201808,21~31,2005,59.651,14,37.55079213318701,126.93183313984301,1144011400,252.0,243,5,22.0,18.0,individual,gas,10613,78.02,76,3.0,2.0,mixed,0
-1591226,18737,1,201808,21~31,2008,101.61,6,37.6466419,126.92973500000001,1138011400,255.0,208,5,12.0,5.0,district,cogeneration,15821,137.02,9,4.0,2.0,stairway,0
-1591253,241,1,201808,21~31,1989,44.82,1,37.65988387305583,127.03566322113345,1132010500,80.0,160,4,5.0,5.0,individual,gas,25676,59.96,30,2.0,1.0,stairway,0
-1591287,4058,1,201808,21~31,2000,84.015,10,37.54212831368749,127.04527034034895,1120011400,380.0,372,6,15.0,8.0,individual,gas,7218,102.61,184,3.0,2.0,stairway,0
-1591288,20568,1,201808,21~31,2014,123.67299999999999,18,37.54039598047992,126.96971637235515,1117011200,1049.0,559,3,37.0,35.0,individual,gas,95470,169.09,88,3.0,3.0,stairway,0
-1591293,25283,1,201808,21~31,2014,84.41,2,37.4517267,127.05763799999998,1165011100,695.0,547,11,17.0,5.0,individual,gas,19972,112.52,75,3.0,2.0,stairway,0
-1591320,23083,0,201808,21~31,2015,84.4873,6,35.141345480698085,129.09969395234896,2629010600,758.0,564,9,25.0,3.0,individual,gas,56715,106.27,172,3.0,2.0,stairway,0
-1591339,19700,1,201808,21~31,2009,84.74,13,37.564825299999995,127.17899399999999,1174011000,819.0,731,11,15.0,10.0,district,cogeneration,17126,110.54,82,3.0,2.0,stairway,0
-1591346,5825,1,201808,21~31,1991,84.03,9,37.485770391671466,127.13031781907546,1171010800,120.0,120,1,10.0,10.0,individual,gas,34042,101.42,80,4.0,2.0,stairway,0
-1591362,986,1,201808,21~31,1992,84.52,14,37.515967806221475,127.01078199907344,1165010600,540.0,540,7,15.0,15.0,district,cogeneration,146794,112.4,540,3.0,2.0,stairway,0
-1591364,5364,1,201808,21~31,1979,144.41,6,37.49049215456802,127.02623346601787,1165010800,104.0,104,1,13.0,13.0,district,cogeneration,166150,156.5,48,4.0,2.0,corridor,0
-1591375,205,1,201808,21~31,1990,84.91,12,37.487770719367646,126.97205784942491,1159010700,1152.0,1152,12,15.0,12.0,individual,gas,511,103.71,570,3.0,2.0,stairway,0
-1591403,10458,1,201808,21~31,2003,59.95,10,37.554326406061286,126.8606857175097,1150010200,202.0,200,3,15.0,5.0,individual,gas,12222,80.48,74,3.0,1.0,corridor,0
-1591421,4431,1,201808,21~31,1998,84.75,3,37.53276676630968,126.83252254697015,1147010300,124.0,106,1,15.0,8.0,individual,gas,31715,116.33,44,3.0,2.0,corridor,0
-1591432,5374,1,201808,21~31,2002,84.93,13,37.56660852761435,126.96001215193262,1141010500,294.0,237,3,17.0,12.0,individual,gas,8661,111.76,79,3.0,2.0,stairway,0
-1591468,4072,1,201808,21~31,1999,59.93,12,37.66036822552054,127.06585067944462,1135010500,183.0,174,1,20.0,14.0,district,cogeneration,31257,91.42,76,3.0,1.0,stairway,0
-1591480,1141,1,201808,21~31,1996,84.63,8,37.6596391552136,127.03448899149114,1132010500,,236,3,18.0,18.0,individual,gas,3121,105.67,236,3.0,2.0,stairway,0
-1591548,37093,0,201808,21~31,2017,47.8155,11,35.0801010131836,128.975692749023,2638010500,263.0,202,3,22.0,20.0,,,152732,71.55,57,2.0,1.0,stairway,0
-1591560,33300,1,201808,21~31,2015,84.96799999999999,12,37.571998596191406,126.91500091552734,1141012000,87.0,114,4,16.0,10.0,district,cogeneration,91761,112.62,78,3.0,2.0,stairway,0
-1591567,9095,0,201808,21~31,1989,197.055,12,35.177290121334835,129.0995206734495,2650010100,,224,3,13.0,12.0,individual,gas,39819,229.61,12,5.0,2.0,stairway,0
-1591569,9346,0,201808,21~31,1985,116.6775,4,35.197320614101095,129.08074954496746,2647010100,,336,4,14.0,14.0,district,cogeneration,40482,136.46,84,4.0,2.0,stairway,0
-1591587,7996,0,201808,21~31,2005,59.8869,26,35.21210344496765,129.0304327470266,2632010300,658.0,600,6,26.0,25.0,individual,gas,37501,79.38,200,3.0,2.0,stairway,0
-1591603,5680,0,201808,21~31,1995,84.85,17,35.20630874516135,129.05893199581885,2626010800,183.0,227,1,19.0,8.0,individual,gas,33821,108.28,95,3.0,2.0,stairway,0
-1591608,3531,0,201808,21~31,1995,164.47,10,35.166830638520175,129.02753728014608,2623010900,240.0,298,4,25.0,20.0,individual,gas,30240,188.18,50,5.0,2.0,stairway,0
-1591633,18960,1,201808,21~31,2008,84.95,6,37.481803106297924,127.12963255589115,1171010900,200.0,181,4,15.0,6.0,individual,gas,52943,108.87,84,3.0,2.0,stairway,0
-1591652,4187,1,201808,21~31,1981,111.5,9,37.53121515171115,127.03543895019943,1168011000,,515,5,12.0,12.0,central,cogeneration,7493,119.65,121,3.0,1.0,corridor,0
-1591670,224,1,201808,21~31,1997,84.98,14,37.48824897353653,126.96780616783968,1159010700,344.0,340,3,18.0,10.0,individual,gas,539,112.4,144,3.0,2.0,stairway,0
-1591679,10053,1,201808,21~31,2005,84.79,10,37.494958710000574,126.910126943933,1156013200,799.0,669,9,24.0,18.0,individual,gas,11988,106.38,489,3.0,2.0,stairway,0
-1591708,2575,1,201808,21~31,1994,84.56,11,37.50445249441749,126.86230298225573,1153010600,251.0,391,5,15.0,13.0,district,cogeneration,5435,101.11,362,3.0,2.0,stairway,0
-1591726,5908,1,201808,21~31,2002,84.63,2,37.54638116476041,126.83401295745676,1150010300,134.0,111,1,12.0,9.0,district,cogeneration,34186,110.37,17,3.0,2.0,stairway,0
-1591728,10011,1,201808,21~31,2004,84.95,8,37.56891729849286,126.84219892782083,1150010400,193.0,177,3,15.0,15.0,individual,gas,42256,105.11,144,3.0,2.0,stairway,0
-1591750,11514,1,201808,21~31,2004,84.86,7,37.52742581010096,126.83520890253044,1147010300,,121,2,15.0,7.0,individual,gas,44399,105.95,88,3.0,2.0,stairway,0
-1591765,5397,1,201808,21~31,2001,113.52,2,37.58216294922014,126.94967420881737,1141011100,193.0,139,2,19.0,11.0,individual,gas,33336,148.52,20,4.0,2.0,stairway,0
-1591911,1285,1,201808,21~31,1996,84.83,4,37.57952807727214,127.07191538710475,1123010600,289.0,300,2,18.0,14.0,individual,gas,3518,110.01,34,3.0,2.0,stairway,0
-1591932,6427,1,201808,21~31,2005,59.97,9,37.54960620000001,127.02053899999999,1120011100,363.0,336,8,15.0,5.0,individual,gas,10463,78.7,142,3.0,1.0,stairway,0
-1591967,5670,0,201808,21~31,1998,84.91,12,35.16376795409656,129.0514325706464,2623010800,451.0,260,2,28.0,23.0,central,gas,33808,111.89,89,3.0,2.0,corridor,0
-1591971,11049,0,201808,21~31,1984,74.34,3,35.1170531785327,129.03272541758557,2617010100,,150,3,5.0,5.0,individual,gas,43590,86.17,25,3.0,1.0,stairway,0
-1591979,1382,1,201808,21~31,1996,84.87,2,37.53657061978269,127.1473235716523,1174010500,271.0,264,2,18.0,9.0,individual,gas,146889,107.37,126,3.0,2.0,stairway,0
-1591988,20497,1,201808,21~31,2011,84.98,10,37.55879738390321,127.1731810312974,1174011000,726.0,636,11,17.0,11.0,district,cogeneration,18244,110.82,30,3.0,2.0,stairway,0
-1592004,11079,1,201808,21~31,2004,59.75,2,37.48717299903807,126.9514792818466,1162010100,524.0,487,7,20.0,12.0,individual,gas,12551,79.43,198,3.0,1.0,stairway,0
-1592013,6402,1,201808,21~31,2005,150.8,15,37.520194103267706,126.93174334056124,1156011000,1081.0,445,2,35.0,24.0,individual,cogeneration,93556,191.62,90,3.0,2.0,stairway,0
-1592017,36912,1,201808,21~31,2017,84.98,17,37.5289081,126.902773,1156011400,302.0,198,2,26.0,26.0,individual,gas,151810,110.08,94,3.0,2.0,stairway,0
-1592020,2858,1,201808,21~31,1996,84.93,5,37.519953799999996,126.886452,1156012400,176.0,170,2,14.0,12.0,district,cogeneration,28427,104.23,66,3.0,2.0,stairway,0
-1592026,5638,1,201808,21~31,2001,84.51,9,37.50690965231953,126.87798317271364,1153010100,260.0,204,3,22.0,13.0,individual,gas,8923,115.88,162,3.0,2.0,stairway,0
-1592039,19496,1,201808,21~31,2009,84.74799999999999,3,37.551385613671634,126.87355150504914,1150010100,160.0,135,2,17.0,12.0,individual,gas,53581,108.18,15,3.0,2.0,stairway,0
-1592041,8791,1,201808,21~31,2005,84.9519,2,37.55076004904696,126.86835597013769,1150010100,450.0,284,5,15.0,8.0,individual,gas,147766,112.28,72,3.0,2.0,stairway,0
-1592049,18462,1,201808,21~31,2007,84.68,2,37.55450594637768,126.827440027664,1150010600,710.0,629,9,15.0,9.0,district,cogeneration,15408,108.82,109,3.0,2.0,stairway,0
-1592060,6059,1,201808,21~31,2002,59.73,8,37.55343322256561,126.90485546568802,1144012300,227.0,181,4,18.0,12.0,individual,gas,34314,86.01,38,3.0,1.0,corridor,0
-1592086,3706,1,201808,21~31,1999,84.94200000000001,14,37.62197058679318,127.06156221994688,1135010200,238.0,190,1,19.0,19.0,individual,gas,30789,110.98,114,3.0,2.0,stairway,0
-1592185,3521,0,201808,21~31,1997,59.88,16,35.210167355966156,129.06391338312642,2626010800,71.0,105,1,22.0,9.0,individual,gas,30187,76.79,61,3.0,1.0,stairway,0
-1592216,7112,1,201808,21~31,2001,107.38,4,37.509234538189695,127.0538372884833,1168010500,206.0,114,1,13.0,6.0,individual,gas,35850,139.75,75,4.0,2.0,stairway,0
-1592224,4002,1,201808,21~31,1983,104.01,6,37.490891217209494,127.04210041331542,1168011800,272.0,247,2,13.0,13.0,central,gas,7121,113.73,143,3.0,1.0,corridor,0
-1592240,5666,1,201808,21~31,2001,84.98,4,37.5137144,126.889423,1156012200,401.0,382,5,23.0,21.0,individual,gas,147501,99.56,256,3.0,2.0,stairway,0
-1592243,44,1,201808,21~31,1985,95.64,5,37.505742099558525,126.90128783176684,1156013200,617.0,386,4,13.0,12.0,individual,gas,146615,128.02,130,4.0,1.0,corridor,0
-1592248,63,1,201808,21~31,1998,59.98,5,37.505350393368886,126.86273110404116,1153010600,136.0,163,1,18.0,9.0,individual,gas,25558,95.19,69,3.0,1.0,corridor,0
-1592254,17508,1,201808,21~31,2007,84.77,1,37.55329923201239,126.87345773592187,1150010100,181.0,130,3,15.0,11.0,individual,gas,50714,109.5,82,3.0,2.0,stairway,0
-1592271,6457,1,201808,21~31,2002,84.88,19,37.521557405878504,126.8721538981559,1147010100,842.0,590,7,19.0,15.0,district,cogeneration,10503,108.57,226,3.0,2.0,stairway,0
-1592278,2975,1,201808,21~31,2000,59.9,5,37.53710410338979,126.9456312634351,1144010700,337.0,339,6,21.0,7.0,individual,gas,147217,85.93,158,3.0,1.0,corridor,0
-1592297,4459,1,201808,21~31,1998,84.92,7,37.61794582525962,126.9067668365712,1138010400,140.0,109,2,16.0,10.0,individual,gas,31743,109.12,23,3.0,2.0,stairway,0
-1592339,1432,1,201808,21~31,1993,85.0,13,37.65930147801145,127.03052678990002,1132010500,,192,2,15.0,10.0,central,gas,26168,101.53,192,3.0,2.0,stairway,0
-1592346,4371,1,201808,21~31,1999,82.28,8,37.639008143978295,127.0410463193761,1132010700,91.0,121,1,12.0,12.0,individual,gas,31618,104.48,1,3.0,1.0,stairway,0
-1592379,3725,1,201808,21~31,1992,84.94,11,37.58632319661959,127.05554577297009,1123010900,130.0,146,3,15.0,15.0,individual,gas,30810,98.59,131,3.0,2.0,stairway,0
-1592383,87,1,201808,21~31,1996,84.92,19,37.54708223481701,127.10855279001936,1121510400,354.0,380,3,22.0,11.0,individual,gas,210,104.14,258,3.0,2.0,stairway,0
-1592412,3598,0,201808,21~31,1997,59.88,2,35.22710834874738,129.16401724302537,2635010100,181.0,257,3,15.0,14.0,individual,gas,30553,79.55,257,3.0,1.0,stairway,0
-1592425,21982,0,201808,21~31,2012,59.8562,6,35.17454231312884,129.03476619573695,2623010800,226.0,215,1,15.0,8.0,individual,gas,55717,83.45,112,3.0,2.0,stairway,0
-1592430,79,1,201808,21~31,1987,84.64399999999999,2,37.54948882557539,127.15183935105145,1174010100,81.0,120,1,15.0,15.0,central,gas,25575,101.41,75,3.0,2.0,stairway,0
-1592453,9043,1,201808,21~31,2004,132.16,7,37.51904144640884,127.01594063813336,1165010600,853.0,428,8,28.0,10.0,district,cogeneration,11592,165.29,159,4.0,2.0,stairway,0
-1592460,2972,1,201808,21~31,1995,84.89,1,37.49299431233637,126.95347927701698,1159010200,288.0,279,3,15.0,14.0,individual,gas,6424,115.17,209,3.0,2.0,corridor,0
-1592469,5814,1,201808,21~31,2001,84.94,7,37.495977599791466,126.91354989195845,1159010900,423.0,295,4,23.0,16.0,individual,gas,9176,109.28,165,3.0,2.0,stairway,0
-1592471,1346,1,201808,21~31,1994,82.77,10,37.52402332414361,126.89486535351804,1156011200,1566.0,783,7,20.0,18.0,individual,gas,146881,101.67,783,3.0,2.0,stairway,0
-1592480,7725,1,201808,21~31,2002,79.84,4,37.448852800551435,126.9158101549736,1154510300,160.0,151,1,17.0,8.0,individual,gas,36967,102.48,12,3.0,2.0,stairway,0
-1592481,4044,1,201808,21~31,2000,110.302,12,37.509550446798045,126.88419959231877,1153010100,1064.0,813,9,27.0,21.0,individual,gas,7185,137.15,48,3.0,2.0,stairway,0
-1592488,4202,1,201808,21~31,2000,59.94,14,37.53746934094379,126.85374275931878,1150010300,174.0,148,3,15.0,8.0,individual,gas,31403,79.41,56,3.0,1.0,corridor,0
-1592492,4195,1,201808,21~31,1998,84.92,6,37.57212520541657,126.82217414304573,1150010900,164.0,170,1,15.0,9.0,individual,gas,31399,105.39,74,3.0,2.0,stairway,0
-1592504,11581,1,201808,21~31,2005,59.43,2,37.52462456439166,126.83713369249372,1147010300,171.0,169,3,13.0,8.0,individual,gas,44521,77.29,74,3.0,2.0,stairway,0
-1592509,9064,1,201808,21~31,2004,84.77,14,37.54095441741021,126.94072222152435,1144010500,175.0,141,1,20.0,16.0,district,cogeneration,39771,112.27,19,3.0,2.0,stairway,0
-1592545,7137,1,201808,21~31,1992,84.35,8,37.65046551865417,127.08171543174292,1135010600,130.0,130,2,11.0,7.0,individual,gas,147644,106.3,73,3.0,2.0,stairway,0
-1592550,748,1,201808,21~31,1998,59.4,8,37.66339963819684,127.02854280299343,1132010600,188.0,153,1,18.0,15.0,individual,gas,25905,83.46,84,2.0,1.0,corridor,0
-1592581,4497,1,201808,21~31,1984,69.1,3,37.602758533418275,127.10628720340851,1126010500,,233,11,5.0,3.0,individual,gas,7892,89.26,60,3.0,1.0,stairway,0
-1592625,18721,0,201808,21~31,2010,84.698,38,35.137587864982535,129.06540094695282,2617010400,655.0,305,2,40.0,40.0,individual,gas,94963,110.75,34,3.0,2.0,stairway,0
-1592645,21288,1,201808,21~31,1983,108.47,5,37.5293684,127.027491,1168011000,,234,4,13.0,13.0,district,cogeneration,18672,119.5,129,3.0,2.0,stairway,0
-1592647,1320,1,201808,21~31,1988,84.74,1,37.4878536722674,127.04022624785492,1168011800,,421,5,15.0,13.0,district,gas,3588,101.46,266,3.0,2.0,stairway,0
-1592653,725,1,201808,21~31,1994,84.3,7,37.46423557286293,126.94068337239645,1162010200,121.0,107,1,18.0,6.0,individual,gas,25900,95.37,107,3.0,2.0,corridor,0
-1592657,6362,1,201808,21~31,2002,84.9832,8,37.49529577982072,126.94193438633312,1159010200,254.0,197,2,18.0,11.0,individual,gas,34478,113.76,32,3.0,2.0,stairway,0
-1592673,3770,1,201808,21~31,1986,80.07,11,37.52859091114942,126.89634776981741,1156011400,117.0,116,1,12.0,8.0,individual,gas,30882,98.79,12,3.0,1.0,stairway,0
-1592675,3787,1,201808,21~31,2000,59.9,3,37.5369462,126.893677,1156012800,228.0,216,2,19.0,17.0,individual,gas,6727,86.17,102,3.0,2.0,corridor,0
-1592689,7882,1,201808,21~31,2002,59.79,3,37.56460634045357,126.8472244740728,1150010200,146.0,145,1,15.0,14.0,individual,gas,37287,75.8,55,3.0,1.0,stairway,0
-1592691,282,1,201808,21~31,1995,150.05,4,37.56386927605083,126.84579983574528,1150010200,796.0,457,6,17.0,13.0,district,cogeneration,632,177.68,100,5.0,2.0,stairway,0
-1592694,18742,1,201808,21~31,2007,84.76,13,37.552819164769616,126.8249134524411,1150010600,675.0,518,8,15.0,10.0,district,cogeneration,15859,108.59,54,3.0,2.0,stairway,0
-1592722,20012,1,201808,21~31,2009,59.85,2,37.6345782,126.924654,1138011400,166.0,143,3,10.0,7.0,individual,gas,54217,86.11,11,3.0,2.0,stairway,0
-1592760,3701,1,201808,21~31,2000,84.94,2,37.67197755103685,127.05682013436052,1135010500,381.0,274,3,19.0,9.0,individual,gas,6543,107.84,110,3.0,2.0,stairway,0
-1592779,1394,1,201808,21~31,2000,59.98,14,37.60816380300788,127.0199053798808,1129013400,132.0,132,1,16.0,10.0,individual,gas,26153,78.15,86,3.0,1.0,corridor,0
-1592814,12339,0,201808,21~31,1983,60.75,4,35.098039224605856,128.99536655773835,2638010100,,105,2,5.0,5.0,individual,-,45570,71.11,20,3.0,1.0,stairway,0
-1592823,233,0,201808,21~31,1996,59.946000000000005,14,35.16671790314613,129.17928463126378,2635010700,895.0,852,12,24.0,16.0,district,cogeneration,25667,79.91,372,3.0,1.0,stairway,0
-1592837,1113,0,201808,21~31,1996,59.9,15,35.193628450136146,129.09627015598096,2626010400,320.0,511,4,25.0,10.0,individual,gas,26026,83.6,367,3.0,1.0,corridor,0
-1592849,36672,0,201808,21~31,2017,59.8084,19,35.1438045,129.054138,2623010400,634.0,630,7,28.0,6.0,individual,gas,151146,84.61,245,3.0,2.0,stairway,0
-1592862,19701,1,201808,21~31,2009,84.74,10,37.5665979,127.17456100000001,1174011000,1105.0,987,13,15.0,11.0,district,cogeneration,17132,110.34,94,3.0,2.0,stairway,0
-1592876,905,1,201808,21~31,1984,161.0,15,37.483972907549216,127.05601262647976,1168010300,450.0,405,5,15.0,15.0,central,gas,2402,182.45,120,5.0,2.0,stairway,0
-1592884,9041,1,201808,21~31,2006,152.95,23,37.483541566574544,127.01767429100485,1165010800,1127.0,589,3,32.0,20.0,district,cogeneration,93726,186.05,52,4.0,2.0,stairway,0
-1592886,3782,1,201808,21~31,1996,59.4,7,37.51127930054718,127.006388262851,1165010600,250.0,248,2,18.0,8.0,central,cogeneration,6721,83.77,18,2.0,1.0,corridor,0
-1592912,1259,1,201808,21~31,1998,59.85,14,37.507548090024585,126.89749883355137,1156011800,141.0,142,1,19.0,14.0,individual,gas,26082,78.78,71,3.0,1.0,stairway,0
-1592916,3991,1,201808,21~31,1999,59.96,7,37.51569510123912,126.91849056243656,1156013200,435.0,368,5,24.0,16.0,individual,gas,7116,86.92,165,3.0,1.0,corridor,0
-1592917,4401,1,201808,21~31,1998,59.89,3,37.49447775201568,126.90350095871807,1156013300,162.0,143,1,18.0,9.0,individual,gas,31668,82.44,58,3.0,1.0,corridor,0
-1592943,517,1,201808,21~31,1997,59.99,12,37.57237839017318,126.8134210078167,1150010900,187.0,206,3,13.0,5.0,individual,gas,1352,76.18,87,3.0,1.0,corridor,0
-1592993,3704,1,201808,21~31,1984,56.59,10,37.61850427769218,127.06022278935127,1135010200,354.0,296,3,12.0,10.0,individual,gas,6566,76.44,168,3.0,1.0,corridor,0
-1593071,18408,1,201808,21~31,2010,145.75,11,37.53790515922033,126.96798397015658,1117011200,635.0,260,3,24.0,21.0,individual,gas,94613,185.82,34,3.0,2.0,,0
-1593072,3931,1,201808,21~31,2000,84.74,5,37.524289959350185,127.00085975969894,1117013600,247.0,242,2,15.0,10.0,individual,gas,6979,115.42,160,3.0,2.0,stairway,0
-1593076,33266,1,201808,21~31,2015,87.8869,6,37.47719955444336,127.14199829101562,1171010900,825.0,400,6,24.0,7.0,district,cogeneration,91512,115.07,44,3.0,2.0,stairway,0
-1593085,36301,1,201808,21~31,2017,59.98,13,37.639494899999995,126.91929499999999,1138011400,274.0,146,3,20.0,20.0,district,cogeneration,150151,84.61,36,3.0,2.0,stairway,0
-1593118,3805,0,201808,21~31,2000,59.8,12,35.181143987133595,129.0551621154729,2623010700,194.0,190,1,22.0,12.0,individual,gas,30923,79.52,92,3.0,1.0,stairway,0
-1593119,1348,0,201808,21~31,1992,84.96,14,35.16161342894507,129.0258890003254,2623011100,76.0,180,2,15.0,15.0,individual,-,26131,97.57,60,3.0,2.0,stairway,0
-1593140,19329,1,201808,21~31,2008,84.98,12,37.48006926637387,127.1299054257907,1171010900,492.0,455,6,21.0,12.0,individual,gas,16631,110.04,78,3.0,2.0,stairway,0
-1593144,923,1,201808,21~31,1985,132.86,9,37.49925641727937,127.1369049040173,1171011200,264.0,264,4,12.0,12.0,district,cogeneration,2429,154.76,48,5.0,2.0,stairway,0
-1593164,2979,1,201808,21~31,1999,59.82,18,37.500826493106615,127.06097406932275,1168010600,711.0,630,8,24.0,7.0,district,cogeneration,6449,88.68,286,2.0,1.0,corridor,0
-1593176,34426,1,201808,21~31,2016,84.947,14,37.50590133666992,126.93800354003906,1159010200,550.0,471,7,25.0,18.0,individual,gas,145286,115.15,25,3.0,2.0,stairway,0
-1593186,4193,1,201808,21~31,1997,81.22,10,37.51189846684738,126.93314890503721,1159010800,125.0,134,1,18.0,8.0,individual,gas,31395,103.03,36,3.0,2.0,corridor,0
-1593188,3982,1,201808,21~31,1995,76.84,3,37.49292263928019,126.91039624989372,1159010900,188.0,174,2,19.0,17.0,central,gas,31138,90.98,34,3.0,1.0,corridor,0
-1593192,23253,1,201808,21~31,2014,84.97399999999999,13,37.51109643400054,126.89981944726368,1156011800,982.0,836,8,31.0,26.0,individual,gas,19376,109.4,180,3.0,2.0,stairway,0
-1593194,5606,1,201808,21~31,1999,84.96,17,37.493025450686545,126.90817525418564,1156013300,,217,1,18.0,6.0,individual,gas,8878,99.63,71,3.0,2.0,stairway,0
-1593203,14127,1,201808,21~31,2001,59.82,3,37.507533300745045,126.85281494470135,1153010600,374.0,298,4,19.0,10.0,individual,gas,13168,84.72,98,3.0,1.0,corridor,0
-1593219,9078,1,201808,21~31,2005,74.8,14,37.568405864850256,126.80833271337832,1150010900,206.0,187,3,15.0,4.0,individual,gas,39794,94.64,3,3.0,1.0,stairway,0
-1593230,18302,1,201808,21~31,2008,84.96,2,37.544556866994455,126.82849495210445,1147010300,235.0,215,3,12.0,12.0,individual,gas,15078,107.65,178,3.0,2.0,stairway,0
-1593233,4351,1,201808,21~31,1996,84.47,2,37.543086045151895,126.93697737788901,1144011100,115.0,210,2,15.0,15.0,individual,gas,7733,101.42,180,3.0,2.0,stairway,0
-1593242,5679,1,201808,21~31,1995,59.36,11,37.583141761234,126.92073573182353,1138010700,121.0,160,2,16.0,6.0,individual,gas,33812,83.8,63,3.0,1.0,corridor,0
-1593317,17929,1,201808,21~31,2009,105.6,3,37.573428478135206,127.03621512375923,1123010200,492.0,433,6,25.0,15.0,individual,gas,14708,133.13,24,3.0,2.0,stairway,0
-1593379,9837,0,201808,21~31,2004,94.412,11,35.17553659723232,129.0317968712767,2623010800,1018.0,718,8,23.0,12.0,individual,gas,41956,121.36,535,3.0,2.0,stairway,0
-1593381,11211,0,201808,21~31,2004,80.25,12,35.11863237648356,129.01088599248828,2614010600,389.0,256,3,21.0,18.0,individual,gas,43866,130.73,20,3.0,2.0,stairway,0
-1593400,19734,1,201808,21~31,2009,84.83,14,37.561656899999996,127.17693799999999,1174011000,465.0,410,9,14.0,5.0,district,cogeneration,17203,110.82,116,3.0,2.0,stairway,0
-1593416,428,1,201808,21~31,1985,58.98,9,37.505942991209785,127.11925565009274,1171010400,567.0,378,5,14.0,14.0,district,cogeneration,1109,89.16,42,3.0,1.0,stairway,0
-1593430,20367,1,201808,21~31,2011,84.92,9,37.478545995555464,127.13204183121314,1171010900,169.0,149,4,20.0,9.0,individual,gas,54645,112.81,40,3.0,2.0,stairway,0
-1593431,19556,1,201808,21~31,2008,84.95,5,37.4840322759134,127.13119671078009,1171010900,395.0,374,9,15.0,5.0,individual,gas,16906,113.98,81,3.0,2.0,stairway,0
-1593447,15963,1,201808,21~31,2008,121.0894,12,37.49624556929162,127.05399532699059,1168010600,270.0,144,2,18.0,18.0,district,cogeneration,48273,146.32,144,4.0,2.0,stairway,0
-1593456,1300,1,201808,21~31,1984,129.47,2,37.509130696069015,127.01359502803378,1165010600,116.0,108,2,10.0,8.0,district,cogeneration,26107,145.37,32,4.0,2.0,stairway,0
-1593457,11147,1,201808,21~31,2006,216.7346,5,37.494307841550224,126.99174508423174,1165010100,634.0,192,5,15.0,9.0,individual,gas,97352,244.99,55,4.0,2.0,stairway,0
-1593459,2929,1,201808,21~31,1976,181.6,10,37.49743570060883,126.98691371654054,1165010100,,216,4,12.0,12.0,district,cogeneration,6251,196.29,93,5.0,2.0,stairway,0
-1593462,2931,1,201808,21~31,1978,101.87,3,37.50738349112442,127.00299038406204,1165010600,300.0,408,4,12.0,12.0,district,cogeneration,6257,110.46,120,3.0,1.0,stairway,0
-1593468,6699,1,201808,21~31,2003,164.05,2,37.48672495192928,127.03036597337105,1165010800,289.0,110,2,12.0,9.0,individual,gas,35020,187.99,27,4.0,2.0,stairway,0
-1593478,6141,1,201808,21~31,2003,84.99,8,37.500395316950296,126.95869492986077,1159010500,432.0,423,7,17.0,9.0,individual,gas,9896,109.28,55,3.0,2.0,stairway,0
-1593479,6137,1,201808,21~31,2003,84.95,1,37.49402865537933,126.97845588096428,1159010600,329.0,276,7,23.0,10.0,individual,gas,9879,106.53,223,3.0,2.0,stairway,0
-1593480,9690,1,201808,21~31,2003,84.9941,8,37.4773003057199,126.96927154095616,1159010700,216.0,183,2,16.0,16.0,individual,gas,41565,107.63,112,3.0,2.0,stairway,0
-1593483,273,1,201808,21~31,1998,84.48,1,37.53794370000001,126.890796,1156012900,202.0,184,2,19.0,18.0,individual,gas,25696,109.43,90,3.0,2.0,stairway,0
-1593518,33304,1,201808,21~31,2017,84.89,4,37.56460189819336,126.81800079345705,1150010500,749.0,603,8,15.0,15.0,district,cogeneration,91788,113.79,82,3.0,2.0,stairway,0
-1593519,6170,1,201808,21~31,2002,84.617,6,37.55412505065589,126.8410803033173,1150010600,129.0,102,1,15.0,15.0,individual,gas,34358,108.25,13,3.0,2.0,stairway,0
-1593523,1210,1,201808,21~31,1998,59.91,1,37.57297098148347,126.82140690185842,1150010900,209.0,209,3,15.0,15.0,individual,gas,3334,77.55,119,3.0,1.0,stairway,0
-1593557,3938,1,201808,21~31,2000,59.48,1,37.54637864595573,126.958031350919,1144010300,546.0,458,7,22.0,16.0,individual,gas,6999,78.01,186,3.0,1.0,corridor,0
-1593563,325,1,201808,21~31,1997,84.84,12,37.57917701046549,126.93165783430693,1141011800,352.0,294,3,15.0,12.0,individual,gas,727,107.45,204,3.0,2.0,stairway,0
-1593569,4445,1,201808,21~31,2000,59.94,14,37.6004463905369,126.91330232628007,1138010900,,150,1,17.0,6.0,individual,gas,31734,97.79,86,3.0,1.0,corridor,0
-1593583,4070,1,201808,21~31,2000,59.97,21,37.646389340456,127.0495623175934,1132010700,371.0,366,5,21.0,15.0,individual,gas,7244,81.34,156,3.0,1.0,stairway,0
-1593604,4325,1,201808,21~31,1999,59.84,5,37.623940881123794,127.08119703082686,1135010300,258.0,196,3,19.0,9.0,individual,gas,31550,85.86,45,2.0,1.0,stairway,0
-1593606,14948,1,201808,21~31,1997,59.89,18,37.6181010467666,127.0723240426242,1135010300,,158,1,21.0,14.0,individual,gas,47174,83.57,78,2.0,1.0,corridor,0
-1593617,3700,1,201808,21~31,1995,84.87,5,37.675277164356494,127.06000112749511,1135010500,,216,2,12.0,12.0,central,gas,6541,102.91,144,3.0,2.0,stairway,0
-1593670,2914,1,201808,21~31,1999,84.68,8,37.59589527545711,127.02339879541182,1129010300,678.0,460,5,18.0,10.0,individual,gas,6191,107.73,243,3.0,2.0,stairway,0
-1593683,637,1,201808,21~31,1996,75.5,11,37.59442954560358,127.03379759685578,1129013500,250.0,238,2,21.0,6.0,individual,gas,146722,91.26,152,3.0,2.0,stairway,0
-1593686,4097,1,201808,21~31,2000,94.06,3,37.57642103152444,127.08844939482118,1126010100,168.0,183,1,13.0,6.0,individual,gas,147389,118.11,13,3.0,2.0,stairway,0
-1593687,18073,1,201808,21~31,2007,78.941,13,37.58683246614795,127.08412761959124,1126010100,211.0,199,3,15.0,10.0,individual,gas,51591,99.39,86,3.0,2.0,stairway,0
-1593699,6631,1,201808,21~31,2005,84.9,17,37.582251539133956,127.03445778868216,1123010300,342.0,299,4,21.0,10.0,individual,gas,10652,107.0,259,3.0,2.0,stairway,0
-1593711,15971,1,201808,21~31,2007,84.973,11,37.58741188431912,127.06869388806656,1123010900,525.0,445,9,23.0,15.0,individual,gas,13710,110.11,300,3.0,2.0,stairway,0
-1593731,4057,1,201808,21~31,1999,84.645,5,37.548362299999994,127.051783,1120011500,221.0,221,1,18.0,14.0,individual,gas,7214,113.56,98,3.0,2.0,stairway,0
-1593758,9219,0,201808,21~31,1992,49.14,7,35.261150126926324,129.09353004449656,2641010400,82.0,180,2,16.0,6.0,central,gas,40000,68.25,180,2.0,1.0,corridor,0
-1593759,984,0,201808,21~31,1982,154.45,12,35.09822573912685,128.98928323630204,2638010100,320.0,320,6,12.0,8.0,individual,gas,25998,183.14,144,5.0,2.0,stairway,0
-1593761,213,0,201808,21~31,1997,59.816,8,35.17535858252346,129.17303560446,2635010700,682.0,682,10,24.0,17.0,district,cogeneration,25636,74.03,194,3.0,1.0,stairway,0
-1593804,200,1,201808,21~31,1992,84.93,2,37.48654552232999,127.039890861214,1168011800,252.0,197,2,14.0,9.0,individual,gas,25624,102.39,98,3.0,2.0,stairway,0
-1593813,4305,1,201808,21~31,1995,59.86,8,37.46599271025376,126.93102850839273,1162010200,82.0,127,1,21.0,18.0,individual,gas,31540,81.48,110,3.0,1.0,corridor,0
-1593815,1439,1,201808,21~31,1988,84.5,3,37.53149598125486,126.8966243297547,1156011400,450.0,509,6,15.0,15.0,individual,gas,146910,102.04,149,3.0,2.0,stairway,0
-1593816,5994,1,201808,21~31,2002,84.25,13,37.52800818273112,126.90187846074066,1156011400,350.0,292,6,19.0,6.0,individual,gas,9439,106.24,239,3.0,2.0,stairway,0
-1593836,6483,1,201808,21~31,2004,84.98,4,37.552797563320496,126.87279314877183,1150010100,175.0,168,5,18.0,8.0,individual,gas,34664,107.79,118,3.0,2.0,stairway,0
-1593837,2317,1,201808,21~31,1998,84.98,6,37.55570349542658,126.86409194460931,1150010200,181.0,186,3,20.0,11.0,individual,gas,28366,107.94,62,3.0,2.0,stairway,0
-1593843,34534,1,201808,21~31,2016,59.79,3,37.55960083007813,126.8209991455078,1150010500,0.0,347,6,15.0,12.0,district,cogeneration,145466,85.19,36,3.0,2.0,stairway,0
-1593845,27221,1,201808,21~31,2006,84.8945,5,37.55686666500421,126.84301204387228,1150010600,247.0,160,3,15.0,10.0,individual,gas,58934,107.48,111,3.0,2.0,stairway,0
-1593846,20240,1,201808,21~31,2006,80.61,12,37.55120751063846,126.83966512280607,1150010600,139.0,125,2,12.0,6.0,individual,gas,54443,99.89,1,3.0,2.0,stairway,0
-1593849,1386,1,201808,21~31,1993,84.99,4,37.570372368456624,126.81430441132336,1150010900,285.0,337,3,15.0,8.0,district,cogeneration,3768,102.73,298,3.0,2.0,stairway,0
-1593863,6343,1,201808,21~31,2003,59.96,2,37.545477237845176,126.9568957471628,1144010300,411.0,366,6,22.0,18.0,individual,gas,10343,79.46,168,3.0,2.0,stairway,0
-1593878,20139,1,201808,21~31,2010,84.89,3,37.636435799999994,126.933268,1138011400,530.0,412,14,15.0,8.0,district,cogeneration,17813,110.15,40,3.0,2.0,stairway,0
-1593908,10246,1,201808,21~31,2005,84.92,2,37.68327911344132,127.04952790114109,1132010800,172.0,147,3,15.0,12.0,individual,gas,42582,106.85,147,3.0,2.0,stairway,0
-1593915,614,1,201808,21~31,1994,84.61,5,37.623140075237295,127.0649116195051,1135010200,205.0,274,4,15.0,12.0,individual,gas,1634,111.47,138,3.0,2.0,stairway,0
-1593943,10023,1,201808,21~31,2004,84.569,9,37.67461549103374,127.05708512736523,1135010500,114.0,100,1,15.0,9.0,individual,gas,42267,104.42,75,3.0,2.0,stairway,0
-1593959,9157,1,201808,21~31,2004,80.37,10,37.57691759236692,127.07386907305609,1123010600,124.0,107,1,15.0,9.0,individual,gas,39903,99.62,29,3.0,2.0,stairway,0
-1593978,2908,1,201808,21~31,1998,84.86,8,37.54002393036245,127.01624382013223,1120011300,790.0,774,10,21.0,9.0,central,gas,6175,105.8,248,3.0,2.0,stairway,0
-1593985,10380,0,201808,21~31,2007,125.53,38,35.1548858141255,129.14466483612185,2635010500,927.0,255,2,45.0,44.0,individual,gas,93958,148.22,33,3.0,2.0,stairway,0
-1593994,10777,1,201808,21~31,1977,117.91,5,37.53237697970207,127.03065600478828,1168011000,420.0,170,6,5.0,5.0,district,cogeneration,147854,140.26,170,4.0,2.0,stairway,0
-1593997,19865,1,201808,21~31,2013,106.78,17,37.495097408245705,127.050552277708,1168011800,497.0,397,8,21.0,17.0,district,cogeneration,17379,132.49,67,4.0,2.0,stairway,0
-1594000,1302,1,201808,21~31,1983,56.89,3,37.504922799999996,126.998427,1165010700,200.0,200,1,10.0,10.0,district,cogeneration,3541,62.8,200,2.0,1.0,corridor,0
-1594026,9378,0,201808,21~31,1980,88.8,5,35.09116918726184,129.0356525743907,2620010300,499.0,462,4,12.0,7.0,individual,gas,40601,113.87,233,3.0,2.0,stairway,0
-1594077,631,1,201808,21~31,1996,59.82,14,37.51744824171837,127.04484820955516,1168010500,139.0,139,1,20.0,17.0,individual,gas,25877,81.43,48,2.0,1.0,mixed,0
-1594090,1408,1,201808,21~31,1994,84.96,1,37.4895138,127.03872199999999,1168011800,317.0,211,3,15.0,5.0,district,cogeneration,146898,102.54,211,3.0,2.0,corridor,0
-1594093,6662,1,201808,21~31,2004,127.61,22,37.477675406635306,127.00511465214285,1165010100,1244.0,588,10,24.0,17.0,individual,gas,10695,152.27,222,4.0,2.0,stairway,0
-1594103,18411,1,201808,21~31,2010,59.957,8,37.50999382113499,126.9436648147725,1159010100,333.0,299,5,15.0,9.0,individual,gas,15190,79.48,70,3.0,2.0,stairway,0
-1594105,6290,1,201808,21~31,2003,59.886,9,37.49805615751651,126.95827553584185,1159010200,491.0,431,9,15.0,9.0,individual,gas,10229,76.5,173,3.0,1.0,stairway,0
-1594123,4321,1,201808,21~31,1995,84.95,5,37.50255878592197,126.89195050532452,1153010200,221.0,285,1,24.0,24.0,individual,gas,7700,119.01,142,3.0,2.0,stairway,0
-1594124,22370,1,201808,21~31,2011,70.089,10,37.49063517304814,126.88650840040027,1153010200,124.0,148,2,11.0,11.0,individual,gas,56128,90.15,10,3.0,2.0,stairway,0
-1594139,136,1,201808,21~31,1999,84.84,14,37.556317371124095,126.86513656296269,1150010100,282.0,290,4,19.0,12.0,individual,gas,344,107.52,129,3.0,2.0,stairway,0
-1594142,4201,1,201808,21~31,1999,59.97,6,37.55337886736096,126.86721060867984,1150010100,307.0,277,4,18.0,16.0,individual,gas,7533,86.51,142,2.0,1.0,corridor,0
-1594186,23123,1,201808,21~31,2014,59.99,18,37.5467375,126.925738,1144011500,617.0,429,6,25.0,16.0,district,cogeneration,19323,85.79,21,3.0,2.0,stairway,0
-1594197,27960,1,201808,21~31,2006,84.99700000000001,12,37.59993961224298,126.90570219975105,1138010900,210.0,178,6,12.0,6.0,individual,gas,59246,106.12,115,3.0,2.0,stairway,0
-1594201,770,1,201808,21~31,1993,84.42,6,37.593496131546246,126.9062130760376,1138010900,133.0,167,2,15.0,12.0,individual,gas,25923,107.93,167,3.0,1.0,corridor,0
-1594234,3963,1,201808,21~31,1989,64.8,5,37.62017468561876,127.08129714437322,1135010300,,120,3,5.0,5.0,individual,gas,31127,83.86,30,2.0,1.0,stairway,0
-1594321,121,1,201808,21~31,1987,53.1,2,37.572694178734075,127.04412514541286,1123010500,225.0,225,2,15.0,15.0,individual,gas,303,72.49,60,2.0,1.0,corridor,0
-1594337,10635,1,201808,21~31,2006,84.92,16,37.53742617971422,127.08306734627304,1121510500,166.0,102,1,20.0,20.0,individual,gas,166286,103.5,34,3.0,2.0,stairway,0
-1594354,16300,0,201808,21~31,1990,69.87,1,35.192328915689906,129.13331012303772,2635010400,,108,3,6.0,6.0,individual,-,48748,85.95,24,3.0,1.0,stairway,0
-1594357,37172,0,201808,21~31,2018,67.8923,2,35.2127974,129.094877,2626010100,785.0,702,9,26.0,26.0,individual,gas,153064,89.43,448,3.0,2.0,stairway,0
-1594426,3870,1,201808,21~31,1999,59.97,3,37.51814413606575,127.04399798627577,1168010400,130.0,100,1,18.0,13.0,district,cogeneration,30992,83.51,29,3.0,1.0,stairway,0
-1594429,1212,1,201808,21~31,1994,84.93,7,37.48386840830555,127.08086881984707,1168011400,930.0,930,11,15.0,13.0,district,cogeneration,3343,103.49,464,3.0,2.0,stairway,0
-1594432,4215,1,201808,21~31,1994,54.81,3,37.4886299097156,127.04632353167756,1168011800,208.0,231,4,12.0,5.0,district,cogeneration,7550,81.09,115,2.0,1.0,corridor,0
-1594436,570,1,201808,21~31,1986,153.54,7,37.50394473449658,127.01148598619078,1165010700,352.0,168,3,14.0,14.0,district,cogeneration,25842,184.44,84,4.0,2.0,mixed,0
-1594437,19866,1,201808,21~31,2010,110.32,5,37.49644775198734,127.01662791020179,1165010800,763.0,435,6,20.0,11.0,individual,gas,17386,141.8,80,4.0,2.0,stairway,0
-1594443,6271,1,201808,21~31,2004,114.83,1,37.500752649653656,126.9427037016137,1159010200,506.0,400,6,22.0,12.0,individual,gas,10174,140.04,76,4.0,2.0,stairway,0
-1594446,17715,1,201808,21~31,2008,59.4,6,37.52001305610377,126.9001649857992,1156011100,171.0,167,4,15.0,9.0,individual,gas,50962,79.52,133,3.0,2.0,stairway,0
-1594448,3816,1,201808,21~31,1997,84.58,11,37.47001102518929,126.89221893785273,1154510200,139.0,154,1,21.0,15.0,individual,gas,30950,113.99,79,3.0,2.0,stairway,0
-1594449,382,1,201808,21~31,1980,85.29,5,37.456072364211686,126.89830151879127,1154510300,511.0,639,5,10.0,10.0,central,gas,993,92.07,134,3.0,1.0,corridor,0
-1594460,1075,1,201808,21~31,1995,37.67,12,37.56045148168028,126.84486974255708,1150010200,646.0,1045,9,15.0,15.0,district,cogeneration,2949,55.27,238,2.0,1.0,corridor,0
-1594464,870,1,201808,21~31,1990,84.87,5,37.562229320530854,126.85419690538471,1150010400,380.0,414,4,15.0,13.0,district,cogeneration,2294,102.34,180,3.0,2.0,stairway,0
-1594471,806,1,201808,21~31,1992,84.63,5,37.517243433629325,126.87555472515469,1147010100,270.0,270,2,15.0,15.0,district,cogeneration,146758,99.94,270,3.0,2.0,stairway,0
-1594472,933,1,201808,21~31,1990,84.96,11,37.521829027026776,126.87337968246187,1147010100,73.0,156,2,15.0,8.0,district,cogeneration,25992,103.49,98,3.0,2.0,mixed,0
-1594475,6411,1,201808,21~31,2003,80.03,17,37.53855926345043,126.86405970445783,1147010200,129.0,106,3,18.0,18.0,individual,gas,34567,105.84,34,3.0,2.0,stairway,0
-1594483,17515,1,201808,21~31,2007,84.96,3,37.54659347448435,126.93182338412005,1144011400,335.0,192,3,15.0,6.0,individual,gas,94443,111.6,150,3.0,2.0,stairway,0
-1594489,191,1,201808,21~31,1993,84.74,2,37.575409814362935,126.93623922856932,1141011700,150.0,220,3,10.0,10.0,individual,gas,479,105.69,140,3.0,2.0,stairway,0
-1594513,7136,1,201808,21~31,1976,65.35,4,37.62240737503959,127.06018515888115,1135010200,,120,4,5.0,5.0,individual,gas,35864,72.58,100,3.0,1.0,stairway,0
-1594566,21809,1,201808,21~31,2013,84.87,20,37.59418016019628,127.07459270073029,1126010300,150.0,118,2,20.0,20.0,individual,gas,55583,109.34,39,3.0,2.0,stairway,0
-1594618,7180,1,201808,21~31,1981,52.46,5,37.56068313943987,127.00005432701346,1114013600,,119,1,10.0,10.0,central,gas,35916,56.07,118,2.0,1.0,corridor,0
-1594622,3587,0,201808,21~31,1993,84.99,15,35.16985396004721,129.09805637765686,2650010100,194.0,458,4,15.0,12.0,individual,gas,30510,104.11,204,3.0,2.0,stairway,0
-1594624,1522,0,201808,21~31,1989,84.96,4,35.26241759279722,129.0848433214876,2641010700,795.0,795,12,15.0,15.0,central,gas,26236,103.5,120,3.0,2.0,stairway,0
-1594634,10304,0,201808,21~31,2006,84.525,13,35.16173601663082,129.06325053234983,2623010200,294.0,241,2,28.0,28.0,individual,gas,93929,106.79,92,3.0,2.0,stairway,0
-1594662,12136,1,201808,21~31,2006,124.19,8,37.531024030092624,127.1185352952336,1171010300,226.0,166,2,12.0,5.0,individual,gas,45346,148.8,16,4.0,2.0,stairway,0
-1594683,503,1,201808,21~31,1997,59.4,1,37.51943648284546,127.04784026425142,1168010400,160.0,158,1,19.0,5.0,individual,gas,25780,79.1,70,3.0,1.0,corridor,0
-1594688,31,1,201808,21~31,1983,127.61,12,37.49112500633676,127.05989421973015,1168010600,828.0,690,9,15.0,15.0,central,gas,85,148.76,330,4.0,2.0,stairway,0
-1594695,607,1,201808,21~31,1994,134.438,4,37.48427445597936,127.0826149947495,1168011400,950.0,628,9,15.0,12.0,district,cogeneration,1609,157.91,270,4.0,2.0,stairway,0
-1594705,2901,1,201808,21~31,1999,134.76,1,37.488439672893904,126.98390304283413,1165010100,798.0,644,8,20.0,11.0,individual,gas,6151,163.97,39,4.0,2.0,stairway,0
-1594721,6017,1,201808,21~31,2003,84.96700000000001,3,37.489320032595096,126.97033403196724,1159010700,1275.0,896,18,20.0,17.0,individual,gas,9533,114.06,466,3.0,2.0,stairway,0
-1594727,18443,1,201808,21~31,2010,84.99,15,37.527913571362745,126.90079252030516,1156011400,616.0,299,6,21.0,19.0,individual,gas,15312,109.95,19,3.0,2.0,stairway,0
-1594732,17523,1,201808,21~31,2008,84.89,15,37.48734925408312,126.89950291020588,1156013300,274.0,232,5,19.0,10.0,individual,gas,14331,113.0,0,3.0,2.0,stairway,0
-1594737,5573,1,201808,21~31,2001,82.3019,20,37.49884647961122,126.88055207838444,1153010200,617.0,597,5,24.0,21.0,individual,gas,8844,110.4,405,3.0,2.0,stairway,0
-1594738,6574,1,201808,21~31,2004,84.71,6,37.496530165971656,126.8816187604173,1153010200,223.0,216,2,21.0,18.0,individual,gas,10607,107.09,99,3.0,2.0,stairway,0
-1594764,8789,1,201808,21~31,2003,84.99,9,37.552093627907894,126.83932372003073,1150010600,209.0,194,2,12.0,7.0,individual,gas,39200,108.79,108,3.0,2.0,stairway,0
-1594773,6173,1,201808,21~31,2003,82.81,4,37.528991713943725,126.86499571174154,1147010200,196.0,171,4,18.0,13.0,individual,gas,34362,103.86,74,3.0,2.0,stairway,0
-1594779,6195,1,201808,21~31,2003,135.376,20,37.54332439933668,126.94518317896495,1144010900,892.0,534,10,25.0,18.0,district,cogeneration,10023,163.05,90,4.0,2.0,stairway,0
-1594790,19697,1,201808,21~31,2009,84.16,3,37.6334659,126.923992,1138011400,595.0,434,13,18.0,6.0,district,cogeneration,17106,106.7,4,3.0,2.0,mixed,0
-1594804,6119,1,201808,21~31,2003,84.9,2,37.66390268896158,127.04492710961185,1132010600,206.0,174,3,23.0,21.0,individual,gas,34326,109.76,151,3.0,2.0,stairway,0
-1594818,21230,1,201808,21~31,2002,84.354,10,37.684370591459306,127.05072126815371,1132010800,158.0,139,2,20.0,11.0,individual,gas,55264,109.86,83,3.0,2.0,stairway,0
-1594830,6628,1,201808,21~31,2005,84.303,8,37.616612290165406,127.06675897580813,1135010200,494.0,484,8,25.0,11.0,individual,gas,10646,103.82,298,3.0,2.0,stairway,0
-1594878,2782,1,201808,21~31,1997,84.96,13,37.60399827010519,127.09354643436701,1126010200,816.0,408,4,25.0,13.0,individual,gas,5759,110.25,408,3.0,2.0,stairway,0
-1594914,2905,1,201808,21~31,1994,84.87,18,37.535269299999996,127.05498700000001,1120011500,221.0,293,2,21.0,10.0,individual,gas,6166,108.05,22,3.0,2.0,stairway,0
-1594918,7590,0,201808,21~31,2004,71.7271,8,35.126809974302866,129.08245504784685,2629011000,457.0,465,5,25.0,8.0,individual,gas,36746,96.31,114,3.0,2.0,stairway,0
-1594924,10952,1,201808,21~31,2006,84.7,16,37.57148427221123,126.99866879597536,1111015700,605.0,422,2,19.0,18.0,individual,gas,94026,105.67,46,3.0,2.0,stairway,0
-1594925,5059,1,201808,21~31,1992,54.7,6,37.58051141258221,127.0140155572653,1111017400,902.0,585,5,14.0,9.0,individual,gas,8430,72.36,201,2.0,1.0,corridor,0
-1594928,18022,1,201808,21~31,2009,59.9426,10,37.57603060685869,127.02115112917707,1111017500,342.0,288,6,20.0,9.0,individual,gas,14747,83.08,36,3.0,1.0,stairway,0
-1594942,13763,0,201808,21~31,1980,79.07,1,35.100880882803594,128.99047501805444,2638010100,,109,4,5.0,4.0,individual,gas,45997,100.95,25,3.0,1.0,stairway,0
-1594956,17500,0,201808,21~31,2011,118.1105,11,35.16189140618323,129.05325972188928,2623010800,916.0,559,5,35.0,28.0,individual,gas,50702,149.55,60,4.0,2.0,stairway,0
-1594983,730,1,201808,21~31,1993,84.63,10,37.533493050473155,127.11460192681898,1171010300,77.0,135,1,14.0,12.0,individual,gas,25904,101.24,84,3.0,2.0,stairway,0
-1594998,1338,1,201808,21~31,1985,146.96,13,37.50613772838343,127.12265797217638,1171011100,277.0,252,3,14.0,14.0,central,gas,3651,169.55,56,4.0,2.0,stairway,0
-1595000,20558,1,201808,21~31,2011,84.86,7,37.498666327269575,127.1591413549141,1171011400,891.0,812,15,15.0,2.0,individual,gas,18275,110.31,60,3.0,2.0,stairway,0
-1595005,6397,1,201808,21~31,2004,59.98,1,37.51599168836782,127.04622732550959,1168010500,520.0,298,5,22.0,12.0,individual,gas,10423,84.22,22,3.0,1.0,stairway,0
-1595016,1618,1,201808,21~31,1993,129.45,6,37.489364876169,127.10354825267328,1168011500,996.0,498,7,15.0,11.0,district,cogeneration,4114,152.59,205,4.0,2.0,stairway,0
-1595033,2902,1,201808,21~31,1978,87.39,1,37.49215050240119,127.02390464368212,1165010800,900.0,893,6,13.0,13.0,district,cogeneration,6157,95.68,273,3.0,1.0,corridor,0
-1595058,26318,1,201808,21~31,2014,49.993,14,37.52462153982221,126.89893707629005,1156011300,150.0,149,2,20.0,16.0,individual,gas,58443,71.54,1,2.0,1.0,stairway,0
-1595065,1601,1,201808,21~31,1994,84.93,15,37.497835613081094,126.87537885988131,1153010200,92.0,105,1,15.0,15.0,individual,gas,26580,102.84,15,3.0,2.0,corridor,0
-1595067,10018,1,201808,21~31,2009,84.98,8,37.50563358900879,126.86142769617751,1153010600,467.0,421,8,22.0,13.0,district,cogeneration,11962,109.46,71,3.0,2.0,stairway,0
-1595078,6255,1,201808,21~31,2003,114.99,2,37.555175353352425,126.86239983771692,1150010200,244.0,196,4,15.0,11.0,individual,gas,34426,140.73,30,4.0,2.0,stairway,0
-1595081,6714,1,201808,21~31,2004,117.24,7,37.55245995556872,126.84648877763479,1150010300,262.0,206,4,12.0,9.0,individual,gas,10741,136.31,46,4.0,2.0,stairway,0
-1595089,4192,1,201808,21~31,1987,81.89,8,37.53595516407228,126.84487976891809,1150010300,,228,3,13.0,3.0,individual,gas,7504,108.34,130,3.0,1.0,corridor,0
-1595118,19463,1,201808,21~31,2010,58.65,9,37.540242486011316,126.95235011619127,1144010400,167.0,167,3,12.0,12.0,individual,gas,53539,76.12,142,3.0,2.0,stairway,0
-1595137,11002,1,201808,21~31,2005,132.45,4,37.58158593997562,126.92807357647246,1141011800,232.0,117,8,7.0,6.0,individual,gas,43478,149.27,11,3.0,2.0,stairway,0
-1595172,5194,1,201808,21~31,1983,53.57,5,37.59910553870911,127.02743565477226,1129013500,140.0,140,4,5.0,5.0,individual,-,32998,56.2,80,2.0,1.0,stairway,0
-1595234,17336,1,201808,21~31,2007,84.99,17,37.570338029726145,127.02990635282451,1123010200,180.0,112,2,20.0,20.0,individual,gas,94387,109.62,112,3.0,2.0,stairway,0
-1595259,9165,1,201808,21~31,2005,84.97,18,37.5321788,126.969701,1117012500,750.0,248,2,33.0,33.0,individual,gas,93782,109.3,62,3.0,2.0,stairway,0
-1595260,20224,1,201808,21~31,2012,171.28,15,37.527615960393426,126.96885721648847,1117012500,253.0,128,1,36.0,36.0,individual,gas,166544,216.5,16,4.0,3.0,stairway,0
-1595272,3884,0,201808,21~31,1992,84.98,14,35.14492307808691,129.00121080054228,2653010600,126.0,263,2,15.0,11.0,individual,gas,31030,102.52,173,3.0,2.0,stairway,0
-1595290,9252,0,201808,21~31,2002,59.9358,5,35.11898614645454,129.0990584157786,2629010800,759.0,748,7,25.0,25.0,individual,gas,40080,80.55,200,3.0,2.0,stairway,0
-1595291,9303,0,201808,21~31,1987,53.67,3,35.193563632914405,129.10000970759012,2626010200,21.0,132,2,6.0,6.0,individual,gas,40275,65.96,47,3.0,1.0,stairway,0
-1595309,6082,1,201808,21~31,2002,81.84,16,37.52050327194257,127.04783642052685,1168010400,400.0,271,4,17.0,16.0,individual,gas,9749,102.47,7,3.0,2.0,stairway,0
-1595310,766,1,201808,21~31,1982,108.88,1,37.52622277806082,127.0244811575594,1168011000,2800.0,1924,27,13.0,12.0,district,cogeneration,2034,116.54,192,3.0,1.0,corridor,0
-1595323,10496,1,201808,21~31,2005,59.96,14,37.46389163998374,126.93117964491074,1162010200,195.0,177,3,15.0,12.0,individual,gas,43031,84.13,54,3.0,2.0,stairway,0
-1595333,11762,1,201808,21~31,2005,84.9636,10,37.49174719281857,126.9145408005994,1159010900,159.0,105,2,13.0,12.0,individual,gas,44905,103.77,46,3.0,2.0,stairway,0
-1595334,6140,1,201808,21~31,2003,124.22,2,37.48940719891758,126.90842392243223,1159010900,499.0,427,5,20.0,16.0,individual,gas,9890,154.26,18,4.0,3.0,stairway,0
-1595342,3792,1,201808,21~31,1994,59.91,6,37.512628258320134,126.88418126422856,1153010100,136.0,154,1,11.0,9.0,individual,gas,30913,78.38,56,3.0,1.0,stairway,0
-1595368,2848,1,201808,21~31,1999,142.69,3,37.51228919882456,126.8545927134203,1147010100,593.0,363,5,18.0,14.0,district,cogeneration,147146,169.23,31,4.0,2.0,stairway,0
-1595382,10253,1,201808,21~31,2005,82.39,15,37.56227595219982,126.90306497462518,1144012300,110.0,107,1,16.0,15.0,individual,gas,42589,101.07,63,3.0,2.0,stairway,0
-1595390,7992,1,201808,21~31,2001,84.24,12,37.59568566194981,126.91344826043579,1138010900,159.0,116,1,16.0,4.0,individual,gas,165729,108.77,15,,,,0
-1595395,4167,1,201808,21~31,2000,104.79,12,37.6124763110601,127.0817780451387,1126010400,284.0,248,2,18.0,10.0,individual,gas,7460,134.99,52,4.0,2.0,stairway,0
-1595402,2893,1,201808,21~31,1998,134.64,6,37.633187347741604,127.05135261146722,1135010200,625.0,344,7,20.0,16.0,district,cogeneration,6122,162.79,158,4.0,2.0,stairway,0
-1595413,1174,1,201808,21~31,1997,84.9,3,37.65270038311087,127.06982826605362,1135010500,222.0,215,3,21.0,10.0,central,gas,3214,108.91,72,3.0,2.0,stairway,0
-1595435,1456,1,201808,21~31,1997,59.97,10,37.53683653721719,127.0909325460194,1121510300,282.0,273,3,22.0,6.0,individual,gas,3940,93.64,142,2.0,1.0,corridor,0
-1595448,16693,1,201808,21~31,2006,84.99,2,37.525432807212,126.9598214597108,1117012800,163.0,144,4,12.0,12.0,individual,gas,49405,105.63,140,3.0,2.0,stairway,0
-1595481,1419,1,201808,21~31,1985,84.98,13,37.5060536,127.12630800000001,1171011200,1316.0,1316,21,14.0,14.0,district,cogeneration,3860,102.27,364,3.0,1.0,stairway,0
-1595487,7612,1,201808,21~31,2004,149.16,10,37.51474758855273,127.03813679768778,1168010800,572.0,203,4,16.0,16.0,individual,gas,11052,186.25,2,3.0,2.0,stairway,0
-1595492,32,1,201808,21~31,1985,126.46,7,37.4854426681306,127.04947389017202,1168011800,,459,8,9.0,9.0,district,cogeneration,89,151.05,144,4.0,2.0,stairway,0
-1595494,8447,1,201808,21~31,1999,59.85,12,37.51192444120822,127.00597660613414,1165010600,129.0,125,1,19.0,14.0,individual,gas,38514,80.07,39,3.0,2.0,stairway,0
-1595496,3,1,201808,21~31,1987,84.53,6,37.517648799999996,127.01264599999999,1165010600,324.0,360,4,15.0,15.0,district,gas,146600,101.08,210,3.0,2.0,stairway,0
-1595501,13968,1,201808,21~31,2000,84.96,6,37.500350735230604,127.01783657843934,1165010800,238.0,160,3,18.0,18.0,district,cogeneration,46130,108.78,25,3.0,2.0,mixed,0
-1595518,2859,1,201808,21~31,1991,84.98,1,37.5210472,126.88795800000001,1156012400,134.0,134,1,15.0,11.0,individual,gas,147149,101.15,134,3.0,2.0,stairway,0
-1595530,12183,1,201808,21~31,2005,59.95,5,37.493858764336586,126.84645953399323,1153010800,123.0,120,2,15.0,15.0,individual,gas,45422,76.49,60,3.0,2.0,stairway,0
-1595537,5237,1,201808,21~31,2001,126.035,11,37.54796665235399,126.87470247989614,1150010100,287.0,206,3,15.0,12.0,individual,gas,8516,168.89,15,4.0,2.0,stairway,0
-1595540,1243,1,201808,21~31,1993,84.99,3,37.57138611385956,126.84498743003442,1150010400,1033.0,990,11,15.0,15.0,district,cogeneration,3419,103.29,990,3.0,2.0,stairway,0
-1595552,9890,1,201808,21~31,2004,84.73,11,37.519844745554906,126.87481286598135,1147010100,420.0,230,4,15.0,5.0,district,cogeneration,11876,103.77,182,3.0,2.0,stairway,0
-1595557,81,1,201808,21~31,1989,84.79,11,37.54828569332754,126.95013606426895,1144010200,128.0,183,2,15.0,7.0,individual,gas,25582,102.23,23,3.0,2.0,stairway,0
-1595560,4355,1,201808,21~31,2000,60.0,10,37.570365891033006,126.90628736551815,1144012600,210.0,180,2,19.0,8.0,individual,gas,31596,80.48,36,3.0,1.0,stairway,0
-1595561,20198,1,201808,21~31,2010,59.73,2,37.58541247169747,126.88213934570496,1144012700,987.0,861,16,15.0,9.0,district,cogeneration,17911,80.75,24,3.0,2.0,stairway,0
-1595564,33302,1,201808,21~31,2016,59.18,7,37.58440017700195,126.94100189208984,1141011100,0.0,296,10,13.0,13.0,individual,gas,91774,80.94,48,3.0,2.0,stairway,0
-1595575,4348,1,201808,21~31,1992,136.74,3,37.647829312754226,127.04454122551037,1132010700,301.0,160,8,5.0,5.0,individual,gas,31589,172.42,20,4.0,2.0,stairway,0
-1595593,7596,1,201808,21~31,2004,79.248,15,37.5964345348198,127.04139433434132,1129013600,384.0,352,4,22.0,12.0,individual,gas,11040,105.24,161,3.0,2.0,stairway,0
-1595595,4147,1,201808,21~31,1999,57.63,17,37.61461363017568,127.07613083027118,1126010400,183.0,188,2,20.0,19.0,individual,gas,152839,81.6,76,3.0,2.0,corridor,0
-1595617,4340,1,201808,21~31,1999,84.87,14,37.65241733903892,127.07302816732924,1135010600,197.0,213,2,24.0,5.0,individual,-,7722,111.41,124,3.0,2.0,stairway,0
-1595632,12037,1,201808,21~31,2005,84.97,9,37.568528958723434,127.07154712055649,1123010600,237.0,193,3,15.0,10.0,individual,gas,45259,107.09,152,3.0,2.0,stairway,0
-1595644,10493,1,201808,21~31,2006,84.96,18,37.531892892068,127.06794600807531,1121510500,452.0,244,2,29.0,28.0,individual,gas,93978,105.79,46,3.0,2.0,stairway,0
-1595654,2857,1,201808,21~31,1988,65.46,13,37.51696810000001,126.88581,1156012300,300.0,383,3,15.0,13.0,individual,gas,5993,88.24,233,3.0,1.0,corridor,0
-1595656,17521,1,201808,21~31,2009,161.36,36,37.52599561138993,126.87038151563105,1147010200,569.0,264,2,49.0,33.0,district,cogeneration,14311,200.93,20,4.0,2.0,stairway,0
-1595662,11885,1,201808,21~31,2000,84.77,12,37.56239737250963,127.01728091339308,1114016200,118.0,132,1,15.0,6.0,individual,gas,45151,107.36,90,3.0,2.0,stairway,0
-1595668,9985,0,201808,21~31,2004,59.983000000000004,10,35.18249523089238,129.06599248039322,2647010100,328.0,408,3,25.0,13.0,individual,gas,42215,80.99,64,3.0,2.0,stairway,0
-1595670,3595,0,201808,21~31,1993,58.74,10,35.19011074074289,129.08476775763222,2647010200,350.0,450,2,21.0,18.0,individual,gas,30540,74.8,90,3.0,1.0,stairway,0
-1595687,1050,1,201808,21~31,1980,96.75,3,37.5243434,127.138873,1174010600,1468.0,1480,25,10.0,10.0,central,gas,2824,105.15,648,3.0,1.0,corridor,0
-1595710,40,1,201808,21~31,1994,84.595,17,37.52745714683621,127.0522348706195,1168010400,418.0,240,2,19.0,14.0,individual,gas,146613,105.06,239,3.0,2.0,stairway,0
-1595711,17239,1,201808,21~31,2008,84.236,2,37.516307951190136,127.04844908379532,1168010500,1529.0,1144,17,23.0,14.0,district,cogeneration,14128,109.4,482,3.0,2.0,stairway,0
-1595722,5037,1,201808,21~31,1998,75.44,1,37.51028106150793,127.0048318511799,1165010600,126.0,126,1,16.0,16.0,individual,gas,32730,104.9,64,3.0,2.0,corridor,0
-1595725,4049,1,201808,21~31,2000,84.82,1,37.50388757530879,126.99645332559172,1165010700,250.0,237,3,12.0,12.0,individual,gas,7194,108.81,160,3.0,2.0,stairway,0
-1595728,5571,1,201808,21~31,2001,84.99,8,37.482871669367206,127.01432744474846,1165010800,284.0,194,2,15.0,8.0,individual,gas,33639,113.63,66,3.0,2.0,stairway,0
-1595734,19179,1,201808,21~31,2010,118.97399999999999,14,37.504634481494634,126.94332502838242,1159010200,255.0,190,4,18.0,8.0,individual,gas,53207,158.74,6,4.0,2.0,stairway,0
-1595735,5313,1,201808,21~31,1988,124.95,7,37.507869047564114,126.96693364846743,1159010500,924.0,660,8,15.0,15.0,central,gas,8611,161.98,150,4.0,2.0,stairway,0
-1595737,2970,1,201808,21~31,1995,58.65,1,37.50972344567472,126.93004273954064,1159010800,426.0,1747,10,15.0,15.0,central,gas,6414,80.74,261,2.0,1.0,corridor,0
-1595739,1390,1,201808,21~31,1996,84.57,20,37.494740044815394,126.91169225605071,1159010900,880.0,880,6,20.0,20.0,individual,gas,3786,107.25,280,3.0,2.0,stairway,0
-1595743,4382,1,201808,21~31,2000,70.94,1,37.5357591,126.89623300000001,1156012800,213.0,198,1,19.0,7.0,individual,gas,31640,101.46,110,3.0,2.0,corridor,0
-1595747,1177,1,201808,21~31,1998,134.91,21,37.506965569939425,126.89491190020088,1156013300,571.0,481,5,25.0,21.0,central,gas,3222,166.07,84,4.0,2.0,stairway,0
-1595766,5672,1,201808,21~31,2001,59.54,6,37.50976375042444,126.86767698946915,1147010100,409.0,353,6,16.0,10.0,district,cogeneration,8975,79.24,59,3.0,1.0,stairway,0
-1595769,2850,1,201808,21~31,1997,84.77,18,37.52038789181879,126.87723725811657,1147010100,1376.0,2078,10,20.0,18.0,district,cogeneration,5971,107.49,546,3.0,2.0,stairway,0
-1595775,3820,1,201808,21~31,2000,114.94,7,37.535848434722865,126.86990736372705,1147010200,182.0,155,2,16.0,14.0,individual,gas,30953,140.95,32,4.0,2.0,stairway,0
-1595777,4217,1,201808,21~31,2000,85.0,11,37.55294723776585,126.87123115520711,1150010100,292.0,249,2,19.0,17.0,individual,gas,7558,107.9,56,3.0,2.0,stairway,0
-1595784,2262,1,201808,21~31,1999,119.85,11,37.56979148674387,126.8492649763875,1150010400,324.0,164,3,17.0,16.0,central,cogeneration,28355,151.69,164,4.0,2.0,stairway,0
-1595788,6438,1,201808,21~31,2004,84.93,3,37.575089059790265,126.80921215264802,1150010900,288.0,258,3,12.0,7.0,individual,gas,10485,107.24,71,3.0,2.0,corridor,0
-1595792,2349,1,201808,21~31,1999,84.83,2,37.57725015596032,126.81751597345443,1150010900,208.0,206,3,15.0,13.0,individual,gas,4632,108.05,90,3.0,2.0,stairway,0
-1595799,4333,1,201808,21~31,1998,84.92,7,37.556817737236535,126.90092171311123,1144012300,100.0,100,1,16.0,10.0,individual,gas,31576,109.32,32,3.0,2.0,stairway,0
-1595800,6083,1,201808,21~31,2002,84.73,2,37.55723087062514,126.89935481010977,1144012300,273.0,240,3,16.0,13.0,individual,gas,9756,109.62,157,3.0,2.0,stairway,0
-1595801,9927,1,201808,21~31,2008,84.99,4,37.57750248757544,126.9119025308727,1141011900,262.0,197,4,15.0,8.0,individual,gas,42094,103.81,95,3.0,2.0,stairway,0
-1595844,2767,1,201808,21~31,1988,87.57,4,37.64622543251093,127.06095222418207,1135010500,342.0,600,3,15.0,15.0,district,cogeneration,147112,115.32,600,3.0,2.0,corridor,0
-1595891,6394,1,201808,21~31,2002,84.941,2,37.54036962494372,127.0451063402216,1120011400,660.0,580,6,25.0,8.0,individual,gas,10416,109.82,255,3.0,2.0,stairway,0
-1595894,15069,1,201808,21~31,2006,84.34,3,37.5371670455294,127.05841034709536,1120011500,247.0,157,3,13.0,7.0,individual,gas,47341,106.88,22,3.0,2.0,stairway,0
-1595896,1234,1,201808,21~31,1998,59.88,3,37.521534100000004,126.97246000000001,1117012900,2173.0,2036,19,22.0,13.0,district,cogeneration,3393,85.12,895,3.0,1.0,corridor,0
-1595901,171,1,201808,21~31,1984,66.21,5,37.470520496570245,126.91110579013909,1162010200,130.0,120,2,5.0,5.0,individual,gas,25618,90.71,50,3.0,1.0,stairway,0
-1595908,1367,1,201808,21~31,1993,83.97,13,37.55997114911229,127.02175776171069,1114016200,492.0,942,10,15.0,12.0,individual,gas,3721,111.11,240,3.0,2.0,corridor,0
-1595911,3565,0,201808,21~31,1999,59.88,2,35.08908109095439,128.9953894658347,2638010800,551.0,498,4,24.0,19.0,individual,gas,30394,79.48,140,3.0,1.0,stairway,0
-1595946,219,1,201808,21~31,1997,84.96,4,37.49626682717487,127.04637348201729,1168010100,129.0,129,1,18.0,13.0,individual,gas,25648,111.09,62,3.0,2.0,stairway,0
-1595947,1430,1,201808,21~31,1988,84.92,10,37.52143941948068,127.04060173740466,1168010400,214.0,214,2,13.0,10.0,district,cogeneration,3890,97.9,64,3.0,2.0,stairway,0
-1595967,7964,1,201808,21~31,1997,114.96,17,37.50716781616211,126.94977569580078,1159010200,243.0,1376,8,18.0,18.0,central,gas,11255,141.84,322,4.0,2.0,stairway,0
-1595973,19247,1,201808,21~31,2010,120.17,20,37.484395388590755,126.9802179558545,1159010700,345.0,140,2,24.0,24.0,individual,gas,95210,162.16,39,3.0,2.0,stairway,0
-1595976,16147,1,201808,21~31,2008,148.94,28,37.51817243109359,126.92605313373396,1156011000,1129.0,580,4,39.0,33.0,district,cogeneration,94320,185.98,209,3.0,2.0,stairway,0
-1595979,4093,1,201808,21~31,2000,84.94,25,37.5318713,126.89367800000001,1156012700,809.0,770,9,25.0,20.0,individual,gas,147383,102.87,510,3.0,2.0,stairway,0
-1595986,4338,1,201808,21~31,1985,84.95,11,37.50396885098236,126.889026084156,1153010200,138.0,344,3,15.0,13.0,individual,gas,7718,103.3,104,3.0,2.0,stairway,0
-1595999,360,1,201808,21~31,1986,116.12,2,37.53394898774402,126.8730921822197,1147010200,1199.0,1588,30,15.0,5.0,district,cogeneration,863,154.46,78,0.0,0.0,stairway,0
-1596016,2963,1,201808,21~31,1996,59.96,3,37.65437330634122,127.04647616352487,1132010700,449.0,449,3,17.0,11.0,individual,gas,147210,80.59,228,3.0,1.0,stairway,0
-1596024,2759,1,201808,21~31,1999,114.98,7,37.62808112791953,127.0768423904526,1135010300,534.0,452,6,24.0,10.0,individual,gas,5685,142.43,84,4.0,2.0,stairway,0
-1596030,19018,1,201808,21~31,2009,121.02,9,37.65978249602079,127.06915944285507,1135010500,321.0,124,1,13.0,11.0,individual,gas,166482,140.7,14,4.0,2.0,stairway,0
-1596043,13922,1,201808,21~31,1998,114.75,12,37.66143962537944,127.07611062405735,1135010600,103.0,120,1,18.0,17.0,individual,gas,46051,152.61,18,4.0,2.0,stairway,0
-1596048,4399,1,201808,21~31,1991,71.76,9,37.655890926007096,127.07399257045547,1135010600,,313,3,15.0,12.0,district,cogeneration,7769,86.42,56,3.0,1.0,stairway,0
-1596051,6023,1,201808,21~31,2003,80.54,20,37.602324102619065,127.02644934614626,1129010300,685.0,540,9,23.0,9.0,individual,gas,9551,109.29,302,3.0,2.0,stairway,0
-1596054,2950,1,201808,21~31,2000,84.98,14,37.581929932117994,127.0555923227322,1123010400,611.0,757,8,22.0,9.0,individual,gas,6345,109.32,176,3.0,2.0,stairway,0
-1596058,3937,1,201808,21~31,1989,76.41,6,37.57141116846576,127.06039313290708,1123010500,500.0,499,3,15.0,7.0,individual,gas,147348,102.48,277,3.0,1.0,corridor,0
-1596074,6053,1,201808,21~31,2002,84.46,11,37.533448324777815,127.07049985951514,1121510500,324.0,245,6,17.0,11.0,individual,gas,9659,102.48,153,3.0,2.0,stairway,0
-1596078,1351,1,201808,21~31,1994,84.21,17,37.54111197586196,127.04529688224926,1120011400,283.0,378,5,17.0,9.0,individual,gas,3670,108.87,188,3.0,2.0,stairway,0
-1596088,10264,1,201808,21~31,2005,84.77,9,37.536181443664596,126.95403176062072,1117011400,196.0,176,3,15.0,4.0,individual,gas,42604,106.34,20,3.0,2.0,corridor,0
-1596089,2770,1,201808,21~31,2001,59.55,7,37.535001546251,126.95059295454641,1117011500,1415.0,1102,14,20.0,13.0,individual,gas,5721,75.06,343,3.0,1.0,corridor,0
-1596091,6474,1,201808,21~31,2003,84.785,13,37.52844171748857,127.00384650655676,1117013100,478.0,283,6,15.0,9.0,individual,gas,10521,111.86,40,3.0,2.0,stairway,0
-1596101,18050,0,201808,21~31,2012,84.86,17,35.24293410645607,129.08446733861936,2641010800,638.0,514,6,22.0,16.0,individual,gas,51551,111.51,157,3.0,2.0,stairway,0
-1596123,1122,1,201808,21~31,1980,81.88,8,37.518377924361076,127.11074186820149,1171010200,,1507,16,10.0,9.0,district,cogeneration,3085,109.09,390,3.0,1.0,corridor,0
-1596127,1451,1,201808,21~31,1986,82.4,5,37.4999987,127.130578,1171010700,166.0,210,3,15.0,15.0,individual,gas,3923,110.22,117,3.0,2.0,corridor,0
-1596135,1429,1,201808,21~31,1986,165.08,2,37.48247578946568,127.05125380978984,1168010300,800.0,558,13,9.0,9.0,district,cogeneration,3887,195.35,216,5.0,2.0,stairway,0
-1596138,10779,1,201808,21~31,1978,196.7,4,37.52993390596351,127.0289036782572,1168011000,1120.0,1288,15,14.0,14.0,district,cogeneration,12394,212.93,84,6.0,2.0,stairway,0
-1596140,33326,1,201808,21~31,2015,59.98,3,37.46760177612305,127.1050033569336,1168011300,346.0,378,12,10.0,5.0,individual,gas,91942,86.26,84,3.0,2.0,stairway,0
-1596142,1626,1,201808,21~31,1993,84.95,1,37.48243443252768,127.0853807536977,1168011400,496.0,496,13,5.0,4.0,district,cogeneration,4164,100.94,300,3.0,2.0,stairway,0
-1596146,7154,1,201808,21~31,1996,84.69,2,37.477498949986,127.02905983822531,1165010200,97.0,150,1,14.0,11.0,central,gas,147646,102.54,150,3.0,2.0,stairway,0
-1596163,90,1,201808,21~31,1978,102.35,4,37.520756713107794,126.92081082262837,1156011000,,744,10,14.0,12.0,district,gas,213,112.0,172,4.0,1.0,stairway,0
-1596170,17123,1,201808,21~31,2005,115.321,9,37.51186548926256,126.83912044090593,1147010100,345.0,238,5,19.0,12.0,individual,gas,14094,141.01,104,3.0,2.0,stairway,0
-1596171,21601,1,201808,21~31,2011,59.93,5,37.51464489072024,126.82687580072417,1147010100,592.0,466,12,12.0,6.0,district,cogeneration,18716,77.24,33,3.0,2.0,stairway,0
-1596172,2884,1,201808,21~31,1995,84.84,10,37.517141377180096,126.87447351127524,1147010100,192.0,217,1,20.0,12.0,district,cogeneration,6094,107.55,199,3.0,2.0,corridor,0
-1596180,6084,1,201808,21~31,2003,114.03,1,37.54337658140879,126.94127702686515,1144010500,512.0,430,9,18.0,16.0,individual,gas,9760,135.05,66,4.0,2.0,stairway,0
-1596183,20200,1,201808,21~31,2010,84.89,1,37.586415842399845,126.88001828221351,1144012700,434.0,380,9,15.0,7.0,district,cogeneration,17914,113.47,64,3.0,2.0,stairway,0
-1596196,4096,1,201808,21~31,1997,59.91,6,37.57748607548012,127.09073290108124,1126010100,158.0,168,2,20.0,7.0,individual,gas,31282,84.69,80,3.0,1.0,stairway,0
-1596203,5538,1,201808,21~31,1998,84.6,6,37.65496093751854,127.06830730561792,1135010500,882.0,795,9,25.0,9.0,individual,gas,147499,108.91,351,3.0,2.0,stairway,0
-1596221,38419,1,201808,21~31,2018,84.98,1,37.5769271850586,127.04940032959,1123010400,675.0,584,5,29.0,22.0,individual,gas,161435,114.11,126,3.0,2.0,stairway,0
-1596228,2968,1,201808,21~31,1997,84.92,6,37.587998253801494,127.04920202247123,1123010700,1225.0,960,9,20.0,9.0,individual,gas,6407,107.52,383,3.0,2.0,stairway,0
-1596241,2904,1,201808,21~31,1994,81.48,12,37.5404117,127.05003500000001,1120011400,273.0,219,1,19.0,11.0,individual,gas,6162,110.69,168,3.0,2.0,stairway,0
-1596242,307,1,201808,21~31,1983,97.02,3,37.54437694551638,127.04595063971131,1120011400,390.0,390,3,10.0,10.0,individual,gas,680,105.45,70,3.0,1.0,corridor,0
-1596247,4538,1,201808,21~31,2001,110.53,12,37.609136044882845,126.97568195953433,1111018300,256.0,156,3,14.0,10.0,individual,gas,31846,142.89,64,4.0,2.0,stairway,0
-1596276,709,1,201808,21~31,1997,59.74,15,37.488888401238654,127.14531668642509,1171011300,470.0,605,6,15.0,12.0,district,cogeneration,1896,81.12,516,2.0,1.0,corridor,0
-1596277,19478,1,201808,21~31,2009,142.06,13,37.496500379486044,127.04814678878893,1168010100,582.0,476,8,21.0,11.0,district,cogeneration,16793,172.22,74,4.0,2.0,stairway,0
-1596278,3684,1,201808,21~31,1981,108.06,5,37.51996811346043,127.05963672995152,1168010500,420.0,384,6,12.0,12.0,district,cogeneration,6513,115.7,120,4.0,1.0,corridor,0
-1596286,11715,1,201808,21~31,2005,158.24,11,37.47972238631437,127.00728100315256,1165010800,397.0,161,2,15.0,10.0,individual,gas,44859,190.3,161,4.0,2.0,stairway,0
-1596294,1357,1,201808,21~31,1996,84.87,16,37.54011631266725,126.89210452836102,1156012900,1215.0,1215,10,20.0,18.0,central,gas,3686,109.97,605,3.0,2.0,stairway,0
-1596295,579,1,201808,21~31,1997,84.83,10,37.5065574,126.91894099999999,1156013200,1104.0,1174,11,25.0,18.0,central,gas,1516,108.52,100,3.0,2.0,stairway,0
-1596297,3791,1,201808,21~31,1993,84.75,14,37.51301765534641,126.88434806412435,1153010100,181.0,284,3,15.0,14.0,individual,gas,147328,102.58,269,3.0,2.0,stairway,0
-1596309,10009,1,201808,21~31,2004,112.05,12,37.5540379993252,126.8546338619796,1150010300,220.0,187,3,15.0,11.0,individual,gas,42250,140.84,28,3.0,2.0,stairway,0
-1596310,2261,1,201808,21~31,1999,84.9,6,37.5601075445282,126.85794957210086,1150010400,137.0,137,1,19.0,16.0,district,cogeneration,28354,109.31,76,3.0,2.0,stairway,0
-1596333,4116,1,201808,21~31,1991,81.94,7,37.52843576292776,127.08590831477062,1121510500,126.0,208,2,13.0,12.0,individual,gas,7339,93.97,96,3.0,1.0,stairway,0
-1596334,18423,1,201808,21~31,2011,59.94,4,37.536266234425,126.95920014279173,1117012100,224.0,195,4,10.0,9.0,individual,gas,52192,79.44,78,3.0,2.0,stairway,0
-1596338,5063,1,201808,21~31,2001,100.8,23,37.52118216558385,126.96652506139064,1117012900,479.0,309,4,25.0,9.0,district,cogeneration,8437,132.23,23,4.0,2.0,stairway,0
-1596354,3736,1,201808,21~31,1983,68.66,1,37.54279468321773,127.0462257648942,1120011400,,173,6,5.0,5.0,individual,gas,30852,81.8,100,3.0,1.0,stairway,0
-1596356,16124,1,201808,21~31,2006,84.77,10,37.52506284588088,126.83873462262902,1147010300,238.0,235,3,14.0,8.0,individual,gas,13772,106.66,13,3.0,2.0,stairway,0
-1596372,8993,1,201808,21~31,2004,84.87299999999999,12,37.51354724384985,127.03877412759957,1168010800,174.0,130,2,14.0,5.0,individual,gas,39669,107.81,14,3.0,2.0,stairway,0
-1596377,615,1,201808,21~31,1976,139.31,5,37.526915243741335,126.9311625155711,1156011000,192.0,192,2,12.0,12.0,district,cogeneration,25866,165.76,143,5.0,2.0,stairway,0
-1596387,17111,1,201808,21~31,2001,81.233,4,37.52858061498184,126.86478376322637,1147010200,201.0,154,1,16.0,16.0,individual,gas,165054,95.69,40,3.0,2.0,stairway,0
-1596388,362,1,201808,21~31,1986,95.22,3,37.53324552807138,126.88290032643715,1147010200,1444.0,1848,36,15.0,5.0,district,cogeneration,146666,113.38,72,3.0,1.0,stairway,0
-1596391,22781,1,201808,21~31,2012,75.63,5,37.51915072198694,126.84566566865897,1147010300,399.0,357,6,20.0,10.0,individual,gas,19279,99.82,84,3.0,2.0,stairway,0
-1596392,4198,1,201808,21~31,1999,93.3,3,37.548176764652325,126.87572511535204,1150010100,132.0,122,2,13.0,11.0,individual,gas,31402,116.95,24,3.0,2.0,stairway,0
-1596398,6448,1,201808,21~31,2004,84.93,7,37.571542178105226,126.813364231166,1150010900,366.0,354,6,15.0,6.0,individual,gas,10500,105.04,162,3.0,2.0,stairway,0
-1596410,2947,1,201808,21~31,1991,41.3,10,37.65348571887901,127.03937712182936,1132010700,810.0,808,6,15.0,15.0,individual,,6330,57.15,210,2.0,1.0,corridor,0
-1596411,4563,1,201808,21~31,1988,89.45,15,37.65126874012525,127.05033159394921,1132010700,469.0,600,6,15.0,15.0,district,cogeneration,7996,106.74,330,3.0,2.0,stairway,0
-1596415,1385,1,201808,21~31,1992,84.91,2,37.63078466531139,127.0257932987543,1130510100,204.0,231,3,13.0,8.0,individual,gas,3767,102.08,231,3.0,2.0,stairway,0
-1596430,2807,1,201808,21~31,1989,106.25,12,37.660726033454964,127.0569702238829,1135010500,,420,4,15.0,15.0,district,cogeneration,5778,123.76,180,4.0,2.0,stairway,0
-1596441,9137,1,201808,21~31,2004,84.741,6,37.58922128942006,127.08497722710008,1126010100,191.0,178,5,12.0,8.0,individual,gas,39891,106.02,126,3.0,2.0,stairway,0
-1596466,5570,1,201808,21~31,2001,84.94,13,37.490144383208715,126.98392981497109,1165010100,485.0,384,6,20.0,14.0,individual,gas,8837,108.29,156,3.0,2.0,stairway,0
-1596467,5126,1,201808,21~31,1997,59.56,3,37.508835283135426,127.0125408549787,1165010600,113.0,113,1,17.0,13.0,individual,gas,32859,82.65,67,3.0,1.0,corridor,0
-1596488,5558,0,201808,21~31,1993,59.92,20,35.18081371374553,129.1058457001096,2647010200,120.0,214,2,24.0,19.0,individual,gas,33604,77.93,80,3.0,1.0,stairway,0
-1596501,33298,1,201808,21~31,2015,84.96799999999999,19,37.57440185546875,126.91500091552734,1141012000,886.0,1432,21,29.0,16.0,district,cogeneration,91755,110.3,544,3.0,2.0,stairway,0
-1596506,16696,1,201808,21~31,2008,84.52,11,37.60196552298133,127.03348845289446,1129013500,294.0,161,2,25.0,18.0,individual,gas,97303,107.99,23,3.0,2.0,stairway,0
-1596523,3524,0,201808,21~31,1985,70.2,1,35.14805492281029,129.0248900854564,2623011000,40.0,224,3,6.0,5.0,individual,gas,30208,85.47,20,3.0,1.0,stairway,0
-1596540,4258,1,201808,21~31,2000,59.78,9,37.538565423445256,127.11670518625091,1171010300,253.0,236,2,19.0,18.0,district,cogeneration,7624,83.73,124,3.0,1.0,corridor,0
-1596546,5524,1,201808,21~31,1984,122.67,6,37.498555437811255,127.13533849521252,1171011200,226.0,226,3,12.0,11.0,district,cogeneration,8800,145.37,44,4.0,2.0,stairway,0
-1596547,33328,1,201808,21~31,2016,59.9977,25,37.50070190429688,127.04399871826172,1168010100,615.0,408,3,31.0,23.0,district,cogeneration,91952,87.67,53,3.0,2.0,stairway,0
-1596572,18952,1,201808,21~31,2010,84.73,14,37.495425401482,126.9285588637395,1159010900,550.0,386,5,19.0,12.0,individual,gas,16179,106.34,30,3.0,2.0,stairway,0
-1596573,679,1,201808,21~31,1976,150.65,8,37.52307317972232,126.9308357224093,1156011000,329.0,329,3,15.0,15.0,district,gas,1777,161.39,240,4.0,2.0,stairway,0
-1596577,2869,1,201808,21~31,1976,125.75,10,37.52651802289671,126.92983700143965,1156011000,184.0,373,4,12.0,12.0,district,cogeneration,6017,136.66,53,4.0,2.0,corridor,0
-1596580,24060,1,201808,21~31,2013,84.949,5,37.495115037114616,126.9027357029923,1156013300,221.0,185,4,18.0,18.0,individual,gas,57433,106.78,18,3.0,2.0,stairway,0
-1596589,6412,1,201808,21~31,2004,84.985,15,37.51254466120942,126.84300086452805,1147010100,507.0,391,6,24.0,15.0,individual,gas,10441,109.44,225,3.0,2.0,stairway,0
-1596590,4437,1,201808,21~31,1997,59.88,8,37.525275842307074,126.87467708813732,1147010200,239.0,224,2,22.0,16.0,district,cogeneration,7810,92.22,136,3.0,1.0,corridor,0
-1596594,16997,1,201808,21~31,2005,84.96,12,37.5315744963785,126.8355527631752,1147010300,138.0,132,2,13.0,7.0,individual,gas,49834,103.88,79,3.0,2.0,stairway,0
-1596603,33368,1,201808,21~31,2016,84.89,4,37.55960083007813,126.81900024414062,1150010500,654.0,550,8,16.0,13.0,district,cogeneration,92067,116.78,58,3.0,2.0,stairway,0
-1596616,17023,1,201808,21~31,2009,191.872,15,37.54493056648671,126.95059545515892,1144010200,1127.0,114,1,40.0,36.0,individual,gas,49859,256.55,52,3.0,3.0,stairway,0
-1596619,338,1,201808,21~31,1999,59.7,5,37.559518392768,126.94795553313459,1141011200,517.0,855,10,15.0,15.0,individual,gas,766,81.27,315,3.0,1.0,corridor,0
-1596622,25750,1,201808,21~31,2015,84.78,4,37.63632306529058,126.93465545314449,1138011400,495.0,426,10,15.0,3.0,district,cogeneration,20020,111.22,108,3.0,2.0,stairway,0
-1596625,9884,1,201808,21~31,2002,80.1498,3,37.64143943035378,127.03403189342396,1132010700,390.0,300,6,19.0,4.0,individual,gas,11871,107.46,160,3.0,2.0,stairway,0
-1596633,17506,1,201808,21~31,2008,62.7103,7,37.628893934302155,127.0186829018175,1130510100,231.0,208,4,15.0,12.0,individual,gas,14297,86.81,27,3.0,2.0,stairway,0
-1596657,19008,1,201808,21~31,2011,114.98,6,37.575349452596676,127.0360394566192,1123010200,1208.0,844,10,20.0,19.0,individual,gas,16251,150.53,118,4.0,2.0,stairway,0
-1596658,5031,1,201808,21~31,1994,58.59,15,37.572698001958706,127.03231618087726,1123010200,448.0,825,5,17.0,13.0,individual,gas,147453,72.54,226,2.0,1.0,corridor,0
-1596669,2493,1,201808,21~31,1983,108.35,9,37.531444895354426,127.09100293311873,1121510500,444.0,444,6,12.0,12.0,individual,gas,5163,119.4,88,3.0,1.0,corridor,0
-1596680,33306,1,201808,21~31,2015,124.02,28,37.51729965209961,126.9800033569336,1117012900,1249.0,460,3,56.0,36.0,district,cogeneration,91799,166.17,98,4.0,2.0,stairway,0
-1596692,23171,0,201808,21~31,2014,79.1779,3,35.0855042146003,128.90859368003277,2644010400,649.0,610,13,11.0,11.0,individual,gas,56760,105.56,150,3.0,2.0,stairway,0
-1596695,9323,0,201808,21~31,1991,84.86,2,35.106446791962064,128.98408763123484,2638010200,270.0,210,1,15.0,15.0,individual,gas,40372,98.39,119,3.0,2.0,stairway,0
-1596713,10479,1,201808,21~31,1999,114.83,14,37.51791754023233,127.04275357011558,1168010400,319.0,217,2,18.0,11.0,individual,gas,12240,144.89,90,4.0,2.0,stairway,0
-1596716,6092,1,201808,21~31,2004,84.58,4,37.47164646471944,126.92935474202257,1162010200,158.0,140,2,18.0,7.0,individual,gas,34323,111.86,136,3.0,2.0,stairway,0
-1596722,361,1,201808,21~31,1986,48.69,20,37.53192902776175,126.87150262550422,1147010200,757.0,1382,16,20.0,5.0,district,cogeneration,884,65.1,264,2.0,1.0,corridor,0
-1596735,1454,1,201808,21~31,1999,59.84,17,37.64544296264648,127.08353424072266,1135010600,453.0,453,5,19.0,8.0,individual,gas,3938,82.65,185,3.0,1.0,corridor,0
-1596740,494,1,201808,21~31,1998,84.93,4,37.559999650673866,127.03744907849064,1120010700,567.0,498,7,15.0,9.0,individual,gas,1287,102.23,150,3.0,2.0,stairway,0
-1596755,12080,0,201808,21~31,2002,76.56,2,35.17442627902703,129.05720558670907,2623010600,563.0,554,3,25.0,5.0,individual,gas,45281,89.96,20,3.0,2.0,stairway,0
-1596763,4214,1,201808,21~31,1981,106.22,12,37.529125529494465,127.04406326504915,1168011000,,239,2,12.0,12.0,district,cogeneration,7545,114.55,154,3.0,1.0,corridor,0
-1596765,9033,1,201808,21~31,2004,120.915,7,37.491481449846255,126.9837214672512,1165010100,219.0,123,3,15.0,10.0,individual,gas,39733,148.8,52,4.0,2.0,corridor,0
-1596766,875,1,201808,21~31,1991,84.88,3,37.4747394,127.03143899999999,1165010200,1500.0,848,12,15.0,12.0,central,gas,2315,101.38,180,3.0,2.0,stairway,0
-1596768,794,1,201808,21~31,1997,57.33,18,37.515686422315476,127.01342428498221,1165010600,167.0,166,1,18.0,16.0,individual,gas,25928,76.94,84,3.0,1.0,stairway,0
-1596773,6306,1,201808,21~31,2004,84.928,18,37.508485853245524,126.88277162304932,1153010100,562.0,417,6,25.0,19.0,individual,gas,10271,107.87,274,3.0,2.0,stairway,0
-1596774,3790,1,201808,21~31,1996,84.82,3,37.512179023170226,126.88548043749344,1153010100,190.0,239,3,15.0,14.0,individual,gas,147326,101.49,224,3.0,2.0,stairway,0
-1596777,6071,1,201808,21~31,2003,84.87799999999999,3,37.49570074578218,126.8643952571173,1153010600,1054.0,886,11,25.0,20.0,individual,gas,9715,110.77,200,3.0,2.0,stairway,0
-1596781,1163,1,201808,21~31,1998,59.34,1,37.54568504857448,126.83362523577524,1150010300,424.0,626,9,12.0,10.0,district,cogeneration,3187,83.16,309,3.0,1.0,corridor,0
-1596788,12035,1,201808,21~31,2005,84.948,15,37.57463061029238,126.83762708549372,1150010500,223.0,180,2,15.0,15.0,individual,gas,45256,109.57,150,3.0,2.0,stairway,0
-1596793,1159,1,201808,21~31,1994,49.2,6,37.575632056711996,126.81296460332922,1150010900,,488,3,15.0,15.0,district,cogeneration,3173,72.73,0,2.0,1.0,corridor,0
-1596796,22076,1,201808,21~31,2013,114.97,15,37.544673236445995,126.95605432154524,1144010300,275.0,195,4,18.0,12.0,individual,gas,55855,142.58,26,4.0,2.0,stairway,0
-1596801,6706,1,201808,21~31,1996,84.54,8,37.66180476800995,127.03565507328794,1132010600,,258,4,15.0,11.0,individual,gas,10729,107.8,146,3.0,2.0,stairway,0
-1596811,6630,1,201808,21~31,2005,84.89,6,37.57368253000253,127.06554787345077,1123010500,263.0,231,3,22.0,7.0,individual,gas,10650,106.2,22,3.0,2.0,stairway,0
-1596817,36224,1,201808,21~31,2016,84.8984,5,37.4749755859375,127.142807006836,1171010900,298.0,148,2,19.0,19.0,,,150117,112.23,17,3.0,2.0,stairway,0
-1596828,20368,1,201808,21~31,2011,84.92,11,37.476894905667905,127.1291809029229,1171010900,225.0,197,4,17.0,9.0,individual,gas,54648,114.35,110,3.0,2.0,stairway,0
-1596836,1421,1,201808,21~31,1992,84.74,11,37.50276662193797,126.89461469439995,1156013300,280.0,280,2,20.0,20.0,individual,gas,146906,102.2,280,3.0,2.0,stairway,0
-1596837,647,1,201808,21~31,1995,59.63,6,37.503842381783684,126.89660818462177,1156013300,198.0,220,2,24.0,18.0,individual,gas,146725,76.52,110,3.0,1.0,stairway,0
-1596838,25047,1,201808,21~31,2014,114.86,13,37.56583633004313,126.81749401678287,1150010500,644.0,439,8,15.0,6.0,district,cogeneration,19846,151.05,131,3.0,2.0,stairway,0
-1596849,10126,0,201808,21~31,2005,84.9752,13,35.22109575024751,129.08352200662537,2626010800,,226,1,23.0,11.0,individual,gas,42315,108.2,66,3.0,2.0,stairway,0
-1596850,6698,0,201808,21~31,1994,84.91,2,35.110715759670875,129.1161295647652,2629010700,225.0,343,1,25.0,14.0,individual,gas,35004,125.62,164,3.0,2.0,stairway,0
-1596851,1572,0,201808,21~31,1994,85.14,21,35.071661596897016,129.06012935131875,2620012100,353.0,320,3,24.0,20.0,individual,gas,146933,103.31,176,3.0,2.0,stairway,0
-1596859,11309,1,201808,21~31,2002,81.18,17,37.49822157809914,127.15481144729506,1171011400,296.0,215,3,19.0,10.0,individual,gas,12639,110.69,73,3.0,2.0,stairway,0
-1596860,7611,1,201808,21~31,2004,134.3,21,37.496297930809156,127.07662573862187,1168010300,502.0,212,4,22.0,20.0,district,cogeneration,11046,160.71,84,4.0,2.0,stairway,0
-1596862,1623,1,201808,21~31,1979,100.5,5,37.528938845691336,127.04207653469238,1168011000,172.0,343,4,13.0,12.0,central,gas,4141,108.27,79,3.0,1.0,corridor,0
-1596865,1356,1,201808,21~31,1978,49.06,4,37.49311898097721,126.9288188812643,1162010100,,120,4,5.0,5.0,individual,gas,26132,62.81,120,2.0,2.0,stairway,0
-1596867,1123,1,201808,21~31,1977,63.83,1,37.51842851303013,126.93239650507073,1156011000,190.0,380,4,12.0,11.0,district,gas,146815,81.75,88,3.0,1.0,corridor,0
-1596868,4120,1,201808,21~31,1998,84.78,3,37.518423999999996,126.89241399999999,1156012100,143.0,141,1,16.0,9.0,individual,gas,31311,109.09,31,3.0,2.0,stairway,0
-1596875,11093,1,201808,21~31,2005,82.09,3,37.653790633819135,127.01359416062414,1132010500,177.0,154,4,10.0,7.0,individual,gas,43695,106.01,71,3.0,2.0,stairway,0
-1596882,9886,1,201808,21~31,2006,84.33,6,37.5369122579029,127.06967942251944,1121510500,193.0,146,2,26.0,12.0,individual,gas,93867,114.93,10,3.0,2.0,,0
-1596885,11045,0,201808,21~31,2005,51.036,3,35.153897492129694,129.1158079858321,2650010400,379.0,231,2,24.0,11.0,individual,gas,43563,65.69,22,2.0,1.0,stairway,0
-1596917,6085,1,201808,21~31,2002,78.39,5,37.56881318775086,126.91175882280292,1144012600,250.0,206,2,19.0,16.0,individual,gas,9764,103.97,51,3.0,2.0,stairway,0
-1596923,1265,1,201808,21~31,2000,59.4,1,37.628089631330475,127.08030887082563,1135010300,630.0,561,7,20.0,12.0,individual,gas,3458,84.87,232,3.0,1.0,corridor,0
-1596928,15803,1,201808,21~31,2007,97.24,6,37.53608545406469,126.96917049816952,1117012200,571.0,280,2,32.0,28.0,individual,gas,94292,124.36,94,3.0,2.0,,0
-1596929,11887,1,201808,21~31,2007,233.0,41,37.525111249768074,126.96914333903818,1117012800,631.0,421,3,42.0,38.0,central,gas,94139,281.03,2,4.0,3.0,stairway,0
-1596958,8458,1,201809,11~20,1999,84.42,6,37.476944745416034,126.96123122452765,1162010100,137.0,121,1,16.0,9.0,individual,gas,38558,123.53,14,3.0,2.0,corridor,0
-1596962,1052,1,201809,11~20,1995,37.67,13,37.56164300383576,126.84110960908757,1150010200,1016.0,1016,9,15.0,15.0,district,cogeneration,2831,53.61,178,2.0,1.0,corridor,0
-1596968,6629,1,201809,11~20,2004,126.37899999999999,1,37.65158220194024,127.02918193182128,1132010500,260.0,190,4,14.0,12.0,individual,gas,34917,146.37,55,4.0,2.0,stairway,0
-1596973,3810,0,201809,11~20,1988,58.14,11,35.1894411,129.102071,2647010200,,284,2,15.0,14.0,individual,gas,30940,74.94,56,2.0,1.0,corridor,0
-1596985,1532,0,201809,11~20,1997,72.43,14,35.12609315482247,129.10847643844406,2629010700,467.0,648,2,25.0,9.0,individual,gas,26277,92.34,142,3.0,1.0,stairway,0
-1597008,287,1,201809,11~20,1983,91.54,7,37.617552298421344,127.06126408168264,1135010200,432.0,864,7,12.0,12.0,individual,gas,643,99.94,288,3.0,1.0,corridor,0
-1597040,4186,1,201809,11~20,2000,114.87,10,37.52733446905149,127.14366259455666,1174010600,348.0,278,3,22.0,14.0,individual,gas,7489,145.8,20,4.0,2.0,stairway,0
-1597049,4354,1,201809,11~20,2001,59.76,1,37.54896539011028,126.94679502360977,1144010900,704.0,574,9,17.0,6.0,individual,gas,7741,81.06,17,2.0,1.0,stairway,0
-1597060,36409,1,201809,11~20,2017,104.53,1,37.6174736022949,127.035682678223,1130510100,716.0,615,11,15.0,11.0,individual,gas,150072,130.1,24,4.0,2.0,stairway,0
-1597082,37175,0,201809,11~20,2017,49.65,18,35.1895637512207,129.092849731445,2647010200,124.0,108,1,20.0,20.0,,,165996,62.66,18,,,,0
-1597083,9348,0,201809,11~20,1993,84.95,7,35.181065624028605,129.08964274387242,2647010200,76.0,161,1,15.0,8.0,individual,gas,147806,105.41,76,3.0,2.0,stairway,0
-1597103,5486,0,201809,11~20,2001,84.85,23,35.13967220702704,129.0691528922528,2629010900,1263.0,916,14,25.0,10.0,individual,gas,33428,110.37,333,3.0,2.0,stairway,0
-1597116,12233,1,201809,11~20,1987,43.79,15,37.49408382656879,126.89383080802558,1153010200,,118,2,15.0,15.0,individual,gas,45492,73.04,118,2.0,1.0,corridor,0
-1597117,34535,1,201809,11~20,2016,84.89,3,37.55929946899414,126.822998046875,1150010500,407.0,363,6,15.0,11.0,district,cogeneration,145471,119.74,20,3.0,2.0,stairway,0
-1597118,25062,1,201809,11~20,2014,84.88,6,37.558050916577436,126.8240818090488,1150010500,1449.0,1270,13,16.0,6.0,district,cogeneration,19883,114.74,150,3.0,2.0,stairway,0
-1597149,19412,0,201809,11~20,2000,33.6966,1,35.250138837320875,129.2107934339946,2671025025,423.0,476,2,22.0,15.0,individual,gas,53474,50.96,76,2.0,1.0,corridor,0
-1597151,3549,0,201809,11~20,1989,74.25,4,35.17993075910765,128.9903419022282,2653010300,210.0,420,10,6.0,6.0,individual,gas,30323,87.63,66,3.0,1.0,stairway,0
-1597158,9472,0,201809,11~20,1992,74.76,1,35.19547604927476,129.01376665084393,2632010500,92.0,232,1,15.0,11.0,individual,gas,40985,96.91,90,3.0,1.0,stairway,0
-1597161,556,0,201809,11~20,1998,116.24,16,35.19804446406854,129.05228557671666,2626010900,970.0,874,10,21.0,19.0,individual,gas,25829,141.49,126,4.0,2.0,stairway,0
-1597165,888,1,201809,11~20,1981,96.65,4,37.50686352855029,127.07314401021073,1171010100,1842.0,1842,26,15.0,12.0,district,cogeneration,2345,104.6,0,3.0,1.0,stairway,0
-1597175,3755,1,201809,11~20,1998,59.97,7,37.55397397977553,126.87420805086857,1150010100,255.0,212,3,17.0,16.0,individual,gas,6656,87.09,85,3.0,1.0,corridor,0
-1597182,5866,1,201809,11~20,2001,105.18,8,37.660804971108796,127.04977589932543,1132010700,218.0,194,2,17.0,16.0,individual,gas,34098,131.71,31,4.0,2.0,stairway,0
-1597194,7773,0,201809,11~20,2004,84.9468,16,35.17061574832166,129.1213641237722,2650010200,910.0,684,7,25.0,25.0,individual,gas,37046,113.25,384,3.0,2.0,stairway,0
-1597195,9336,0,201809,11~20,1984,65.88,4,35.14768242034985,129.11192549188956,2650010500,,120,4,5.0,5.0,individual,gas,40429,81.41,40,2.0,1.0,stairway,0
-1597198,17877,0,201809,11~20,2007,84.9895,6,35.172096286188356,129.17224199025623,2635010600,323.0,242,3,26.0,19.0,district,cogeneration,51295,109.42,68,3.0,2.0,stairway,0
-1597199,1257,0,201809,11~20,1996,60.0,8,35.17106207460644,129.18164817565562,2635010700,470.0,466,7,26.0,19.0,district,cogeneration,26079,75.0,214,3.0,1.0,stairway,0
-1597203,5554,0,201809,11~20,1979,86.18,4,35.2010616,129.079892,2626010600,,216,3,9.0,9.0,central,gas,33585,115.26,45,4.0,1.0,corridor,0
-1597205,9453,0,201809,11~20,1989,84.96,10,35.166714158163174,129.04965852443158,2623010800,,294,2,15.0,12.0,individual,gas,40887,112.5,140,3.0,2.0,stairway,0
-1597206,9418,0,201809,11~20,1986,42.57,5,35.14542922392221,129.02217432039885,2623011100,,325,7,5.0,4.0,individual,gas,40809,55.79,163,2.0,1.0,mixed,0
-1597207,33562,0,201809,11~20,2016,84.9825,21,35.071300506591804,129.01800537109378,2614012400,168.0,168,2,24.0,20.0,individual,gas,92662,113.65,80,3.0,2.0,stairway,0
-1597209,7158,1,201809,11~20,2001,84.82,8,37.48684048624714,127.12728940974272,1171010800,196.0,165,2,18.0,12.0,individual,gas,35888,114.04,112,3.0,2.0,stairway,0
-1597210,6155,1,201809,11~20,2003,33.54,11,37.4934745902012,127.01544217494593,1165010800,237.0,293,1,14.0,8.0,individual,gas,166164,42.88,15,1.0,1.0,corridor,0
-1597216,6068,1,201809,11~20,2003,114.96,12,37.524817072678324,126.90001378181697,1156011300,749.0,468,6,25.0,19.0,individual,gas,9704,136.88,216,4.0,2.0,stairway,0
-1597232,6069,1,201809,11~20,2003,115.681,10,37.56644531972429,127.07242800941911,1123010600,693.0,558,8,22.0,16.0,individual,gas,9707,144.17,80,4.0,2.0,stairway,0
-1597250,12284,0,201809,11~20,1985,84.96,10,35.094982811512565,128.99205527415793,2638010100,,176,2,11.0,11.0,central,gas,45526,105.75,88,3.0,2.0,stairway,0
-1597255,22968,0,201809,11~20,2014,72.47,13,35.177958000000004,129.128777,2635010400,524.0,375,4,27.0,12.0,individual,gas,56661,99.26,30,3.0,2.0,stairway,0
-1597260,17713,0,201809,11~20,2007,59.6165,9,35.213821740959226,129.0208081838739,2632010400,660.0,560,8,24.0,18.0,individual,gas,50956,78.44,40,3.0,2.0,stairway,0
-1597265,9456,0,201809,11~20,1997,59.84,20,35.163036505364865,129.06752363302104,2623010200,714.0,705,5,26.0,20.0,individual,gas,40905,79.17,176,2.0,1.0,stairway,0
-1597266,9463,0,201809,11~20,1984,64.56,11,35.14632346041194,129.06192652966962,2623010400,,184,1,12.0,12.0,individual,gas,40957,89.96,12,2.0,1.0,corridor,0
-1597267,9464,0,201809,11~20,1984,64.56,11,35.145800200000004,129.061959,2623010400,220.0,315,1,15.0,15.0,individual,gas,40962,88.18,135,2.0,1.0,corridor,0
-1597272,6064,1,201809,11~20,2003,36.66,13,37.48650830311589,127.01290798906814,1165010800,340.0,461,1,24.0,24.0,individual,gas,153477,48.96,154,1.0,1.0,corridor,0
-1597280,6135,1,201809,11~20,2002,59.95,13,37.555731498312774,126.86029378425745,1150010200,128.0,105,1,15.0,9.0,individual,gas,34330,80.02,37,3.0,1.0,corridor,0
-1597287,4308,1,201809,11~20,2000,59.59,5,37.627757899152535,127.07509296994677,1135010300,154.0,153,1,16.0,8.0,individual,gas,31545,80.38,81,3.0,1.0,corridor,0
-1597301,38438,1,201809,11~20,2018,84.99,12,37.575222015380895,127.057075500488,1123010500,1211.0,1009,12,21.0,13.0,individual,gas,155160,110.73,118,3.0,2.0,stairway,0
-1597317,3572,0,201809,11~20,1996,59.81,1,35.11007077477932,128.97761735549742,2638010200,66.0,120,2,15.0,8.0,individual,gas,30416,75.82,60,3.0,1.0,stairway,0
-1597325,1541,0,201809,11~20,1992,84.94,7,35.21006631696348,129.02766771847837,2632010300,495.0,714,7,15.0,14.0,individual,gas,146928,102.94,714,3.0,1.0,stairway,0
-1597329,10422,0,201809,11~20,1997,52.29,4,35.11215345947479,129.08455166951285,2629011100,156.0,244,1,24.0,8.0,individual,gas,42850,70.97,116,3.0,1.0,stairway,0
-1597330,5327,0,201809,11~20,1994,84.9,20,35.086755562355485,129.06387695522363,2620012000,209.0,355,3,23.0,6.0,individual,gas,33213,103.83,138,3.0,2.0,stairway,0
-1597331,36942,0,201809,11~20,2017,59.96,4,35.0726509094238,129.073547363281,2620012100,423.0,381,5,25.0,21.0,,,152108,81.07,161,3.0,2.0,stairway,0
-1597332,21518,1,201809,11~20,2004,84.721,11,37.512534646930646,127.0383709374096,1168010800,176.0,136,2,14.0,4.0,individual,gas,55456,107.76,54,3.0,2.0,stairway,0
-1597337,19998,1,201809,11~20,2010,84.742,3,37.504701019858715,126.8591177248595,1153010600,409.0,339,6,20.0,8.0,individual,gas,17578,110.88,86,3.0,2.0,stairway,0
-1597342,4424,1,201809,11~20,1996,77.31,17,37.5282169391031,126.83395818395701,1147010300,145.0,170,1,17.0,10.0,individual,gas,31702,109.24,51,3.0,2.0,corridor,0
-1597343,4476,1,201809,11~20,1992,84.25,3,37.620269519507225,126.93187396494905,1138010300,,103,1,15.0,13.0,central,gas,31790,103.01,13,3.0,2.0,stairway,0
-1597370,3499,0,201809,11~20,1996,59.94,19,35.217898677319496,129.08873753163522,2641010900,89.0,122,1,20.0,6.0,individual,gas,30082,74.77,52,3.0,1.0,stairway,0
-1597383,3989,0,201809,11~20,2001,59.87,19,35.20043675754707,129.11393196203716,2626010200,812.0,738,8,20.0,18.0,individual,gas,31144,78.15,156,3.0,1.0,stairway,0
-1597385,4030,0,201809,11~20,2000,134.64,20,35.18102210406349,129.0578811334683,2623010700,394.0,363,3,23.0,10.0,individual,gas,31205,160.85,86,4.0,2.0,stairway,0
-1597391,4356,1,201809,11~20,1992,84.79,18,37.473013783934405,126.91504146159107,1162010200,185.0,132,3,18.0,15.0,individual,gas,31600,99.95,132,3.0,2.0,stairway,0
-1597409,3726,1,201809,11~20,2000,84.9,5,37.54348019527869,126.95573818711935,1144010300,1065.0,833,11,23.0,15.0,central,gas,6608,109.25,351,3.0,2.0,stairway,0
-1597451,9313,0,201809,11~20,1989,60.8,5,35.09389925825437,128.98911232655965,2638010100,,250,2,15.0,13.0,individual,gas,40323,72.89,15,2.0,1.0,corridor,0
-1597457,4488,0,201809,11~20,1995,84.99,5,35.20818058926199,129.11922291659474,2635010300,212.0,296,2,24.0,20.0,individual,gas,31802,106.08,152,3.0,2.0,stairway,0
-1597473,3866,1,201809,11~20,2000,59.4,9,37.5177638793405,127.04867625789859,1168010500,418.0,339,3,20.0,20.0,district,cogeneration,6883,79.36,99,3.0,1.0,stairway,0
-1597475,20775,1,201809,11~20,2012,84.994,6,37.50219728715107,126.95857632056587,1159010500,1239.0,963,14,20.0,11.0,individual,gas,18543,112.48,29,3.0,2.0,stairway,0
-1597504,980,1,201809,11~20,1987,92.4,8,37.549655190820886,127.10887338207048,1121510400,205.0,200,2,11.0,11.0,individual,gas,2553,118.91,60,3.0,2.0,stairway,0
-1597511,3807,0,201809,11~20,1981,42.74,10,35.18925966781411,129.1054094486439,2647010200,990.0,504,5,12.0,12.0,individual,gas,30930,59.5,168,2.0,1.0,corridor,0
-1597514,5838,0,201809,11~20,1989,73.74,5,35.094417780386195,128.97437521903765,2638010400,352.0,312,7,6.0,6.0,individual,gas,34071,85.76,36,3.0,1.0,stairway,0
-1597539,9457,0,201809,11~20,1993,76.86,2,35.157881406102874,129.0719798550331,2623010200,44.0,108,2,6.0,6.0,individual,gas,40912,83.88,36,3.0,1.0,stairway,0
-1597541,439,0,201809,11~20,1994,145.53,11,35.159353157845175,129.02179914375313,2623011100,313.0,480,3,24.0,18.0,individual,gas,25751,168.11,78,4.0,2.0,stairway,0
-1597544,9369,0,201809,11~20,2001,84.74,15,35.11304170905226,129.01000281304798,2614010600,775.0,490,8,20.0,18.0,individual,gas,40583,109.97,110,3.0,1.0,stairway,0
-1597546,1111,1,201809,11~20,1998,59.52,6,37.55121012247407,127.13202506216369,1174010700,137.0,126,1,11.0,8.0,individual,gas,26024,79.49,107,3.0,1.0,corridor,0
-1597548,4012,1,201809,11~20,1999,84.88,4,37.52158457923568,127.04757919229174,1168010400,185.0,184,1,16.0,8.0,district,cogeneration,31189,110.0,82,3.0,2.0,corridor,0
-1597549,1135,1,201809,11~20,1990,84.99,1,37.51977773605135,127.05836511583885,1168010500,167.0,167,3,15.0,11.0,individual,gas,146817,104.76,167,3.0,2.0,stairway,0
-1597554,9090,1,201809,11~20,2003,83.5859,16,37.500651530937574,126.95964474973637,1159010500,223.0,206,2,17.0,10.0,individual,gas,11637,103.09,93,3.0,2.0,stairway,0
-1597559,1519,1,201809,11~20,1994,80.01,8,37.50481276835494,126.88584907620657,1153010200,379.0,450,3,21.0,19.0,individual,gas,146927,95.93,450,3.0,2.0,stairway,0
-1597565,23114,1,201809,11~20,2014,84.9025,8,37.55539996604737,126.86655514481328,1150010100,191.0,152,4,20.0,8.0,individual,gas,56722,108.81,123,3.0,2.0,stairway,0
-1597570,19622,1,201809,11~20,2008,111.89,5,37.56036706976613,126.90021529264484,1144012300,125.0,101,1,12.0,12.0,individual,gas,53711,134.83,18,4.0,2.0,stairway,0
-1597600,18944,1,201809,11~20,2008,84.65,2,37.60326267398703,127.01832316317854,1129013300,341.0,236,3,26.0,10.0,individual,gas,16177,112.59,156,3.0,2.0,stairway,0
-1597624,10581,0,201809,11~20,2005,136.7536,8,35.23820602817323,129.08983381507738,2641010900,195.0,114,2,11.0,7.0,individual,gas,43149,157.3,66,4.0,2.0,stairway,0
-1597625,9217,0,201809,11~20,1992,123.22,13,35.213030780555464,129.10961604102073,2641011100,,131,1,15.0,14.0,individual,-,39995,148.0,15,4.0,2.0,stairway,0
-1597629,5804,0,201809,11~20,1984,36.33,5,35.190209509031064,129.1298254155775,2635010400,560.0,560,11,5.0,5.0,individual,gas,34001,43.53,110,2.0,1.0,stairway,0
-1597635,1479,0,201809,11~20,1996,56.345,11,35.17190157800679,129.17886549487682,2635010700,952.0,896,10,24.0,18.0,district,cogeneration,26197,75.28,402,3.0,1.0,stairway,0
-1597636,11112,0,201809,11~20,2004,76.72,9,35.242781132558434,129.01044101127832,2632010100,865.0,981,9,25.0,20.0,individual,gas,43745,104.97,453,3.0,2.0,stairway,0
-1597640,11070,0,201809,11~20,2003,55.38,1,35.23263671465467,129.01807654751838,2632010200,283.0,277,4,20.0,13.0,individual,gas,43681,74.51,206,3.0,1.0,stairway,0
-1597642,5531,0,201809,11~20,2000,84.76,12,35.15137545658198,129.08644286862804,2629010600,345.0,352,2,21.0,18.0,individual,gas,33524,105.79,115,3.0,2.0,stairway,0
-1597649,33293,1,201809,11~20,2015,94.49,8,37.49440002441406,127.05799865722656,1168010600,2454.0,1278,13,35.0,17.0,district,cogeneration,91716,125.95,230,3.0,2.0,stairway,0
-1597652,33294,1,201809,11~20,2015,94.49,8,37.49499893188477,127.06099700927734,1168010600,601.0,330,4,35.0,16.0,district,cogeneration,91728,123.9,3,3.0,2.0,stairway,0
-1597658,508,1,201809,11~20,1997,84.93,10,37.5280213,126.898271,1156011400,392.0,392,4,23.0,17.0,individual,gas,1329,109.94,224,3.0,2.0,stairway,0
-1597664,4143,1,201809,11~20,2000,59.27,12,37.506212020260456,126.85988848192044,1153010600,144.0,118,2,21.0,20.0,individual,gas,31335,78.1,39,3.0,1.0,stairway,0
-1597667,10608,1,201809,11~20,2004,80.86,10,37.521014586214015,126.8489106712656,1147010100,187.0,186,2,15.0,6.0,individual,gas,43170,102.96,14,4.0,2.0,stairway,0
-1597668,4454,1,201809,11~20,1998,84.93,11,37.57629651936579,126.90439167663172,1141011900,300.0,254,2,18.0,18.0,individual,gas,7850,108.56,90,3.0,2.0,stairway,0
-1597677,1326,1,201809,11~20,1992,84.67,1,37.626693457470566,127.04108485903869,1130510200,,261,3,15.0,10.0,individual,gas,146868,100.12,261,3.0,2.0,stairway,0
-1597680,18435,1,201809,11~20,2010,114.99,16,37.60977494899354,127.01882761569031,1129013400,566.0,449,6,23.0,8.0,individual,gas,15261,146.39,46,4.0,2.0,stairway,0
-1597682,4152,1,201809,11~20,1991,84.82,7,37.603645214671396,127.08377510145769,1126010300,,156,1,13.0,7.0,individual,gas,31341,111.06,33,3.0,2.0,stairway,0
-1597688,5993,1,201809,11~20,2003,59.98,19,37.55306563712833,127.03725095663398,1120010800,417.0,375,5,25.0,9.0,individual,gas,9438,81.69,162,3.0,2.0,stairway,0
-1597695,36412,1,201809,11~20,2017,116.986,5,37.570712799999995,126.96370300000001,1111017900,1451.0,1148,14,21.0,9.0,,,150009,147.12,42,4.0,2.0,stairway,0
-1597704,1525,0,201809,11~20,1994,84.97,12,35.256386598382704,129.08550178831328,2641010700,516.0,1118,14,15.0,13.0,individual,gas,26257,101.97,818,3.0,2.0,stairway,0
-1597707,9332,0,201809,11~20,1989,83.37,2,35.07811891717657,128.9802309773924,2638010500,,148,3,6.0,5.0,individual,gas,40416,100.03,44,3.0,1.0,stairway,0
-1597726,11098,0,201809,11~20,1986,47.46,5,35.20074921441832,128.9948549867195,2632010500,280.0,499,8,5.0,5.0,individual,gas,43712,57.29,239,2.0,1.0,stairway,0
-1597737,11069,0,201809,11~20,1976,50.68,3,35.198584155290156,129.08231437543373,2626010600,1.0,157,2,5.0,5.0,individual,gas,43673,51.8,1,2.0,1.0,corridor,0
-1597739,3519,0,201809,11~20,1998,84.95,16,35.210819446483576,129.06646850440572,2626010800,131.0,170,2,22.0,19.0,individual,gas,30177,108.41,87,3.0,2.0,stairway,0
-1597741,11076,0,201809,11~20,1976,56.66,1,35.20027714042793,129.07650815227672,2626010900,,152,4,5.0,1.0,individual,gas,43687,62.51,65,2.0,1.0,stairway,0
-1597743,9458,0,201809,11~20,1993,83.99,7,35.15974419581014,129.0720271110471,2623010200,151.0,268,2,15.0,10.0,individual,gas,40917,99.64,206,3.0,2.0,stairway,0
-1597750,4042,1,201809,11~20,1997,59.72,2,37.528849879643545,127.1329540611932,1174010800,143.0,135,1,16.0,8.0,individual,gas,31212,86.78,55,3.0,1.0,corridor,0
-1597752,2088,1,201809,11~20,1999,84.88,20,37.538155114552495,127.12998349640706,1174010900,535.0,649,6,24.0,15.0,individual,gas,147012,109.71,46,3.0,2.0,stairway,0
-1597756,2903,1,201809,11~20,1979,96.48,9,37.50874928548353,127.00627946853115,1165010600,1212.0,1212,12,13.0,12.0,district,cogeneration,147184,103.57,220,3.0,1.0,corridor,0
-1597761,6291,1,201809,11~20,2003,84.954,4,37.5015288400486,126.931642719768,1159010200,506.0,389,6,15.0,8.0,individual,gas,147592,105.62,150,3.0,2.0,stairway,0
-1597765,4393,1,201809,11~20,1987,53.37,13,37.49706150511465,126.89467246950471,1156013300,413.0,591,4,15.0,10.0,individual,gas,7766,73.17,155,2.0,1.0,corridor,0
-1597777,17392,1,201809,11~20,2006,84.97,7,37.62168964725651,126.93217171157755,1138010300,151.0,155,2,15.0,5.0,individual,gas,50409,112.74,30,3.0,2.0,stairway,0
-1597790,1146,1,201809,11~20,1996,84.77,7,37.649828902680255,127.07433103763512,1135010600,989.0,780,9,15.0,15.0,central,gas,3132,104.64,780,3.0,2.0,stairway,0
-1597802,6642,1,201809,11~20,2004,80.1913,16,37.587216164297345,127.09609328944107,1126010100,178.0,161,2,17.0,15.0,individual,gas,34925,102.66,161,3.0,2.0,stairway,0
-1597806,5186,1,201809,11~20,1983,72.64,4,37.57000667444867,127.05046250089231,1123010500,,150,4,9.0,9.0,individual,gas,93241,98.48,36,3.0,1.0,corridor,0
-1597807,3695,1,201809,11~20,1999,59.96,13,37.52894877294477,127.0789670449909,1121510500,249.0,232,2,19.0,9.0,individual,gas,6528,84.58,156,3.0,1.0,corridor,0
-1597823,19852,0,201809,11~20,2010,76.559,8,35.199600723006995,129.05531532827848,2626010900,524.0,470,6,25.0,12.0,individual,gas,53971,104.9,48,3.0,2.0,stairway,0
-1597835,7618,1,201809,11~20,2005,133.05,3,37.486869616611685,127.02833982072502,1165010800,527.0,299,3,25.0,11.0,individual,cogeneration,93705,167.19,11,4.0,2.0,stairway,0
-1597836,936,1,201809,11~20,1983,51.48,10,37.530331161554884,126.89579778659254,1156011400,360.0,360,5,11.0,10.0,individual,gas,2441,72.33,170,2.0,1.0,corridor,0
-1597837,2866,1,201809,11~20,2000,59.95,3,37.5260455,126.885621,1156012700,215.0,179,2,18.0,10.0,individual,gas,28437,83.8,27,3.0,2.0,stairway,0
-1597842,723,1,201809,11~20,1995,59.4,11,37.570101055240734,126.81595773739299,1150010900,150.0,224,2,15.0,12.0,district,cogeneration,1934,83.8,131,2.0,1.0,corridor,0
-1597847,18979,1,201809,11~20,2009,137.97,3,37.55849077610085,126.90630223978027,1144012300,283.0,130,2,13.0,10.0,individual,gas,95046,171.36,34,3.0,2.0,stairway,0
-1597867,17384,1,201809,11~20,2006,84.74,14,37.56439367955835,127.03493852908687,1120010400,540.0,342,3,27.0,19.0,individual,gas,94389,106.46,92,3.0,2.0,corridor,0
-1597870,17011,1,201809,11~20,2008,84.92,8,37.58097608298953,127.01592666275155,1111017500,514.0,416,6,12.0,6.0,individual,gas,14050,105.11,164,3.0,2.0,stairway,0
-1597875,24901,0,201809,11~20,2014,68.2215,16,35.16123422818946,129.13012292523544,2650010300,179.0,157,2,33.0,33.0,individual,gas,58028,91.04,85,3.0,2.0,stairway,0
-1597877,9343,0,201809,11~20,1999,84.78,19,35.183161201885255,129.07258201955523,2647010100,289.0,332,2,20.0,9.0,individual,gas,40463,115.7,108,3.0,2.0,stairway,0
-1597878,9214,0,201809,11~20,1997,133.16,5,35.245679023731924,129.08373352766108,2641010700,476.0,476,2,26.0,16.0,individual,gas,39984,165.56,90,4.0,2.0,stairway,0
-1597880,11980,0,201809,11~20,1992,82.23,1,35.09579847868969,128.9843032253997,2638010100,,139,2,15.0,11.0,individual,gas,45204,97.64,15,2.0,1.0,corridor,0
-1597888,9409,0,201809,11~20,1995,77.32,5,35.189501634733745,129.1321560397504,2635010400,214.0,214,2,15.0,15.0,individual,gas,40761,105.79,27,3.0,1.0,stairway,0
-1597900,9878,0,201809,11~20,2005,84.7165,4,35.07188098446887,129.07705937920537,2620012100,146.0,143,3,15.0,12.0,individual,gas,42056,108.69,87,3.0,2.0,stairway,0
-1597901,11096,0,201809,11~20,1978,64.23,13,35.14006243851472,129.06423915502705,2617010400,450.0,474,3,15.0,5.0,central,gas,43705,91.91,105,3.0,1.0,corridor,0
-1597908,6251,1,201809,11~20,2004,195.388,27,37.51828879253429,127.05934128874827,1168010500,1253.0,449,3,46.0,23.0,district,cogeneration,10125,243.76,92,4.0,2.0,mixed,0
-1597910,528,1,201809,11~20,1981,151.54,4,37.4788756511946,127.00159185353613,1165010100,444.0,408,4,15.0,12.0,central,gas,1369,163.44,144,4.0,2.0,stairway,0
-1597914,8981,1,201809,11~20,2003,73.36,3,37.484180660952454,126.90753482140612,1162010200,149.0,119,1,19.0,6.0,individual,gas,39662,94.11,64,3.0,2.0,,0
-1597919,543,1,201809,11~20,1998,59.94,19,37.47289856868266,126.89299708882562,1154510100,212.0,210,2,19.0,10.0,individual,gas,1414,82.97,114,3.0,1.0,corridor,0
-1597921,11058,1,201809,11~20,2006,50.14,7,37.48607243263292,126.89028274768059,1153010200,579.0,660,9,21.0,9.0,individual,gas,12539,69.7,157,2.0,1.0,stairway,0
-1597936,37081,1,201809,11~20,2017,84.96,20,37.593309999999995,126.94181,1141011800,0.0,552,8,20.0,16.0,,,152686,108.8,117,3.0,2.0,stairway,0
-1597954,15396,1,201809,11~20,2007,84.823,13,37.600203031262396,127.01752519533609,1129013300,251.0,222,3,20.0,11.0,individual,gas,13519,115.87,40,3.0,2.0,stairway,0
-1597971,9162,1,201809,11~20,2005,84.973,7,37.5269339611632,126.95505560802246,1117012900,122.0,103,2,14.0,11.0,individual,gas,39913,106.54,26,3.0,2.0,stairway,0
-1597981,3554,0,201809,11~20,1993,84.99,3,35.188860864717114,128.9933304142221,2653010200,280.0,438,4,20.0,10.0,individual,gas,30346,112.4,253,3.0,2.0,stairway,0
-1597983,36938,0,201809,11~20,2017,62.6471,3,35.1698136,129.100534,2650010100,371.0,343,6,26.0,16.0,,,152095,87.02,207,3.0,2.0,stairway,0
-1597988,36675,0,201809,11~20,2016,74.957,6,35.176998,129.07978899999998,2647010200,240.0,217,3,20.0,10.0,individual,gas,151165,99.08,40,3.0,2.0,stairway,0
-1598011,5774,0,201809,11~20,1988,71.49,4,35.12525816730187,129.07857213236605,2629011000,312.0,312,4,6.0,6.0,individual,gas,33965,84.68,24,3.0,1.0,stairway,0
-1598014,23880,0,201809,11~20,2014,60.22,2,35.08207265531564,129.07066554353548,2620012100,258.0,249,5,15.0,12.0,individual,gas,57339,83.36,55,3.0,2.0,stairway,0
-1598015,12473,0,201809,11~20,1998,57.09,13,35.11262116218668,129.0298252905157,2611010100,237.0,328,2,16.0,10.0,individual,gas,45733,80.53,170,3.0,1.0,corridor,0
-1598019,908,1,201809,11~20,1983,95.84,4,37.502816953791644,127.0829339892219,1171010100,277.0,555,7,15.0,15.0,district,cogeneration,2403,105.52,300,3.0,1.0,stairway,0
-1598026,10609,1,201809,11~20,2004,84.87,9,37.5266784,126.887854,1156012700,181.0,170,2,18.0,7.0,individual,gas,43177,103.48,68,3.0,2.0,stairway,0
-1598046,4335,1,201809,11~20,1998,84.96,7,37.54684535544579,126.93762149023115,1144011100,262.0,260,2,22.0,11.0,individual,gas,7710,107.85,112,3.0,2.0,stairway,0
-1598050,879,1,201809,11~20,1988,64.62,2,37.58395088659384,126.91814448118895,1138010700,292.0,292,4,15.0,11.0,individual,gas,2330,87.54,90,2.0,1.0,corridor,0
-1598066,5523,1,201809,11~20,1999,114.87,15,37.65429105475222,127.07355582188104,1135010600,299.0,259,3,19.0,17.0,individual,gas,8797,141.71,53,4.0,2.0,corridor,0
-1598089,3990,0,201809,11~20,2001,59.805,19,35.169668279830425,128.98967904377034,2653010300,479.0,432,4,24.0,13.0,individual,gas,31149,80.37,185,3.0,1.0,stairway,0
-1598095,17061,0,201809,11~20,2007,128.8988,7,35.279710557617925,129.08515475659019,2641010300,324.0,158,3,15.0,10.0,individual,gas,49924,148.31,99,3.0,2.0,stairway,0
-1598097,9848,0,201809,11~20,2006,84.5059,20,35.11130687101188,128.98337198401805,2638010200,620.0,432,5,20.0,19.0,individual,gas,41976,105.77,278,3.0,2.0,stairway,0
-1598104,7727,0,201809,11~20,2004,59.7601,21,35.20463687199384,129.12335998994095,2635010300,,1198,13,24.0,18.0,individual,gas,36970,82.42,180,2.0,1.0,stairway,0
-1598105,9401,0,201809,11~20,1993,59.99,11,35.19027063540535,129.13433645565758,2635010400,134.0,209,1,15.0,15.0,individual,gas,40744,75.36,75,3.0,1.0,stairway,0
-1598121,11145,0,201809,11~20,2006,100.58,32,35.13618689145006,129.06913048809713,2629010900,399.0,266,3,40.0,27.0,individual,gas,94083,134.7,33,4.0,2.0,stairway,0
-1598124,23396,0,201809,11~20,2012,84.9203,3,35.15453221415482,129.04122869805812,2623011000,108.0,116,3,9.0,6.0,individual,gas,57049,109.86,74,3.0,2.0,stairway,0
-1598126,1577,0,201809,11~20,1995,118.105,5,35.07487371602301,129.06963294753066,2620012100,340.0,414,5,15.0,14.0,individual,gas,26491,138.8,120,4.0,2.0,stairway,0
-1598128,15449,1,201809,11~20,2006,77.82,3,37.53605630680779,127.137479035596,1174010500,192.0,124,1,15.0,11.0,individual,gas,166082,100.02,16,3.0,2.0,,0
-1598129,3753,1,201809,11~20,1998,60.42,12,37.53868377670784,127.13421162112058,1174010900,158.0,122,1,13.0,6.0,individual,gas,30862,83.83,7,3.0,1.0,corridor,0
-1598131,5346,1,201809,11~20,1978,101.09,8,37.5310777,127.036978,1168011000,143.0,286,4,13.0,13.0,central,gas,147484,108.46,167,3.0,1.0,corridor,0
-1598132,1389,1,201809,11~20,1991,120.03,15,37.488127114244215,126.97039782387415,1159010700,408.0,346,3,15.0,15.0,individual,gas,146895,132.72,90,4.0,2.0,stairway,0
-1598136,3874,1,201809,11~20,2000,59.95,5,37.46315514921161,126.90811684719246,1154510300,200.0,185,1,20.0,7.0,individual,gas,30996,85.18,74,3.0,1.0,corridor,0
-1598139,3988,1,201809,11~20,1988,51.48,9,37.511386844024564,126.85943090674485,1147010100,646.0,1595,19,15.0,5.0,district,cogeneration,7109,74.79,720,2.0,1.0,corridor,0
-1598140,10049,1,201809,11~20,2006,59.98,5,37.50715349874025,126.86367784524776,1147010100,350.0,326,7,15.0,13.0,individual,gas,11987,77.34,73,3.0,2.0,stairway,0
-1598147,18396,1,201809,11~20,2009,114.92,6,37.57639439130086,126.9145256646082,1141011900,436.0,362,5,15.0,12.0,district,gas,148025,143.84,15,4.0,2.0,stairway,0
-1598150,4417,1,201809,11~20,1997,84.9,10,37.61897089300491,126.9135300135532,1138010400,209.0,200,2,14.0,7.0,individual,gas,7786,102.28,52,3.0,1.0,stairway,0
-1598167,4145,1,201809,11~20,1999,59.64,9,37.614337797504355,127.0734937975058,1126010400,265.0,225,2,19.0,12.0,individual,gas,7419,87.68,109,3.0,1.0,stairway,0
-1598169,5032,1,201809,11~20,2000,49.41,2,37.592584157669066,127.06769316355309,1123010900,313.0,282,2,19.0,15.0,individual,gas,8391,69.29,16,3.0,1.0,mixed,0
-1598177,10135,0,201809,11~20,2006,119.8065,28,35.188601892888215,129.08195857685874,2647010200,477.0,329,2,35.0,22.0,individual,gas,93890,148.72,55,3.0,2.0,,0
-1598190,34483,0,201809,11~20,2015,68.03,2,35.10609817504883,129.02099609375,2614010700,167.0,176,2,18.0,18.0,individual,gas,145384,83.7,32,3.0,2.0,stairway,0
-1598201,4004,1,201809,11~20,1997,28.58,3,37.48591513506797,127.03893622890543,1168011800,66.0,111,1,9.0,5.0,individual,gas,149907,40.0,18,1.0,1.0,corridor,0
-1598202,4286,1,201809,11~20,1999,107.7,16,37.477063847830856,126.95188829436951,1162010100,173.0,184,3,19.0,16.0,individual,gas,31503,137.41,19,4.0,2.0,stairway,0
-1598204,12129,1,201809,11~20,2006,59.99,5,37.473187687695315,126.91631645949457,1162010200,243.0,213,4,15.0,8.0,individual,gas,12923,79.77,41,3.0,2.0,stairway,0
-1598207,4330,1,201809,11~20,1996,84.74,8,37.461080249079544,126.89226792761127,1154510200,92.0,109,1,20.0,10.0,individual,gas,31570,110.34,80,3.0,2.0,stairway,0
-1598208,9769,1,201809,11~20,2005,84.98,17,37.50799253325947,126.85115371186562,1153010600,434.0,390,7,23.0,10.0,individual,gas,11854,105.72,149,3.0,2.0,stairway,0
-1598209,5242,1,201809,11~20,2001,59.91,4,37.55557907969578,126.87208674520781,1150010100,349.0,297,3,18.0,17.0,individual,gas,8528,77.82,140,3.0,1.0,corridor,0
-1598217,18738,1,201809,11~20,2008,134.91,6,37.6425028,126.93133600000002,1138011400,601.0,300,13,14.0,6.0,district,cogeneration,15836,165.03,36,4.0,2.0,stairway,0
-1598234,2976,1,201809,11~20,1997,58.71,16,37.55142725905184,126.94755828435422,1144010900,233.0,678,6,21.0,8.0,individual,gas,6440,83.1,407,2.0,1.0,corridor,0
-1598235,546,1,201809,11~20,1997,59.85,10,37.5512951428024,126.93549024112455,1144011100,360.0,391,4,24.0,12.0,individual,gas,1421,79.09,161,3.0,1.0,stairway,0
-1598243,37176,0,201809,11~20,2017,68.9213,2,35.0702594,129.070335,2620012100,135.0,123,2,20.0,13.0,individual,gas,153081,88.5,123,3.0,2.0,stairway,0
-1598244,7608,1,201809,11~20,2005,212.35,31,37.51430355765642,127.10070967524919,1171010200,1524.0,400,2,36.0,30.0,central,gas,93680,273.04,4,3.0,3.0,stairway,0
-1598251,2814,1,201809,11~20,1995,84.9,11,37.58587495666105,126.9996014676797,1111017100,436.0,436,3,20.0,13.0,individual,gas,147129,101.76,358,3.0,2.0,stairway,0
-1598252,4059,1,201809,11~20,2001,84.95,10,37.558115606077465,126.96530433852199,1114017100,1204.0,712,12,18.0,14.0,individual,gas,7223,109.96,178,3.0,2.0,stairway,0
-1598254,22631,0,201809,11~20,2014,84.6656,12,35.19498011005233,129.0833289435522,2647010100,245.0,220,4,32.0,20.0,individual,gas,56447,110.25,30,3.0,2.0,stairway,0
-1598258,9885,0,201809,11~20,1998,59.775,21,35.063073589119576,128.98678570996395,2638010600,112.0,260,2,22.0,21.0,individual,gas,42067,79.31,130,3.0,1.0,stairway,0
-1598268,3526,0,201809,11~20,1991,84.54,3,35.14852098447739,129.02698189906718,2623011000,91.0,102,1,15.0,6.0,central,gas,30222,109.99,66,3.0,2.0,stairway,0
-1598270,11733,0,201809,11~20,1989,65.43,11,35.08016425092725,129.0181764262135,2614012400,53.0,181,2,15.0,13.0,individual,-,44875,88.0,28,3.0,2.0,corridor,0
-1598277,2982,1,201809,11~20,1982,50.64,5,37.483142590406985,127.05887026944552,1168010300,2500.0,5040,124,5.0,5.0,individual,gas,6456,56.2,1055,3.0,1.0,stairway,0
-1598278,301,1,201809,11~20,2004,164.88,21,37.503960353364455,127.05704089170959,1168010600,655.0,276,4,22.0,18.0,district,cogeneration,663,208.98,132,5.0,2.0,stairway,0
-1598281,4050,1,201809,11~20,1999,53.01,8,37.49098709854844,127.0201637178633,1165010800,352.0,299,2,16.0,8.0,district,cogeneration,7205,72.72,60,2.0,1.0,corridor,0
-1598286,1267,1,201809,11~20,1997,59.87,14,37.50467819371947,126.919325884904,1156013200,451.0,420,5,22.0,12.0,individual,gas,3464,83.19,172,3.0,1.0,stairway,0
-1598287,33327,1,201809,11~20,2016,59.95,4,37.49309921264648,126.90499877929688,1156013300,300.0,247,4,20.0,11.0,individual,gas,91947,79.27,32,3.0,2.0,stairway,0
-1598298,14030,1,201809,11~20,2007,58.03,7,37.48850923587122,126.89079931612221,1153010200,519.0,498,7,19.0,16.0,individual,gas,13157,78.03,252,3.0,2.0,stairway,0
-1598299,6292,1,201809,11~20,2005,84.99,3,37.55125332371525,126.87454307099104,1150010100,463.0,417,7,23.0,10.0,individual,gas,10234,110.26,366,3.0,2.0,stairway,0
-1598300,1411,1,201809,11~20,1994,84.07,4,37.552854092487365,126.87510623453869,1150010100,498.0,498,5,14.0,10.0,individual,gas,3834,101.56,12,3.0,2.0,stairway,0
-1598307,10241,1,201809,11~20,2005,84.87,8,37.56967982036183,126.82331643229219,1150010500,293.0,258,6,15.0,8.0,individual,gas,12104,110.15,172,3.0,2.0,stairway,0
-1598312,19810,1,201809,11~20,2009,84.51,5,37.6346031,126.927016,1138011400,465.0,387,5,16.0,6.0,district,cogeneration,17284,116.84,34,3.0,2.0,stairway,0
-1598314,9155,1,201809,11~20,2005,84.55,10,37.67962236501131,127.04652365173122,1132010800,489.0,448,7,18.0,12.0,individual,gas,11702,104.32,196,3.0,2.0,stairway,0
-1598337,20305,1,201809,11~20,2010,59.63,8,37.54775862834431,127.09301893435982,1121510300,150.0,125,3,12.0,7.0,individual,gas,54533,80.23,29,3.0,2.0,stairway,0
-1598340,5646,1,201809,11~20,2001,84.45,8,37.549100346158454,127.02736299736135,1120010900,690.0,582,11,15.0,13.0,individual,gas,8957,105.33,232,3.0,2.0,stairway,0
-1598343,16459,1,201809,11~20,2001,84.65,2,37.47139205334191,126.96485610244015,1162010100,211.0,180,4,16.0,4.0,individual,gas,49025,107.89,62,3.0,2.0,,0
-1598346,22079,0,201809,11~20,2013,84.9949,10,35.27343113694161,129.0930989080359,2641010300,324.0,299,3,28.0,23.0,individual,gas,95594,110.31,106,3.0,2.0,stairway,0
-1598351,7941,0,201809,11~20,1981,43.9,1,35.192924531177354,129.12629565224,2635010400,90.0,500,14,5.0,5.0,individual,gas,37392,51.4,400,2.0,1.0,stairway,0
-1598355,17397,0,201809,11~20,2006,84.992,5,35.204257073439194,129.03209505087042,2632010300,884.0,882,11,15.0,11.0,individual,gas,50423,109.92,448,3.0,2.0,stairway,0
-1598357,1535,0,201809,11~20,1996,134.98,21,35.12807144303312,129.10374500010332,2629010600,422.0,499,3,25.0,10.0,individual,gas,26302,158.18,50,4.0,2.0,stairway,0
-1598370,10002,1,201809,11~20,2004,59.83,21,37.505688107736376,127.0540021269628,1168010600,280.0,371,1,26.0,26.0,individual,gas,165978,79.83,71,1.0,1.0,corridor,0
-1598374,17995,1,201809,11~20,2009,95.7555,21,37.502256835232025,127.02047888489192,1165010800,505.0,392,3,31.0,21.0,district,cogeneration,14737,125.96,60,3.0,2.0,stairway,0
-1598385,11322,1,201809,11~20,2007,101.96,32,37.49989519507935,126.8841149857912,1153010200,1043.0,299,1,36.0,36.0,individual,gas,166336,133.5,68,3.0,2.0,stairway,0
-1598387,4307,1,201809,11~20,1995,113.25,21,37.49665627750207,126.84706898624005,1153010800,195.0,218,1,22.0,21.0,individual,gas,7675,153.94,22,4.0,2.0,corridor,0
-1598388,2316,1,201809,11~20,1994,41.85,1,37.5613041,126.851448,1150010200,,445,5,15.0,15.0,district,cogeneration,4526,56.83,445,2.0,1.0,corridor,0
-1598410,13932,1,201809,11~20,1988,45.54,4,37.653166895128095,127.0441183246453,1132010700,480.0,427,4,12.0,10.0,district,cogeneration,13144,64.54,167,2.0,2.0,corridor,0
-1598427,618,1,201809,11~20,1985,71.53,5,37.58416328674845,127.0710910989154,1123010900,128.0,160,1,10.0,10.0,individual,gas,25870,92.93,23,3.0,1.0,corridor,0
-1598436,1549,0,201809,11~20,1998,73.4,21,35.168299456450704,128.9790617723969,2653010400,1109.0,1094,9,25.0,23.0,individual,gas,26361,93.43,144,3.0,1.0,stairway,0
-1598437,8100,0,201809,11~20,2005,125.16,22,35.153969185872576,129.0098022999458,2653010600,1346.0,988,12,25.0,21.0,individual,gas,37732,155.62,216,4.0,2.0,stairway,0
-1598461,1175,1,201809,11~20,1994,52.47,4,37.47259418890746,127.02765614013843,1165010300,308.0,300,6,6.0,6.0,individual,gas,3217,73.06,300,2.0,1.0,corridor,0
-1598464,5010,1,201809,11~20,1995,59.5,13,37.466048537620566,126.9279492900455,1162010200,353.0,1829,13,23.0,21.0,central,gas,8375,86.62,90,3.0,1.0,corridor,0
-1598465,9088,1,201809,11~20,2004,84.9713,5,37.48026639159228,126.9691301321578,1159010700,169.0,140,1,14.0,5.0,individual,gas,39805,106.02,59,3.0,2.0,stairway,0
-1598466,3985,1,201809,11~20,1999,59.89,3,37.51077295766942,126.93130854557518,1159010800,349.0,278,5,19.0,8.0,individual,gas,7104,84.84,134,2.0,1.0,corridor,0
-1598479,17124,1,201809,11~20,2005,84.955,9,37.51078213975406,126.84019500884227,1147010100,767.0,532,6,25.0,16.0,individual,gas,14096,111.22,64,3.0,2.0,stairway,0
-1598480,4462,1,201809,11~20,1999,84.93,17,37.521774608573644,126.84305844963082,1147010300,134.0,126,1,18.0,7.0,individual,gas,31747,107.63,52,3.0,2.0,stairway,0
-1598482,1476,1,201809,11~20,1995,59.94,11,37.5975052222719,126.90809683725391,1138010900,110.0,114,1,14.0,9.0,individual,gas,26191,80.77,50,3.0,1.0,stairway,0
-1598483,18739,1,201809,11~20,2009,84.49,17,37.6319023,126.919924,1138011400,764.0,660,11,20.0,10.0,district,cogeneration,15846,111.38,100,3.0,2.0,stairway,0
-1598484,18433,1,201809,11~20,2008,101.99,8,37.6460406,126.926325,1138011400,358.0,255,3,15.0,8.0,individual,gas,15250,151.96,1,3.0,2.0,stairway,0
-1598510,3883,0,201809,11~20,1988,44.1,15,35.14870049521268,129.00275599585294,2653010600,1500.0,1963,15,15.0,11.0,central,gas,31017,59.67,120,2.0,1.0,corridor,0
-1598528,10515,0,201809,11~20,2006,84.7556,2,35.211918900871915,129.0759438160754,2626010800,427.0,342,6,26.0,16.0,individual,gas,43049,107.93,239,3.0,2.0,stairway,0
-1598533,1041,1,201809,11~20,1980,80.03,5,37.521182700000004,127.13733500000001,1174010600,630.0,908,36,5.0,5.0,central,gas,2788,82.65,420,3.0,1.0,stairway,0
-1598538,635,1,201809,11~20,1983,163.92,9,37.49242839838254,127.06234227247884,1168010600,1254.0,1034,12,15.0,15.0,central,gas,1682,182.22,90,5.0,2.0,stairway,0
-1598548,359,1,201809,11~20,1986,65.82,2,37.5374373835504,126.87622720534657,1147010200,1306.0,1640,37,15.0,5.0,district,cogeneration,854,84.96,180,2.0,1.0,corridor,0
-1598564,513,1,201809,11~20,1989,58.62,4,37.54239921897216,127.1020690888112,1121510400,195.0,195,2,15.0,15.0,individual,gas,25785,79.48,75,2.0,1.0,corridor,0
-1598565,1244,1,201809,11~20,1993,83.45,10,37.53309006116953,127.0668247498347,1121510500,153.0,204,2,22.0,19.0,individual,gas,146824,98.32,204,3.0,2.0,stairway,0
-1598567,2772,1,201809,11~20,1999,59.94,18,37.533996,126.948628,1117011800,306.0,300,3,22.0,12.0,individual,gas,5727,80.32,107,3.0,1.0,corridor,0
-1598577,9310,0,201809,11~20,1995,116.76,22,35.10030485920195,129.0039923728147,2638010100,109.0,299,2,23.0,14.0,individual,gas,40311,134.88,66,4.0,2.0,stairway,0
-1598579,3576,0,201809,11~20,1998,84.6,14,35.09824099535743,128.96514697443158,2638010400,301.0,297,2,22.0,17.0,individual,gas,30438,106.33,149,3.0,2.0,stairway,0
-1598584,839,0,201809,11~20,1996,59.585,9,35.16744410469146,129.1835926658469,2635010700,512.0,512,7,25.0,17.0,district,cogeneration,25945,77.76,230,3.0,1.0,stairway,0
-1598592,30,1,201809,11~20,1986,79.89,6,37.4861683742464,127.04627678425014,1168011800,130.0,128,2,8.0,8.0,district,cogeneration,25524,102.41,128,3.0,1.0,stairway,0
-1598593,14560,1,201809,11~20,2006,84.71,4,37.49357619361215,126.93417391207045,1159010200,136.0,123,2,13.0,5.0,individual,gas,46571,107.39,10,3.0,2.0,stairway,0
-1598610,6061,1,201809,11~20,2003,59.76,8,37.564498168653664,126.92042045585505,1144012400,545.0,466,6,15.0,14.0,individual,gas,9692,72.82,112,3.0,1.0,stairway,0
-1598611,11021,1,201809,11~20,2005,113.5731,10,37.58401417061535,126.90631554606256,1138011000,163.0,122,2,15.0,11.0,individual,gas,43521,143.51,21,4.0,2.0,stairway,0
-1598612,20141,1,201809,11~20,2010,101.9,5,37.6491998,126.93138200000001,1138011400,,175,8,12.0,6.0,district,cogeneration,54360,128.33,42,3.0,2.0,stairway,0
-1598617,3942,1,201809,11~20,2000,84.9,1,37.62093608698827,127.07987980140705,1135010300,659.0,579,8,24.0,7.0,individual,gas,7019,110.87,266,3.0,2.0,stairway,0
-1598636,6196,1,201809,11~20,2003,164.8,3,37.485375034344564,127.02335071497896,1165010800,300.0,115,3,18.0,6.0,district,cogeneration,34380,204.47,35,5.0,2.0,stairway,0
-1598641,7165,1,201809,11~20,1997,59.52,3,37.522995076001635,126.8475763367338,1147010300,120.0,112,1,17.0,15.0,individual,gas,35889,80.29,50,3.0,1.0,corridor,0
-1598648,36892,1,201809,11~20,2017,84.99,8,37.5607283,127.02472399999999,1120010200,920.0,713,7,20.0,11.0,individual,gas,151604,112.97,90,3.0,2.0,stairway,0
-1598649,11982,0,201809,11~20,1978,78.31,9,35.098994749112144,128.98547284300585,2638010100,144.0,144,1,12.0,12.0,central,-,45214,100.39,60,3.0,1.0,stairway,0
-1598650,27021,0,201809,11~20,2001,56.9704,16,35.20472228720311,129.11766181302448,2635010300,,564,5,25.0,18.0,individual,gas,58719,81.54,564,3.0,1.0,stairway,0
-1598654,33504,0,201809,11~20,2015,84.98,15,35.233699798583984,129.01600646972656,2632010200,1120.0,800,9,24.0,12.0,individual,gas,92358,109.97,167,3.0,2.0,stairway,0
-1598655,13693,0,201809,11~20,1979,48.86,1,35.214739595610325,129.02735352168986,2632010300,240.0,356,11,5.0,4.0,individual,gas,45956,55.04,146,2.0,1.0,stairway,0
-1598661,9860,0,201809,11~20,2005,84.97,11,35.088247654293944,129.0626208451637,2620012000,513.0,528,8,20.0,11.0,individual,gas,42020,108.41,234,3.0,2.0,stairway,0
-1598675,7528,1,201809,11~20,2001,133.31,13,37.495176127797144,126.98836608814293,1165010100,518.0,206,5,21.0,14.0,individual,gas,10958,165.14,30,4.0,2.0,stairway,0
-1598691,8913,1,201809,11~20,1988,57.33,4,37.48854007933096,126.89299739654972,1153010200,,132,1,10.0,7.0,individual,gas,39485,76.63,105,2.0,1.0,stairway,0
-1598703,2849,1,201809,11~20,2000,84.96,2,37.50787417120859,126.8667212248775,1147010100,1376.0,1140,15,18.0,14.0,district,cogeneration,5969,106.16,717,3.0,2.0,stairway,0
-1598710,4433,1,201809,11~20,1998,59.94,4,37.612982203861364,126.9055362295576,1138010500,373.0,366,4,20.0,10.0,individual,gas,7807,82.99,158,2.0,1.0,corridor,0
-1598716,6117,1,201809,11~20,2003,84.88,19,37.65763748074488,127.06397608448064,1135010500,530.0,448,7,22.0,16.0,individual,gas,9849,107.09,402,3.0,2.0,stairway,0
-1598736,8140,1,201809,11~20,2002,119.78,12,37.571669035781866,127.06986121196529,1123010600,614.0,254,1,30.0,30.0,individual,gas,165848,161.75,40,3.0,2.0,stairway,0
-1598737,21406,1,201809,11~20,2009,76.34,11,37.568603039602216,127.0681649774372,1123010600,116.0,108,1,15.0,15.0,individual,gas,166127,115.58,18,3.0,2.0,stairway,0
-1598745,20103,1,201809,11~20,2013,208.39,32,37.55156194451641,126.97294391827373,1117010700,805.0,278,3,35.0,27.0,individual,gas,95378,259.25,11,3.0,3.0,stairway,0
-1598747,1590,0,201809,11~20,1999,59.98,3,35.124219576314765,128.96919323034874,2653010800,1035.0,1016,11,25.0,18.0,individual,gas,26534,79.67,444,3.0,1.0,stairway,0
-1598751,18381,1,201809,11~20,2009,144.3141,10,37.48571555499237,127.0115646038208,1165010800,563.0,190,4,25.0,20.0,individual,gas,94603,181.1,56,4.0,3.0,stairway,0
-1598757,9036,0,201809,11~20,2003,84.8354,4,35.193764337067904,129.10484948342258,2626010200,354.0,338,4,14.0,12.0,individual,gas,39745,107.81,140,3.0,2.0,stairway,0
-1598764,5945,1,201809,11~20,2002,84.68799999999999,17,37.5005715586861,127.04230941064422,1168010100,228.0,164,1,17.0,17.0,individual,gas,34287,112.71,68,3.0,2.0,stairway,0
-1598766,898,1,201809,11~20,1989,110.39,13,37.5010439219419,127.06548884594692,1168010600,461.0,354,5,16.0,13.0,district,cogeneration,2387,142.62,196,4.0,2.0,mixed,0
-1598780,2488,1,201809,11~20,1998,59.72,16,37.528599639522966,127.07828335508935,1121510500,278.0,271,3,23.0,11.0,individual,gas,5147,83.38,65,2.0,1.0,corridor,0
-1598791,36190,0,201809,11~20,2016,59.9911,13,35.0974366,128.916497,2644010400,1194.0,1033,9,29.0,20.0,district,cogeneration,150254,83.37,20,3.0,2.0,stairway,0
-1598795,9329,0,201809,11~20,2001,79.71,17,35.09792856352277,128.9644069991171,2638010400,276.0,276,3,23.0,23.0,individual,gas,40405,98.69,69,3.0,1.0,stairway,0
-1598801,12624,0,201809,11~20,1979,54.74,4,35.14901797075817,129.01686055151984,2623011100,,170,4,5.0,5.0,individual,gas,45834,63.69,100,3.0,1.0,stairway,0
-1598810,4027,1,201809,11~20,1995,57.72,9,37.510355096892454,127.10715136609495,1171010400,231.0,227,2,12.0,10.0,individual,gas,147371,74.19,1,3.0,1.0,corridor,0
-1598811,6312,1,201809,11~20,2003,164.25,2,37.48770554228812,126.99894617748542,1165010100,540.0,199,3,15.0,13.0,individual,gas,34447,201.97,111,4.0,2.0,stairway,0
-1598812,911,1,201809,11~20,1998,134.91,10,37.494849327925714,127.0266692242998,1165010800,410.0,408,2,23.0,19.0,district,cogeneration,2410,167.83,60,4.0,2.0,corridor,0
-1598816,12215,1,201809,11~20,2006,73.2,8,37.499436784058645,126.89095077615444,1153010200,225.0,160,2,23.0,23.0,individual,gas,94156,86.45,40,3.0,2.0,stairway,0
-1598820,6269,1,201809,11~20,2004,84.853,19,37.49160694628738,126.84152946950137,1153010800,414.0,378,6,23.0,12.0,individual,gas,10166,105.98,39,3.0,2.0,stairway,0
-1598823,3710,1,201809,11~20,1996,114.93,17,37.51576664645145,126.87637159349308,1147010100,677.0,926,6,22.0,14.0,district,cogeneration,6577,142.01,152,4.0,2.0,stairway,0
-1598825,10262,1,201809,11~20,2005,59.6,1,37.52280287484714,126.83854491395977,1147010300,253.0,236,3,15.0,14.0,individual,gas,12119,74.22,30,3.0,2.0,stairway,0
-1598826,6316,1,201809,11~20,2004,84.9956,8,37.612021450098645,126.9343052325812,1138010300,778.0,662,15,15.0,7.0,individual,gas,10287,110.73,343,3.0,2.0,stairway,0
-1598840,116,1,201809,11~20,1992,84.99,4,37.641872588558115,127.01208277478506,1130510300,574.0,574,7,15.0,5.0,individual,gas,287,104.99,427,3.0,2.0,stairway,0
-1598842,1371,1,201809,11~20,1974,173.16,7,37.518648299999995,126.98193500000001,1117012900,261.0,653,8,15.0,12.0,district,cogeneration,3737,174.81,144,5.0,2.0,stairway,0
-1598851,19289,0,201809,11~20,2011,128.407,11,35.17274504455262,129.1776632259658,2635010700,867.0,415,4,29.0,20.0,district,cogeneration,53324,157.41,116,4.0,2.0,stairway,0
-1598870,5632,1,201809,11~20,2002,81.783,4,37.599428596620726,127.08868498551918,1126010200,442.0,375,5,25.0,18.0,individual,gas,8913,111.19,235,3.0,2.0,stairway,0
-1598879,663,1,201809,11~20,1986,72.84,7,37.56529480288209,127.04518475011572,1120010500,341.0,811,9,15.0,13.0,central,gas,1739,90.06,360,3.0,1.0,stairway,0
-1598887,3886,0,201809,11~20,1994,119.24,8,35.13950061846264,128.98945346333838,2653010700,581.0,526,6,18.0,8.0,individual,gas,31039,141.26,310,4.0,2.0,stairway,0
-1598889,11034,0,201809,11~20,2003,84.9934,1,35.17866664672144,129.0801245921192,2647010200,125.0,113,3,10.0,8.0,individual,gas,43537,106.48,109,3.0,2.0,stairway,0
-1598909,6310,1,201809,11~20,2003,120.36,1,37.492217440511155,127.14325155061165,1171011300,209.0,140,3,16.0,15.0,individual,gas,34446,151.28,16,4.0,2.0,stairway,0
-1598910,1407,1,201809,11~20,1990,84.27,2,37.49989794816175,127.06529785483124,1168010600,55.0,120,1,15.0,15.0,central,cogeneration,26163,101.03,105,3.0,2.0,stairway,0
-1598913,54,1,201809,11~20,1996,84.82,7,37.46684944693132,126.94258941658852,1162010200,299.0,783,7,15.0,7.0,individual,gas,150,101.94,336,3.0,2.0,stairway,0
-1598915,645,1,201809,11~20,1994,84.32,19,37.509569719954975,126.92617020088095,1159010800,464.0,487,3,26.0,15.0,individual,gas,146723,103.08,487,3.0,2.0,stairway,0
-1598919,15648,1,201809,11~20,2006,84.97,2,37.54817747811346,126.84303479536308,1150010300,265.0,203,2,15.0,7.0,individual,gas,13617,104.82,148,3.0,2.0,stairway,0
-1598922,1505,1,201809,11~20,1999,84.4,23,37.54407028988868,126.93115579757757,1144011700,533.0,538,6,23.0,21.0,individual,gas,146921,114.15,92,3.0,2.0,stairway,0
-1598924,18675,1,201809,11~20,2009,116.92,11,37.579592970977615,126.89864998628089,1138010100,703.0,209,3,19.0,18.0,individual,gas,94930,142.51,86,3.0,2.0,,0
-1598928,9951,1,201809,11~20,2005,84.978,10,37.65933237149269,127.06201918174256,1135010500,122.0,114,1,15.0,11.0,individual,gas,42114,104.43,88,3.0,2.0,stairway,0
-1598932,10026,1,201809,11~20,2004,84.9358,9,37.664437136446345,127.03027501447016,1132010600,241.0,212,4,12.0,8.0,individual,gas,11969,108.57,22,3.0,2.0,stairway,0
-1598938,6024,1,201809,11~20,2004,59.91,4,37.5952876,127.01416499999999,1129011000,522.0,409,9,20.0,4.0,individual,gas,9558,75.4,170,3.0,2.0,stairway,0
-1598944,25225,0,201809,11~20,2015,59.1983,9,35.223411560058594,129.11094665527344,2641011100,184.0,264,2,15.0,15.0,individual,gas,58136,81.88,103,3.0,2.0,stairway,0
-1598947,7940,0,201809,11~20,1980,40.13,5,35.194055640047715,129.1261319290312,2635010400,84.0,700,16,5.0,5.0,individual,gas,147744,45.96,1,2.0,1.0,stairway,0
-1598950,3522,0,201809,11~20,1992,59.96,3,35.21145570571044,129.06467069801656,2626010800,,126,1,13.0,12.0,individual,gas,30189,72.15,48,3.0,1.0,stairway,0
-1598969,33273,1,201809,11~20,2016,90.0588,20,37.48030090332031,127.1439971923828,1171010900,873.0,495,7,29.0,29.0,district,cogeneration,91584,118.8,57,3.0,2.0,stairway,0
-1598970,1438,1,201809,11~20,1993,84.83,14,37.49688973635329,127.14499293469729,1171011300,,303,3,15.0,8.0,individual,gas,3899,101.86,56,3.0,2.0,stairway,0
-1598975,20015,1,201809,11~20,2009,84.9651,9,37.52640135585969,126.89417871461569,1156011300,155.0,125,2,13.0,9.0,individual,gas,54233,107.69,44,3.0,2.0,stairway,0
-1598976,3814,1,201809,11~20,1998,59.34,7,37.46714993369848,126.89278824581636,1154510200,151.0,154,2,21.0,12.0,individual,gas,30947,87.26,80,3.0,1.0,corridor,0
-1598977,522,1,201809,11~20,1995,59.94,11,37.55446487771129,126.86829060409346,1150010100,315.0,330,5,15.0,15.0,individual,gas,1362,85.55,150,3.0,1.0,corridor,0
-1599006,5281,1,201809,11~20,2001,84.50399999999999,12,37.66103351602344,127.04609044828848,1132010700,821.0,705,9,25.0,12.0,individual,gas,8582,116.64,492,3.0,2.0,stairway,0
-1599033,4071,1,201809,1~10,2000,99.917,7,37.627602111566674,127.08679264474587,1135010300,986.0,564,11,15.0,11.0,district,cogeneration,7245,126.75,354,3.0,2.0,stairway,0
-1599036,23330,1,201809,1~10,2014,84.97,2,37.658992767333984,127.07452392578124,1135010600,415.0,283,4,26.0,15.0,individual,gas,19433,111.18,34,3.0,2.0,stairway,0
-1599041,6688,1,201809,1~10,2004,84.92,1,37.602834204011714,127.01552363909714,1129013300,397.0,355,7,25.0,22.0,individual,gas,10711,112.66,314,3.0,2.0,stairway,0
-1599042,5110,1,201809,1~10,2000,59.783,3,37.60314602448667,127.10002754172622,1126010600,331.0,284,3,24.0,10.0,individual,gas,147462,88.73,156,2.0,1.0,corridor,0
-1599050,9321,0,201809,1~10,1985,70.56,4,35.08589366319721,128.98578230569652,2638010700,,170,2,5.0,5.0,individual,-,40364,75.96,55,3.0,2.0,stairway,0
-1599057,51,1,201809,1~10,1988,59.76,1,37.47084909473353,126.91692499137838,1162010200,338.0,338,4,13.0,8.0,individual,gas,141,81.48,143,2.0,1.0,corridor,0
-1599058,5297,1,201809,1~10,1996,59.04,6,37.47708859399749,126.91317370162201,1162010200,131.0,171,1,22.0,17.0,individual,gas,33122,77.51,58,3.0,1.0,corridor,0
-1599068,4367,1,201809,1~10,1999,114.88,4,37.66165416713652,127.04405987974701,1132010700,214.0,188,2,19.0,19.0,individual,gas,31616,152.37,38,4.0,2.0,stairway,0
-1599078,3811,0,201809,1~10,1988,118.08,9,35.190398465970546,129.10148261542813,2647010200,,280,3,14.0,14.0,individual,gas,30946,136.76,112,4.0,2.0,stairway,0
-1599098,38640,0,201809,1~10,2004,30.49,15,35.1499519348145,129.0634765625,2623010200,265.0,512,1,27.0,27.0,individual,gas,164962,40.83,270,1.0,1.0,stairway,0
-1599102,12210,1,201809,1~10,2003,82.26,1,37.501743098114865,126.90305281140444,1156013200,143.0,134,1,15.0,15.0,individual,gas,45466,103.3,50,3.0,2.0,stairway,0
-1599106,3764,1,201809,1~10,1998,52.77,14,37.59364391149229,126.94674058502471,1141011100,201.0,214,1,18.0,11.0,individual,gas,6683,73.11,15,2.0,1.0,stairway,0
-1599130,5387,0,201809,1~10,1986,44.82,6,35.06689088621371,128.98150735177558,2638010600,372.0,372,6,6.0,6.0,individual,gas,33322,51.56,372,2.0,1.0,stairway,0
-1599137,7566,0,201809,1~10,1986,63.93,4,35.1712882180574,129.05328970038735,2623010600,119.0,235,8,5.0,5.0,individual,gas,36698,77.76,30,3.0,1.0,stairway,0
-1599151,4199,1,201809,1~10,2000,79.87,15,37.528571340843506,126.84274101533846,1150010300,195.0,130,1,15.0,15.0,individual,gas,149873,100.35,26,3.0,1.0,stairway,0
-1599159,553,1,201809,1~10,1988,58.77,12,37.6611421212821,127.03404541902731,1132010600,714.0,476,4,14.0,14.0,individual,gas,146715,80.38,196,2.0,1.0,corridor,0
-1599170,6209,1,201809,1~10,2004,101.9481,8,37.618743132587156,127.08242827763223,1126010400,678.0,587,6,19.0,13.0,individual,gas,10039,127.25,108,4.0,2.0,stairway,0
-1599175,4075,1,201809,1~10,1999,59.75,14,37.48493413471178,126.94966261406981,1162010100,140.0,277,2,15.0,6.0,individual,gas,7257,84.45,115,3.0,1.0,corridor,0
-1599176,9995,0,201809,1~10,1992,84.58,10,35.248302768349056,129.21854720673522,2671025021,51.0,102,1,15.0,6.0,individual,-,42245,94.7,15,3.0,2.0,stairway,0
-1599182,21986,0,201809,1~10,2013,59.997,17,35.3191006381516,129.17516971727278,2671025622,1314.0,1249,16,20.0,17.0,district,cogeneration,55722,80.38,240,3.0,2.0,stairway,0
-1599190,9309,0,201809,1~10,1995,78.2,6,35.096336953931406,128.98069345760442,2638010100,93.0,207,1,20.0,13.0,individual,gas,40307,97.39,54,3.0,1.0,stairway,0
-1599200,9416,0,201809,1~10,1999,59.8,22,35.15577622449364,129.03799427816065,2623011000,300.0,299,3,25.0,19.0,individual,gas,40802,79.34,134,3.0,1.0,stairway,0
-1599206,15066,1,201809,1~10,2005,84.67,11,37.580212098382354,126.8859695394912,1144012700,546.0,436,8,21.0,16.0,district,cogeneration,13419,108.65,154,3.0,2.0,stairway,0
-1599221,693,1,201809,1~10,1999,84.19,20,37.59964816151924,127.01655119881563,1129013300,454.0,406,3,20.0,14.0,individual,gas,1815,110.93,116,3.0,2.0,stairway,0
-1599228,5643,1,201809,1~10,2001,84.954,15,37.600349414178865,127.05643495173241,1123011000,608.0,379,8,19.0,7.0,individual,gas,8942,106.66,123,3.0,2.0,stairway,0
-1599229,11044,0,201809,1~10,2006,84.5849,18,35.140388194390155,129.06775360833012,2629010900,431.0,388,5,30.0,26.0,individual,gas,43560,113.73,144,3.0,2.0,stairway,0
-1599250,9857,0,201809,1~10,2003,84.9402,17,35.17529141088453,129.12995850578602,2635010500,865.0,800,7,27.0,23.0,individual,gas,42017,107.83,243,3.0,2.0,stairway,0
-1599252,61,0,201809,1~10,1997,58.803999999999995,2,35.17754899691121,129.16726817047376,2635010700,655.0,655,10,24.0,16.0,district,cogeneration,25548,74.08,289,3.0,1.0,stairway,0
-1599255,7944,0,201809,1~10,1996,42.29,8,35.25674046772229,129.01485958465543,2632010100,536.0,1366,14,20.0,15.0,individual,gas,37403,58.9,413,2.0,1.0,corridor,0
-1599257,10438,0,201809,1~10,2001,84.34,18,35.22179701794022,129.0070547245991,2632010200,1440.0,1780,16,25.0,16.0,individual,gas,42945,114.6,510,3.0,2.0,stairway,0
-1599267,9840,0,201809,1~10,2006,118.6193,2,35.171124607213784,129.06819816581128,2623010100,1213.0,840,6,43.0,36.0,individual,gas,41965,159.89,166,4.0,2.0,stairway,0
-1599272,17658,0,201809,1~10,1981,47.76,1,35.16363058984198,129.03393241392794,2623010900,,125,3,5.0,5.0,individual,gas,50846,54.0,40,2.0,1.0,stairway,0
-1599273,3530,0,201809,1~10,1995,84.98,3,35.16374266022334,129.02854044026006,2623011100,955.0,894,5,25.0,12.0,individual,gas,30234,104.42,546,3.0,2.0,stairway,0
-1599277,6159,1,201809,1~10,2003,180.516,23,37.49441856684362,127.1215758412106,1171010700,328.0,102,1,29.0,28.0,individual,gas,166191,229.2,52,4.0,2.0,stairway,0
-1599280,1617,1,201809,1~10,1998,84.9,3,37.51700580991813,127.04251777019905,1168010500,304.0,304,2,20.0,17.0,individual,gas,4111,104.38,17,3.0,1.0,stairway,0
-1599292,4122,1,201809,1~10,1999,65.65,6,37.517157,126.90141399999999,1156012100,90.0,101,2,21.0,11.0,individual,gas,31318,81.32,19,3.0,1.0,stairway,0
-1599293,1446,1,201809,1~10,1990,80.92,4,37.53203565342255,126.8955691394356,1156012700,250.0,312,3,13.0,13.0,individual,gas,146913,98.24,312,3.0,2.0,stairway,0
-1599296,850,1,201809,1~10,1998,59.78,8,37.49618577415346,126.86000672929846,1153010700,454.0,372,2,25.0,23.0,individual,gas,2254,85.86,122,3.0,1.0,stairway,0
-1599299,315,1,201809,1~10,1989,67.36,2,37.49361673630348,126.84882113758741,1153010700,,104,1,11.0,9.0,individual,gas,25722,89.1,84,3.0,1.0,corridor,0
-1599316,4444,1,201809,1~10,1997,59.4,17,37.60902970250881,126.92172755691091,1138010600,383.0,357,2,21.0,9.0,individual,gas,7825,87.74,240,3.0,1.0,corridor,0
-1599326,2764,1,201809,1~10,2001,84.97,2,37.6573558136996,127.07124242418502,1135010500,428.0,358,3,25.0,9.0,individual,gas,5696,110.04,124,3.0,2.0,stairway,0
-1599344,18704,1,201809,1~10,2009,84.9909,3,37.63583947229903,127.03201721694124,1130510200,220.0,193,2,20.0,16.0,individual,gas,52687,112.4,79,3.0,2.0,stairway,0
-1599354,15498,1,201809,1~10,2006,84.961,10,37.575486118061654,127.08044705526888,1126010100,391.0,386,9,15.0,5.0,individual,gas,13554,107.11,244,3.0,2.0,stairway,0
-1599369,394,1,201809,1~10,1996,84.675,2,37.561159178223136,127.02787898949595,1120010200,180.0,277,3,15.0,15.0,individual,gas,1019,98.44,129,3.0,2.0,stairway,0
-1599378,10381,0,201809,1~10,2006,84.8627,9,35.160447119065985,129.15363329559264,2635010500,355.0,253,2,34.0,20.0,individual,gas,93966,107.75,53,3.0,2.0,stairway,0
-1599381,1583,0,201809,1~10,1992,84.81,1,35.13594895202702,128.97851085417363,2653010700,584.0,730,5,15.0,8.0,individual,gas,26514,105.79,490,3.0,2.0,stairway,0
-1599389,3501,0,201809,1~10,1997,84.645,18,35.228196099371736,129.07937210256486,2641010800,278.0,202,2,22.0,6.0,individual,gas,30102,108.83,52,3.0,2.0,stairway,0
-1599392,7728,0,201809,1~10,2005,59.6231,24,35.19960153989422,129.1217006676462,2635010300,517.0,517,4,29.0,29.0,individual,gas,36976,82.53,112,2.0,1.0,stairway,0
-1599399,10553,0,201809,1~10,2003,60.0,4,35.2094021516215,129.0399488394614,2632010300,222.0,218,2,22.0,8.0,individual,gas,43108,81.03,32,3.0,2.0,stairway,0
-1599411,5017,1,201809,1~10,2001,39.2,7,37.50195479579008,127.04424181209723,1168010100,213.0,336,1,26.0,26.0,individual,gas,166712,52.66,84,1.0,1.0,corridor,0
-1599414,20786,1,201809,1~10,2011,84.96,2,37.46377905881735,127.10440819435073,1168011100,407.0,363,7,14.0,8.0,individual,gas,18553,118.44,112,3.0,2.0,stairway,0
-1599418,20037,1,201809,1~10,2010,59.993,12,37.50376794455281,127.01332262684141,1165010700,1684.0,1119,9,35.0,31.0,district,cogeneration,17625,84.84,113,3.0,2.0,stairway,0
-1599424,6314,1,201809,1~10,2004,114.51,11,37.5297669,126.906301,1156010900,850.0,538,9,25.0,22.0,individual,gas,10282,137.15,156,4.0,2.0,stairway,0
-1599425,6409,1,201809,1~10,2005,156.66,27,37.520241333391425,126.92637235324804,1156011000,1005.0,406,2,39.0,8.0,district,cogeneration,93574,199.84,40,4.0,2.0,stairway,0
-1599434,5331,1,201809,1~10,2001,59.49,2,37.49161777697712,126.86162547026112,1153010700,1052.0,964,11,28.0,18.0,individual,gas,147480,82.81,302,3.0,1.0,corridor,0
-1599443,33367,1,201809,1~10,2016,59.79,12,37.56389999389648,126.81999969482422,1150010500,633.0,531,10,15.0,8.0,district,cogeneration,92060,84.13,13,3.0,2.0,stairway,0
-1599447,33075,1,201809,1~10,1986,59.43,10,37.569236,126.901917,1144012500,2968.0,3710,33,14.0,14.0,central,gas,20500,77.92,1260,3.0,1.0,corridor,0
-1599455,2943,1,201809,1~10,1999,113.51,18,37.63575925826537,127.06160531684242,1135010400,1704.0,2340,18,18.0,18.0,individual,cogeneration,6314,145.46,468,4.0,2.0,stairway,0
-1599467,7641,1,201809,1~10,2005,84.902,2,37.647332594314314,127.08329837571794,1135010600,530.0,448,8,15.0,6.0,individual,gas,11104,108.54,397,3.0,2.0,stairway,0
-1599484,11483,1,201809,1~10,2007,84.04899999999999,4,37.60627118257101,127.02289468382924,1129013400,1257.0,977,12,20.0,16.0,individual,gas,12645,104.2,190,3.0,2.0,stairway,0
-1599489,26541,1,201809,1~10,1995,84.77,5,37.57972979868294,127.0830509242448,1126010100,401.0,172,2,25.0,20.0,individual,gas,58473,111.79,172,3.0,2.0,stairway,0
-1599491,6464,1,201809,1~10,2006,84.6475,2,37.602536907233294,127.09118911642905,1126010200,539.0,467,9,26.0,9.0,individual,gas,10516,108.33,467,3.0,2.0,stairway,0
-1599506,10377,0,201809,1~10,2007,84.898,8,35.104679293191616,128.99973061428818,2638010100,475.0,470,8,25.0,9.0,individual,gas,42778,109.58,164,3.0,2.0,stairway,0
-1599510,4165,0,201809,1~10,2000,84.9,3,35.15139428646535,129.03877152058314,2623011000,388.0,383,3,22.0,11.0,individual,gas,31360,105.32,178,3.0,2.0,stairway,0
-1599511,722,1,201809,1~10,1986,127.33,15,37.5537375803272,127.15211052668779,1174010100,600.0,570,7,15.0,15.0,central,gas,1930,146.39,270,4.0,2.0,stairway,0
-1599520,4535,1,201809,1~10,2001,59.67,8,37.51252133028157,127.11825266437712,1171011100,156.0,144,2,12.0,12.0,district,cogeneration,31837,75.28,24,3.0,1.0,stairway,0
-1599525,7884,1,201809,1~10,2002,163.95,11,37.49089503902764,127.0294856694973,1165010800,283.0,122,1,18.0,18.0,central,gas,156073,215.62,70,4.0,2.0,stairway,0
-1599531,4046,1,201809,1~10,1997,59.76,12,37.49738885538327,126.92170400242563,1159010900,136.0,132,2,17.0,12.0,individual,gas,31217,81.12,84,2.0,1.0,corridor,0
-1599550,19494,1,201809,1~10,2009,101.53,2,37.6365655,126.93162,1138011400,662.0,448,14,15.0,2.0,district,cogeneration,16874,124.97,60,3.0,2.0,stairway,0
-1599551,18728,1,201809,1~10,2008,84.79,4,37.641101379605615,126.92195678364482,1138011400,658.0,551,10,14.0,7.0,district,cogeneration,15676,108.52,173,3.0,2.0,stairway,0
-1599570,5864,1,201809,1~10,2005,59.42,10,37.633454914487174,127.02701323880541,1130510100,104.0,123,2,15.0,5.0,individual,gas,34091,76.09,58,3.0,1.0,stairway,0
-1599571,4206,1,201809,1~10,2000,51.38,3,37.645418022354185,127.01855106811985,1130510300,135.0,110,1,15.0,7.0,individual,gas,31412,66.25,12,3.0,1.0,corridor,0
-1599587,4114,1,201809,1~10,2001,84.95,7,37.53769138558165,127.04631313164651,1120011400,153.0,142,2,19.0,11.0,individual,gas,31304,107.43,74,3.0,2.0,corridor,0
-1599588,42,1,201809,1~10,2000,84.945,11,37.55599829276669,127.07089683623151,1120011800,449.0,447,3,25.0,13.0,individual,gas,114,107.82,216,3.0,2.0,mixed,0
-1599589,3882,0,201809,1~10,2001,59.88,6,35.19152693378869,128.99407178241105,2653010200,,780,8,23.0,20.0,individual,gas,31013,79.34,270,3.0,1.0,stairway,0
-1599592,13949,0,201809,1~10,1988,51.75,5,35.10897239745455,128.96780854517021,2638010300,,100,2,6.0,5.0,individual,gas,46092,58.23,10,2.0,1.0,stairway,0
-1599594,4063,0,201809,1~10,1987,101.53,7,35.19776333838,129.11654575604337,2635010300,600.0,600,6,15.0,15.0,central,gas,31243,118.53,90,4.0,2.0,stairway,0
-1599596,11508,0,201809,1~10,2003,59.9389,8,35.169690661020944,129.1785387126319,2635010700,265.0,168,3,19.0,15.0,district,cogeneration,94102,82.11,72,2.0,1.0,stairway,0
-1599598,9253,0,201809,1~10,1993,59.99,5,35.11138661400318,129.1086632635742,2629010700,90.0,232,1,15.0,10.0,individual,gas,40086,76.51,59,3.0,1.0,corridor,0
-1599602,3520,0,201809,1~10,1984,190.555,9,35.208518485254025,129.07538728896955,2626010800,2918.0,1536,18,15.0,12.0,individual,gas,30186,219.92,56,6.0,2.0,stairway,0
-1599603,12416,0,201809,1~10,1996,84.94,23,35.1565247031458,129.0402119217577,2623010900,660.0,820,9,25.0,17.0,individual,gas,45680,105.65,320,3.0,2.0,stairway,0
-1599604,18779,0,201809,1~10,2010,84.9056,1,35.154434233716934,129.02667214962645,2623011100,659.0,489,5,30.0,16.0,individual,gas,52827,108.83,215,3.0,2.0,stairway,0
-1599613,1073,1,201809,1~10,1983,53.98,13,37.48762441895988,127.0685029079418,1168010300,912.0,940,6,14.0,13.0,district,cogeneration,2943,75.33,190,3.0,1.0,corridor,0
-1599614,4008,1,201809,1~10,1998,90.94,11,37.526700500000004,127.037444,1168010700,200.0,138,1,17.0,17.0,district,cogeneration,31180,122.1,63,3.0,2.0,stairway,0
-1599618,874,1,201809,1~10,1991,84.95,11,37.47440897327184,126.98257657209507,1165010100,468.0,468,9,12.0,12.0,central,gas,2311,106.55,156,3.0,1.0,corridor,0
-1599619,192,1,201809,1~10,1995,130.89,11,37.47283665620817,127.02300766775946,1165010300,653.0,412,6,15.0,14.0,central,gas,481,155.59,412,4.0,2.0,stairway,0
-1599621,4297,1,201809,1~10,1983,56.39,2,37.468235388333824,126.93935536302521,1162010200,100.0,119,4,5.0,4.0,individual,gas,31517,67.67,88,3.0,1.0,stairway,0
-1599622,1003,1,201809,1~10,1987,60.03,2,37.48292987577939,126.9695224986961,1159010700,236.0,296,3,10.0,9.0,individual,gas,2623,82.32,296,2.0,1.0,corridor,0
-1599626,4151,1,201809,1~10,1999,59.96,6,37.50433422971004,126.85680220661921,1153010600,272.0,273,3,19.0,5.0,individual,gas,7441,84.09,113,3.0,1.0,corridor,0
-1599645,7146,1,201809,1~10,2003,59.9488,3,37.5597262316255,126.90101293296586,1144012300,121.0,119,1,15.0,15.0,individual,gas,35871,77.0,52,3.0,2.0,stairway,0
-1599646,5891,1,201809,1~10,1999,84.97,12,37.564858601402115,126.90577812955082,1144012500,136.0,127,1,18.0,18.0,individual,gas,34166,108.69,68,3.0,2.0,stairway,0
-1599647,7753,1,201809,1~10,1998,99.57,18,37.56949108361799,126.91721400143786,1141012000,203.0,109,1,19.0,19.0,individual,gas,37012,130.15,16,4.0,2.0,corridor,0
-1599654,18741,1,201809,1~10,2008,134.84,6,37.630973299999994,126.92191100000001,1138011400,293.0,162,4,15.0,13.0,district,cogeneration,52745,170.59,1,0.0,0.0,stairway,0
-1599656,18730,1,201809,1~10,2008,134.86,7,37.6449901,126.92488700000001,1138011400,514.0,373,9,14.0,5.0,individual,cogeneration,15718,171.2,8,4.0,2.0,stairway,0
-1599666,341,1,201809,1~10,1993,101.88,5,37.64683099153493,127.07343515260031,1135010600,921.0,568,8,15.0,14.0,district,cogeneration,769,122.83,120,3.0,2.0,stairway,0
-1599669,5285,1,201809,1~10,1988,60.5,5,37.65073437574899,127.05258399098318,1132010700,,1764,12,15.0,9.0,district,cogeneration,8595,85.69,300,2.0,1.0,corridor,0
-1599671,231,1,201809,1~10,1995,59.86,7,37.64237178887457,127.03753118000607,1132010700,1188.0,952,7,19.0,8.0,individual,gas,552,76.26,460,3.0,1.0,stairway,0
-1599680,7701,1,201809,1~10,2005,84.95,3,37.60377540136136,127.01039150184096,1129013300,856.0,745,9,23.0,11.0,individual,gas,11143,107.01,14,3.0,2.0,stairway,0
-1599687,2825,1,201809,1~10,1995,163.63,1,37.61409315395273,127.09329177998778,1126010600,1265.0,818,17,12.0,9.0,district,cogeneration,5877,194.23,48,5.0,2.0,stairway,0
-1599691,24781,1,201809,1~10,2014,84.95,2,37.4561419,127.057235,1165011100,387.0,256,9,9.0,5.0,individual,gas,19770,114.32,100,3.0,2.0,stairway,0
-1599695,7774,0,201809,1~10,2004,84.9357,8,35.17970009590357,129.1174074631488,2650010100,482.0,480,6,23.0,13.0,individual,gas,37049,107.2,480,3.0,2.0,stairway,0
-1599696,1570,0,201809,1~10,1988,41.46,2,35.13843787214157,129.10957591718613,2650010500,495.0,990,8,15.0,15.0,central,,26465,55.81,195,2.0,1.0,corridor,0
-1599697,18544,0,201809,1~10,2011,140.4676,9,35.191587341783425,129.06887489496313,2647010100,733.0,364,3,36.0,34.0,individual,gas,52258,170.36,70,4.0,2.0,stairway,0
-1599698,36647,0,201809,1~10,2017,59.9971,16,35.1515464782715,128.840866088867,2644011400,1056.0,1013,10,25.0,19.0,individual,,151549,84.9,464,3.0,2.0,stairway,0
-1599707,3618,0,201809,1~10,1998,39.95,24,35.17559118815164,129.17051751231614,2635010700,481.0,799,6,25.0,20.0,district,cogeneration,30641,57.14,50,2.0,1.0,corridor,0
-1599710,1379,0,201809,1~10,1994,61.2,7,35.19647380032697,128.99290165629387,2632010500,830.0,1741,16,15.0,7.0,individual,gas,26134,74.45,225,2.0,1.0,corridor,0
-1599711,5767,0,201809,1~10,1978,44.86,7,35.212755601640865,129.07507790908736,2626010800,432.0,432,3,12.0,12.0,individual,gas,33938,58.64,60,2.0,1.0,corridor,0
-1599718,1574,0,201809,1~10,1997,41.85,20,35.074122273701036,129.07205186306885,2620012100,125.0,360,2,20.0,20.0,individual,gas,26485,57.6,300,2.0,1.0,corridor,0
-1599722,916,1,201809,1~10,1991,84.9,2,37.484830073245824,127.05725247784096,1168010300,311.0,234,2,15.0,12.0,district,cogeneration,146788,101.71,148,3.0,2.0,stairway,0
-1599728,9341,1,201809,1~10,2005,123.75,8,37.4874448412282,127.0169470353011,1165010800,230.0,132,3,12.0,7.0,individual,gas,40454,150.85,10,4.0,2.0,stairway,0
-1599731,9689,1,201809,1~10,2004,114.91,6,37.508921799999996,126.950138,1159010400,417.0,381,5,18.0,13.0,individual,gas,11830,137.52,72,4.0,2.0,stairway,0
-1599732,6641,1,201809,1~10,2004,83.98,14,37.51485485223908,126.91272728872109,1156010100,304.0,271,4,15.0,12.0,individual,gas,10666,101.66,58,3.0,2.0,stairway,0
-1599738,2573,1,201809,1~10,2000,59.84,11,37.50091300657782,126.86513223154621,1153010600,448.0,355,4,23.0,10.0,individual,gas,147081,82.16,22,2.0,1.0,corridor,0
-1599739,15499,1,201809,1~10,2006,84.93,10,37.49845498498622,126.83915373897531,1153010800,205.0,182,2,15.0,11.0,individual,gas,47842,105.52,108,3.0,2.0,stairway,0
-1599740,11004,1,201809,1~10,2005,84.69,2,37.55671494230657,126.86613178817396,1150010100,530.0,455,8,25.0,10.0,individual,gas,12516,108.26,75,3.0,2.0,stairway,0
-1599746,20349,1,201809,1~10,2010,59.88,6,37.523327559674954,126.84009132928318,1147010300,202.0,197,2,15.0,13.0,individual,gas,54624,81.79,46,3.0,2.0,stairway,0
-1599753,2955,1,201809,1~10,1999,59.96,12,37.559180548238245,126.95011069615893,1141011000,715.0,956,6,18.0,10.0,individual,gas,6365,82.4,956,3.0,1.0,corridor,0
-1599754,3939,1,201809,1~10,2001,114.75,8,37.57835422865161,126.95129791106295,1141011100,519.0,474,6,15.0,9.0,individual,gas,7001,137.52,90,4.0,2.0,stairway,0
-1599781,26062,1,201809,1~10,2015,59.63,6,37.60236974951624,127.0115418694396,1129013300,392.0,349,8,20.0,12.0,individual,gas,20060,81.41,58,3.0,2.0,stairway,0
-1599790,1147,1,201809,1~10,1987,66.91,7,37.58497567568795,127.046351467213,1123010700,200.0,241,3,15.0,11.0,central,gas,3138,87.6,22,2.0,1.0,corridor,0
-1599791,6270,1,201809,1~10,2004,84.61,19,37.593518083261145,127.06011659303655,1123011000,774.0,648,9,23.0,14.0,individual,gas,10169,104.62,258,3.0,2.0,stairway,0
-1599803,9473,0,201809,1~10,1994,83.63,2,35.198331283198954,129.0117951290435,2632010500,188.0,299,2,22.0,9.0,individual,gas,40988,102.78,124,3.0,2.0,stairway,0
-1599816,11228,0,201809,1~10,2005,84.98700000000001,23,35.157674550615155,129.1115035027362,2650010400,171.0,143,2,26.0,21.0,individual,gas,43901,106.36,102,3.0,2.0,stairway,0
-1599823,19465,0,201809,1~10,2014,84.98700000000001,6,35.08089971259215,128.89718567774912,2644010400,554.0,480,13,11.0,5.0,individual,gas,53544,111.79,24,3.0,2.0,stairway,0
-1599830,5507,0,201809,1~10,1996,48.51,11,35.05137462126731,128.96453174960362,2638010600,640.0,640,4,21.0,20.0,individual,gas,33465,66.94,640,2.0,1.0,corridor,0
-1599834,1344,0,201809,1~10,1996,58.2,13,35.17192033915676,129.17079743322984,2635010700,665.0,662,11,22.0,17.0,district,cogeneration,26123,75.09,300,3.0,1.0,stairway,0
-1599838,9956,0,201809,1~10,1992,70.99,15,35.19549347826171,129.01510203088569,2632010500,52.0,137,1,15.0,9.0,individual,gas,42133,84.02,30,3.0,1.0,stairway,0
-1599841,9245,0,201809,1~10,2002,59.73,13,35.140123740645684,129.0917637594465,2629010600,421.0,413,2,25.0,9.0,individual,gas,40050,85.23,81,3.0,1.0,corridor,0
-1599857,9918,0,201809,1~10,1993,67.54,6,35.204978537261645,129.0986040720164,2626010100,,186,1,20.0,13.0,individual,gas,42076,91.54,80,3.0,1.0,stairway,0
-1599862,10202,0,201809,1~10,2006,46.265,35,35.12403632630798,129.04595152476745,2617010100,274.0,256,1,35.0,35.0,individual,gas,154795,63.21,28,2.0,1.0,stairway,0
-1599869,9045,1,201809,1~10,2004,30.25,17,37.49482545745549,127.1219293158468,1171010700,288.0,160,1,22.0,22.0,individual,gas,166214,43.07,32,1.0,1.0,stairway,0
-1599871,18746,1,201809,1~10,2007,84.94,12,37.47914923144287,127.13081734268124,1171010900,576.0,537,6,17.0,10.0,individual,gas,15869,114.7,153,3.0,2.0,stairway,0
-1599875,11695,1,201809,1~10,2005,84.97,9,37.491579682830064,127.02996990784754,1165010800,196.0,112,1,15.0,15.0,individual,gas,153527,107.6,24,3.0,3.0,stairway,0
-1599888,6520,1,201809,1~10,2004,84.95200000000001,7,37.50355726378704,126.89213001831396,1153010200,342.0,299,3,31.0,31.0,individual,gas,10574,126.74,30,3.0,2.0,stairway,0
-1599889,1465,1,201809,1~10,1987,64.55,5,37.49605144759373,126.8752144609467,1153010200,290.0,290,2,15.0,11.0,individual,gas,146915,78.37,88,3.0,1.0,stairway,0
-1599895,13754,1,201809,1~10,2006,68.17,5,37.55171702865703,126.86685594739777,1150010100,184.0,163,3,15.0,6.0,individual,gas,45986,99.42,6,3.0,2.0,stairway,0
-1599896,21925,1,201809,1~10,2013,59.9382,18,37.56624478062903,126.84895972005735,1150010400,1213.0,790,10,22.0,9.0,individual,gas,18861,87.31,116,3.0,2.0,stairway,0
-1599902,11261,1,201809,1~10,2004,84.85,6,37.518048941715534,126.84646880440442,1147010300,198.0,182,3,15.0,12.0,individual,gas,43935,105.92,106,3.0,2.0,stairway,0
-1599904,36411,1,201809,1~10,2017,84.9699,7,37.555347442627,126.958595275879,1144010100,565.0,497,6,29.0,12.0,,,149992,114.92,140,3.0,2.0,stairway,0
-1599912,1477,1,201809,1~10,2000,84.9,18,37.58765897044418,126.9495889888274,1141011100,1352.0,939,15,18.0,13.0,individual,gas,3980,107.42,358,3.0,2.0,stairway,0
-1599924,19440,1,201809,1~10,2011,84.49,5,37.59248253531061,126.92515988902584,1138010700,1344.0,1106,16,15.0,9.0,individual,gas,16711,107.48,56,3.0,2.0,stairway,0
-1599925,9065,1,201809,1~10,2004,77.75,3,37.59069014018322,126.90811880519476,1138010900,113.0,105,1,14.0,6.0,individual,gas,39774,100.99,8,3.0,2.0,stairway,0
-1599928,18735,1,201809,1~10,2008,101.93,7,37.6491658,126.931772,1138011400,492.0,378,9,14.0,7.0,district,cogeneration,15791,134.2,14,3.0,3.0,stairway,0
-1599945,33345,1,201809,1~10,2016,59.75,12,37.64289855957031,127.05899810791016,1135010500,472.0,457,5,15.0,7.0,district,cogeneration,92030,86.12,76,3.0,2.0,stairway,0
-1599957,4360,1,201809,1~10,1997,151.73,9,37.658969506565796,127.07266286143144,1135010600,416.0,203,1,19.0,19.0,individual,gas,7745,224.32,17,5.0,2.0,stairway,0
-1599979,15652,1,201809,1~10,2006,59.9,3,37.62597822471401,127.01940716534452,1130510100,329.0,306,6,15.0,9.0,individual,gas,13622,78.63,110,3.0,2.0,stairway,0
-1599983,2173,1,201809,1~10,2000,84.97,18,37.624828930167595,127.04462718294431,1130510200,177.0,202,2,19.0,7.0,individual,gas,4285,114.92,97,3.0,2.0,stairway,0
-1599991,15653,1,201809,1~10,2007,59.98,13,37.59908319821899,127.0421024156266,1129013600,935.0,787,11,23.0,14.0,individual,gas,13625,79.93,272,3.0,2.0,stairway,0
-1599996,5067,1,201809,1~10,1999,59.34,4,37.606053226486786,127.09714129604878,1126010600,278.0,235,1,18.0,7.0,individual,gas,8443,84.35,148,3.0,1.0,corridor,0
-1599998,3737,1,201809,1~10,1997,59.4,19,37.60672773809022,127.09644454727311,1126010600,457.0,478,4,23.0,18.0,district,cogeneration,6626,80.11,247,3.0,1.0,corridor,0
-1600002,5097,1,201809,1~10,1984,95.44,8,37.58088123880764,127.06911809234111,1123010600,346.0,456,8,12.0,12.0,central,gas,8459,103.39,120,3.0,1.0,stairway,0
-1600011,10042,1,201809,1~10,2007,84.838,15,37.546745465179946,127.01566137190224,1120011200,248.0,217,5,15.0,12.0,individual,gas,11980,106.45,217,3.0,2.0,stairway,0
-1600013,6473,1,201809,1~10,2004,37.53,12,37.534471016572,127.00790181304208,1117013100,373.0,393,3,15.0,11.0,individual,gas,93586,49.4,121,1.0,1.0,corridor,0
-1600018,36188,0,201809,1~10,2016,59.9566,13,35.1061416,128.920232,2644010400,1705.0,1664,28,20.0,20.0,district,cogeneration,155905,82.4,198,3.0,2.0,stairway,0
-1600021,9215,0,201809,1~10,1990,79.2,8,35.25732940112969,129.08538532392518,2641010700,220.0,206,3,11.0,10.0,individual,gas,39985,109.09,106,3.0,1.0,stairway,0
-1600023,1530,0,201809,1~10,2000,107.93,15,35.239091452775725,129.08949187189535,2641010900,664.0,388,5,25.0,19.0,individual,gas,26271,133.94,258,3.0,2.0,stairway,0
-1600030,19959,0,201809,1~10,2008,124.84775,11,35.19803520731338,129.0029127548576,2632010500,216.0,112,3,22.0,17.0,individual,gas,54150,150.82,74,3.0,2.0,stairway,0
-1600031,38642,0,201809,1~10,2004,31.8492,16,35.136238098144496,129.098648071289,2629010600,178.0,379,1,20.0,20.0,individual,gas,164985,43.63,285,1.0,1.0,corridor,0
-1600049,6708,1,201809,1~10,2003,38.7,15,37.51492170910598,127.11448755744436,1171011100,86.0,168,1,18.0,18.0,individual,gas,35031,53.14,54,1.0,1.0,mixed,0
-1600052,10036,1,201809,1~10,2005,102.93,11,37.47504778841402,126.99046745425963,1165010100,641.0,344,4,22.0,22.0,individual,gas,11976,124.65,84,3.0,2.0,stairway,0
-1600057,6218,1,201809,1~10,2003,105.71,13,37.49077658808202,126.97251355562912,1159010700,744.0,444,7,20.0,18.0,individual,gas,10056,121.55,18,4.0,2.0,stairway,0
-1600065,1331,1,201809,1~10,1975,193.03,3,37.52147396340905,126.93250235453269,1156011000,588.0,588,8,12.0,12.0,district,cogeneration,3626,210.48,1,6.0,2.0,stairway,0
-1600072,1281,1,201809,1~10,1988,59.88,14,37.49649669197889,126.87365768058632,1153010200,488.0,488,2,15.0,7.0,central,gas,3506,80.83,75,3.0,1.0,corridor,0
-1600075,2618,1,201809,1~10,1987,70.52,4,37.49678039242197,126.87609983206772,1153010200,500.0,579,6,15.0,10.0,central,gas,147091,91.3,225,3.0,1.0,corridor,0
-1600082,8639,1,201809,1~10,2002,59.94,2,37.49900338385589,126.85057897522192,1153010700,103.0,100,1,18.0,16.0,individual,gas,38944,78.97,32,3.0,1.0,stairway,0
-1600095,4413,1,201809,1~10,1971,42.64,4,37.563071975532424,126.96846668955514,1141010400,19.0,126,1,9.0,7.0,individual,gas,31684,48.69,14,2.0,1.0,stairway,0
-1600103,20203,1,201809,1~10,2011,122.59,8,37.59876948545684,126.90716672319513,1138010900,194.0,139,3,15.0,6.0,individual,gas,54420,158.21,24,3.0,2.0,stairway,0
-1600125,2960,1,201809,1~10,1998,84.98,9,37.658808985617426,127.02525900658921,1132010600,234.0,318,4,16.0,10.0,individual,gas,6375,107.64,126,3.0,2.0,stairway,0
-1600137,36217,1,201809,1~10,2016,59.8616,15,37.5994324,127.01258,1129010300,700.0,629,10,16.0,3.0,,,150012,79.47,63,3.0,2.0,stairway,0
-1600155,36524,1,201809,1~10,2017,140.3099,9,37.5388101,127.04481200000001,1120011400,1120.0,688,4,47.0,45.0,individual,,150172,189.02,78,3.0,2.0,stairway,0
-1600157,10448,1,201809,1~10,1971,70.74,5,37.53332901000977,126.9732437133789,1117012400,,130,3,6.0,5.0,individual,gas,42956,70.75,1,2.0,1.0,stairway,0
-1600170,3613,0,201809,1~10,1995,59.34,9,35.15782576839997,129.14759057513305,2635010500,946.0,648,1,21.0,21.0,individual,gas,30618,80.92,273,3.0,1.0,stairway,0
-1600171,33499,0,201809,1~10,2015,84.976,23,35.25239944458008,129.01199340820312,2632010100,877.0,792,8,29.0,22.0,individual,gas,92329,111.67,115,3.0,2.0,stairway,0
-1600194,646,1,201809,1~10,1997,59.94,3,37.534244997217996,126.8998337473029,1156011500,,205,2,20.0,13.0,individual,gas,1703,86.85,93,3.0,1.0,corridor,0
-1600195,924,1,201809,1~10,1983,55.9,1,37.497299352449204,126.91229538080287,1156013200,85.0,214,2,12.0,12.0,individual,gas,2431,74.56,72,2.0,1.0,corridor,0
-1600197,135,1,201809,1~10,2002,84.83,15,37.46226424908729,126.890385364612,1154510200,853.0,996,10,24.0,19.0,individual,gas,146622,108.33,484,3.0,2.0,stairway,0
-1600222,18413,1,201809,1~10,2010,114.85,6,37.57597354058168,126.91565818949064,1141012000,576.0,473,7,15.0,10.0,district,cogeneration,15197,142.31,51,4.0,2.0,stairway,0
-1600230,19851,1,201809,1~10,2009,84.96,2,37.6860596,127.05344299999999,1135010500,581.0,548,7,15.0,7.0,district,cogeneration,17355,111.88,23,3.0,2.0,stairway,0
-1600233,6204,1,201809,1~10,2003,67.23899999999999,2,37.67638078593786,127.05836061004631,1135010500,189.0,165,1,18.0,7.0,individual,gas,34382,91.46,56,3.0,2.0,stairway,0
-1600261,17928,1,201809,1~10,2011,59.95,6,37.575881093623536,127.06530075116864,1123010500,546.0,472,9,20.0,8.0,individual,gas,14703,80.43,166,3.0,2.0,stairway,0
-1600262,17514,1,201809,1~10,2007,80.37,1,37.56335746441831,127.07117998163116,1123010600,139.0,124,2,14.0,9.0,individual,gas,50724,103.02,2,3.0,2.0,stairway,0
-1600264,21831,1,201809,1~10,2013,43.166000000000004,12,37.59081710566302,127.056056369056,1123010800,206.0,264,1,14.0,7.0,individual,gas,166113,64.62,1,2.0,1.0,corridor,0
-1600270,7173,1,201809,1~10,1980,62.74,1,37.55184367403397,126.97579112096253,1117010100,,226,5,7.0,6.0,individual,gas,10936,64.76,36,2.0,1.0,stairway,0
-1600272,4573,1,201809,1~10,1999,59.95,15,37.57421883607128,127.01428606209691,1111017400,521.0,529,3,23.0,12.0,individual,gas,8028,86.32,289,3.0,1.0,stairway,0
-1600277,3562,0,201809,1~10,1999,59.9,11,35.12646823978922,128.9783077793167,2653010800,1167.0,1158,13,25.0,17.0,individual,gas,30375,79.82,122,3.0,1.0,stairway,0
-1600299,11515,0,201809,1~10,2002,84.9673,6,35.204077311533716,129.07477359047832,2626010800,457.0,497,8,25.0,9.0,individual,gas,147880,113.65,228,3.0,2.0,stairway,0
-1600312,6305,1,201809,1~10,2003,59.6,14,37.469704519409845,126.91910122336527,1162010200,530.0,465,5,25.0,14.0,individual,gas,10269,76.03,215,3.0,1.0,corridor,0
-1600313,20050,1,201809,1~10,2011,84.76,11,37.514094776202576,126.95080129071177,1159010400,631.0,523,5,29.0,27.0,individual,gas,17661,107.2,108,3.0,2.0,stairway,0
-1600317,11993,1,201809,1~10,2003,78.1642,15,37.45144123597765,126.91186071986341,1154510300,122.0,114,1,15.0,6.0,individual,gas,45220,98.02,46,3.0,2.0,stairway,0
-1600320,4138,1,201809,1~10,2000,59.94,1,37.504849356242396,126.85659764841594,1153010600,169.0,165,1,16.0,8.0,individual,gas,31331,80.08,86,3.0,1.0,corridor,0
-1600327,6313,1,201809,1~10,2003,84.95,11,37.52532419823129,126.87610241712521,1147010200,135.0,108,2,15.0,8.0,district,cogeneration,34450,102.69,83,3.0,2.0,stairway,0
-1600329,16839,1,201809,1~10,2008,99.56,15,37.552176548128216,126.9555067079332,1144010100,208.0,120,1,22.0,22.0,individual,gas,166132,117.39,76,3.0,2.0,stairway,0
-1600332,10901,1,201809,1~10,2003,84.84,2,37.57278423878208,126.88969381043042,1144012700,657.0,540,9,20.0,9.0,district,cogeneration,12492,108.46,264,3.0,2.0,stairway,0
-1600333,2926,1,201809,1~10,2000,84.9,14,37.585529543731134,126.95082224621984,1141011100,815.0,700,10,18.0,18.0,individual,gas,6235,107.55,256,3.0,2.0,stairway,0
-1600337,20142,1,201809,1~10,2010,101.83,4,37.6366669,126.93581699999999,1138011400,513.0,330,13,15.0,6.0,district,cogeneration,17822,128.78,136,3.0,2.0,stairway,0
-1600338,18729,1,201809,1~10,2008,101.93,7,37.6480289,126.92892900000001,1138011400,511.0,318,8,14.0,5.0,individual,cogeneration,15694,132.88,6,3.0,3.0,stairway,0
-1600344,5575,1,201809,1~10,1999,84.09,6,37.621031557082595,127.07722479203665,1135010300,145.0,145,1,13.0,8.0,individual,gas,33650,109.44,72,3.0,2.0,stairway,0
-1600369,16705,1,201809,1~10,2008,84.6,11,37.59766902745578,127.0944081719406,1126010500,322.0,146,1,27.0,27.0,individual,gas,156112,107.17,24,3.0,2.0,stairway,0
-1600371,10268,1,201809,1~10,2005,84.67,4,37.60617435424682,127.09883567546936,1126010600,188.0,153,3,19.0,11.0,individual,gas,42607,102.55,58,3.0,2.0,stairway,0
-1600382,9863,0,201809,1~10,2005,84.49,22,35.19579537737745,129.0818260085241,2647010100,383.0,394,4,34.0,18.0,individual,gas,42028,109.09,99,3.0,2.0,stairway,0
-1600384,16859,0,201809,1~10,2006,84.898,2,35.182603230435085,129.08806201567285,2647010200,393.0,412,3,23.0,10.0,individual,gas,49573,106.52,226,3.0,2.0,stairway,0
-1600393,33128,0,201809,1~10,2012,67.37,1,35.22933629999999,129.081246,2641010800,2138.0,1682,19,25.0,25.0,individual,gas,59251,96.68,20,3.0,2.0,stairway,0
-1600404,13941,0,201809,1~10,1999,59.89,9,35.170568815026826,129.02752914279208,2623010900,844.0,851,13,25.0,5.0,individual,gas,46082,81.86,220,3.0,1.0,corridor,0
-1600423,4139,1,201809,1~10,1989,53.24,2,37.497278642779776,126.9087445209068,1156013200,477.0,477,5,15.0,10.0,individual,gas,7394,72.72,139,3.0,1.0,corridor,0
-1600424,6468,1,201809,1~10,2002,55.55,6,37.477399141124025,126.90023979132594,1154510200,381.0,341,3,19.0,6.0,individual,gas,10519,79.08,100,3.0,1.0,corridor,0
-1600427,4131,1,201809,1~10,2001,107.91,12,37.508679611780344,126.85300270639792,1153010600,287.0,245,2,19.0,9.0,individual,gas,7378,138.34,19,3.0,2.0,stairway,0
-1600443,15206,1,201809,1~10,1998,59.95,12,37.67996177538103,127.05350697724647,1135010500,706.0,1313,9,15.0,13.0,district,cogeneration,13459,81.14,630,3.0,1.0,corridor,0
-1600458,1395,1,201809,1~10,1991,41.58,5,37.601773,127.02481100000001,1129010300,170.0,619,6,15.0,8.0,individual,gas,3806,56.2,175,2.0,1.0,corridor,0
-1600463,1449,1,201809,1~10,1989,59.67,3,37.54003668445265,127.10009705794116,1121510400,581.0,581,6,19.0,15.0,individual,gas,3920,73.68,171,2.0,1.0,stairway,0
-1600465,3696,1,201809,1~10,1989,72.34,3,37.53601368401933,127.07164729136262,1121510500,835.0,464,7,15.0,11.0,individual,gas,6532,89.65,1,3.0,1.0,stairway,0
-1600466,504,1,201809,1~10,1999,59.76,13,37.532215075401524,127.07163008090049,1121510500,375.0,375,4,25.0,4.0,individual,gas,1313,90.7,151,3.0,1.0,corridor,0
-1600469,6644,1,201809,1~10,2005,59.99,13,37.55015812009477,127.0179661326552,1120011100,386.0,323,3,15.0,13.0,individual,gas,10675,80.96,153,3.0,2.0,stairway,0
-1600485,18362,0,201809,1~10,2012,147.97,10,35.083137503568956,128.9087183317464,2644010400,946.0,414,17,10.0,3.0,district,cogeneration,52046,180.67,120,4.0,2.0,stairway,0
-1600486,18363,0,201809,1~10,2012,147.97,10,35.0810132,128.905974,2644010400,857.0,375,14,10.0,3.0,district,cogeneration,52056,181.02,100,4.0,2.0,stairway,0
-1600487,18364,0,201809,1~10,2012,147.97,10,35.0812436,128.909373,2644010400,554.0,252,13,10.0,5.0,district,cogeneration,52068,180.87,18,4.0,2.0,stairway,0
-1600488,15817,0,201809,1~10,2007,84.9788,8,35.21800530129911,129.0898691180837,2641010900,785.0,499,9,15.0,13.0,individual,gas,48149,109.37,245,3.0,2.0,stairway,0
-1600496,15831,0,201809,1~10,1979,62.81,1,35.21396384649421,129.01790841404178,2632010400,,150,5,5.0,5.0,individual,gas,48174,69.19,70,3.0,1.0,stairway,0
-1600497,9471,0,201809,1~10,1992,84.98,14,35.19448251158154,129.0097812331095,2632010500,98.0,211,1,18.0,13.0,individual,gas,40982,101.54,211,3.0,1.0,stairway,0
-1600502,9932,0,201809,1~10,2006,84.975,12,35.126240073800275,129.10624700525614,2629010700,808.0,710,9,27.0,17.0,individual,gas,42099,107.58,150,3.0,2.0,stairway,0
-1600504,3537,0,201809,1~10,2000,84.99,20,35.175973448153314,129.05609873953546,2623010600,528.0,451,5,24.0,16.0,individual,gas,30259,106.99,163,3.0,2.0,stairway,0
-1600505,9381,0,201809,1~10,1989,82.05,2,35.07576172963473,129.071036589973,2620012100,100.0,184,3,6.0,5.0,individual,gas,40642,96.42,6,3.0,1.0,corridor,0
-1600508,1384,1,201809,1~10,1990,60.76,3,37.538425906109225,127.13278097392036,1174010900,108.0,156,2,12.0,9.0,individual,gas,26148,83.01,75,3.0,1.0,corridor,0
-1600509,7119,1,201809,1~10,1987,27.61,13,37.544815650311186,127.14218887999928,1174010900,37.0,232,1,14.0,10.0,individual,gas,10928,37.42,232,1.0,1.0,corridor,0
-1600515,6311,1,201809,1~10,2002,79.07,5,37.50032272026631,127.15203829468555,1171011400,266.0,247,4,19.0,6.0,individual,gas,147601,105.17,106,3.0,2.0,stairway,0
-1600516,15217,1,201809,1~10,2006,98.01,6,37.4930666612199,127.1556963929409,1171011400,210.0,173,3,12.0,7.0,individual,gas,47536,125.16,11,3.0,2.0,stairway,0
-1600517,20549,1,201809,1~10,2011,59.91,4,37.49577990304887,127.15884573698641,1171011400,967.0,889,13,15.0,7.0,individual,gas,18272,79.35,30,3.0,2.0,stairway,0
-1600518,5944,1,201809,1~10,2002,36.96,8,37.50151920789804,127.04288897591145,1168010100,338.0,457,1,26.0,26.0,district,cogeneration,165026,48.72,46,1.0,1.0,corridor,0
-1600519,249,1,201809,1~10,1992,33.18,4,37.4946859,127.075402,1168010300,1753.0,1753,11,15.0,15.0,district,cogeneration,574,46.73,536,2.0,1.0,corridor,0
-1600527,3873,1,201809,1~10,2000,49.95,4,37.46997557715557,126.96456285023436,1162010100,337.0,384,8,15.0,4.0,individual,gas,6899,69.71,166,2.0,1.0,corridor,0
-1600531,5813,1,201809,1~10,2002,84.81,2,37.494411282763295,126.91553287934781,1159010900,486.0,423,6,15.0,9.0,individual,gas,9172,109.96,59,3.0,2.0,stairway,0
-1600532,514,1,201809,1~10,1998,114.77,13,37.5239975,126.902621,1156010800,706.0,600,8,21.0,18.0,individual,gas,1343,141.02,148,4.0,2.0,stairway,0
-1600533,1020,1,201809,1~10,1990,38.64,12,37.460083720199755,126.88648225064905,1154510200,840.0,840,5,15.0,15.0,central,gas,2698,50.4,300,2.0,1.0,stairway,0
-1600534,4323,1,201809,1~10,1997,59.96,4,37.469947366324355,126.9063269560932,1154510200,96.0,106,1,13.0,8.0,individual,gas,31547,78.31,58,3.0,1.0,corridor,0
-1600537,4281,1,201809,1~10,1987,56.46,5,37.50401353998724,126.84268849157507,1153010700,,110,4,5.0,5.0,individual,gas,31489,74.56,80,3.0,1.0,stairway,0
-1600539,130,1,201809,1~10,1998,114.65,14,37.53853508939676,126.87143697935544,1147010200,212.0,206,2,18.0,8.0,district,cogeneration,333,142.87,51,4.0,2.0,stairway,0
-1600540,11177,1,201809,1~10,2003,59.821999999999996,18,37.51375711902676,126.84143287869756,1147010300,250.0,237,5,21.0,19.0,individual,gas,12577,76.54,81,3.0,2.0,stairway,0
-1600572,5644,1,201809,1~10,2001,84.7848,11,37.63150652866838,127.03552730439782,1130510200,336.0,245,3,19.0,9.0,individual,gas,8948,113.54,101,3.0,2.0,stairway,0
-1600575,10847,1,201809,1~10,2006,84.81700000000001,5,37.597677470823655,127.01067601171005,1129010300,383.0,339,8,20.0,9.0,individual,gas,12462,107.12,13,3.0,2.0,stairway,0
-1600576,12086,1,201809,1~10,2009,84.71,5,37.582129658916095,127.01348602033977,1129011200,414.0,377,9,14.0,9.0,individual,gas,12913,106.28,89,3.0,2.0,stairway,0
-1600578,6167,1,201809,1~10,2004,84.98,3,37.60278439012657,127.00946275474615,1129013300,467.0,433,7,19.0,9.0,individual,gas,9960,107.08,25,3.0,2.0,stairway,0
-1600590,20029,1,201809,1~10,2010,59.99,1,37.6109238462656,127.09945808029465,1126010600,1525.0,1326,15,15.0,11.0,district,cogeneration,17599,81.72,452,3.0,2.0,stairway,0
-1600592,18790,1,201809,1~10,2012,114.92,3,37.5809433375079,127.06107557482015,1123010400,,867,16,15.0,9.0,individual,gas,15995,145.14,50,4.0,2.0,stairway,0
-1600599,803,1,201809,1~10,1999,84.91,9,37.55090295945422,127.04801427575643,1120011400,375.0,331,2,18.0,9.0,individual,gas,2140,110.01,137,3.0,2.0,mixed,0
-1600602,34317,1,201809,1~10,2016,97.0896,23,37.47629928588867,127.14299774169922,1171010900,718.0,390,6,24.0,7.0,district,cogeneration,145138,128.62,12,3.0,2.0,stairway,0
-1600607,20402,1,201809,1~10,2010,84.8,7,37.643786299999995,126.91676399999999,1138011400,546.0,334,9,10.0,6.0,district,cogeneration,18220,107.42,44,3.0,2.0,stairway,0
-1600608,20138,1,201809,1~10,2010,101.99,1,37.643887799999995,126.920152,1138011400,811.0,486,13,10.0,7.0,district,cogeneration,17803,126.22,50,4.0,2.0,stairway,0
-1600609,20143,1,201809,1~10,2010,166.98,6,37.6289486,126.933365,1138011400,1119.0,571,15,20.0,2.0,district,cogeneration,17838,203.62,84,5.0,2.0,stairway,0
-1600619,3610,0,201809,1~10,1993,84.84,9,35.1642800274688,129.14828704585426,2635010500,1161.0,852,11,15.0,12.0,individual,gas,30603,103.12,522,3.0,2.0,stairway,0
-1600642,574,0,201809,1~10,1995,84.93,15,35.16205499568049,129.02384129176252,2623011100,208.0,240,3,15.0,15.0,individual,gas,25848,105.74,240,3.0,2.0,stairway,0
-1600643,7879,1,201809,1~10,1998,59.78,15,37.52785445991076,127.14282641819337,1174010600,481.0,460,2,24.0,12.0,individual,gas,11220,87.26,233,3.0,1.0,corridor,0
-1600644,1106,1,201809,1~10,1998,59.79,10,37.52952723307251,127.14239969813542,1174010600,244.0,232,1,20.0,13.0,individual,gas,3058,86.3,117,3.0,1.0,corridor,0
-1600649,11561,1,201809,1~10,2005,84.69,11,37.544367278188545,127.12433645463754,1174010900,198.0,150,2,13.0,10.0,individual,gas,44482,106.26,12,3.0,2.0,stairway,0
-1600655,1455,1,201809,1~10,1991,84.8,5,37.4972250175879,127.12262529956135,1171010700,160.0,160,2,10.0,10.0,individual,gas,26180,100.59,160,3.0,2.0,stairway,0
-1600656,4017,1,201809,1~10,1995,80.52,3,37.495530776408394,127.12637687870637,1171010700,105.0,105,1,11.0,5.0,individual,gas,31194,107.49,60,3.0,2.0,corridor,0
-1600661,23529,1,201809,1~10,2015,108.8164,5,37.48020939023371,127.1397599524179,1171010900,1103.0,549,7,29.0,10.0,district,cogeneration,19473,142.11,51,4.0,2.0,stairway,0
-1600664,18422,1,201809,1~10,2007,59.96,11,37.47756018501516,127.1305161055978,1171010900,552.0,545,9,18.0,9.0,individual,gas,15208,82.83,171,3.0,2.0,stairway,0
-1600665,9194,1,201809,1~10,1984,182.2,10,37.4845143707298,127.05417231196171,1168010300,816.0,678,9,15.0,12.0,district,cogeneration,11719,194.15,150,5.0,2.0,stairway,0
-1600666,4208,1,201809,1~10,1997,59.86,8,37.48489564335537,127.09067960410977,1168011500,1020.0,680,12,15.0,10.0,district,cogeneration,7535,77.56,98,3.0,1.0,stairway,0
-1600668,5683,1,201809,1~10,2001,122.81,19,37.4897778187728,127.05065272084698,1168011800,1122.0,732,10,24.0,20.0,district,cogeneration,8992,158.1,348,4.0,2.0,stairway,0
-1600669,17868,1,201809,1~10,2007,59.91,15,37.50600424876176,126.94382615096019,1159010200,474.0,415,8,18.0,14.0,individual,gas,14683,76.76,50,3.0,2.0,stairway,0
-1600683,2318,1,201809,1~10,1999,84.97,15,37.575733715814906,126.83783751371529,1150010500,549.0,479,8,17.0,13.0,individual,gas,4527,108.17,271,3.0,2.0,stairway,0
-1600686,1370,1,201809,1~10,1997,59.9,20,37.52598732429232,126.87270293222997,1147010200,594.0,242,3,21.0,20.0,district,cogeneration,146884,79.04,120,3.0,1.0,stairway,0
-1600690,9055,1,201809,1~10,2004,117.18299999999999,7,37.5481766309299,126.93358274832994,1144011100,431.0,279,3,19.0,12.0,individual,gas,11610,144.62,106,3.0,2.0,stairway,0
-1600691,6086,1,201809,1~10,2003,84.97,7,37.55336849169143,126.93097975345052,1144011400,628.0,553,10,24.0,10.0,individual,gas,9771,105.93,553,3.0,2.0,stairway,0
-1600693,4422,1,201809,1~10,1998,84.8,15,37.58366992422345,126.94288475961399,1141011100,248.0,242,3,17.0,17.0,individual,gas,7791,109.91,8,3.0,2.0,stairway,0
-1600698,427,1,201809,1~10,1988,66.7,2,37.614929954739324,126.92830877340641,1138010300,1300.0,1342,10,15.0,15.0,central,gas,146708,88.5,620,2.0,1.0,corridor,0
-1600699,19696,1,201809,1~10,2009,134.26,4,37.632313700000005,126.92568100000001,1138011400,629.0,469,9,18.0,15.0,district,cogeneration,148045,171.31,26,3.0,2.0,stairway,0
-1600705,4091,1,201809,1~10,1997,84.78,9,37.658535416639616,127.0629387554783,1135010500,233.0,259,4,18.0,7.0,individual,gas,147381,106.68,241,3.0,2.0,stairway,0
-1600717,9946,1,201809,1~10,2003,84.98,3,37.66865964125362,127.0455148374168,1132010600,563.0,296,5,20.0,20.0,individual,gas,93869,111.38,111,3.0,2.0,stairway,0
-1600725,2172,1,201809,1~10,2000,84.6,10,37.62582775958146,127.0431868588492,1130510200,234.0,285,3,20.0,11.0,individual,gas,4283,107.17,140,3.0,2.0,stairway,0
-1600728,676,1,201809,1~10,1998,84.87,1,37.59239047093634,127.0104669145401,1129010700,323.0,345,3,18.0,7.0,individual,gas,1768,110.47,66,3.0,2.0,stairway,0
-1600731,36274,1,201809,1~10,2017,45.81,12,37.5804612,127.018142,1129012800,1293.0,1186,17,20.0,9.0,individual,,149977,69.39,10,2.0,1.0,stairway,0
-1600735,7635,1,201809,1~10,2005,84.73,5,37.596855590107495,127.03172420988042,1129013500,917.0,782,15,20.0,8.0,individual,gas,11093,105.2,419,3.0,2.0,stairway,0
-1600741,19822,1,201809,1~10,2010,73.96,22,37.57265375756036,127.0461581824672,1123010500,877.0,725,10,24.0,12.0,individual,gas,17327,96.07,86,3.0,2.0,stairway,0
-1600744,127,1,201809,1~10,1989,84.55,14,37.543020899999995,127.10408500000001,1121510400,500.0,448,5,14.0,14.0,central,gas,324,105.26,140,3.0,1.0,stairway,0
-1600745,128,1,201809,1~10,1989,84.55,14,37.54413710000001,127.105218,1121510400,896.0,896,11,14.0,14.0,central,gas,327,103.66,476,3.0,1.0,stairway,0
-1600766,5434,0,201809,1~10,1997,134.94,12,35.156352268108556,129.12671258224378,2650010300,363.0,352,3,15.0,13.0,individual,gas,33373,158.73,60,4.0,2.0,stairway,0
-1600770,9216,0,201809,1~10,1994,63.27,18,35.2485215028339,129.0980035365907,2641010700,136.0,200,1,20.0,20.0,individual,gas,39987,84.59,80,3.0,1.0,corridor,0
-1600772,3498,0,201809,1~10,1997,59.84,7,35.25248813735698,129.0933335861119,2641010700,269.0,261,2,20.0,10.0,individual,gas,30078,94.33,115,3.0,1.0,stairway,0
-1600773,33532,0,201809,1~10,2016,84.8849,2,35.097900390625,128.99299621582028,2638010100,333.0,299,3,29.0,22.0,individual,gas,92519,110.21,21,3.0,2.0,stairway,0
-1600775,36558,0,201809,1~10,2016,84.74,10,35.0951889,128.971789,2638010400,957.0,900,13,22.0,11.0,individual,,150658,110.64,12,3.0,2.0,stairway,0
-1600776,1560,0,201809,1~10,1998,134.96,12,35.04940689830817,128.96694812986146,2638010600,984.0,546,5,25.0,24.0,individual,gas,26416,161.0,396,4.0,2.0,stairway,0
-1600779,862,0,201809,1~10,1981,65.16,4,35.1945778,129.117572,2635010300,390.0,390,13,5.0,5.0,individual,gas,25959,80.34,300,3.0,1.0,stairway,0
-1600781,16352,0,201809,1~10,1995,59.79,18,35.1917791336141,129.1274777057839,2635010400,61.0,116,1,21.0,10.0,individual,gas,48816,78.02,20,3.0,1.0,stairway,0
-1600791,6697,0,201809,1~10,1991,93.37,7,35.11501581119144,129.11552573043974,2629010700,434.0,444,4,15.0,12.0,individual,gas,35000,112.02,30,3.0,2.0,stairway,0
-1600792,1278,0,201809,1~10,1999,84.94,18,35.20142989935777,129.05309538164042,2626010900,728.0,710,9,23.0,5.0,individual,gas,26095,107.83,254,3.0,2.0,stairway,0
-1600797,7770,0,201809,1~10,2005,59.98,12,35.17460017441167,129.02981556005824,2623010800,540.0,630,6,25.0,6.0,individual,gas,37030,79.85,40,3.0,1.0,stairway,0
-1600802,291,1,201809,1~10,1997,84.34,15,37.533170266458676,127.14585511921169,1174010600,172.0,170,2,19.0,6.0,individual,gas,25712,108.36,100,3.0,1.0,stairway,0
-1600803,2086,1,201809,1~10,1999,71.91,23,37.555210664330396,127.13192347355545,1174010700,477.0,417,3,27.0,16.0,individual,gas,4194,94.42,54,3.0,1.0,stairway,0
-1600807,425,1,201809,1~10,1985,63.39,5,37.53417863241659,127.11375215442318,1171010300,275.0,275,4,11.0,11.0,district,cogeneration,1097,86.93,55,3.0,1.0,corridor,0
-1600812,18465,1,201809,1~10,2007,84.94,7,37.47969800022244,127.13318801470909,1171010900,364.0,333,9,19.0,7.0,individual,gas,15432,109.81,71,3.0,2.0,stairway,0
-1600813,707,1,201809,1~10,1997,59.73,12,37.48923620803513,127.14382931557779,1171011300,,546,6,12.0,8.0,district,cogeneration,146727,86.8,195,3.0,1.0,corridor,0
-1600815,36992,1,201809,1~10,2017,112.0834,12,37.495780944824205,127.060340881348,1168010600,411.0,239,4,20.0,14.0,district,cogeneration,152312,145.56,26,4.0,2.0,stairway,0
-1600816,6000,1,201809,1~10,2002,105.18,4,37.50475712647617,127.05644887076492,1168010600,246.0,142,3,22.0,6.0,district,cogeneration,34297,136.53,64,4.0,2.0,stairway,0
-1600818,15081,1,201809,1~10,2007,130.259,9,37.49211979090012,127.04320926464744,1168011800,548.0,321,5,27.0,12.0,district,cogeneration,13443,160.67,172,4.0,2.0,stairway,0
-1600820,240,1,201809,1~10,1992,84.91,7,37.47956027149199,126.99389934656159,1165010100,364.0,364,6,13.0,11.0,individual,gas,146642,97.39,364,3.0,2.0,stairway,0
-1600821,1258,1,201809,1~10,1994,59.98,3,37.471531396349285,127.02589221982748,1165010300,221.0,252,7,6.0,6.0,individual,gas,146833,78.93,252,3.0,1.0,stairway,0
-1600822,23976,1,201809,1~10,2012,84.82,6,37.463607257436365,127.01993933604976,1165010300,105.0,178,10,7.0,7.0,individual,gas,57381,110.84,35,3.0,2.0,mixed,0
-1600823,413,1,201809,1~10,1989,71.49,2,37.502362889175714,127.00749581630801,1165010700,435.0,435,3,15.0,15.0,district,cogeneration,1056,92.94,375,3.0,1.0,corridor,0
-1600826,33324,1,201809,1~10,2015,84.41,8,37.45539855957031,127.06099700927734,1165010900,0.0,1077,13,21.0,11.0,individual,gas,91926,123.95,6,3.0,2.0,stairway,0
-1600829,11722,1,201809,1~10,2005,114.84,24,37.4791228684825,126.91048508711464,1162010200,2134.0,1456,23,24.0,11.0,individual,gas,147884,136.55,348,4.0,2.0,stairway,0
-1600837,5402,1,201809,1~10,2001,84.89,12,37.489765495932495,126.89710702434269,1156013300,188.0,133,1,19.0,11.0,individual,gas,33339,102.05,76,3.0,2.0,stairway,0
-1600849,889,1,201809,1~10,1992,73.18,5,37.51153803013045,126.88601980601416,1153010100,102.0,169,2,15.0,8.0,individual,gas,146786,89.73,50,3.0,1.0,stairway,0
-1600859,302,1,201809,1~10,1998,59.97,11,37.55469779999999,126.87286200000001,1150010100,784.0,778,5,17.0,14.0,individual,gas,667,85.4,319,3.0,1.0,corridor,0
-1600860,724,1,201809,1~10,1995,84.9,8,37.555020812056796,126.86911804937799,1150010100,278.0,348,3,15.0,11.0,individual,gas,1935,103.47,172,3.0,2.0,stairway,0
-1600861,899,1,201809,1~10,1992,84.7,6,37.55567716755386,126.86950621874384,1150010100,,186,1,15.0,8.0,individual,gas,25969,102.64,132,3.0,2.0,stairway,0
-1600868,5810,1,201809,1~10,2001,59.99,5,37.51142632096509,126.83687282151544,1147010100,421.0,440,6,15.0,9.0,district,cogeneration,9167,82.65,122,3.0,1.0,corridor,0
-1600870,7148,1,201809,1~10,1995,59.99,4,37.56168923487032,126.92371479866163,1144012400,117.0,128,1,17.0,11.0,individual,gas,35879,84.77,62,2.0,1.0,stairway,0
-1600877,4451,1,201809,1~10,1997,111.38,9,37.62217168051257,126.9141878288276,1138010400,286.0,278,2,16.0,10.0,individual,gas,7841,144.87,28,4.0,2.0,stairway,0
-1600882,18732,1,201809,1~10,2008,167.69,9,37.647037,126.927536,1138011400,376.0,318,4,14.0,2.0,individual,cogeneration,15764,228.29,1,4.0,2.0,stairway,0
-1600892,5048,1,201809,1~10,1985,84.97,3,37.62455462190694,127.08479993938444,1135010300,320.0,432,9,9.0,9.0,individual,gas,8413,105.4,216,3.0,2.0,stairway,0
-1600894,2766,1,201809,1~10,2000,114.92,10,37.681603720069226,127.0565916772201,1135010500,959.0,492,12,15.0,13.0,district,cogeneration,5701,139.86,294,4.0,2.0,stairway,0
-1600906,3759,1,201809,1~10,1996,134.78,9,37.65016309071353,127.07003892612195,1135010600,346.0,402,3,23.0,9.0,individual,gas,6662,164.41,66,4.0,2.0,stairway,0
-1600921,3872,1,201809,1~10,2000,84.93,2,37.655423471127314,127.01114210688291,1130510400,289.0,260,6,5.0,5.0,individual,gas,6897,111.36,64,3.0,2.0,stairway,0
-1600922,6065,1,201809,1~10,2005,117.16,14,37.60073345234299,127.01250643782338,1129010300,993.0,689,11,20.0,11.0,individual,gas,9696,141.15,271,4.0,2.0,stairway,0
-1600923,23824,1,201809,1~10,2013,143.13,1,37.59799091960447,127.01169066686735,1129010300,319.0,192,6,11.0,10.0,individual,gas,57329,173.05,33,4.0,3.0,stairway,0
-1600929,12314,1,201809,1~10,2008,84.9819,8,37.6018113565653,127.00900059779488,1129013300,183.0,169,4,12.0,8.0,individual,gas,45553,107.71,10,3.0,2.0,stairway,0
-1600930,17117,1,201809,1~10,2008,59.98,5,37.61445774028558,127.00767015212185,1129013300,601.0,522,19,10.0,5.0,individual,gas,14091,86.83,222,3.0,2.0,stairway,0
-1600931,10484,1,201809,1~10,2005,84.89,1,37.60629100037279,127.00998868055349,1129013300,448.0,403,7,20.0,10.0,individual,gas,12243,106.79,148,3.0,2.0,stairway,0
-1600949,2948,1,201809,1~10,1997,59.95,19,37.595921509068496,127.06755577578586,1123011000,,353,2,23.0,23.0,individual,gas,6339,78.99,150,3.0,1.0,corridor,0
-1600950,4525,1,201809,1~10,2000,84.91,9,37.5410301326187,127.08810432449611,1121510300,142.0,126,5,9.0,9.0,individual,gas,31822,112.84,108,3.0,2.0,stairway,0
-1600952,1458,1,201809,1~10,1995,84.92,19,37.54193995694093,127.09966962138849,1121510400,516.0,537,3,25.0,9.0,individual,gas,3942,112.39,94,3.0,2.0,stairway,0
-1600953,3967,1,201809,1~10,1995,84.88,18,37.534194279991496,127.07062275421579,1121510500,205.0,235,1,19.0,11.0,individual,gas,147353,101.83,143,3.0,2.0,stairway,0
-1600963,20022,1,201809,1~10,2012,84.898,12,37.546443100000005,127.024001,1120011200,672.0,707,12,15.0,9.0,individual,gas,17583,109.09,119,3.0,2.0,stairway,0
-1600964,12313,1,201809,1~10,2007,114.55,1,37.544733216499736,127.02308858683004,1120011200,1029.0,888,19,18.0,4.0,individual,gas,13001,136.2,90,4.0,2.0,stairway,0
-1600972,6168,1,201809,1~10,2003,84.976,7,37.65346180632338,127.04572313776123,1132010700,247.0,205,4,24.0,19.0,individual,gas,9962,109.35,169,3.0,2.0,stairway,0
-1600982,9159,0,201809,1~10,2004,59.901,14,35.18239099119271,129.1160635482972,2650010100,439.0,486,7,25.0,14.0,individual,gas,39908,79.45,169,3.0,2.0,stairway,0
-1600990,9179,0,201809,1~10,1999,84.875,16,35.08098608989222,128.9790417447463,2638010500,325.0,402,2,24.0,21.0,individual,gas,147799,107.73,48,3.0,2.0,stairway,0
-1600991,167,0,201809,1~10,1996,59.95,15,35.22751178627976,129.16201602563916,2635010100,350.0,450,5,17.0,15.0,individual,gas,25611,76.5,180,3.0,1.0,stairway,0
-1600994,3608,0,201809,1~10,1994,84.51,10,35.162616476498734,129.14432355946767,2635010500,620.0,750,10,15.0,15.0,individual,gas,30595,103.65,180,3.0,2.0,stairway,0
-1600999,3545,0,201809,1~10,1992,77.82,8,35.20974566109805,129.03066828846931,2632010300,375.0,988,6,15.0,14.0,individual,gas,30306,94.2,180,3.0,2.0,stairway,0
-1601016,642,1,201809,1~10,2002,59.93,15,37.53171343087094,127.12453266957786,1174010800,343.0,349,2,23.0,8.0,individual,gas,1697,83.76,164,3.0,1.0,corridor,0
-1601019,5462,1,201809,1~10,2001,97.08,8,37.52747003975636,127.03722464933736,1168010700,170.0,130,2,17.0,6.0,individual,gas,33407,123.49,29,3.0,2.0,stairway,0
-1601026,13732,1,201809,1~10,2005,84.99,1,37.47169706109925,126.9735605757255,1162010300,208.0,170,3,11.0,6.0,individual,gas,45980,106.62,86,3.0,2.0,stairway,0
-1601032,1042,1,201809,1~10,1995,41.16,1,37.5649059,126.842821,1150010200,198.0,505,6,15.0,15.0,district,cogeneration,2791,57.94,30,2.0,1.0,corridor,0
-1601042,6327,1,201809,1~10,2003,84.96,3,37.573267588795865,126.80610153120371,1150010900,215.0,205,4,15.0,7.0,individual,gas,10318,106.0,133,3.0,2.0,stairway,0
-1601045,2600,1,201809,1~10,1992,59.98,7,37.49201172472776,126.89406894229307,1153010200,167.0,427,2,15.0,8.0,individual,gas,5527,78.93,83,2.0,1.0,corridor,0
-1601048,1600,1,201809,1~10,1995,84.38,14,37.494797916248814,126.8724663995386,1153010200,228.0,297,3,18.0,14.0,individual,gas,146952,101.47,192,3.0,2.0,stairway,0
-1601052,18857,1,201809,1~10,2009,84.94,5,37.50761186307415,126.85811244173016,1153010600,910.0,662,11,12.0,10.0,individual,gas,16079,107.5,276,3.0,2.0,stairway,0
-1601059,23840,1,201809,1~10,2010,84.63,13,37.52346934345385,126.84100055105006,1147010300,128.0,120,3,15.0,13.0,individual,gas,57335,112.21,60,3.0,2.0,stairway,0
-1601061,2977,1,201809,1~10,1994,84.6,12,37.574052778360475,126.90187241651523,1144012600,266.0,420,4,21.0,16.0,district,cogeneration,6441,106.1,68,3.0,2.0,stairway,0
-1601079,19493,1,201809,1~10,2010,134.84,5,37.63519717166177,126.92606874014672,1138011400,855.0,472,22,15.0,4.0,district,cogeneration,16856,167.12,0,4.0,2.0,mixed,0
-1601107,1339,1,201809,1~10,1991,65.37,5,37.65602147660313,127.0321346738133,1132010500,282.0,414,3,17.0,9.0,individual,gas,3655,87.91,192,3.0,1.0,corridor,0
-1601108,744,1,201809,1~10,1992,84.86,4,37.66028704668688,127.02305632710541,1132010600,,210,3,14.0,4.0,individual,gas,2005,96.43,196,3.0,2.0,stairway,0
-1601125,2783,1,201809,1~10,1996,84.96,16,37.60106860053454,127.09310338553988,1126010200,907.0,1113,14,25.0,7.0,individual,gas,5760,109.23,693,3.0,2.0,stairway,0
-1601127,20170,1,201809,1~10,2012,84.964,9,37.60235608221786,127.1049548774998,1126010500,479.0,381,10,15.0,7.0,individual,gas,17859,110.72,80,3.0,2.0,stairway,0
-1601130,5748,1,201809,1~10,1998,84.4,1,37.60519184911188,127.10146174385791,1126010600,610.0,532,6,24.0,9.0,individual,gas,9079,107.41,186,3.0,2.0,stairway,0
-1601132,6281,1,201809,1~10,2004,84.8485,23,37.605600225729646,127.10013954725069,1126010600,296.0,260,5,24.0,19.0,individual,gas,10201,106.92,260,3.0,2.0,stairway,0
-1601136,18384,1,201809,1~10,2008,84.84,4,37.603704979038454,127.06301030821095,1123011000,186.0,166,4,12.0,6.0,individual,gas,52103,109.1,131,3.0,2.0,stairway,0
-1601139,2494,1,201809,1~10,1996,84.9,23,37.52857808410511,127.08344671001291,1121510500,340.0,439,2,23.0,7.0,individual,gas,147045,98.69,230,3.0,2.0,stairway,0
-1601150,9867,1,201809,1~10,2005,84.39,4,37.559200289662186,127.01950301121795,1114016200,652.0,461,9,23.0,6.0,individual,gas,11863,105.41,184,3.0,2.0,stairway,0
-1601153,5539,0,201809,1~10,1988,49.16,3,35.153182739270875,129.00440202552878,2653010600,300.0,420,8,5.0,5.0,individual,gas,33531,60.14,210,3.0,1.0,stairway,0
-1601154,9954,0,201809,1~10,2003,84.88,8,35.15972140944215,129.13108421602732,2650010300,1616.0,1082,10,31.0,27.0,individual,gas,42121,106.73,108,3.0,2.0,stairway,0
-1601157,9311,0,201809,1~10,1991,62.83,2,35.098672245069515,128.99895226564837,2638010100,,228,3,15.0,13.0,individual,gas,40312,79.34,57,3.0,1.0,corridor,0
-1601162,3611,0,201809,1~10,1985,84.99,9,35.17345150911116,129.13720664752836,2635010500,1100.0,1076,11,15.0,13.0,individual,gas,30611,106.65,348,3.0,1.0,stairway,0
-1601165,7942,0,201809,1~10,1994,42.75,14,35.250368104719044,129.01373950232826,2632010100,236.0,713,7,20.0,15.0,individual,gas,37395,62.72,357,2.0,1.0,stairway,0
-1601166,3954,0,201809,1~10,1998,133.86,15,35.24136030284546,129.01610902915235,2632010200,758.0,570,7,20.0,16.0,individual,gas,31107,159.9,80,4.0,2.0,stairway,0
-1601173,9247,0,201809,1~10,1997,59.4,7,35.13163294935133,129.08622851806143,2629010600,390.0,366,2,22.0,5.0,individual,gas,40059,80.77,189,3.0,1.0,corridor,0
-1601181,9454,0,201809,1~10,1983,73.74,2,35.174146417706496,129.070241480585,2623010100,152.0,191,3,10.0,10.0,central,gas,40891,100.71,81,3.0,2.0,stairway,0
-1601185,80,1,201809,1~10,1986,84.91,12,37.550502970867065,127.1535253151171,1174010100,600.0,524,7,15.0,13.0,central,gas,178,105.26,164,3.0,1.0,stairway,0
-1601194,17664,1,201809,1~10,2005,84.98,2,37.5512815429311,127.13888310698191,1174010700,149.0,131,2,13.0,6.0,individual,gas,50861,106.12,68,3.0,2.0,stairway,0
-1601195,6001,1,201809,1~10,2002,82.43,7,37.55623879033133,127.13424309929779,1174010700,161.0,134,1,19.0,14.0,individual,gas,34304,110.81,14,3.0,2.0,stairway,0
-1601202,9450,1,201809,1~10,1979,82.45,13,37.52003229520511,127.1026177869609,1171010200,1302.0,1302,10,14.0,14.0,district,cogeneration,11804,108.95,490,3.0,2.0,stairway,0
-1601218,2845,1,201809,1~10,1988,135.99,13,37.51756542712345,127.13638181490052,1171011100,5540.0,5539,122,24.0,6.0,district,cogeneration,5940,171.9,20,4.0,2.0,stairway,0
-1601223,1291,1,201809,1~10,1982,75.79,11,37.51615839520323,127.01470934455908,1165010600,312.0,312,3,12.0,12.0,district,cogeneration,146853,81.28,96,3.0,1.0,corridor,0
-1601229,6432,1,201809,1~10,2004,59.9843,13,37.509892172826035,126.95003946254064,1159010400,575.0,477,6,18.0,16.0,individual,gas,10475,79.28,82,3.0,2.0,stairway,0
-1601230,14449,1,201809,1~10,2006,84.805,14,37.51145793165792,126.92570234069849,1159010800,190.0,163,2,15.0,10.0,individual,gas,46377,103.16,127,3.0,2.0,stairway,0
-1601232,2886,1,201809,1~10,1999,59.85,3,37.5307159,126.901633,1156011500,580.0,480,6,24.0,14.0,individual,gas,6103,80.13,198,3.0,1.0,stairway,0
-1601233,2863,1,201809,1~10,1997,50.55,15,37.5184393,126.8838,1156012400,234.0,270,2,18.0,12.0,individual,gas,5998,71.82,120,3.0,1.0,corridor,0
-1601239,1387,1,201809,1~10,1999,64.23,3,37.511972399529405,126.8842546665539,1153010100,212.0,260,5,18.0,3.0,individual,gas,3774,85.6,31,3.0,1.0,corridor,0
-1601241,6268,1,201809,1~10,2004,78.665,16,37.48773177713954,126.89189949864327,1153010200,1488.0,1244,16,25.0,14.0,individual,gas,10160,100.42,637,3.0,2.0,stairway,0
-1601245,176,1,201809,1~10,1998,59.97,2,37.55805201871336,126.86612939617466,1150010100,173.0,206,2,15.0,11.0,individual,gas,427,79.72,105,3.0,1.0,corridor,0
-1601250,21598,1,201809,1~10,2011,59.93,1,37.51075323973607,126.8298255379878,1147010100,656.0,546,12,12.0,9.0,district,cogeneration,18703,79.14,58,3.0,2.0,stairway,0
-1601251,26535,1,201809,1~10,1985,99.15,4,37.538750582118865,126.88104061588136,1147010200,1104.0,1882,34,15.0,5.0,district,cogeneration,148078,120.75,180,3.0,1.0,corridor,0
-1601253,6425,1,201809,1~10,2005,84.98,3,37.546891716288314,126.86724022255044,1147010200,1440.0,1067,13,25.0,15.0,district,cogeneration,10449,107.43,176,3.0,2.0,stairway,0
-1601254,7676,1,201809,1~10,2004,84.99,15,37.53370172654245,126.86781120660338,1147010200,564.0,371,7,15.0,9.0,district,cogeneration,11137,106.79,158,3.0,2.0,stairway,0
-1601255,4455,1,201809,1~10,1999,84.75,16,37.525664134706936,126.87379403800344,1147010200,200.0,179,1,18.0,18.0,district,cogeneration,31737,106.64,71,3.0,2.0,stairway,0
-1601257,877,1,201809,1~10,1992,84.63,14,37.541300111210106,126.87550570018308,1147010200,214.0,332,4,15.0,9.0,district,cogeneration,2324,109.09,120,3.0,2.0,stairway,0
-1601258,7885,1,201809,1~10,1998,84.9,8,37.5269334146571,126.8336035376396,1147010300,138.0,139,1,13.0,10.0,individual,gas,37291,105.59,52,3.0,2.0,stairway,0
-1601260,506,1,201809,1~10,1997,84.985,1,37.540115521899146,126.95034970196657,1144010400,1080.0,982,14,17.0,16.0,central,gas,1322,104.05,408,3.0,2.0,stairway,0
-1601263,1240,1,201809,1~10,1997,59.76,12,37.53955273133404,126.94126192193096,1144010600,407.0,456,3,28.0,19.0,district,cogeneration,146821,80.53,209,2.0,1.0,stairway,0
-1601274,9149,1,201809,1~10,2004,84.98,3,37.63161180463315,127.04396510082675,1135010200,252.0,233,4,15.0,14.0,individual,gas,11693,110.31,15,3.0,2.0,stairway,0
-1601278,6216,1,201809,1~10,2002,81.8788,9,37.62064061150989,127.06178766744681,1135010200,105.0,105,2,19.0,9.0,individual,gas,34402,111.04,72,3.0,2.0,stairway,0
-1601282,9868,1,201809,1~10,1999,59.87,18,37.62922092367197,127.07537085756634,1135010300,219.0,215,2,21.0,7.0,individual,gas,11870,84.48,91,3.0,1.0,corridor,0
-1601284,547,1,201809,1~10,1993,134.19,8,37.63906582026493,127.07703045060356,1135010400,576.0,396,6,15.0,11.0,individual,gas,1424,158.17,120,4.0,2.0,stairway,0
-1601318,2171,1,201809,1~10,1998,84.86,4,37.62395906363404,127.0380973687126,1130510200,200.0,167,3,17.0,14.0,individual,gas,28185,107.32,65,3.0,2.0,stairway,0
-1601322,2911,1,201809,1~10,1994,84.72,4,37.59783226446921,127.01247877521284,1129010300,,141,2,15.0,5.0,individual,gas,28452,105.05,121,3.0,2.0,stairway,0
-1601331,18426,1,201809,1~10,2010,59.99,1,37.6075622565152,127.01794369021513,1129013400,1806.0,1497,25,26.0,7.0,individual,gas,15226,85.55,122,3.0,2.0,stairway,0
-1601335,816,1,201809,1~10,1996,84.69,9,37.605691671228215,127.03469056727768,1129013600,155.0,198,1,20.0,19.0,individual,gas,25940,110.4,120,3.0,2.0,stairway,0
-1601337,18404,1,201809,1~10,2010,84.73,9,37.61077190927401,127.03899216768632,1129013600,729.0,714,15,14.0,7.0,individual,gas,15183,105.83,24,3.0,2.0,stairway,0
-1601339,2822,1,201809,1~10,1996,59.76,4,37.607536990305036,127.09400840491709,1126010600,562.0,804,6,15.0,15.0,district,cogeneration,5868,81.84,239,2.0,1.0,corridor,0
-1601360,25582,1,201809,1~10,2014,84.65,18,37.6168103510126,127.10629361016376,1126010600,1571.0,1402,16,24.0,11.0,individual,gas,19999,118.75,200,3.0,2.0,stairway,0
-1601363,24779,1,201809,1~10,2013,84.94,8,37.61655851008975,127.10975465651012,1126010600,2202.0,1896,23,24.0,6.0,individual,gas,19750,117.77,12,3.0,2.0,stairway,0
-1601364,5996,1,201809,1~10,2003,171.74,6,37.51994719982742,126.9711092239615,1117012900,1686.0,656,10,25.0,14.0,district,gas,9451,221.49,67,4.0,2.0,stairway,0
-1601365,10375,0,201809,1~10,2004,59.9869,9,35.25297783859942,129.21638087173648,2671025022,128.0,147,1,20.0,12.0,individual,gas,42770,79.74,78,3.0,2.0,,0
-1601368,9986,0,201809,1~10,2003,121.47,7,35.18335746242933,129.06531620766086,2647010100,243.0,170,2,15.0,12.0,individual,gas,42219,150.03,58,4.0,2.0,stairway,0
-1601375,242,0,201809,1~10,1998,59.79,8,35.172620077498216,129.1806011207249,2635010700,548.0,452,7,25.0,15.0,district,cogeneration,25679,79.65,202,3.0,1.0,stairway,0
-1601383,1468,1,201809,1~10,1988,57.09,2,37.548501574289695,127.14881816610432,1174010100,76.0,226,2,15.0,10.0,individual,gas,146918,71.86,140,3.0,1.0,corridor,0
-1601386,6190,1,201809,1~10,2002,84.93,14,37.529138839794776,127.14170205737636,1174010600,400.0,357,3,25.0,9.0,individual,gas,10005,110.74,52,3.0,2.0,stairway,0
-1601387,1383,1,201809,1~10,1987,84.56,7,37.53523600715084,127.12654341624449,1174010800,277.0,277,2,11.0,8.0,individual,gas,3763,110.17,99,3.0,1.0,corridor,0
-1601392,1214,1,201809,1~10,1995,83.02,4,37.529387441848435,127.1189037845912,1171010300,381.0,708,6,20.0,15.0,district,cogeneration,3353,101.17,456,3.0,2.0,stairway,0
-1601397,195,1,201809,1~10,1988,84.91,15,37.510235786713,127.12914785581755,1171011200,749.0,749,7,15.0,15.0,district,cogeneration,494,103.64,389,3.0,1.0,stairway,0
-1601401,34306,1,201809,1~10,2016,112.96,10,37.50619888305664,126.99299621582031,1165010700,2545.0,1612,15,38.0,10.0,district,cogeneration,145104,149.3,53,4.0,2.0,stairway,0
-1601402,36796,1,201809,1~10,2017,84.95,10,37.5012092590332,127.02084350585899,1165010800,1279.0,907,7,35.0,24.0,district,cogeneration,151959,112.91,164,3.0,2.0,stairway,0
-1601405,565,1,201809,1~10,1994,84.52,10,37.49352919897028,126.95743221699273,1159010200,432.0,682,5,17.0,11.0,central,cogeneration,1479,103.75,240,3.0,2.0,stairway,0
-1601412,4203,1,201809,1~10,1998,59.96,12,37.47810596946835,126.90075891197232,1154510200,136.0,124,1,13.0,8.0,individual,gas,31408,84.38,34,3.0,2.0,corridor,0
-1601413,19917,1,201809,1~10,2014,115.801,4,37.4464015,126.901168,1154510300,2270.0,1764,19,29.0,8.0,individual,gas,17475,153.16,222,4.0,2.0,stairway,0
-1601416,4347,1,201809,1~10,2001,74.1,6,37.49663381384163,126.85794323247838,1153010700,171.0,173,1,19.0,8.0,individual,gas,31586,104.06,40,3.0,2.0,corridor,0
-1601419,558,1,201809,1~10,1998,84.75,15,37.4925590658645,126.83934730854703,1153010800,529.0,423,4,25.0,20.0,individual,gas,1465,103.0,146,3.0,2.0,stairway,0
-1601420,279,1,201809,1~10,1998,59.98,6,37.49700331402762,126.84788249053305,1153010800,242.0,252,3,18.0,18.0,individual,gas,629,81.29,108,3.0,1.0,corridor,0
-1601426,6404,1,201809,1~10,2002,84.72,5,37.51125163404519,126.84636057342938,1147010100,211.0,153,3,15.0,12.0,individual,cogeneration,34547,107.32,23,3.0,2.0,stairway,0
-1601432,22992,1,201809,1~10,2015,84.97,4,37.54166486476488,126.94164498351928,1144010500,699.0,563,9,23.0,8.0,district,cogeneration,19301,113.09,131,3.0,2.0,stairway,0
-1601436,11019,1,201809,1~10,2005,84.74,13,37.58186636823441,126.88234419151644,1144012700,918.0,733,17,15.0,13.0,district,cogeneration,12531,109.52,152,3.0,2.0,stairway,0
-1601437,8797,1,201809,1~10,1999,114.84,8,37.614907756833745,126.9334826664686,1138010300,117.0,100,1,16.0,5.0,individual,gas,39217,141.12,32,4.0,2.0,stairway,0
-1601448,4014,1,201809,1~10,1988,93.75,1,37.65978153459353,127.05752709329626,1135010500,538.0,538,4,15.0,15.0,district,cogeneration,7143,111.86,269,3.0,2.0,stairway,0
-1601453,1085,1,201809,1~10,1993,44.1,4,37.647097242443294,127.07966758849483,1135010600,241.0,630,5,15.0,15.0,individual,gas,2991,60.39,630,2.0,1.0,corridor,0
-1601457,17512,1,201809,1~10,2007,84.978,7,37.649791506516905,127.02726391822796,1132010500,168.0,141,2,15.0,9.0,individual,gas,50718,106.35,44,3.0,2.0,stairway,0
-1601465,33330,1,201809,1~10,2016,257.26,41,37.597599029541016,127.09200286865234,1126010200,581.0,264,2,41.0,41.0,individual,gas,91963,324.01,4,5.0,3.0,stairway,0
-1601470,19298,1,201809,1~10,2011,107.97,4,37.5662745657214,127.06218191091033,1123010600,298.0,157,3,20.0,12.0,individual,gas,97315,140.78,32,3.0,2.0,stairway,0
-1601472,10997,1,201809,1~10,2005,110.56,6,37.58234553389647,127.07329930847095,1123010900,290.0,216,7,15.0,11.0,individual,gas,12510,134.04,108,3.0,2.0,stairway,0
-1601473,20313,1,201809,1~10,2012,59.99,6,37.54317982217169,127.09956264336908,1121510400,692.0,453,5,25.0,25.0,individual,gas,18132,82.75,98,3.0,2.0,stairway,0
-1601487,6158,1,201809,1~10,2003,84.99,9,37.5470623781366,127.01736790125612,1120011200,284.0,249,3,24.0,14.0,individual,gas,9928,114.64,226,3.0,2.0,stairway,0
-1601494,11078,1,201809,1~10,2006,59.754,8,37.6104410267885,127.03687183077496,1129013600,1678.0,1372,26,20.0,10.0,individual,gas,12548,79.42,378,3.0,2.0,stairway,0
-1601495,9169,1,201809,1~10,2003,147.62,9,37.57417999055894,126.97056302990757,1111011800,329.0,142,3,16.0,15.0,individual,gas,93797,185.46,15,4.0,2.0,stairway,0
-1601497,3555,0,201809,1~10,1989,84.54,5,35.18789208918825,128.9917435883477,2653010200,796.0,796,8,15.0,14.0,individual,gas,30351,102.48,384,3.0,2.0,stairway,0
-1601499,1584,0,201809,1~10,1994,59.88,16,35.13757653694516,128.97905927776029,2653010700,,998,11,22.0,16.0,individual,gas,146945,78.34,384,3.0,1.0,stairway,0
-1601503,18872,0,201809,1~10,2008,84.97,18,35.08090811232082,128.97121673764798,2638010500,153.0,128,1,18.0,18.0,individual,gas,52877,105.92,128,3.0,2.0,stairway,0
-1601526,1229,1,201809,1~10,1984,83.4,6,37.53540177717921,127.14823999311191,1174010600,311.0,354,4,15.0,12.0,central,gas,3373,101.28,174,3.0,1.0,stairway,0
-1601531,15791,1,201809,1~10,2007,84.99,10,37.54833632721124,127.1233336372376,1174010900,269.0,225,5,15.0,10.0,individual,gas,13650,114.16,80,3.0,2.0,stairway,0
-1601532,19667,1,201809,1~10,2009,84.74,2,37.567642299999996,127.172017,1174011000,327.0,282,7,12.0,5.0,district,cogeneration,17055,110.15,70,3.0,2.0,stairway,0
-1601545,1318,1,201809,1~10,1988,41.99,9,37.516567469574596,127.10418307256172,1171010200,455.0,492,1,15.0,15.0,central,gas,3582,59.5,178,2.0,1.0,corridor,0
-1601554,1286,1,201809,1~10,1993,84.53,13,37.489679106605784,127.12173550901922,1171010700,256.0,256,2,15.0,14.0,central,gas,3520,102.31,84,3.0,2.0,stairway,0
-1601558,9664,1,201809,1~10,1984,84.98,7,37.49156804896833,127.12814324666093,1171010800,462.0,514,8,14.0,12.0,district,cogeneration,11827,102.48,228,3.0,1.0,stairway,0
-1601562,19477,1,201809,1~10,2011,84.87,11,37.49516364933424,127.04724579539072,1168010100,626.0,464,5,34.0,22.0,district,cogeneration,16787,109.21,132,3.0,2.0,stairway,0
-1601563,3869,1,201809,1~10,1999,59.83,2,37.51678877079964,127.04468040477549,1168010500,275.0,198,1,19.0,12.0,individual,gas,30988,83.99,83,3.0,1.0,corridor,0
-1601564,313,1,201809,1~10,1993,84.46,14,37.4853406,127.09646299999999,1168011500,314.0,330,4,15.0,15.0,district,cogeneration,696,101.82,300,3.0,2.0,stairway,0
-1601567,1461,1,201809,1~10,2006,84.93,17,37.48881623794945,127.03936741109115,1168011800,156.0,171,1,18.0,8.0,district,cogeneration,146914,122.31,171,3.0,2.0,stairway,0
-1601568,18827,1,201809,1~10,2009,172.27,5,37.49018140216592,126.9948030814052,1165010100,388.0,130,4,12.0,8.0,individual,gas,97342,202.76,50,4.0,2.0,stairway,0
-1601569,10035,1,201809,1~10,2006,168.81,14,37.49694163168293,126.98430832416194,1165010100,782.0,337,5,29.0,12.0,individual,gas,93880,203.96,49,4.0,2.0,stairway,0
-1601578,12211,1,201809,1~10,2000,59.4,5,37.508365696682354,126.91502855676356,1156013200,113.0,213,2,20.0,13.0,individual,gas,12961,84.11,104,2.0,1.0,corridor,0
-1601579,33267,1,201809,1~10,2015,59.99,1,37.50490188598633,126.90799713134766,1156013200,1216.0,949,12,25.0,7.0,individual,gas,91524,82.92,225,3.0,2.0,stairway,0
-1601583,2601,1,201809,1~10,1984,73.89,1,37.49532355240304,126.88603088285336,1153010200,,340,9,5.0,5.0,individual,gas,5533,91.98,130,3.0,1.0,stairway,0
-1601584,2617,1,201809,1~10,1986,73.08,8,37.4943656,126.87608,1153010200,1400.0,1400,13,15.0,12.0,central,gas,5597,96.07,412,3.0,1.0,corridor,0
-1601588,19800,1,201809,1~10,2003,59.5,7,37.4980066254403,126.8916449456229,1153010200,169.0,102,1,19.0,19.0,individual,gas,156283,86.0,102,3.0,1.0,corridor,0
-1601592,10656,1,201809,1~10,2006,117.74,1,37.49006227416668,126.8597874860351,1153010700,827.0,684,11,27.0,14.0,individual,gas,12305,151.02,104,4.0,2.0,stairway,0
-1601593,10019,1,201809,1~10,2004,58.2159,14,37.49368728227118,126.83946249518112,1153010800,122.0,152,1,19.0,19.0,individual,gas,42264,85.12,152,3.0,2.0,stairway,0
-1601596,21579,1,201809,1~10,2011,59.94,10,37.4863089,126.837457,1153011100,,314,6,15.0,10.0,individual,gas,18698,85.98,10,3.0,2.0,stairway,0
-1601597,4209,1,201809,1~10,1999,59.91,16,37.548864877951715,126.8721163258115,1150010100,262.0,256,2,18.0,18.0,individual,gas,7537,86.05,115,3.0,1.0,corridor,0
-1601601,2260,1,201809,1~10,1992,34.44,9,37.56521522448027,126.85566705807919,1150010400,619.0,1556,12,15.0,15.0,district,cogeneration,147023,45.34,476,2.0,1.0,corridor,0
-1601603,3944,1,201809,1~10,2000,59.4,16,37.50806298088424,126.84158517005287,1147010100,809.0,703,7,22.0,13.0,individual,gas,7032,83.29,254,3.0,1.0,corridor,0
-1601607,11513,1,201809,1~10,2004,59.98,15,37.51449026863034,126.84258053908134,1147010300,182.0,189,3,24.0,12.0,individual,gas,44394,78.08,105,3.0,2.0,stairway,0
-1601609,4332,1,201809,1~10,1998,84.42,2,37.540257505845595,126.9538708478238,1144010400,172.0,196,2,17.0,11.0,individual,gas,31572,106.0,52,3.0,2.0,stairway,0
-1601613,6060,1,201809,1~10,2004,84.689,5,37.56934389800746,126.90824464422232,1144012500,989.0,795,10,24.0,13.0,district,cogeneration,9683,116.82,68,3.0,2.0,stairway,0
-1601616,5518,1,201809,1~10,2003,84.95100000000001,4,37.586845332490505,126.90002144817923,1138010100,1077.0,976,15,15.0,9.0,individual,gas,8792,106.77,445,3.0,2.0,corridor,0
-1601638,2762,1,201809,1~10,1996,59.24,4,37.6744347095426,127.0504651256528,1135010500,81.0,105,1,15.0,15.0,individual,gas,28414,74.01,75,3.0,1.0,corridor,0
-1601646,53,1,201809,1~10,1991,75.02,15,37.64700110937185,127.06610176042776,1135010600,371.0,742,6,15.0,14.0,district,cogeneration,149,93.51,382,3.0,1.0,stairway,0
-1601654,4342,1,201809,1~10,1995,59.96,10,37.65503425439663,127.0311868569455,1132010500,,142,1,15.0,8.0,individual,gas,31577,77.75,67,3.0,1.0,stairway,0
-1601657,15207,1,201809,1~10,2006,74.8,4,37.647318745232255,127.02919839369179,1132010500,170.0,155,2,14.0,11.0,individual,gas,47523,94.58,4,3.0,2.0,stairway,0
-1601659,1332,1,201809,1~10,1986,66.33,9,37.64592368299843,127.03053944378237,1132010500,494.0,824,8,14.0,12.0,individual,gas,3628,91.01,419,3.0,1.0,corridor,0
-1601665,6237,1,201809,1~10,2004,84.99,8,37.65647256541975,127.04173589067392,1132010700,417.0,299,7,21.0,9.0,individual,gas,10092,113.33,230,3.0,2.0,stairway,0
-1601666,14469,1,201809,1~10,2005,78.2974,5,37.633432312261064,127.0425568269095,1132010700,225.0,213,2,17.0,13.0,individual,gas,13278,105.48,30,3.0,2.0,stairway,0
-1601673,18181,1,201809,1~10,2009,84.09,6,37.599993702835924,127.01943212129277,1129013300,638.0,527,10,15.0,6.0,individual,gas,14956,113.83,76,3.0,2.0,stairway,0
-1601676,286,1,201809,1~10,1998,84.78,11,37.604408487062685,127.03527885831645,1129013600,659.0,746,5,24.0,15.0,individual,gas,637,108.08,283,3.0,2.0,stairway,0
-1601685,18337,1,201809,1~10,2009,59.9,3,37.608365521736864,127.0545202288941,1129013900,684.0,580,13,20.0,7.0,individual,gas,15127,79.71,104,3.0,2.0,stairway,0
-1601687,18355,1,201809,1~10,2009,115.57,4,37.57718397330088,127.03572336328868,1123010200,479.0,435,4,14.0,14.0,individual,gas,94602,136.25,52,4.0,2.0,stairway,0
-1601690,431,1,201809,1~10,1978,104.6,1,37.5823324,127.045681,1123010700,955.0,1089,8,15.0,13.0,central,gas,1118,110.48,9,0.0,0.0,corridor,0
-1601691,792,1,201809,1~10,1989,60.48,10,37.58960450366104,127.05182084290634,1123010800,736.0,736,8,15.0,10.0,individual,gas,146753,82.8,100,2.0,1.0,corridor,0
-1601692,4259,1,201809,1~10,1981,56.63,5,37.53261021571447,127.08450113035181,1121510500,140.0,112,5,5.0,5.0,individual,gas,31462,69.95,16,3.0,2.0,mixed,0
-1601704,16698,1,201809,1~10,2008,114.931,1,37.57700150891583,126.9574436117872,1111018700,1108.0,810,17,17.0,10.0,individual,gas,147985,145.4,195,4.0,2.0,stairway,0
-1601705,18349,1,201809,1~10,2010,205.62,11,37.55912823299902,126.98063734942959,1114012100,606.0,233,2,30.0,30.0,individual,gas,94593,255.63,48,4.0,2.0,stairway,0
-1601709,5508,0,201809,1~10,1997,59.82,20,35.139095387689906,128.98405041480422,2653010700,260.0,416,2,29.0,17.0,individual,gas,33467,80.82,155,3.0,1.0,stairway,0
-1601710,22320,0,201809,1~10,2014,80.5079,4,35.17237524365265,129.1118529442993,2650010200,485.0,423,5,26.0,18.0,individual,gas,56104,106.07,40,3.0,2.0,stairway,0
-1601720,9324,0,201809,1~10,1989,79.44,4,35.10514802614653,128.98216997099618,2638010200,184.0,245,6,6.0,5.0,individual,gas,40387,93.69,36,3.0,1.0,stairway,0
-1601727,20315,0,201809,1~10,2013,84.9181,7,35.192173905148955,129.11770924035238,2635010400,523.0,472,4,31.0,29.0,individual,gas,54547,111.94,176,3.0,2.0,stairway,0
-1601728,464,0,201809,1~10,1996,134.95,12,35.17018356428812,129.17999170773098,2635010700,979.0,880,13,24.0,17.0,district,cogeneration,25759,165.73,176,4.0,2.0,stairway,0
-1601733,14510,0,201809,1~10,2003,68.52,2,35.21854301430567,129.00547233830363,2632010400,71.0,125,1,18.0,10.0,individual,gas,46482,89.26,17,3.0,1.0,stairway,0
-1601736,9267,0,201809,1~10,1996,57.15,1,35.205574928402314,129.09975688489726,2626010100,201.0,255,1,18.0,8.0,individual,gas,40144,74.15,16,2.0,1.0,corridor,0
-1601739,18723,0,201809,1~10,2010,84.97200000000001,11,35.21144148838161,129.08609932427578,2626010700,1174.0,680,7,29.0,29.0,individual,gas,52731,114.49,114,3.0,2.0,stairway,0
-1601740,6363,0,201809,1~10,1976,52.96,1,35.16520362592977,129.05179785860216,2623010800,146.0,130,4,5.0,5.0,individual,gas,34483,60.73,9,2.0,1.0,stairway,0
-1601746,1325,1,201809,1~10,1986,106.64,15,37.55046120299118,127.15515028907973,1174010100,316.0,540,6,15.0,15.0,central,gas,3604,125.3,120,4.0,2.0,stairway,0
-1601748,20496,1,201809,1~10,2011,84.96,5,37.552685100000005,127.175525,1174010300,2616.0,2283,41,20.0,7.0,district,cogeneration,18237,111.72,84,3.0,2.0,corridor,0
-1601754,10406,1,201809,1~10,2007,114.63,13,37.54061129486903,127.12492312779793,1174010900,640.0,204,2,22.0,18.0,individual,gas,93968,151.88,104,3.0,2.0,stairway,0
-1601755,20498,1,201809,1~10,2011,84.87,13,37.560804444815496,127.1709537409476,1174011000,693.0,605,9,15.0,8.0,district,cogeneration,18252,113.09,30,3.0,2.0,stairway,0
-1601782,1335,1,201809,1~10,1984,108.68,12,37.5050883015824,127.11617804579187,1171010400,744.0,744,10,12.0,12.0,district,cogeneration,3636,131.05,144,4.0,2.0,stairway,0
-1601787,4028,1,201809,1~10,1997,78.39,1,37.50939232481867,127.1292595063335,1171011200,438.0,438,2,19.0,14.0,central,gas,7157,102.0,19,3.0,2.0,stairway,0
-1601788,16914,1,201809,1~10,2008,84.587,2,37.496769230282524,127.05158473742979,1168010100,200.0,150,3,26.0,9.0,individual,gas,49656,106.26,37,3.0,2.0,stairway,0
-1601790,6296,1,201809,1~10,2003,132.88,13,37.49208289600215,127.03489124949392,1168010100,331.0,183,3,15.0,10.0,individual,gas,34438,153.43,56,4.0,2.0,stairway,0
-1601793,1083,1,201809,1~10,1983,73.26,3,37.489525,127.07238400000001,1168010300,400.0,900,8,15.0,15.0,central,cogeneration,2983,100.38,270,3.0,1.0,corridor,0
-1601794,1077,1,201809,1~10,1983,73.26,3,37.488688,127.07079399999999,1168010300,300.0,1060,9,15.0,13.0,central,cogeneration,146812,94.18,310,3.0,1.0,corridor,0
-1601795,4005,1,201809,1~10,1998,59.7,7,37.51556295389239,127.06169188250216,1168010500,285.0,252,1,19.0,11.0,individual,gas,7127,82.07,121,3.0,1.0,stairway,0
-1601799,26568,1,201809,1~10,1982,151.93,7,37.5314743,127.025977,1168011000,192.0,144,2,12.0,12.0,individual,gas,58497,164.59,48,5.0,2.0,corridor,0
-1601804,23388,1,201809,1~10,2013,84.77,4,37.463789309676756,127.02849839889973,1165010300,1424.0,1251,17,19.0,12.0,individual,gas,19441,112.57,48,3.0,2.0,stairway,0
-1601805,1413,1,201809,1~10,1989,84.34,6,37.486030799999995,127.02383400000001,1165010800,413.0,412,5,15.0,3.0,district,cogeneration,3852,109.27,148,3.0,2.0,stairway,0
-1601806,2437,1,201809,1~10,2000,59.76,12,37.48538833941678,126.95926400852284,1162010100,1803.0,1597,8,29.0,12.0,central,gas,4952,87.63,440,2.0,1.0,corridor,0
-1601807,8457,1,201809,1~10,1998,28.56,16,37.481279928048494,126.950334388974,1162010100,118.0,129,1,18.0,18.0,individual,gas,166101,46.68,22,1.0,1.0,corridor,0
-1601809,3762,1,201809,1~10,1980,108.63,9,37.498490093296255,126.94431579394579,1159010200,260.0,130,3,10.0,10.0,individual,gas,30871,121.26,45,4.0,2.0,corridor,0
-1601815,594,1,201809,1~10,2009,84.9,4,37.478961991854504,126.9701481898942,1159010700,527.0,480,8,15.0,11.0,individual,gas,1576,109.4,54,3.0,2.0,stairway,0
-1601816,4374,1,201809,1~10,1981,57.56,3,37.501371647198475,126.90724673003504,1156013200,,130,4,5.0,5.0,individual,-,31625,69.06,40,2.0,1.0,stairway,0
-1601817,509,1,201809,1~10,2001,84.91,6,37.50536738245293,126.91534862864118,1156013200,1048.0,1213,13,22.0,7.0,individual,gas,1332,108.06,350,3.0,2.0,stairway,0
-1601823,10016,1,201809,1~10,2004,84.70200000000001,2,37.48801833174406,126.89392532709336,1153010200,115.0,111,1,15.0,8.0,individual,gas,42263,106.19,64,3.0,2.0,stairway,0
-1601824,2616,1,201809,1~10,1998,59.82,2,37.48983472382965,126.89388205190909,1153010200,493.0,497,5,23.0,7.0,individual,gas,5591,85.69,206,3.0,1.0,corridor,0
-1601826,18400,1,201809,1~10,2011,84.93,5,37.50294339124898,126.86314717295436,1153010600,209.0,180,4,20.0,12.0,individual,gas,52104,111.65,137,3.0,2.0,stairway,0
-1601829,2311,1,201809,1~10,1999,84.87,1,37.557876066025756,126.85744224853708,1150010200,455.0,430,6,19.0,6.0,district,cogeneration,4521,107.67,203,3.0,2.0,stairway,0
-1601830,202,1,201809,1~10,1992,84.84,5,37.53364569338436,126.83735846009459,1150010300,319.0,416,5,15.0,13.0,individual,gas,146636,101.31,268,3.0,2.0,stairway,0
-1601832,18744,1,201809,1~10,2008,59.84,3,37.55123468662581,126.82335092981924,1150010600,1010.0,919,14,15.0,7.0,district,cogeneration,15865,79.38,383,3.0,2.0,stairway,0
-1601835,35,1,201809,1~10,1994,133.98,9,37.580922012409395,126.81253927998242,1150010900,635.0,462,7,13.0,7.0,district,cogeneration,95,160.99,174,4.0,2.0,stairway,0
-1601836,613,1,201809,1~10,1998,59.67,11,37.57931076775677,126.81929965175614,1150010900,286.0,284,5,16.0,15.0,individual,gas,1633,79.28,175,3.0,1.0,stairway,0
-1601842,21600,1,201809,1~10,2011,84.51,4,37.515784834722,126.83009915883294,1147010100,646.0,471,20,7.0,3.0,district,cogeneration,18709,111.69,195,3.0,2.0,stairway,0
-1601843,364,1,201809,1~10,1987,71.77,3,37.5218416,126.867646,1147010100,617.0,1352,12,20.0,12.0,district,cogeneration,146681,98.7,278,2.0,1.0,corridor,0
-1601844,10447,1,201809,1~10,2003,83.37,9,37.524733618288344,126.83781221638556,1147010300,100.0,110,2,15.0,9.0,individual,gas,42948,111.71,28,3.0,2.0,stairway,0
-1601847,775,1,201809,1~10,1988,47.6,4,37.52337773195799,126.82957966799408,1147010300,400.0,485,11,5.0,5.0,individual,gas,2068,62.79,150,2.0,1.0,stairway,0
-1601851,19724,1,201809,1~10,2011,59.975,14,37.55073725480446,126.95218047645085,1144010200,933.0,794,9,17.0,10.0,individual,gas,17183,80.8,14,3.0,2.0,stairway,0
-1601852,18402,1,201809,1~10,2009,84.91,12,37.57428573641933,126.89613957088548,1144012700,256.0,213,5,13.0,10.0,district,cogeneration,15180,108.62,193,3.0,2.0,stairway,0
-1601859,10487,1,201809,1~10,2004,117.932,12,37.61243822458808,126.90580874074648,1138010500,179.0,122,2,15.0,4.0,individual,gas,43009,152.86,15,4.0,2.0,stairway,0
-1601862,2919,1,201809,1~10,1995,49.92,10,37.629415840208104,127.06251542659835,1135010200,390.0,713,6,15.0,15.0,district,cogeneration,6211,65.65,267,3.0,1.0,corridor,0
-1601863,9953,1,201809,1~10,2005,84.8437,8,37.62315042621144,127.05892159885977,1135010200,166.0,157,3,15.0,5.0,individual,gas,42116,106.94,79,3.0,2.0,stairway,0
-1601865,4310,1,201809,1~10,2000,84.881,5,37.62665028629203,127.08731263147492,1135010300,505.0,494,5,15.0,10.0,district,cogeneration,7679,105.82,282,3.0,2.0,stairway,0
-1601879,2804,1,201809,1~10,1993,83.92,15,37.67289122721072,127.05276284827342,1135010500,380.0,353,4,15.0,10.0,individual,gas,5770,102.14,380,3.0,2.0,stairway,0
-1601887,55,1,201809,1~10,1995,84.9,3,37.648430161847976,127.07498686641743,1135010600,1140.0,948,12,15.0,12.0,central,gas,155,105.77,948,3.0,2.0,stairway,0
-1601890,6206,1,201809,1~10,2003,84.98899999999999,23,37.65615755194214,127.045706658615,1132010700,664.0,456,7,23.0,17.0,individual,gas,10033,110.8,287,3.0,2.0,stairway,0
-1601915,6194,1,201809,1~10,2003,112.03,16,37.591728514798696,127.06392415215949,1123010900,329.0,239,2,19.0,14.0,individual,gas,10019,135.99,97,4.0,2.0,stairway,0
-1601918,91,1,201809,1~10,1996,59.95,19,37.54246533760499,127.09629381468588,1121510400,515.0,654,4,23.0,21.0,individual,gas,146619,91.7,340,3.0,1.0,corridor,0
-1601920,1242,1,201809,1~10,1993,84.72,12,37.53257530854749,127.06572005617048,1121510500,460.0,355,2,24.0,10.0,individual,gas,146823,103.99,355,3.0,2.0,stairway,0
-1601924,19589,1,201809,1~10,2011,59.68,1,37.55520061227538,127.0324670657178,1120010700,539.0,457,9,15.0,15.0,individual,gas,16939,79.53,143,3.0,2.0,stairway,0
-1601930,21806,1,201809,1~10,2011,84.699,5,37.54230858207106,127.01819055589412,1120011300,444.0,297,6,20.0,11.0,individual,gas,18780,107.14,144,3.0,2.0,stairway,0
-1601933,196,1,201809,1~10,1994,84.78,2,37.525049063522566,126.95505221372791,1117012900,638.0,638,4,22.0,22.0,district,cogeneration,498,112.16,264,3.0,2.0,stairway,0
-1601934,18280,1,201809,1~10,2010,142.23,31,37.55399522081129,126.97561387799252,1114011800,587.0,136,1,37.0,36.0,individual,gas,91045,182.84,34,3.0,2.0,stairway,0
-1601938,22580,1,201809,1~10,2014,147.327,8,37.566880761203535,127.01706462301266,1114016300,385.0,295,2,37.0,22.0,individual,gas,95646,196.03,29,5.0,2.0,stairway,0
-1601939,5064,1,201809,1~10,1998,84.93,7,37.61092778969884,126.97867137084032,1111018300,170.0,176,2,15.0,14.0,individual,gas,32762,108.36,75,3.0,2.0,corridor,0
-1601940,5385,0,201809,1~10,1993,84.51,9,35.154487459186356,128.99546274366062,2653010600,198.0,383,3,15.0,8.0,individual,gas,33318,111.43,180,3.0,2.0,stairway,0
-1601941,9338,0,201809,1~10,1993,172.81,5,35.17884466459662,129.1025811922601,2650010100,285.0,490,5,14.0,9.0,individual,gas,40445,200.32,22,6.0,2.0,stairway,0
-1601950,18539,0,201809,1~10,2009,74.89,12,35.21379958461065,129.03203424688772,2632010300,408.0,402,4,25.0,20.0,individual,gas,52250,103.19,87,3.0,2.0,stairway,0
-1601952,10305,0,201809,1~10,2006,84.9471,6,35.17354190525663,129.03230476403715,2623010800,327.0,315,5,26.0,13.0,individual,gas,42621,113.14,217,3.0,2.0,stairway,0
-1601960,34428,1,201809,1~10,2016,59.55,6,37.52690124511719,127.12799835205078,1174010800,583.0,482,5,24.0,17.0,individual,gas,145288,83.0,147,3.0,2.0,stairway,0
-1601961,19538,1,201809,1~10,2009,129.57,3,37.5466395752889,127.12263377627674,1174010900,175.0,134,3,15.0,13.0,individual,gas,53608,155.03,22,4.0,2.0,stairway,0
-1601962,541,1,201809,1~10,1997,84.66,2,37.5485759203289,127.12847162757656,1174010900,152.0,150,1,15.0,8.0,individual,gas,25820,111.33,11,3.0,2.0,stairway,0
-1601965,1397,1,201809,1~10,1990,84.68,1,37.50398296451692,127.08531028652763,1171010100,345.0,336,3,15.0,15.0,district,cogeneration,3812,102.39,254,3.0,2.0,stairway,0
-1601970,1238,1,201809,1~10,1995,59.26,10,37.52942952645229,127.11274031230222,1171010300,877.0,895,9,18.0,10.0,individual,gas,3403,79.85,315,2.0,1.0,corridor,0
-1601977,10382,1,201809,1~10,2006,84.9097,6,37.49775512904686,127.04678151274898,1168010100,753.0,738,11,24.0,15.0,district,cogeneration,12200,104.4,362,3.0,2.0,stairway,0
-1601978,6701,1,201809,1~10,2005,145.83,6,37.49279209917769,127.05574329967871,1168010600,1824.0,805,7,29.0,24.0,district,cogeneration,10723,178.76,386,3.0,2.0,stairway,0
-1601982,288,1,201809,1~10,1978,108.4,4,37.48798051362537,127.03811414038404,1168011800,418.0,384,5,12.0,12.0,district,cogeneration,646,132.85,12,4.0,2.0,stairway,0
-1601983,12135,1,201809,1~10,2005,79.27,5,37.48344926945178,126.95897561577169,1162010100,130.0,118,2,14.0,7.0,individual,gas,45340,100.98,47,3.0,2.0,stairway,0
-1601984,6191,1,201809,1~10,2003,74.7,8,37.489121359130394,126.92192068694777,1162010200,151.0,157,1,18.0,9.0,individual,gas,34371,95.9,95,3.0,2.0,stairway,0
-1601990,5181,1,201809,1~10,1993,59.91,1,37.50092956545321,126.84349112186077,1153010700,240.0,249,3,18.0,7.0,individual,gas,8468,75.63,27,2.0,1.0,stairway,0
-1601993,6005,1,201809,1~10,2002,84.96,8,37.54213637520376,126.86262748023363,1150010200,315.0,222,4,16.0,16.0,individual,gas,147577,111.74,31,3.0,2.0,stairway,0
-1601999,2351,1,201809,1~10,1994,49.2,1,37.57429846387405,126.8174914797613,1150010900,233.0,387,3,15.0,15.0,district,cogeneration,4641,65.58,149,3.0,1.0,corridor,0
-1602008,19721,1,201809,1~10,2009,84.95,8,37.53172462236457,126.82959235646558,1147010300,140.0,120,3,10.0,10.0,individual,gas,97353,106.25,110,3.0,2.0,stairway,0
-1602012,6019,1,201809,1~10,2002,131.85,4,37.54016210046239,126.9418543511475,1144010500,250.0,123,3,22.0,20.0,district,cogeneration,34307,167.39,102,4.0,2.0,stairway,0
-1602016,7985,1,201809,1~10,2000,84.9,7,37.55934298216055,126.89956021896508,1144012300,119.0,117,1,18.0,12.0,individual,gas,37476,113.11,15,3.0,2.0,corridor,0
-1602017,4463,1,201809,1~10,2000,59.4,7,37.574962955955016,126.95146765996752,1141010900,203.0,290,4,15.0,11.0,individual,gas,7854,79.78,290,2.0,1.0,corridor,0
-1602023,6511,1,201809,1~10,2003,145.77,2,37.58657451570835,126.92342220965165,1138010700,274.0,204,2,15.0,10.0,individual,gas,10563,183.2,15,5.0,2.0,stairway,0
-1602025,10485,1,201809,1~10,2005,84.60700000000001,7,37.631738914452704,127.05834833967823,1135010200,201.0,205,5,14.0,8.0,individual,gas,12249,105.83,28,3.0,2.0,stairway,0
-1602027,3697,1,201809,1~10,2000,59.958,13,37.67735437849277,127.0572685990088,1135010500,259.0,299,4,18.0,7.0,individual,gas,6534,84.44,137,3.0,1.0,corridor,0
-1602028,2872,1,201809,1~10,1988,59.28,1,37.6543117,127.065999,1135010500,823.0,2646,28,15.0,9.0,district,cogeneration,6044,76.68,180,2.0,1.0,stairway,0
-1602029,1327,1,201809,1~10,1988,86.62,5,37.65165303998258,127.06742038604266,1135010500,492.0,492,5,14.0,11.0,central,gas,3607,103.84,310,3.0,2.0,stairway,0
-1602035,1340,1,201809,1~10,2002,83.86,8,37.65583841962735,127.02927879095371,1132010500,417.0,582,6,15.0,7.0,individual,gas,146874,95.92,567,3.0,2.0,stairway,0
-1602038,5576,1,201809,1~10,1998,84.96,14,37.64144003046482,127.0318836559602,1130510200,202.0,228,1,19.0,19.0,individual,gas,8847,108.32,114,3.0,2.0,stairway,0
-1602040,18430,1,201809,1~10,2011,189.07,28,37.605051195095406,127.03099384004013,1129013600,1804.0,440,4,36.0,32.0,individual,gas,94634,231.34,26,4.0,3.0,stairway,0
-1602043,2781,1,201809,1~10,1999,54.0,18,37.602016022105005,127.09363454732271,1126010200,392.0,368,2,22.0,5.0,individual,gas,5758,82.98,184,2.0,1.0,mixed,0
-1602044,18993,1,201809,1~10,2010,84.06,7,37.594104019638465,127.07531277929807,1126010300,176.0,103,2,18.0,17.0,individual,gas,95060,104.76,15,3.0,2.0,,0
-1602045,4155,1,201809,1~10,1999,59.96,14,37.612855266531476,127.08099469903587,1126010400,352.0,285,2,19.0,8.0,individual,gas,7450,86.5,118,3.0,1.0,mixed,0
-1602046,4490,1,201809,1~10,1999,84.87,3,37.60038493449032,127.09624158391786,1126010600,165.0,152,1,22.0,15.0,individual,gas,31808,109.6,73,3.0,2.0,stairway,0
-1602047,17016,1,201809,1~10,2003,84.98,4,37.58345237893246,127.03190872379965,1123010300,890.0,640,7,23.0,18.0,individual,gas,14056,108.75,308,3.0,2.0,stairway,0
-1602049,4068,1,201809,1~10,2000,84.69,13,37.59107649970664,127.06336198722677,1123010900,286.0,265,2,19.0,19.0,individual,gas,7235,111.65,27,3.0,2.0,stairway,0
-1602050,1453,1,201809,1~10,1994,84.92,11,37.53849865315971,127.09466391255896,1121510300,286.0,421,3,25.0,16.0,individual,gas,3934,103.5,331,3.0,2.0,stairway,0
-1602055,33272,1,201809,1~10,2016,68.11,2,37.56079864501953,127.0270004272461,1120010200,277.0,272,3,18.0,18.0,individual,gas,91577,89.23,19,3.0,2.0,stairway,0
-1602056,24894,1,201809,1~10,2015,148.94,14,37.5688608776878,127.02794524824768,1120010200,2382.0,1702,21,25.0,25.0,individual,gas,19812,179.28,100,4.0,2.0,stairway,0
-1602060,11010,1,201809,1~10,2006,84.33,5,37.555967012809646,127.02231794121602,1120010900,,169,5,15.0,5.0,individual,gas,43500,109.11,67,3.0,2.0,stairway,0
-1602068,27502,1,201809,1~10,2008,84.66,19,37.597334598251024,127.09347920820429,1126010500,271.0,128,1,28.0,28.0,individual,gas,156098,111.27,51,3.0,2.0,stairway,0
-1602070,1593,0,201809,1~10,1998,84.93,10,35.240334431035656,129.0914042409415,2641010900,1187.0,1084,11,25.0,24.0,individual,-,26544,106.77,438,3.0,1.0,stairway,0
-1602080,4346,1,201809,1~10,2001,84.62,6,37.54346673532782,127.14002731770996,1174010900,100.0,100,1,15.0,5.0,individual,gas,31584,122.93,46,3.0,2.0,corridor,0
-1602091,11172,1,201809,1~10,2005,84.94,4,37.50791630072655,127.13105753687785,1171011200,126.0,110,2,12.0,9.0,individual,gas,43825,107.17,110,3.0,2.0,stairway,0
-1602093,1627,1,201809,1~10,1994,84.73,1,37.4818402,127.07821000000001,1168011400,1140.0,570,19,5.0,5.0,district,cogeneration,146998,110.26,430,3.0,2.0,stairway,0
-1602096,2932,1,201809,1~10,1989,84.53,5,37.52131928854635,127.01513117070671,1165010600,450.0,450,5,15.0,11.0,district,cogeneration,6260,103.75,420,3.0,2.0,stairway,0
-1602097,16884,1,201809,1~10,2009,244.628,22,37.506722957376645,127.01564395906514,1165010700,6075.0,3410,44,29.0,29.0,district,cogeneration,13958,301.06,35,4.0,4.0,stairway,0
-1602099,6391,1,201809,1~10,2004,130.53,9,37.481192865888545,127.00672940683323,1165010800,314.0,154,2,15.0,6.0,individual,gas,34526,158.86,154,4.0,2.0,stairway,0
-1602100,2458,1,201809,1~10,1991,84.44,9,37.463743628805744,126.93721132663471,1162010200,525.0,336,5,15.0,7.0,individual,gas,5019,100.08,211,3.0,2.0,stairway,0
-1602101,1245,1,201809,1~10,1988,114.44,15,37.5066445,126.970373,1159010500,1920.0,960,13,15.0,15.0,central,gas,146826,133.51,120,4.0,2.0,stairway,0
-1602104,6093,1,201809,1~10,2003,97.27,24,37.532932044522454,126.90283595709072,1156011500,2504.0,1391,25,25.0,17.0,individual,gas,9788,122.6,250,3.0,2.0,stairway,0
-1602105,3924,1,201809,1~10,1987,79.72,7,37.5204115,126.882829,1156012400,390.0,390,2,15.0,15.0,individual,gas,147343,95.59,120,3.0,1.0,stairway,0
-1602106,731,1,201809,1~10,1982,61.59,12,37.52215234937733,126.8865421264673,1156012500,520.0,495,4,15.0,15.0,individual,gas,1965,87.37,120,3.0,1.0,corridor,0
-1602107,2889,1,201809,1~10,1999,84.99,4,37.5313988,126.891773,1156012700,693.0,532,7,23.0,16.0,individual,gas,6111,107.99,260,3.0,2.0,stairway,0
-1602111,2599,1,201809,1~10,1992,84.57,12,37.48803841622684,126.89625004950184,1153010200,118.0,591,5,15.0,9.0,individual,gas,5521,114.75,134,3.0,1.0,corridor,0
-1602113,3789,1,201809,1~10,1999,59.93,1,37.4823157257752,126.84978007035936,1153010700,173.0,208,2,25.0,7.0,individual,gas,6732,88.27,90,3.0,1.0,corridor,0
-1602114,1160,1,201809,1~10,1987,64.56,4,37.49548270665481,126.85976830630192,1153010700,,156,1,15.0,12.0,individual,gas,26052,83.53,96,3.0,1.0,corridor,0
-1602117,7651,1,201809,1~10,2005,84.93,11,37.548181228985264,126.87314500745943,1150010100,508.0,422,7,20.0,16.0,individual,gas,11116,110.91,196,3.0,2.0,stairway,0
-1602120,2259,1,201809,1~10,1999,59.76,11,37.5607550796946,126.8569704563428,1150010400,652.0,642,9,22.0,12.0,district,cogeneration,4380,80.71,342,3.0,1.0,stairway,0
-1602122,15382,1,201809,1~10,2005,84.98,17,37.55629539035237,126.83896612119196,1150010600,2780.0,2198,40,21.0,15.0,individual,gas,13510,112.35,493,3.0,2.0,stairway,0
-1602123,18912,1,201809,1~10,2008,84.53,3,37.54829652294917,126.82274226031494,1150010600,712.0,643,10,13.0,7.0,district,cogeneration,16129,109.15,57,3.0,2.0,stairway,0
-1602124,6302,1,201809,1~10,2003,56.22,1,37.57470179939911,126.81497740346472,1150010900,540.0,407,7,16.0,5.0,individual,gas,10266,66.57,5,2.0,2.0,stairway,0
-1602125,4190,1,201809,1~10,1999,59.92,10,37.5730322811952,126.81906125520771,1150010900,239.0,202,4,15.0,11.0,individual,gas,7502,82.25,67,2.0,1.0,corridor,0
-1602127,5809,1,201809,1~10,2001,49.16,1,37.51344255380632,126.83542062809349,1147010100,374.0,470,5,15.0,10.0,district,cogeneration,147539,70.2,150,2.0,1.0,corridor,0
-1602132,4133,1,201809,1~10,2000,59.55,11,37.57043978101483,126.90859647138176,1144012600,354.0,282,3,19.0,17.0,individual,gas,7383,81.59,57,3.0,1.0,corridor,0
-1602134,4421,1,201809,1~10,1999,59.94,9,37.58878518355405,126.93816168305796,1141011100,255.0,192,3,23.0,16.0,individual,gas,31697,83.84,72,3.0,1.0,corridor,0
-1602136,20140,1,201809,1~10,2010,84.89,3,37.6388061,126.93460300000001,1138011400,274.0,189,7,11.0,5.0,district,cogeneration,54351,107.94,80,3.0,2.0,stairway,0
-1602137,19889,1,201809,1~10,2009,134.96,12,37.6334275,126.927402,1138011400,936.0,659,13,19.0,7.0,district,cogeneration,17421,168.27,49,4.0,2.0,,0
-1602141,2944,1,201809,1~10,1993,138.29,6,37.63980918354356,127.07555830276009,1135010400,666.0,498,6,15.0,11.0,individual,gas,6317,161.35,224,4.0,2.0,stairway,0
-1602147,5536,1,201809,1~10,1990,84.59,10,37.66629212244376,127.067537899562,1135010500,,348,5,15.0,7.0,central,gas,8816,102.49,216,3.0,2.0,stairway,0
-1602148,2891,1,201809,1~10,1997,134.97,15,37.65374246206204,127.0689045314728,1135010500,460.0,437,2,23.0,10.0,individual,gas,147178,148.98,90,4.0,2.0,stairway,0
-1602149,3702,1,201809,1~10,1995,84.84,13,37.672985477063605,127.05920128682743,1135010500,246.0,397,5,15.0,15.0,individual,gas,6550,102.96,382,3.0,2.0,stairway,0
-1602166,9865,1,201809,1~10,2005,84.88,17,37.62736094712756,127.0388422368932,1130510200,255.0,225,4,18.0,13.0,individual,gas,11861,109.88,225,3.0,2.0,stairway,0
-1602168,6078,1,201809,1~10,2003,105.9035,3,37.578322419455034,127.09044410360676,1126010100,330.0,256,4,19.0,16.0,individual,gas,9732,131.41,75,4.0,2.0,stairway,0
-1602171,4498,1,201809,1~10,1995,66.96,5,37.61363397657146,127.09513963308686,1126010600,763.0,763,8,15.0,12.0,district,cogeneration,7895,92.96,523,3.0,1.0,corridor,0
-1602172,21983,1,201809,1~10,2012,59.96,15,37.5874177,127.011525,1129011300,654.0,430,7,15.0,13.0,individual,gas,18903,81.51,30,3.0,2.0,stairway,0
-1602179,3768,1,201809,1~10,1999,114.84,9,37.6062623118109,127.06572141215764,1129013900,461.0,453,6,20.0,9.0,individual,gas,6695,144.98,98,4.0,2.0,stairway,0
-1602180,38423,1,201809,1~10,2018,59.81,11,37.5715287,127.04761,1123010500,903.0,764,8,30.0,22.0,individual,gas,155912,84.29,55,3.0,2.0,stairway,0
-1602181,3693,1,201809,1~10,2000,84.81,22,37.54414401948922,127.10152831767478,1121510400,1208.0,1170,13,25.0,14.0,individual,gas,147320,99.82,773,3.0,2.0,stairway,0
-1602182,512,1,201809,1~10,1987,66.03,14,37.54150078189653,127.1032672776403,1121510400,165.0,165,1,15.0,15.0,individual,gas,25783,89.88,75,2.0,1.0,corridor,0
-1602183,4559,1,201809,1~10,1978,196.0,11,37.55051866212927,127.10655247471432,1121510400,,576,14,13.0,12.0,central,gas,7980,221.49,180,6.0,2.0,stairway,0
-1602186,4210,1,201809,1~10,1996,59.96,2,37.551268805660975,127.07262607480259,1121510900,362.0,357,2,22.0,9.0,individual,gas,147395,72.47,170,3.0,1.0,stairway,0
-1602189,166,1,201809,1~10,1994,149.53,2,37.54070927879944,126.98882519947777,1117013000,500.0,400,16,5.0,5.0,central,gas,418,173.08,60,4.0,2.0,stairway,0
-1602190,22231,1,201809,1~10,2014,84.95,7,37.549254596839106,126.94107324716164,1144010800,760.0,558,6,25.0,14.0,individual,gas,19046,110.16,221,3.0,2.0,stairway,0
-1602191,17931,1,201809,1~10,2009,135.533,27,37.5625139447558,126.99782686628636,1114013200,536.0,273,2,32.0,20.0,individual,gas,94545,173.28,54,3.0,2.0,stairway,0
-1602193,12493,0,201809,1~10,2003,84.6991,3,35.22254984738584,129.08176258184602,2626010800,89.0,144,1,15.0,15.0,individual,gas,166349,110.2,29,3.0,2.0,stairway,0
-1602205,1109,1,201809,1~10,1994,84.85,14,37.61109107098002,127.06669061595105,1129013900,80.0,315,3,15.0,15.0,individual,gas,3064,99.68,150,3.0,2.0,stairway,0
-1602207,36413,1,201809,1~10,2017,59.855,4,37.5689701,126.966172,1111017700,736.0,589,8,20.0,8.0,,,150080,81.0,97,3.0,2.0,stairway,0
-1602210,2818,1,201809,1~10,1999,57.63,8,37.55506002671394,127.01449516875203,1114016200,2091.0,2282,19,20.0,8.0,individual,gas,5845,80.4,488,2.0,1.0,corridor,0
-1602212,9467,0,201809,1~10,1980,53.84,4,35.17145935790879,128.98575412292192,2653010300,140.0,280,7,5.0,5.0,individual,gas,40967,60.21,80,2.0,1.0,mixed,0
-1602213,5511,0,201809,1~10,1985,48.96,2,35.13967352081649,128.9819843909855,2653010700,,190,3,5.0,5.0,individual,gas,33482,55.44,45,3.0,2.0,stairway,0
-1602214,5509,0,201809,1~10,1999,74.13,18,35.140142423199336,128.98394856844564,2653010700,560.0,549,6,25.0,18.0,individual,gas,33471,95.13,212,3.0,1.0,stairway,0
-1602215,9334,0,201809,1~10,1975,81.52,4,35.16044817077569,129.10643972132223,2650010400,,104,4,5.0,5.0,individual,gas,40423,83.14,80,3.0,2.0,stairway,0
-1602219,6396,0,201809,1~10,2002,59.99100000000001,6,35.19395702329339,129.0683685376223,2647010100,572.0,502,5,29.0,19.0,individual,gas,34533,92.3,92,3.0,2.0,stairway,0
-1602223,16302,0,201809,1~10,1990,59.93,4,35.234238266417755,129.15066671135477,2635010100,,180,3,6.0,6.0,individual,-,48750,71.5,144,2.0,1.0,stairway,0
-1602224,4062,0,201809,1~10,1995,59.91,25,35.213826315534746,129.11752059106,2635010300,400.0,466,6,25.0,15.0,individual,gas,31235,74.91,216,2.0,1.0,stairway,0
-1602225,5803,0,201809,1~10,1992,83.76,14,35.18462404351985,129.12850293564162,2635010400,102.0,253,3,15.0,10.0,individual,gas,147536,102.26,191,3.0,2.0,stairway,0
-1602227,20590,0,201809,1~10,2013,84.9493,21,35.16654751658633,129.14257877017204,2635010500,1174.0,1059,11,25.0,22.0,individual,gas,54855,110.56,177,3.0,2.0,stairway,0
-1602233,6695,0,201809,1~10,1992,99.49,3,35.116831901301964,129.11721341679606,2629010700,268.0,499,5,19.0,14.0,individual,gas,34987,118.54,18,3.0,2.0,stairway,0
-1602243,4115,1,201809,1~10,2002,84.79,11,37.55403745044372,127.12710031436971,1174010700,627.0,490,4,28.0,18.0,individual,gas,7330,109.85,157,3.0,2.0,stairway,0
-1602249,3687,1,201809,1~10,2000,84.97,14,37.54471302389559,127.13442158557713,1174010900,551.0,526,5,25.0,14.0,individual,gas,6516,110.92,295,3.0,2.0,stairway,0
-1602250,6232,1,201809,1~10,2005,123.291,39,37.511105182611324,127.09391899789956,1171010100,1999.0,1461,3,46.0,41.0,district,cogeneration,93467,157.03,89,3.0,2.0,stairway,0
-1602257,2847,1,201809,1~10,1999,59.4,8,37.53213936544873,127.11683093827641,1171010300,384.0,384,4,19.0,8.0,district,cogeneration,5961,85.95,80,3.0,1.0,corridor,0
-1602258,805,1,201809,1~10,1994,84.85,13,37.527294759980784,127.11766054987221,1171010300,834.0,417,3,20.0,12.0,individual,gas,2145,106.22,297,3.0,2.0,stairway,0
-1602261,1333,1,201809,1~10,1983,158.61,7,37.506020899999996,127.11424,1171010400,748.0,576,6,12.0,12.0,district,cogeneration,3633,171.68,120,5.0,2.0,stairway,0
-1602262,9072,1,201809,1~10,2003,70.04,7,37.50298237200997,127.11737357959535,1171010400,111.0,106,1,15.0,8.0,individual,gas,39787,88.97,8,3.0,1.0,stairway,0
-1602266,2916,1,201809,1~10,1986,64.26,14,37.49379485656014,127.12858580223177,1171010700,217.0,435,4,15.0,15.0,district,cogeneration,6203,87.28,75,3.0,1.0,corridor,0
-1602271,704,1,201809,1~10,1997,59.73,7,37.49093646055816,127.14452459994486,1171011300,554.0,1004,6,12.0,8.0,district,cogeneration,1887,84.17,172,3.0,1.0,corridor,0
-1602272,25951,1,201809,1~10,2014,113.087,5,37.50955031944106,127.03898469560116,1168010800,671.0,368,4,30.0,16.0,district,cogeneration,20047,148.25,44,4.0,2.0,stairway,0
-1602273,830,1,201809,1~10,1995,84.97,9,37.49044865236474,127.03999696597414,1168011800,1077.0,1094,10,15.0,15.0,district,cogeneration,2207,112.0,674,3.0,1.0,corridor,0
-1602276,12290,1,201809,1~10,2006,116.85,2,37.484932307590476,127.02026611206024,1165010800,386.0,184,4,18.0,12.0,district,cogeneration,45532,147.27,45,3.0,2.0,stairway,0
-1602277,9052,1,201809,1~10,2006,84.98,7,37.50001135758656,127.02144179533349,1165010800,1442.0,990,15,27.0,15.0,district,cogeneration,147791,106.52,346,3.0,2.0,stairway,0
-1602278,23074,1,201809,1~10,2014,149.45,8,37.496613084529955,127.01958171432292,1165010800,429.0,280,3,31.0,25.0,district,cogeneration,19316,187.11,56,3.0,2.0,stairway,0
-1602282,11723,1,201809,1~10,2005,84.7,9,37.49853226039266,126.9231186626358,1159010800,228.0,200,2,19.0,19.0,individual,gas,12684,106.88,186,3.0,2.0,stairway,0
-1602283,2885,1,201809,1~10,2000,114.84,12,37.529661,126.90081200000002,1156011400,1140.0,976,13,25.0,11.0,central,gas,147160,129.89,240,4.0,2.0,stairway,0
-1602284,3876,1,201809,1~10,2000,84.85,3,37.5425287,126.889675,1156013000,304.0,263,3,18.0,9.0,individual,gas,6901,108.28,129,3.0,2.0,stairway,0
-1602290,906,1,201809,1~10,1993,84.93,6,37.551299603279794,126.86742252499559,1150010100,196.0,196,2,13.0,10.0,individual,gas,25970,104.14,196,3.0,2.0,stairway,0
-1602294,6136,1,201809,1~10,2002,84.0164,10,37.571057761562365,126.81017328971956,1150010900,279.0,228,2,15.0,7.0,individual,gas,9874,115.4,155,3.0,2.0,stairway,0
-1602296,1118,1,201809,1~10,1998,59.84,14,37.52444390125206,126.86858322749794,1147010200,212.0,182,2,19.0,12.0,district,cogeneration,26031,85.78,92,3.0,1.0,corridor,0
-1602298,20383,1,201809,1~10,2011,138.37,12,37.54244493353364,126.95336257160533,1144010300,613.0,132,2,20.0,20.0,individual,gas,95445,170.86,26,3.0,2.0,stairway,0
-1602302,33162,1,201809,1~10,2015,109.09,2,37.560398101806605,126.95238494873001,1141011000,1263.0,940,16,20.0,3.0,,,92192,146.63,13,4.0,3.0,stairway,0
-1602303,4016,1,201809,1~10,1989,59.97,1,37.58958451080253,126.93673891560968,1141011800,305.0,610,6,15.0,11.0,individual,gas,7148,74.6,76,3.0,1.0,stairway,0
-1602304,7991,1,201809,1~10,1989,75.11,5,37.60488986278904,126.92918815617872,1138010200,,132,1,12.0,11.0,individual,gas,37491,97.31,24,3.0,1.0,stairway,0
-1602305,17526,1,201809,1~10,2009,84.369,1,37.612646408687645,126.93700933079245,1138010300,677.0,603,11,12.0,7.0,individual,gas,14333,112.32,89,3.0,2.0,stairway,0
-1602306,9053,1,201809,1~10,2004,107.156,20,37.61223025436434,126.91680874795804,1138010400,234.0,175,1,24.0,20.0,individual,gas,97347,125.46,36,4.0,2.0,stairway,0
-1602310,1422,1,201809,1~10,1997,84.17,1,37.59350882643966,126.90861355593395,1138010900,282.0,445,5,15.0,12.0,individual,gas,3870,97.41,224,3.0,2.0,stairway,0
-1602311,18736,1,201809,1~10,2008,134.91,7,37.6420781,126.929348,1138011400,572.0,298,11,14.0,8.0,district,cogeneration,15807,165.94,43,4.0,2.0,stairway,0
-1602312,18734,1,201809,1~10,2008,134.97,13,37.644186637614425,126.92808124332984,1138011400,240.0,187,6,14.0,7.0,district,cogeneration,52741,175.65,3,4.0,3.0,stairway,0
-1602313,18731,1,201809,1~10,2008,134.26,10,37.644178000000004,126.922973,1138011400,883.0,707,11,14.0,7.0,individual,gas,15735,167.71,67,3.0,2.0,stairway,0
-1602321,21293,1,201809,1~10,2003,84.98,7,37.666468424139865,127.04559963901885,1132010600,371.0,225,4,21.0,20.0,individual,gas,95547,112.85,188,3.0,2.0,stairway,0
-1602324,8139,1,201809,1~10,2000,59.91,15,37.655791726173405,127.04086970291668,1132010700,208.0,205,2,18.0,18.0,individual,gas,11318,79.48,115,3.0,1.0,corridor,0
-1602327,1053,1,201809,1~10,1990,49.94,2,37.65009620000001,127.04433999999999,1132010700,1999.0,2856,32,15.0,5.0,district,cogeneration,2840,72.95,360,2.0,1.0,corridor,0
-1602329,9948,1,201809,1~10,2002,84.336,11,37.68763299875252,127.04866008470782,1132010800,230.0,200,3,19.0,11.0,individual,gas,11940,106.76,36,3.0,2.0,stairway,0
-1602330,12320,1,201809,1~10,2006,84.69,2,37.630580910570465,127.04440857929987,1135010200,236.0,225,4,15.0,7.0,individual,gas,13006,108.41,165,3.0,2.0,stairway,0
-1602335,5899,1,201809,1~10,2002,117.16799999999999,2,37.62754480203334,127.06998597760037,1135010300,436.0,342,4,19.0,19.0,individual,gas,9258,150.14,38,4.0,2.0,stairway,0
-1602342,3698,1,201809,1~10,2000,114.81,13,37.66321207756597,127.07715513174385,1135010500,711.0,634,6,23.0,15.0,central,gas,6536,142.16,156,4.0,2.0,stairway,0
-1602352,1504,1,201809,1~10,1998,84.99,1,37.64689234560561,127.0841001325462,1135010600,256.0,268,3,9.0,7.0,individual,gas,4048,106.52,268,3.0,2.0,stairway,0
-1602362,2939,1,201809,1~10,1999,59.42,12,37.60641285832117,127.01610875551887,1129013300,517.0,514,6,19.0,8.0,individual,gas,6297,79.62,284,3.0,1.0,corridor,0
-1602365,6066,1,201809,1~10,2004,114.98,11,37.60098614423668,127.03015416057758,1129013500,1346.0,1168,17,20.0,16.0,individual,gas,9700,139.86,226,4.0,2.0,stairway,0
-1602369,4166,1,201809,1~10,2000,84.92399999999999,16,37.61411365786053,127.080099027409,1126010400,175.0,171,1,19.0,5.0,individual,gas,31363,109.74,93,3.0,2.0,stairway,0
-1602370,2780,1,201809,1~10,1995,126.28,7,37.61605041054533,127.08820182591944,1126010400,2488.0,1244,28,12.0,5.0,district,cogeneration,5755,151.72,672,4.0,2.0,stairway,0
-1602373,6056,1,201809,1~10,2003,114.9,1,37.570919280397256,127.0637161922687,1123010500,297.0,228,3,19.0,9.0,individual,gas,9675,141.57,38,4.0,2.0,stairway,0
-1602379,5642,1,201809,1~10,2001,84.891,18,37.602565916795896,127.06979043891363,1123011000,617.0,490,7,25.0,8.0,individual,gas,8940,116.04,200,3.0,2.0,stairway,0
-1602381,4107,1,201809,1~10,2000,59.92,1,37.60135114339153,127.07019244863042,1123011000,705.0,601,4,25.0,13.0,individual,gas,7313,86.1,250,3.0,1.0,corridor,0
-1602389,19722,1,201809,1~10,2012,84.98,19,37.551292194948815,127.0245391485163,1120011000,1027.0,847,10,20.0,15.0,district,gas,17169,110.73,189,3.0,2.0,stairway,0
-1602398,2812,1,201809,1~10,1999,84.78,3,37.52007481304202,126.97793709247837,1117012900,787.0,834,10,22.0,7.0,district,cogeneration,5819,107.18,20,3.0,2.0,stairway,0
-1602399,12615,1,201809,1~10,2004,59.8,7,37.488424097552056,126.94443181589183,1162010100,329.0,281,5,23.0,14.0,individual,gas,13093,77.11,57,3.0,2.0,stairway,0
-1602424,9250,0,201809,1~10,1978,74.18,3,35.14423594679002,129.07272216439378,2629010900,,225,4,9.0,9.0,individual,gas,40073,103.8,81,3.0,2.0,stairway,0
-1602426,441,1,201809,1~10,1995,84.9,5,37.55651614238826,127.15219766034772,1174010200,456.0,448,4,22.0,14.0,central,gas,1158,119.01,218,3.0,2.0,stairway,0
-1602427,6700,1,201809,1~10,2004,59.97,7,37.556410512934974,127.13846256137451,1174010700,682.0,568,9,25.0,19.0,individual,gas,10721,84.09,122,3.0,2.0,stairway,0
-1602434,13750,1,201809,1~10,2007,176.613,3,37.51527506111074,127.04474284540545,1168010500,1335.0,713,11,22.0,13.0,district,cogeneration,13130,198.35,36,5.0,2.0,stairway,0
-1602435,370,1,201809,1~10,1993,134.71,8,37.48471911929594,127.08575421187336,1168011400,975.0,650,8,15.0,14.0,district,cogeneration,952,158.71,300,4.0,2.0,stairway,0
-1602437,1316,1,201809,1~10,1987,64.53,7,37.49910148189759,127.00088661200806,1165010700,538.0,414,4,12.0,8.0,district,cogeneration,3580,89.45,154,3.0,1.0,stairway,0
-1602441,621,1,201809,1~10,1993,84.87,17,37.4962997450762,127.01826533428566,1165010800,416.0,590,4,18.0,12.0,district,cogeneration,1646,105.86,0,3.0,2.0,stairway,0
-1602443,5923,1,201809,1~10,2002,118.321,2,37.4870806255384,126.96553169803549,1159010700,137.0,131,1,15.0,12.0,individual,gas,34210,147.11,14,4.0,2.0,stairway,0
-1602444,1282,1,201809,1~10,1991,129.66,14,37.4553836,126.889882,1154510200,1000.0,1000,13,24.0,9.0,district,cogeneration,146843,154.49,288,4.0,2.0,stairway,0
-1602446,2643,1,201809,1~10,1999,59.88,15,37.505845527472786,126.88059069115477,1153010100,2776.0,2298,27,27.0,19.0,individual,gas,5638,82.5,384,3.0,1.0,corridor,0
-1602449,304,1,201809,1~10,1999,84.87,14,37.5498374,126.877578,1150010100,708.0,570,8,24.0,19.0,individual,gas,668,102.77,285,3.0,2.0,stairway,0
-1602450,1264,1,201809,1~10,1999,84.39,5,37.56809723323131,126.84896503500644,1150010400,298.0,359,4,18.0,8.0,individual,gas,146834,106.55,178,3.0,2.0,stairway,0
-1602454,6279,1,201809,1~10,2003,84.98,9,37.51872156864128,126.87263383125584,1147010100,249.0,205,2,22.0,10.0,district,cogeneration,10198,107.92,75,3.0,2.0,stairway,0
-1602458,18425,1,201809,1~10,2010,118.28,20,37.54485415372522,126.92812246055149,1144011600,994.0,488,7,25.0,16.0,district,cogeneration,15210,146.78,88,4.0,2.0,stairway,0
-1602460,2957,1,201809,1~10,1998,59.58,16,37.57203498057885,126.95676724726128,1141010900,1351.0,1300,12,23.0,18.0,individual,gas,6370,80.63,350,3.0,1.0,stairway,0
-1602462,4442,1,201809,1~10,1999,59.96,5,37.56518725441301,126.92712498386996,1141011700,224.0,212,2,18.0,14.0,individual,gas,7821,85.67,140,3.0,1.0,corridor,0
-1602467,771,1,201809,1~10,1996,84.8,13,37.592742986071904,126.90631819258738,1138010900,175.0,180,1,17.0,10.0,individual,gas,25926,110.16,85,3.0,2.0,stairway,0
-1602468,19073,1,201809,1~10,2008,84.79,5,37.649119899999995,126.930231,1138011400,459.0,379,7,14.0,7.0,district,cogeneration,16343,108.12,98,3.0,2.0,stairway,0
-1602471,6261,1,201809,1~10,2004,54.74,9,37.626006335862655,127.08062381401028,1135010300,223.0,237,2,18.0,17.0,individual,gas,10148,77.18,132,3.0,1.0,corridor,0
-1602473,4509,1,201809,1~10,2000,84.83,6,37.623270738689314,127.08601280040152,1135010300,328.0,278,6,15.0,6.0,district,cogeneration,7910,100.17,113,3.0,2.0,stairway,0
-1602482,5049,1,201809,1~10,1992,84.88,4,37.657925119634854,127.06520934767609,1135010500,87.0,137,2,15.0,15.0,individual,gas,32750,102.87,122,3.0,2.0,stairway,0
-1602483,1065,1,201809,1~10,1991,45.77,11,37.655179085361645,127.0769111040038,1135010600,567.0,690,5,15.0,15.0,district,cogeneration,2900,63.6,180,1.0,1.0,corridor,0
-1602485,138,1,201809,1~10,1997,84.98,5,37.64702767020734,127.08127654659687,1135010600,344.0,424,3,15.0,9.0,individual,gas,346,109.12,200,3.0,2.0,stairway,0
-1602490,6014,1,201809,1~10,2002,84.93700000000001,10,37.665070018121,127.04581639552215,1132010600,328.0,288,5,20.0,16.0,individual,gas,9526,122.72,288,3.0,2.0,stairway,0
-1602494,4512,1,201809,1~10,1987,45.54,9,37.65400725371529,127.04236458539837,1132010700,558.0,694,5,14.0,12.0,district,gas,7917,60.1,154,1.0,1.0,corridor,0
-1602495,801,1,201809,1~10,1997,59.88,11,37.6597461351552,127.04804348725015,1132010700,1352.0,1352,15,24.0,20.0,district,cogeneration,2138,79.43,552,3.0,1.0,stairway,0
-1602500,4098,1,201809,1~10,1993,84.88,7,37.578837936996315,127.09484628199631,1126010100,177.0,174,2,15.0,12.0,individual,gas,31290,103.96,144,3.0,2.0,stairway,0
-1602501,10057,1,201809,1~10,2005,84.84299999999999,15,37.59929233556607,127.07746503362806,1126010300,207.0,103,1,15.0,15.0,individual,gas,166236,110.7,60,3.0,2.0,corridor,0
-1602503,9176,1,201809,1~10,2004,51.86,10,37.615070876831545,127.0768335309712,1126010400,124.0,100,1,14.0,14.0,individual,gas,166218,71.26,50,2.0,1.0,stairway,0
-1602504,2821,1,201809,1~10,1997,129.37,19,37.60852627362763,127.0962475430556,1126010600,782.0,800,6,26.0,16.0,district,cogeneration,5862,158.01,94,4.0,2.0,stairway,0
-1602511,6162,1,201809,1~10,2003,84.78,6,37.56972719205806,127.07460453004288,1123010600,2990.0,2182,22,28.0,12.0,individual,gas,9938,108.02,115,3.0,2.0,stairway,0
-1602512,20821,1,201809,1~10,2012,59.9819,13,37.5652961572814,127.0653820610274,1123010600,121.0,126,2,13.0,8.0,individual,gas,55051,75.27,26,3.0,2.0,stairway,0
-1602519,5235,1,201809,1~10,2001,84.7,1,37.53297663597097,127.069766272373,1121510500,267.0,252,4,18.0,6.0,individual,gas,8503,111.58,52,3.0,2.0,stairway,0
-1602523,3940,1,201809,1~10,2001,84.71,24,37.5461195,127.020077,1120011200,1610.0,1689,17,24.0,17.0,individual,gas,7004,109.27,308,3.0,2.0,stairway,0
-1602524,2907,1,201809,1~10,1999,59.7,6,37.54236320846385,127.01404009595741,1120011300,1401.0,1444,11,20.0,7.0,central,gas,6174,85.69,412,3.0,1.0,corridor,0
-1602526,6227,1,201809,1~10,2003,117.17399999999999,3,37.54604848490114,127.05595945975699,1120011500,884.0,604,7,25.0,16.0,individual,gas,10082,140.33,96,4.0,2.0,stairway,0
-1602527,3766,1,201809,1~10,1997,59.94,7,37.543584654650246,127.05313778528564,1120011500,106.0,141,1,18.0,6.0,individual,gas,30876,81.79,94,3.0,1.0,corridor,0
-1602528,16687,1,201809,1~10,2009,118.2,29,37.523790999999996,126.97182600000001,1117012700,2147.0,888,6,40.0,34.0,central,cogeneration,94329,150.2,64,3.0,2.0,stairway,0
-1602529,438,1,201809,1~10,1977,167.18,1,37.51702291074125,126.98205086344707,1117012900,192.0,192,2,12.0,12.0,district,cogeneration,25747,198.35,36,6.0,2.0,stairway,0
-1602539,560,0,201809,1~10,1995,84.87,7,35.22784735074155,129.16078613661276,2635010100,462.0,560,6,20.0,16.0,individual,gas,25834,104.21,560,3.0,2.0,stairway,0
-1602544,3506,0,201809,1~10,1999,84.99,14,35.12765848198063,129.08363058682806,2629011000,219.0,215,3,23.0,17.0,individual,gas,30122,99.46,90,3.0,2.0,stairway,0
-1602548,814,1,201809,1~10,1996,84.91,1,37.55788630563497,127.1459757149958,1174010200,692.0,807,8,19.0,9.0,individual,gas,146759,103.1,556,3.0,2.0,stairway,0
-1602549,5788,1,201809,1~10,2002,84.73,3,37.552076347954575,127.14030144736681,1174010700,251.0,203,4,14.0,9.0,individual,gas,9132,105.96,165,3.0,2.0,stairway,0
-1602560,2846,1,201809,1~10,1999,59.96,4,37.53074972555152,127.1152991723845,1171010300,633.0,557,7,20.0,6.0,district,cogeneration,147142,83.04,56,3.0,1.0,corridor,0
-1602561,5728,1,201809,1~10,2001,87.98,22,37.50472541783163,127.11867465830989,1171010400,1382.0,845,13,23.0,15.0,district,cogeneration,9044,119.48,86,3.0,2.0,stairway,0
-1602562,10044,1,201809,1~10,2004,84.98,1,37.50048548227683,127.10912765033993,1171010700,245.0,206,4,15.0,13.0,individual,gas,11985,106.48,206,3.0,2.0,stairway,0
-1602565,2917,1,201809,1~10,1999,84.42,16,37.501535777847366,127.12228854975237,1171010700,519.0,492,5,26.0,23.0,individual,gas,6204,108.34,317,3.0,2.0,stairway,0
-1602566,194,1,201809,1~10,1985,84.915,11,37.507156170705116,127.12408922689272,1171011100,720.0,480,6,15.0,15.0,district,gas,491,101.94,150,3.0,1.0,stairway,0
-1602567,9912,1,201809,1~10,2005,59.4,7,37.49751592497375,127.05004728330307,1168010100,1066.0,1050,12,22.0,12.0,district,cogeneration,11904,80.66,440,3.0,2.0,stairway,0
-1602569,318,1,201809,1~10,1986,84.92,14,37.51935401267267,127.03657357753029,1168010800,1096.0,548,6,14.0,12.0,district,gas,146654,102.55,380,3.0,1.0,stairway,0
-1602571,918,1,201809,1~10,1998,132.94,12,37.486515637518956,127.0518807120196,1168011800,902.0,199,2,31.0,23.0,district,cogeneration,93203,165.29,99,3.0,2.0,stairway,0
-1602572,18148,1,201809,1~10,1985,136.38,1,37.47706640800561,127.00251886660158,1165010100,460.0,418,6,11.0,11.0,central,gas,14858,160.79,286,4.0,2.0,stairway,0
-1602577,36220,1,201809,1~10,2016,83.6,2,37.4929593,127.025126,1165010800,621.0,421,4,33.0,24.0,district,,152891,110.37,94,3.0,2.0,stairway,0
-1602580,86,1,201809,1~10,1992,58.59,6,37.49204106588871,126.95836029796408,1162010100,2561.0,2134,26,15.0,12.0,individual,gas,150614,76.21,513,3.0,1.0,corridor,0
-1602585,658,1,201809,1~10,1986,67.27,4,37.45091824539777,126.8979242437796,1154510300,,233,2,13.0,8.0,individual,gas,1730,91.96,73,3.0,1.0,corridor,0
-1602587,1463,1,201809,1~10,1987,52.46,10,37.48632644322136,126.87737894811292,1153010200,,139,1,11.0,10.0,individual,gas,26186,72.21,40,2.0,1.0,corridor,0
-1602592,201,1,201809,1~10,1995,123.72,16,37.562342211908344,126.8465862142214,1150010200,1020.0,680,8,20.0,16.0,district,cogeneration,504,151.17,384,4.0,2.0,stairway,0
-1602601,332,1,201809,1~10,1988,82.74,12,37.58977235396887,126.90511267017244,1138010900,238.0,238,2,13.0,10.0,individual,gas,738,109.66,1,3.0,1.0,corridor,0
-1602603,7993,1,201809,1~10,2001,84.81,12,37.58315433745315,126.9082458114248,1138011000,164.0,122,1,18.0,13.0,individual,gas,37493,111.37,92,3.0,2.0,stairway,0
-1602604,18740,1,201809,1~10,2009,59.63,3,37.633791828406856,126.92081338166416,1138011400,1115.0,947,16,15.0,9.0,district,cogeneration,15857,79.62,26,3.0,2.0,stairway,0
-1602605,9969,1,201809,1~10,2005,59.8587,1,37.62903579329209,127.05867701811357,1135010200,262.0,223,4,15.0,7.0,individual,gas,11951,78.93,85,3.0,2.0,stairway,0
-1602606,4015,1,201809,1~10,2000,84.98,7,37.61855350470444,127.06258335349136,1135010200,1525.0,1281,11,27.0,9.0,individual,gas,7144,109.36,441,3.0,2.0,stairway,0
-1602607,3724,1,201809,1~10,2000,84.65,6,37.623574695423066,127.08921661082368,1135010300,537.0,436,11,10.0,8.0,district,cogeneration,6607,105.95,436,3.0,2.0,stairway,0
-1602615,827,1,201809,1~10,1998,114.96,18,37.65118271383695,127.07052488671098,1135010600,618.0,508,5,23.0,12.0,district,cogeneration,2191,142.63,176,4.0,2.0,stairway,0
-1602622,18398,1,201809,1~10,2010,113.89,1,37.617310557202714,127.02040166237991,1130510100,1580.0,1330,22,25.0,6.0,individual,gas,15176,141.46,192,4.0,2.0,stairway,0
-1602624,8748,1,201809,1~10,2005,84.8681,10,37.58930715224304,127.0237499935912,1129012100,588.0,528,12,15.0,7.0,individual,gas,11543,105.73,206,3.0,2.0,stairway,0
-1602625,815,1,201809,1~10,1994,84.9,6,37.5811957,127.017276,1129012800,218.0,218,3,15.0,9.0,individual,gas,146764,101.51,162,3.0,2.0,stairway,0
-1602626,6223,1,201809,1~10,2003,84.57,1,37.5856196,127.01671100000002,1129013200,480.0,431,8,15.0,6.0,individual,gas,10061,112.45,105,3.0,2.0,stairway,0
-1602630,21279,1,201809,1~10,2005,84.97,3,37.61007081945568,127.01651726631724,1129013400,473.0,434,6,18.0,13.0,individual,gas,18665,112.33,257,3.0,2.0,stairway,0
-1602633,6022,1,201809,1~10,2003,114.98,5,37.60583919100932,127.02024903938057,1129013400,1306.0,1125,15,20.0,8.0,individual,gas,9549,136.16,224,4.0,2.0,stairway,0
-1602635,4386,1,201809,1~10,1998,59.91,13,37.588919389687284,127.07295702480177,1126010100,282.0,266,2,19.0,9.0,individual,gas,7760,86.92,153,3.0,1.0,mixed,0
-1602636,14464,1,201809,1~10,2006,104.882,2,37.57735555904856,127.09173348792083,1126010100,201.0,165,3,12.0,7.0,individual,gas,46393,123.52,12,4.0,2.0,stairway,0
-1602637,18996,1,201809,1~10,2010,101.9,7,37.61384506222776,127.07755261463473,1126010400,648.0,274,2,35.0,26.0,individual,gas,95066,132.24,112,3.0,2.0,stairway,0
-1602643,2489,1,201809,1~10,1996,84.6,9,37.53565785185175,127.07004031431808,1121510500,344.0,329,2,22.0,9.0,individual,gas,5149,125.62,28,3.0,2.0,corridor,0
-1602644,2491,1,201809,1~10,1988,51.57,5,37.5343893,127.07422,1121510500,,656,6,15.0,13.0,individual,gas,147039,69.14,182,2.0,1.0,corridor,0
-1602646,4552,1,201809,1~10,2001,59.79,10,37.56138308590658,127.02585537280243,1120010200,531.0,458,7,24.0,9.0,individual,gas,7961,87.07,137,2.0,1.0,corridor,0
-1602653,36765,0,201809,1~10,2017,79.9755,2,35.2030830383301,129.20764160156298,2671025034,613.0,549,12,13.0,11.0,individual,gas,152045,106.27,49,3.0,2.0,stairway,0
-1602664,37084,1,201809,1~10,2018,84.97,18,37.55079179999999,127.163808,1174010300,0.0,687,13,25.0,9.0,,,152698,113.08,70,3.0,2.0,stairway,0
-1602666,867,1,201809,1~10,1994,84.75,7,37.53716555631994,127.14417929360307,1174010500,456.0,811,6,18.0,12.0,individual,gas,146770,108.45,324,3.0,2.0,stairway,0
-1602667,741,1,201809,1~10,1983,102.8,7,37.5391676392429,127.14849184920452,1174010500,713.0,969,11,12.0,12.0,central,gas,1995,112.4,108,3.0,1.0,corridor,0
-1602670,7632,1,201809,1~10,2003,84.38,3,37.53323462886736,127.13091175307551,1174010800,265.0,203,3,15.0,9.0,individual,gas,11088,114.42,29,3.0,2.0,stairway,0
-1602674,1498,1,201809,1~10,1988,84.705,2,37.489071700000004,127.11548700000002,1171010800,4494.0,4494,56,15.0,13.0,district,cogeneration,4035,103.12,900,3.0,1.0,stairway,0
-1602676,598,1,201809,1~10,1988,84.98,3,37.49793755208166,127.136726081428,1171011200,,750,6,14.0,13.0,district,cogeneration,1596,104.82,246,3.0,2.0,stairway,0
-1602678,23256,1,201809,1~10,2014,91.96,5,37.47412411798923,127.09408976051222,1168011200,1554.0,1020,20,15.0,15.0,district,cogeneration,19383,118.8,419,4.0,2.0,stairway,0
-1602680,1279,1,201809,1~10,1984,84.5,11,37.49127214686581,127.07930730033905,1168011400,292.0,364,4,13.0,13.0,district,cogeneration,146838,91.41,1,3.0,2.0,mixed,0
-1602682,2436,1,201809,1~10,2000,114.69,7,37.489592906789106,126.95555290073528,1162010100,1664.0,1261,10,24.0,15.0,individual,gas,4948,141.16,355,4.0,2.0,stairway,0
-1602683,15983,1,201809,1~10,2012,59.7754,5,37.495407955595,126.95087235480804,1159010200,1971.0,1559,22,18.0,10.0,individual,gas,13719,82.99,156,3.0,2.0,stairway,0
-1602684,4045,1,201809,1~10,1993,59.89,9,37.5096874806355,126.95181307320293,1159010400,1530.0,765,9,12.0,9.0,central,gas,7192,77.16,132,2.0,1.0,corridor,0
-1602686,20157,1,201809,1~10,2012,84.98,1,37.5032122257823,126.96544285543273,1159010500,1155.0,863,14,19.0,7.0,individual,gas,17848,108.76,180,3.0,2.0,stairway,0
-1602688,694,1,201809,1~10,1971,79.24,7,37.520777378761906,126.93720428886728,1156011000,,1790,24,13.0,12.0,district,cogeneration,1821,79.24,672,2.0,1.0,corridor,0
-1602690,894,1,201809,1~10,1986,49.64,9,37.505326904911534,126.90041526487656,1156013200,1100.0,688,6,14.0,12.0,individual,gas,2373,67.33,182,2.0,1.0,corridor,0
-1602691,9039,1,201809,1~10,2002,82.8,12,37.4673140735593,126.89910470434721,1154510200,132.0,125,2,13.0,6.0,individual,gas,39758,120.12,22,3.0,2.0,stairway,0
-1602692,4358,1,201809,1~10,1997,84.97,3,37.507643356618864,126.88734222462601,1153010100,123.0,120,1,17.0,9.0,individual,gas,31606,128.11,9,3.0,2.0,corridor,0
-1602694,516,1,201809,1~10,1997,84.93,1,37.552725070430576,126.86911753741505,1150010100,327.0,350,3,20.0,18.0,individual,gas,1348,108.63,154,3.0,2.0,stairway,0
-1602696,335,1,201809,1~10,1997,59.91,15,37.559197331741146,126.85628983326643,1150010200,500.0,317,3,20.0,15.0,individual,cogeneration,745,87.42,169,2.0,1.0,corridor,0
-1602699,440,1,201809,1~10,1999,59.4,3,37.54265478877573,126.93266431042791,1144011200,243.0,219,2,25.0,16.0,individual,gas,1157,87.91,127,3.0,1.0,corridor,0
-1602700,7559,1,201809,1~10,2006,84.9406,3,37.571706137610114,126.90574233622836,1144012600,567.0,499,9,25.0,20.0,individual,gas,11023,107.51,188,3.0,2.0,stairway,0
-1602701,20197,1,201809,1~10,2010,84.94,2,37.583391024966616,126.87895438180723,1144012700,1175.0,1036,16,15.0,10.0,district,cogeneration,17907,114.84,82,3.0,2.0,stairway,0
-1602707,6424,1,201809,1~10,1997,59.75,3,37.62398920896835,127.07902216187631,1135010300,140.0,130,1,14.0,6.0,individual,gas,34601,78.5,44,3.0,1.0,corridor,0
-1602708,858,1,201809,1~10,1997,84.6,1,37.63944084529789,127.0709397963343,1135010400,779.0,700,10,15.0,12.0,individual,gas,2276,106.17,700,3.0,2.0,stairway,0
-1602710,3760,1,201809,1~10,1988,44.5,2,37.6548060942959,127.03514403506304,1132010500,,264,2,12.0,8.0,individual,gas,6665,62.54,160,2.0,2.0,corridor,0
-1602713,19468,1,201809,1~10,2010,84.867,7,37.61275409943253,127.02581425246099,1130510100,402.0,376,5,15.0,7.0,individual,gas,16768,106.27,59,3.0,2.0,stairway,0
-1602714,2912,1,201809,1~10,1998,59.79,14,37.6033364562046,127.02800796765351,1129010300,517.0,499,5,20.0,1.0,individual,gas,6187,83.72,257,2.0,1.0,corridor,0
-1602715,23773,1,201809,1~10,2013,124.181,1,37.58267717043582,127.01584098206156,1129013200,561.0,440,7,15.0,12.0,individual,gas,19533,157.08,29,4.0,2.0,stairway,0
-1602717,19318,1,201809,1~10,2011,114.98,4,37.59928982267196,127.03859663012321,1129013500,1011.0,837,10,24.0,16.0,individual,gas,16612,143.33,90,4.0,2.0,mixed,0
-1602719,6079,1,201809,1~10,2003,84.9353,8,37.60314476879801,127.09273905737821,1126010200,,582,11,27.0,15.0,individual,gas,9736,113.07,415,3.0,2.0,stairway,0
-1602720,917,1,201809,1~10,1997,84.98,8,37.57486436940351,127.0660243607457,1123010500,424.0,496,5,18.0,7.0,individual,gas,2424,106.5,276,3.0,2.0,stairway,0
-1602723,11759,1,201809,1~10,2007,84.69,4,37.546937833091995,127.1048318652958,1121510400,353.0,302,8,12.0,8.0,individual,gas,12691,107.5,111,3.0,2.0,stairway,0
-1602724,9404,1,201809,1~10,2007,135.61,30,37.53780427161658,127.07263111759443,1121510500,3869.0,1177,4,58.0,35.0,individual,gas,93807,178.51,30,3.0,2.0,,0
-1602725,5525,1,201809,1~10,1989,80.1,2,37.53326959704649,127.07398439756868,1121510500,729.0,405,3,15.0,15.0,individual,gas,8804,96.43,150,3.0,1.0,stairway,0
-1602726,4118,1,201809,1~10,1997,59.79,14,37.52947874492058,127.08392740185869,1121510500,142.0,150,1,19.0,7.0,individual,gas,31308,85.95,70,4.0,1.0,corridor,0
-1602730,6259,1,201809,1~10,2005,84.94,5,37.55854941333123,127.02983373377295,1120010700,224.0,208,3,15.0,10.0,individual,gas,10141,103.77,78,3.0,2.0,stairway,0
-1602731,728,1,201809,1~10,1996,114.72,11,37.550253109685286,127.02949998343617,1120010800,242.0,434,4,15.0,12.0,individual,gas,1953,136.39,28,4.0,2.0,stairway,0
-1602735,6640,1,201809,1~10,2006,155.586,13,37.524348071035476,126.86991828578219,1147010200,1897.0,576,4,40.0,32.0,district,cogeneration,93629,183.03,220,4.0,2.0,,0
-1602737,9335,0,201809,1~10,1997,69.29,15,35.151383971738504,129.11401369623752,2650010400,150.0,198,1,16.0,16.0,individual,gas,40426,89.48,32,3.0,1.0,stairway,0
-1602743,334,1,201809,1~10,1998,105.71,13,37.53924112934988,127.14147224550169,1174010500,140.0,128,1,17.0,5.0,individual,gas,25734,133.58,34,4.0,2.0,stairway,0
-1602745,17169,1,201809,1~10,2005,59.946999999999996,12,37.49877740616262,127.04987623178828,1168010100,852.0,840,12,25.0,15.0,district,cogeneration,14107,81.07,64,3.0,2.0,stairway,0
-1602747,3865,1,201809,1~10,2000,59.88,12,37.496387634453626,127.0584011881355,1168010600,1259.0,960,14,25.0,7.0,district,cogeneration,6879,85.68,249,3.0,1.0,corridor,0
-1602748,1625,1,201809,1~10,1992,39.98,7,37.4926338007887,127.09028187591879,1168011400,308.0,2934,21,15.0,12.0,district,cogeneration,4157,58.75,228,2.0,1.0,corridor,0
-1602750,5942,1,201809,1~10,2002,120.78,39,37.488222798280695,127.05443731648684,1168011800,3695.0,1297,4,66.0,29.0,district,cogeneration,93257,161.76,42,3.0,2.0,stairway,0
-1602751,5943,1,201809,1~10,2003,124.11,36,37.489711237492244,127.0544926721875,1168011800,2376.0,813,2,55.0,10.0,district,cogeneration,93271,165.38,18,3.0,2.0,,0
-1602757,37467,1,201809,1~10,2018,84.98,20,37.488107,126.973021,1159010700,876.0,668,6,25.0,20.0,individual,gas,154451,111.01,112,3.0,2.0,stairway,0
-1602758,18401,1,201809,1~10,2009,59.99,3,37.49336487922954,126.97521747148576,1159010700,157.0,151,5,9.0,4.0,individual,gas,52107,80.82,27,3.0,2.0,stairway,0
-1602760,6058,1,201809,1~10,2003,163.83,25,37.49143609225211,126.92336565906399,1159010900,649.0,246,1,49.0,44.0,central,gas,166129,213.25,86,4.0,3.0,stairway,0
-1602763,2856,1,201809,1~10,1998,59.99,10,37.5185825,126.88282099999999,1156012400,240.0,218,3,19.0,14.0,individual,gas,5991,77.77,71,3.0,1.0,stairway,0
-1602765,2576,1,201809,1~10,1998,44.64,9,37.48934033417104,126.88926030675863,1153010200,774.0,1285,10,25.0,6.0,central,gas,5439,66.12,801,3.0,1.0,corridor,0
-1602767,1195,1,201809,1~10,1995,84.81,9,37.5495399,126.861181,1150010200,212.0,221,3,10.0,7.0,individual,gas,3259,105.85,95,3.0,2.0,stairway,0
-1602768,262,1,201809,1~10,1993,49.5,6,37.558722993032816,126.8635341506944,1150010400,297.0,1005,6,15.0,15.0,district,cogeneration,601,71.83,300,3.0,1.0,corridor,0
-1602770,283,1,201809,1~10,1993,84.95,7,37.579602388652475,126.81218031734548,1150010900,877.0,686,9,14.0,11.0,district,cogeneration,633,104.12,294,3.0,2.0,stairway,0
-1602772,7160,1,201809,1~10,2000,162.3,8,37.53217976552792,126.87681968700909,1147010200,658.0,321,4,31.0,15.0,district,cogeneration,93655,192.88,98,4.0,2.0,mixed,0
-1602773,4567,1,201809,1~10,1986,66.6,14,37.52902881565363,126.86914085093376,1147010200,1285.0,2550,34,15.0,5.0,district,cogeneration,8007,89.88,959,3.0,1.0,corridor,0
-1602774,10051,1,201809,1~10,2003,59.648,14,37.52046381898354,126.83850470599512,1147010300,149.0,150,3,15.0,15.0,individual,gas,42273,74.85,60,3.0,2.0,stairway,0
-1602776,2974,1,201809,1~10,2000,84.95,10,37.537979281873405,126.95261858314933,1144010400,1017.0,914,10,20.0,17.0,central,gas,6432,107.98,514,3.0,2.0,stairway,0
-1602777,2973,1,201809,1~10,1996,128.26,7,37.539424978549654,126.95386230877645,1144010400,738.0,1021,11,16.0,8.0,central,gas,147213,148.78,344,4.0,2.0,stairway,0
-1602778,4132,1,201809,1~10,2000,46.8,18,37.56848929843356,126.91238855827488,1144012500,195.0,172,1,19.0,6.0,individual,gas,31325,65.7,18,2.0,1.0,corridor,0
-1602779,7685,1,201809,1~10,2004,118.085,6,37.56993251545588,126.90976073830544,1144012600,129.0,102,2,16.0,11.0,individual,gas,36874,141.5,26,4.0,2.0,stairway,0
-1602780,7989,1,201809,1~10,2001,84.97,5,37.586708497901114,126.93665530194299,1141011100,137.0,123,1,16.0,8.0,individual,gas,37487,111.45,43,3.0,2.0,stairway,0
-1602781,4415,1,201809,1~10,2002,114.705,5,37.561519848386986,126.92951444367428,1141011700,637.0,562,7,22.0,16.0,individual,gas,7783,141.81,120,4.0,2.0,stairway,0
-1602782,5034,1,201809,1~10,2001,59.61,6,37.576434894234616,126.93917715886542,1141011700,600.0,581,8,22.0,8.0,individual,gas,147460,87.55,128,3.0,1.0,corridor,0
-1602784,9926,1,201809,1~10,2005,59.788000000000004,3,37.571988961710744,126.91265613489557,1141012000,576.0,503,10,15.0,5.0,individual,gas,147827,84.16,214,3.0,2.0,stairway,0
-1602786,19806,1,201809,1~10,2011,113.92,11,37.6031149300734,126.90598810032331,1138010800,477.0,400,7,15.0,10.0,individual,gas,17279,147.98,71,4.0,2.0,stairway,0
-1602787,8081,1,201809,1~10,1992,83.04,4,37.60237559755064,126.90533674311764,1138010900,188.0,298,2,15.0,8.0,individual,gas,11311,101.57,228,3.0,2.0,stairway,0
-1602788,4299,1,201809,1~10,1998,84.93,9,37.62967241561706,127.04520103937722,1135010200,151.0,154,1,20.0,9.0,individual,gas,31523,108.39,69,3.0,2.0,stairway,0
-1602790,4388,1,201809,1~10,1996,80.28,9,37.62954240071154,127.0459078628393,1135010200,126.0,199,2,17.0,8.0,individual,gas,31645,100.35,146,3.0,2.0,stairway,0
-1602805,7139,1,201809,1~10,1995,58.14,6,37.64809606724297,127.07328229143158,1135010600,330.0,330,3,11.0,11.0,district,cogeneration,10932,79.12,330,3.0,1.0,corridor,0
-1602807,7138,1,201809,1~10,1993,115.47,12,37.651937420686934,127.07952317708069,1135010600,1353.0,960,17,15.0,10.0,central,gas,10931,137.88,888,4.0,2.0,stairway,0
-1602817,10250,1,201809,1~10,2004,84.89,8,37.640437501650965,127.03414927062248,1132010700,114.0,111,1,15.0,11.0,individual,gas,42586,105.85,51,3.0,2.0,stairway,0
-1602826,6193,1,201809,1~10,2002,84.61399999999999,1,37.59232155089183,127.06684597161592,1123010900,278.0,208,2,19.0,8.0,individual,gas,10013,113.0,106,3.0,2.0,stairway,0
-1602828,15778,1,201809,1~10,2007,84.96,20,37.532988443562864,127.06806014133952,1121510500,490.0,260,3,25.0,24.0,individual,gas,94285,104.04,88,3.0,2.0,stairway,0
-1602836,19582,1,201809,1~10,2009,117.13,21,37.54123529245703,127.05214038152941,1120011500,800.0,445,5,29.0,18.0,individual,gas,16928,151.4,17,3.0,2.0,stairway,0
-1602837,4583,1,201809,1~10,2000,84.97,5,37.535793,127.052555,1120011500,220.0,202,2,19.0,12.0,individual,gas,8036,112.21,126,3.0,2.0,stairway,0
-1602840,305,1,201809,1~10,1999,43.02,21,37.523936522117296,126.958034875538,1117012900,539.0,499,6,22.0,18.0,district,cogeneration,673,61.35,84,2.0,1.0,corridor,0
-1602841,1506,1,201809,1~10,1999,59.79,17,37.549076,127.14621299999999,1174010100,819.0,772,2,23.0,8.0,individual,gas,146926,81.74,271,2.0,1.0,corridor,0
-1602845,15068,1,201809,1~10,2006,84.89,6,37.47832226811279,126.94502719285593,1162010100,471.0,374,7,15.0,6.0,individual,gas,13427,111.69,50,3.0,2.0,stairway,0
-1602846,21814,1,201809,1~10,2012,64.99,26,37.50267698944269,127.1200059204433,1171010400,883.0,794,9,28.0,14.0,district,cogeneration,18801,88.05,54,3.0,2.0,stairway,0
-1602851,17780,0,201809,1~10,2006,59.6054,8,35.190211870971424,129.12497354209708,2635010400,775.0,846,8,23.0,7.0,individual,gas,51084,82.14,327,3.0,1.0,stairway,0
-1602854,2900,1,201809,1~10,1983,164.55,6,37.49714044981198,126.98974090077334,1165010100,264.0,481,6,13.0,12.0,district,cogeneration,6146,180.22,148,5.0,2.0,stairway,0
-1602855,22870,1,201809,1~10,2013,84.9145,10,37.48332191189142,126.98365539899295,1165010100,1170.0,744,11,18.0,10.0,individual,gas,19280,109.67,165,3.0,2.0,stairway,0
-1602857,22152,1,201809,1~10,2012,59.97,17,37.45740138628378,127.01807050797792,1165010300,1274.0,1082,12,25.0,12.0,individual,gas,19018,82.07,16,3.0,2.0,stairway,0
-1602859,33299,1,201809,1~10,2015,84.96799999999999,4,37.57329940795898,126.9209976196289,1141012000,304.0,284,5,20.0,9.0,district,cogeneration,91759,112.4,63,3.0,2.0,stairway,0
-1602860,18421,1,201809,1~10,2009,59.99,7,37.5566045,127.031756,1120010700,,465,7,15.0,9.0,individual,gas,15203,82.55,181,3.0,2.0,stairway,0
-1602861,18598,1,201809,1~10,2010,166.24,29,37.559402531080366,126.98321776738877,1114012200,658.0,236,2,33.0,33.0,individual,gas,94910,204.25,58,3.0,2.0,stairway,0
-1602868,227,0,201809,1~10,1999,59.93,14,35.232087204975905,129.09035775831413,2641010900,1599.0,1270,13,25.0,22.0,individual,gas,25658,81.5,238,2.0,1.0,stairway,0
-1602869,7730,0,201809,1~10,2005,84.97,3,35.19693027831231,129.12500366029082,2635010300,1357.0,1166,12,25.0,17.0,individual,gas,36981,109.12,579,3.0,2.0,stairway,0
-1602873,9394,0,201809,1~10,1991,49.95,11,35.16750754103443,129.1557114497244,2635010500,,231,1,13.0,9.0,individual,gas,40726,63.1,33,2.0,1.0,corridor,0
-1602875,15820,0,201809,1~10,2008,130.1762,30,35.132675076346146,129.11096732655312,2629010700,2446.0,1149,9,39.0,30.0,individual,gas,48160,165.18,403,4.0,2.0,stairway,0
-1602878,549,1,201809,1~10,1984,71.2,6,37.54720192316077,127.14771113299678,1174010100,654.0,768,10,15.0,10.0,individual,gas,1434,94.38,96,3.0,1.0,corridor,0
-1602881,1130,1,201809,1~10,1997,84.3,8,37.54876401536862,127.12783823659728,1174010900,226.0,174,1,18.0,7.0,individual,gas,26042,96.13,59,3.0,2.0,stairway,0
-1602882,1280,1,201809,1~10,1991,58.08,2,37.54576852243732,127.13483537827223,1174010900,84.0,224,2,15.0,8.0,individual,gas,3502,76.03,39,3.0,1.0,corridor,0
-1602883,19702,1,201809,1~10,2009,84.83,10,37.5673429,127.17645900000001,1174011000,831.0,748,10,15.0,11.0,district,cogeneration,17140,109.92,122,3.0,2.0,stairway,0
-1602894,14453,1,201809,1~10,2007,59.88,23,37.50991803073123,127.09114418702444,1171010100,4900.0,3696,46,32.0,19.0,district,cogeneration,13277,84.7,740,3.0,2.0,stairway,0
-1602896,9449,1,201809,1~10,1979,99.0,9,37.51957733762908,127.09940005627064,1171010200,2100.0,2100,21,14.0,14.0,district,cogeneration,11799,126.78,336,3.0,2.0,corridor,0
-1602898,5727,1,201809,1~10,2001,143.02,6,37.497890961141024,127.11628902795367,1171010700,536.0,264,5,23.0,16.0,district,cogeneration,147514,170.81,129,4.0,2.0,,0
-1602899,9044,1,201809,1~10,2006,141.17,15,37.495064853896295,127.12043702114711,1171010700,716.0,324,2,24.0,9.0,individual,gas,93746,176.38,16,4.0,2.0,stairway,0
-1602900,125,1,201809,1~10,1984,120.4,12,37.49569686079808,127.13267814649176,1171010700,1110.0,555,7,15.0,15.0,central,,321,139.57,210,4.0,2.0,stairway,0
-1602902,193,1,201809,1~10,1988,84.11,2,37.49948885604415,127.118593993627,1171010700,443.0,443,4,15.0,11.0,district,cogeneration,483,104.39,108,3.0,1.0,stairway,0
-1602904,33615,1,201809,1~10,2016,84.9725,12,37.4803555,127.12341599999999,1171010800,1399.0,999,10,19.0,17.0,district,cogeneration,149743,115.69,281,3.0,2.0,stairway,0
-1602905,43,1,201809,1~10,1996,84.81,14,37.48167039017469,127.12571133933722,1171010800,545.0,545,5,15.0,13.0,district,cogeneration,118,103.86,485,3.0,2.0,stairway,0
-1602906,19330,1,201809,1~10,2008,59.97,3,37.47925292097956,127.128285018141,1171010900,706.0,700,5,20.0,10.0,individual,gas,16632,83.44,158,3.0,2.0,stairway,0
-1602908,18751,1,201809,1~10,2008,84.98,10,37.48374940892789,127.13276555897801,1171010900,720.0,625,10,19.0,11.0,individual,gas,15877,105.0,207,3.0,2.0,stairway,0
-1602909,6709,1,201809,1~10,2004,115.17,9,37.51138912410199,127.1223272449523,1171011100,204.0,104,2,12.0,9.0,individual,gas,35033,142.27,74,4.0,2.0,stairway,0
-1602910,11503,1,201809,1~10,2006,144.641,3,37.499316059682535,127.04579183056141,1168010100,914.0,541,7,21.0,12.0,district,cogeneration,12655,181.03,41,4.0,2.0,stairway,0
-1602912,22513,1,201809,1~10,2014,92.62,4,37.50250161866783,127.04680709272422,1168010100,589.0,411,6,25.0,7.0,district,cogeneration,19149,117.38,182,3.0,2.0,stairway,0
-1602913,248,1,201809,1~10,1992,39.53,10,37.494986600000004,127.07713799999999,1168010300,700.0,822,6,15.0,13.0,district,cogeneration,571,56.5,322,3.0,1.0,corridor,0
-1602914,11516,1,201809,1~10,2005,148.5,8,37.51312226805192,127.04779551425709,1168010500,276.0,118,3,13.0,7.0,individual,gas,44413,174.41,24,5.0,2.0,stairway,0
-1602917,14795,1,201809,1~10,2008,59.96,1,37.49500191860841,127.05456436526129,1168010600,1171.0,768,11,25.0,18.0,district,cogeneration,13359,78.71,150,3.0,2.0,stairway,0
-1602919,2930,1,201809,1~10,2002,59.8,9,37.5087309956466,127.01015663069235,1165010600,1025.0,991,8,20.0,6.0,individual,gas,6255,81.33,116,3.0,1.0,corridor,0
-1602922,3986,1,201809,1~10,1988,84.69,4,37.472814899999996,126.96555900000001,1162010100,300.0,251,3,15.0,3.0,central,gas,7106,112.8,45,3.0,1.0,stairway,0
-1602926,20309,1,201809,1~10,2010,122.61,9,37.4968246842724,126.94357971753195,1159010200,192.0,141,4,10.0,7.0,individual,gas,54544,154.72,32,5.0,2.0,mixed,0
-1602929,24592,1,201809,1~10,2014,46.203,12,37.524383473983995,126.89870209457716,1156011300,146.0,146,2,19.0,9.0,individual,gas,57919,66.66,12,2.0,1.0,stairway,0
-1602931,19335,1,201809,1~10,2008,84.935,9,37.461012499110176,126.89306828306788,1154510200,216.0,187,5,25.0,15.0,individual,gas,53370,109.12,140,3.0,2.0,stairway,0
-1602934,2615,1,201809,1~10,1988,72.33,10,37.49610859294836,126.893058972549,1153010200,238.0,397,3,15.0,11.0,individual,gas,5587,97.97,119,3.0,1.0,corridor,0
-1602935,230,1,201809,1~10,1999,59.95,6,37.503024354047405,126.85547472185714,1153010600,1179.0,987,13,21.0,4.0,district,cogeneration,549,84.63,35,3.0,1.0,stairway,0
-1602938,5901,1,201809,1~10,2002,59.91,4,37.498385433634255,126.8410220865737,1153010800,339.0,299,5,20.0,14.0,individual,gas,9264,80.66,120,3.0,2.0,stairway,0
-1602939,523,1,201809,1~10,1993,84.93,11,37.55006805392276,126.87160276368935,1150010100,133.0,140,1,15.0,9.0,individual,gas,25796,105.08,17,3.0,2.0,stairway,0
-1602940,3812,1,201809,1~10,2000,59.94,12,37.55592120832054,126.8622536035898,1150010200,293.0,241,3,19.0,17.0,individual,gas,147335,79.34,57,3.0,1.0,stairway,0
-1602942,6077,1,201809,1~10,2003,134.99,2,37.55518657785274,126.84804044324358,1150010300,1979.0,1164,21,25.0,12.0,individual,gas,9728,170.4,225,4.0,2.0,stairway,0
-1602948,21931,1,201809,1~10,2015,84.99,11,37.54725646972656,126.84075927734376,1150010300,4418.0,2603,37,21.0,8.0,district,cogeneration,18869,112.34,300,3.0,2.0,stairway,0
-1602949,9110,1,201809,1~10,2005,84.9941,9,37.57227119209857,126.81863746954487,1150010900,138.0,116,2,15.0,8.0,individual,gas,39831,108.2,88,3.0,2.0,stairway,0
-1602954,10607,1,201809,1~10,2004,59.87,8,37.52044900128154,126.84910185394658,1147010100,95.0,111,1,15.0,6.0,individual,gas,43165,76.13,85,3.0,2.0,stairway,0
-1602955,6668,1,201809,1~10,2002,84.99,10,37.513288971654795,126.83904499533793,1147010100,283.0,390,6,15.0,10.0,district,cogeneration,10703,110.32,390,3.0,2.0,stairway,0
-1602956,5937,1,201809,1~10,2002,82.615,4,37.538178027872966,126.87119319447805,1147010200,160.0,153,1,17.0,17.0,district,cogeneration,34278,112.4,119,3.0,2.0,stairway,0
-1602957,4134,1,201809,1~10,1994,84.39,2,37.541877444798686,126.87277549533543,1147010200,208.0,299,4,15.0,10.0,district,cogeneration,7387,103.44,43,3.0,2.0,stairway,0
-1602958,5514,1,201809,1~10,1996,83.16,11,37.52346708034086,126.87173886473197,1147010200,,209,1,18.0,18.0,district,cogeneration,8788,119.01,143,3.0,2.0,stairway,0
-1602960,33232,1,201809,1~10,2015,110.3387,20,37.52379989624024,126.8769989013672,1147010200,463.0,248,2,31.0,30.0,district,cogeneration,91237,142.48,24,4.0,2.0,stairway,0
-1602962,23195,1,201809,1~10,2014,84.8919,19,37.55328560033573,126.95298461921396,1144010100,4580.0,3885,51,30.0,8.0,individual,gas,19334,113.0,520,3.0,2.0,stairway,0
-1602965,4047,1,201809,1~10,2000,84.6,5,37.5444487006932,126.94487004321743,1144010800,167.0,126,1,18.0,8.0,individual,gas,165585,113.71,68,3.0,2.0,,0
-1602966,33270,1,201809,1~10,2016,84.9,13,37.54359817504883,126.93599700927734,1144011200,945.0,773,8,35.0,9.0,district,cogeneration,91555,118.02,94,3.0,2.0,stairway,0
-1602968,36219,1,201809,1~10,2016,59.96,8,37.55839279999999,126.954027,1141011000,2343.0,1910,22,34.0,8.0,,,150034,81.49,315,3.0,2.0,stairway,0
-1602970,6221,1,201809,1~10,2002,83.9,1,37.59642490018265,126.93685088983828,1141011800,,121,1,14.0,14.0,individual,gas,34404,95.87,28,3.0,2.0,stairway,0
-1602971,15503,1,201809,1~10,2007,84.9923,3,37.580259779729865,126.91722925003752,1141011900,269.0,235,4,15.0,8.0,individual,gas,13560,108.08,71,3.0,2.0,stairway,0
-1602977,2945,1,201809,1~10,1997,84.896,10,37.64444244775349,127.0720323115233,1135010400,810.0,730,12,15.0,14.0,central,gas,6319,106.58,384,3.0,2.0,stairway,0
-1602983,2892,1,201809,1~10,1987,53.96,5,37.666082443296055,127.06866658703751,1135010500,254.0,420,4,15.0,15.0,district,cogeneration,6120,75.19,270,3.0,1.0,corridor,0
-1602986,4366,1,201809,1~10,1995,84.54,9,37.667286065342225,127.06881730859078,1135010500,217.0,230,2,14.0,11.0,individual,gas,7754,102.31,133,3.0,2.0,stairway,0
-1602994,2941,1,201809,1~10,1995,98.28,4,37.66125635190855,127.07528990046005,1135010600,,167,1,18.0,8.0,individual,gas,28458,137.68,18,4.0,2.0,corridor,0
-1602996,1088,1,201809,1~10,1993,49.72,3,37.646314434782745,127.07532920499877,1135010600,315.0,696,6,15.0,14.0,district,cogeneration,3000,70.89,696,3.0,1.0,corridor,0
-1602998,203,1,201809,1~10,1992,59.04,2,37.6487570265381,127.082044438953,1135010600,,192,1,13.0,6.0,individual,gas,25626,79.21,41,2.0,1.0,corridor,0
-1602999,143,1,201809,1~10,1991,84.46,14,37.65729809110803,127.02895298015228,1132010500,270.0,386,5,15.0,11.0,individual,gas,359,101.43,206,3.0,2.0,stairway,0
-1603000,142,1,201809,1~10,1990,70.13,3,37.65906281952071,127.03347328400775,1132010500,552.0,690,7,15.0,15.0,individual,gas,358,84.94,240,3.0,1.0,stairway,0
-1603002,462,1,201809,1~10,1991,72.01,4,37.66005799404748,127.03169668557464,1132010600,,489,4,15.0,11.0,individual,gas,1216,86.92,90,3.0,1.0,stairway,0
-1603005,119,1,201809,1~10,1993,84.935,4,37.66448843363328,127.02679327030741,1132010600,147.0,167,2,14.0,6.0,individual,gas,25590,106.71,167,3.0,2.0,stairway,0
-1603007,1352,1,201809,1~10,1996,84.98,4,37.66129053294882,127.03171080967672,1132010600,241.0,336,4,15.0,7.0,individual,gas,3672,102.99,120,3.0,2.0,stairway,0
-1603008,6207,1,201809,1~10,2003,84.995,3,37.64292804016456,127.0333889947874,1132010700,1103.0,958,15,21.0,17.0,individual,gas,10036,105.42,958,3.0,2.0,stairway,0
-1603012,16871,1,201809,1~10,2006,59.27,7,37.62593602549892,127.0313015693095,1130510100,120.0,117,1,12.0,9.0,individual,gas,49584,77.26,43,3.0,2.0,stairway,0
-1603017,6276,1,201809,1~10,2005,59.99,15,37.61178635414699,127.01614615726216,1129013400,2088.0,1634,28,18.0,14.0,individual,gas,10189,78.94,105,3.0,2.0,corridor,0
-1603018,19544,1,201809,1~10,2010,59.96,2,37.604232071133474,127.01875827028726,1129013400,1344.0,1012,15,29.0,29.0,individual,gas,16903,79.92,116,3.0,2.0,stairway,0
-1603019,4092,1,201809,1~10,2000,84.96,18,37.59527650994495,127.03368474626791,1129013500,339.0,297,2,18.0,10.0,individual,gas,7287,108.27,106,3.0,2.0,stairway,0
-1603029,18437,1,201809,1~10,2009,84.77,3,37.53218418637383,127.06903239883215,1121510500,491.0,279,4,23.0,17.0,individual,gas,15274,114.47,16,3.0,2.0,stairway,0
-1603030,2490,1,201809,1~10,1999,84.65,1,37.536430136229406,127.06828503255436,1121510500,329.0,314,4,25.0,8.0,individual,gas,5152,108.29,138,3.0,2.0,stairway,0
-1603031,211,1,201809,1~10,1986,75.51,14,37.55193157055511,127.03326235057101,1120010800,855.0,855,10,15.0,15.0,central,gas,520,103.06,360,3.0,1.0,corridor,0
-1603033,5394,1,201809,1~10,2001,114.99,22,37.53829748535028,126.9553158164153,1117012000,1974.0,1458,15,22.0,20.0,individual,gas,8687,142.04,350,4.0,2.0,stairway,0
-1603034,36841,1,201809,1~10,2017,45.879,13,37.5716438293457,126.961380004883,1111018000,222.0,182,3,19.0,9.0,,,152279,67.94,75,2.0,1.0,stairway,0
-1603038,17805,0,201809,1~10,2009,118.56,5,35.14260192115449,129.11243050280305,2650010500,1915.0,987,13,26.0,15.0,individual,gas,51171,147.13,116,4.0,2.0,mixed,0
-1603043,353,1,201809,1~10,1992,84.93,1,37.55369571976989,127.15382158116016,1174010100,221.0,306,2,17.0,17.0,central,gas,796,106.32,289,3.0,2.0,stairway,0
-1603046,639,1,201809,1~10,1999,84.69,13,37.53436106483173,127.13236193209049,1174010800,290.0,257,2,21.0,9.0,individual,gas,1686,107.87,75,3.0,2.0,stairway,0
-1603047,1290,1,201809,1~10,1981,141.53,11,37.510062299999994,127.01378700000001,1165010600,796.0,398,4,12.0,11.0,district,cogeneration,146846,153.36,88,4.0,2.0,corridor,0
-1603051,484,1,201809,1~10,1977,78.06,5,37.53279603451371,126.95092477569295,1117011800,,554,6,12.0,1.0,district,cogeneration,1270,99.17,168,3.0,1.0,corridor,0
-1603052,19752,1,201809,1~10,2010,59.41,10,37.54011856402765,126.95820684822077,1117011900,342.0,307,7,24.0,17.0,individual,gas,17242,77.01,101,3.0,2.0,stairway,0
-1603053,2769,1,201809,1~10,2000,135.87,7,37.522217315969336,126.96947485046316,1117012900,1162.0,834,10,24.0,18.0,district,cogeneration,5715,165.08,44,4.0,2.0,stairway,0
-1603054,18963,0,201809,1~10,2010,84.6588,18,35.188516387699146,129.08922323510802,2647010200,2733.0,1598,19,28.0,12.0,individual,gas,52947,106.73,271,3.0,2.0,stairway,0
-1603057,1613,0,201809,1~10,1993,65.385,4,35.070098338514946,128.97049630392974,2638010500,132.0,288,1,15.0,12.0,individual,gas,146971,86.33,48,2.0,1.0,corridor,0
-1603068,2883,1,201809,1~10,1986,57.24,8,37.53248229900372,127.11627030581144,1171010300,86.0,132,1,12.0,9.0,district,cogeneration,28447,76.68,60,2.0,1.0,corridor,0
-1603069,16679,1,201809,1~10,2007,84.885,14,37.49819149934672,127.13209450858677,1171010700,1209.0,919,14,27.0,16.0,district,cogeneration,13873,106.64,250,3.0,2.0,stairway,0
-1603070,37120,1,201809,1~10,2005,59.94,12,37.497711181640604,127.12347412109399,1171010700,351.0,258,5,15.0,9.0,individual,gas,152878,79.59,45,3.0,2.0,stairway,0
-1603071,4256,1,201809,1~10,2000,59.97,14,37.49188082071231,127.12551134130196,1171010700,165.0,162,2,20.0,16.0,individual,gas,31455,89.19,31,3.0,1.0,corridor,0
-1603072,3875,1,201809,1~10,2001,102.96,2,37.501426509002435,127.1395823536262,1171011200,231.0,196,3,19.0,9.0,individual,gas,31003,129.86,19,3.0,2.0,stairway,0
-1603073,276,1,201809,1~10,1998,84.97,2,37.50243931180231,127.04935843845135,1168010100,208.0,206,1,21.0,19.0,central,gas,621,110.66,103,3.0,2.0,stairway,0
-1603074,11504,1,201809,1~10,2006,129.96,6,37.49856978131905,127.04642014109965,1168010100,788.0,438,7,22.0,11.0,district,cogeneration,12661,165.29,37,4.0,2.0,stairway,0
-1603075,946,1,201809,1~10,1979,76.79,3,37.49741836284779,127.06532735974665,1168010600,5000.0,4424,28,14.0,14.0,district,cogeneration,2460,101.52,13,3.0,1.0,corridor,0
-1603076,38644,1,201809,1~10,2004,36.29,4,37.513885498046896,127.02888488769501,1168010800,200.0,260,1,15.0,15.0,individual,gas,155937,49.59,260,1.0,1.0,corridor,0
-1603077,588,1,201809,1~10,1993,84.95,4,37.48155017088969,127.0820919110306,1168011400,962.0,740,22,5.0,5.0,district,cogeneration,1544,101.4,260,3.0,2.0,stairway,0
-1603082,12378,1,201809,1~10,2006,124.19,21,37.5011527090916,126.89139612226887,1153010200,538.0,219,2,32.0,30.0,individual,gas,94163,147.91,26,3.0,2.0,,0
-1603083,3945,1,201809,1~10,2000,84.8,6,37.51190153711163,126.8529511448683,1147010100,625.0,537,8,18.0,9.0,district,cogeneration,7033,109.87,537,3.0,2.0,stairway,0
-1603084,6026,1,201809,1~10,2003,163.57,24,37.5226619606916,126.87043253253508,1147010100,938.0,312,3,39.0,4.0,district,cogeneration,93306,197.39,35,4.0,2.0,stairway,0
-1603085,873,1,201809,1~10,1991,128.315,7,37.536369537064026,126.94706194332682,1144010400,1230.0,1222,15,15.0,8.0,central,gas,146778,149.83,210,4.0,2.0,stairway,0
-1603086,23124,1,201809,1~10,2014,84.98,12,37.546878957014066,126.9270749145153,1144011500,678.0,530,8,24.0,11.0,district,cogeneration,19325,107.65,13,3.0,2.0,stairway,0
-1603088,3705,1,201809,1~10,1987,59.49,14,37.626520990263906,127.06415784234936,1135010200,1225.0,910,7,14.0,14.0,central,gas,6568,79.65,280,3.0,1.0,corridor,0
-1603092,19850,1,201809,1~10,2009,84.81,7,37.687475910171976,127.0535531896178,1135010500,751.0,696,11,15.0,7.0,district,cogeneration,17348,111.31,86,3.0,2.0,stairway,0
-1603093,11729,1,201809,1~10,1999,59.4,1,37.65343408792127,127.07231296875038,1135010600,713.0,652,8,25.0,7.0,district,cogeneration,12689,83.27,186,3.0,1.0,corridor,0
-1603095,595,1,201809,1~10,1989,84.97,4,37.63878610414661,127.06248702118944,1135010600,,1890,15,15.0,15.0,district,cogeneration,1578,101.53,600,3.0,2.0,stairway,0
-1603096,746,1,201809,1~10,1995,59.92,13,37.662829997554404,127.02944020744732,1132010600,282.0,361,3,15.0,8.0,individual,gas,2008,79.43,170,2.0,1.0,corridor,0
-1603097,1140,1,201809,1~10,1995,84.97,3,37.6573725,127.026575,1132010600,638.0,978,10,15.0,9.0,individual,gas,3118,102.58,923,3.0,2.0,stairway,0
-1603103,11092,1,201809,1~10,2006,84.93,12,37.61367673462308,127.02571037076963,1130510100,566.0,480,8,15.0,7.0,individual,gas,12558,105.34,51,3.0,2.0,stairway,0
-1603112,1315,1,201809,1~10,1989,75.2,3,37.56235197903796,127.02837744267914,1120010200,672.0,480,5,15.0,6.0,individual,gas,3573,91.03,141,3.0,2.0,stairway,0
-1603113,1391,1,201809,1~10,1998,59.91,3,37.569458383124754,127.04254756836576,1120010500,1096.0,1017,11,28.0,22.0,central,gas,3791,81.77,252,3.0,1.0,corridor,0
-1603122,15041,1,201809,1~10,2004,84.76700000000001,12,37.54217143555568,127.01941257807164,1120011300,308.0,269,5,15.0,15.0,individual,gas,13397,105.86,44,3.0,2.0,stairway,0
-1603123,9864,0,201809,1~10,2006,84.98,24,35.19533613558942,129.08107217229684,2647010100,310.0,313,2,34.0,32.0,individual,gas,93861,110.23,62,3.0,2.0,stairway,0
-1603124,9345,0,201809,1~10,1995,59.85,11,35.19840865131257,129.07994294195487,2647010100,201.0,224,1,25.0,21.0,individual,gas,40477,77.23,80,3.0,1.0,corridor,0
-1603125,19187,0,201809,1~10,2010,59.979,17,35.22667598008172,129.08036124331204,2641010800,1306.0,1306,15,25.0,18.0,individual,gas,53216,88.97,174,3.0,2.0,stairway,0
-1603127,9326,0,201809,1~10,1985,65.025,5,35.10764717821975,128.9701673747057,2638010200,,203,4,6.0,5.0,individual,gas,40390,72.26,48,3.0,1.0,stairway,0
-1603141,15283,1,201809,1~10,2007,59.983000000000004,7,37.55352610318784,127.13949839212972,1174010700,2185.0,1622,22,30.0,16.0,individual,gas,13495,79.65,328,3.0,2.0,stairway,0
-1603142,1137,1,201809,1~10,1999,59.87,2,37.52939382313765,127.13318581982105,1174010800,221.0,222,2,19.0,13.0,individual,gas,3112,83.83,118,3.0,1.0,stairway,0
-1603143,19668,1,201809,1~10,2009,84.74,13,37.569469299999994,127.176447,1174011000,571.0,442,9,14.0,11.0,district,cogeneration,17059,110.74,66,3.0,2.0,stairway,0
-1603147,6067,1,201809,1~10,2002,84.96,12,37.48711860585526,127.1332735525965,1171010800,175.0,150,2,15.0,15.0,individual,gas,34317,106.36,150,3.0,2.0,stairway,0
-1603151,20051,1,201809,1~10,2010,84.94,4,37.48682493539175,127.13481077850605,1171010900,263.0,221,7,10.0,5.0,individual,gas,17669,106.64,50,3.0,2.0,stairway,0
-1603152,18747,1,201809,1~10,2007,59.93,4,37.47817130925129,127.12865399496569,1171010900,822.0,796,7,17.0,8.0,individual,gas,15874,85.2,60,3.0,2.0,stairway,0
-1603153,33076,1,201809,1~10,1985,115.05,1,37.4933929443359,127.067352294922,1168010600,2906.0,2435,21,14.0,14.0,district,cogeneration,20503,135.89,336,4.0,2.0,stairway,0
-1603156,25032,1,201809,1~10,2014,114.46,4,37.47612380981445,127.11161041259766,1168011200,1637.0,1304,26,10.0,5.0,individual,gas,19839,153.12,40,4.0,2.0,stairway,0
-1603157,1443,1,201809,1~10,1987,73.0,10,37.490966859666,127.07771939089687,1168011400,99.0,142,1,13.0,8.0,district,cogeneration,26176,91.6,43,3.0,1.0,stairway,0
-1603160,1312,1,201809,1~10,1981,52.74,3,37.51165364251005,127.01237845214244,1165010600,,864,9,12.0,12.0,district,cogeneration,3561,56.43,0,2.0,1.0,corridor,0
-1603161,19872,1,201809,1~10,2012,155.95,9,37.501260252297065,126.99679272443385,1165010700,699.0,397,5,29.0,25.0,district,cogeneration,17406,190.91,104,4.0,2.0,stairway,0
-1603162,1127,1,201809,1~10,1979,101.32,15,37.497344160600136,127.02261259967716,1165010800,750.0,615,7,15.0,15.0,district,cogeneration,3098,107.5,315,3.0,1.0,corridor,0
-1603165,2457,1,201809,1~10,1993,60.38,9,37.48052674540831,126.92923784472052,1162010200,600.0,592,4,19.0,12.0,individual,gas,5017,86.47,209,3.0,1.0,corridor,0
-1603167,6110,1,201809,1~10,2003,84.95,10,37.48341543433625,126.91069705017496,1162010200,383.0,304,4,19.0,7.0,individual,gas,9843,106.07,105,3.0,2.0,stairway,0
-1603169,4157,1,201809,1~10,1994,84.25,5,37.49827967321722,126.87610640194164,1153010200,86.0,116,1,17.0,9.0,individual,gas,31352,102.51,10,3.0,2.0,stairway,0
-1603170,4384,1,201809,1~10,1996,84.89,23,37.500095724661655,126.89030746832265,1153010200,224.0,272,1,24.0,24.0,individual,gas,7756,120.41,134,3.0,2.0,stairway,0
-1603171,14138,1,201809,1~10,1987,58.5,3,37.49884160396194,126.86279277801981,1153010600,,438,4,11.0,11.0,central,gas,13170,78.39,66,2.0,1.0,corridor,0
-1603172,1138,1,201809,1~10,1999,84.87,5,37.50153862080172,126.86383733540785,1153010600,465.0,448,4,22.0,16.0,district,cogeneration,3113,107.81,146,3.0,2.0,stairway,0
-1603173,576,1,201809,1~10,1995,114.48,3,37.494755469491736,126.8544503066192,1153010700,709.0,783,6,25.0,18.0,central,gas,1506,140.58,244,4.0,2.0,stairway,0
-1603174,7883,1,201809,1~10,2002,84.741,5,37.491451881553886,126.83879786603393,1153010800,669.0,627,12,24.0,11.0,individual,gas,11226,113.24,493,3.0,2.0,stairway,0
-1603175,3921,1,201809,1~10,1996,84.96,18,37.49266764912562,126.84786414519868,1153010800,178.0,247,2,19.0,19.0,individual,gas,6947,107.76,134,3.0,2.0,stairway,0
-1603176,1196,1,201809,1~10,1994,104.82,3,37.54903994676218,126.87404886097418,1150010100,287.0,356,5,15.0,12.0,individual,gas,3263,126.15,58,4.0,2.0,stairway,0
-1603177,6212,1,201809,1~10,2005,84.7556,7,37.54391753935604,126.86022983444474,1150010200,2697.0,1653,29,20.0,12.0,individual,gas,10041,105.43,271,3.0,2.0,stairway,0
-1603182,15985,1,201809,1~10,2008,84.97,4,37.54942822036064,126.83781756883712,1150010300,3310.0,2517,42,23.0,7.0,district,cogeneration,13731,107.49,55,3.0,2.0,stairway,0
-1603183,23573,1,201809,1~10,2013,82.14,4,37.5391066610451,126.83541402238632,1150010300,205.0,122,1,15.0,13.0,individual,gas,166088,106.65,23,3.0,2.0,stairway,0
-1603185,1263,1,201809,1~10,1988,47.22,5,37.573826278250586,126.81513352294357,1150010900,220.0,220,5,5.0,5.0,individual,gas,3451,62.97,140,3.0,1.0,stairway,0
-1603186,786,1,201809,1~10,1999,49.95,2,37.51373689697161,126.853689547206,1147010100,997.0,997,9,15.0,13.0,district,cogeneration,2098,69.64,258,2.0,1.0,corridor,0
-1603187,355,1,201809,1~10,1988,53.82,2,37.516979600000006,126.85894499999999,1147010100,1397.0,2161,34,15.0,5.0,district,cogeneration,806,74.93,570,2.0,1.0,corridor,0
-1603189,531,1,201809,1~10,1997,114.54,6,37.522834349666425,126.87659975525222,1147010200,349.0,277,3,21.0,8.0,district,cogeneration,1385,144.15,62,4.0,2.0,stairway,0
-1603190,25242,1,201809,1~10,2014,84.984,15,37.518753151722066,126.84757139143105,1147010300,990.0,930,11,20.0,11.0,individual,gas,19904,113.0,294,3.0,2.0,stairway,0
-1603193,9059,1,201809,1~10,2004,114.53299999999999,8,37.546924103329566,126.92436354621799,1144011500,348.0,258,4,25.0,10.0,individual,gas,11616,136.12,82,4.0,2.0,stairway,0
-1603194,18376,1,201809,1~10,2011,59.98,9,37.5661405314954,126.96158347274464,1141010500,650.0,561,15,15.0,7.0,individual,gas,15152,80.49,164,3.0,2.0,stairway,0
-1603195,6177,1,201809,1~10,2003,57.5033,10,37.585371540097796,126.90029514394868,1138010100,307.0,280,6,16.0,10.0,individual,gas,9973,73.47,112,3.0,2.0,stairway,0
-1603196,33274,1,201809,1~10,2015,59.99,16,37.606201171875,126.93499755859376,1138010200,1267.0,1230,22,20.0,15.0,individual,gas,91589,82.56,172,3.0,2.0,stairway,0
-1603197,19294,1,201809,1~10,2011,84.947,17,37.61653271632597,126.92668526757278,1138010300,1428.0,1070,16,19.0,19.0,individual,gas,16581,109.6,285,3.0,2.0,stairway,0
-1603198,2895,1,201809,1~10,1998,49.77,2,37.63177149965871,127.05018702637152,1135010200,275.0,458,4,15.0,12.0,district,cogeneration,6130,68.5,235,2.0,1.0,corridor,0
-1603201,277,1,201809,1~10,1996,84.79,1,37.628076353823815,127.0786186687269,1135010300,255.0,295,4,15.0,10.0,individual,gas,624,102.18,130,3.0,2.0,stairway,0
-1603202,5011,1,201809,1~10,2000,59.98,21,37.626491394903155,127.07744340856665,1135010300,176.0,181,1,21.0,19.0,individual,gas,32690,82.15,101,3.0,1.0,corridor,0
-1603213,835,1,201809,1~10,1996,131.25,15,37.65617989225,127.07294572447528,1135010600,700.0,791,5,26.0,15.0,individual,gas,2225,161.3,126,4.0,2.0,stairway,0
-1603214,9962,1,201809,1~10,2003,84.859,5,37.66059070773469,127.07914254190699,1135010600,208.0,180,5,10.0,3.0,individual,gas,42164,107.21,18,3.0,2.0,stairway,0
-1603215,1068,1,201809,1~10,1992,44.94,6,37.65282275428039,127.0759250478545,1135010600,2328.0,2328,18,15.0,15.0,district,cogeneration,2915,58.61,180,2.0,1.0,corridor,0
-1603216,1341,1,201809,1~10,1993,84.86,1,37.656013788230645,127.03385268993351,1132010500,259.0,408,3,15.0,8.0,individual,gas,146878,98.2,145,3.0,2.0,stairway,0
-1603219,6013,1,201809,1~10,2002,84.93700000000001,20,37.6669434576878,127.04733633569172,1132010600,1024.0,603,11,22.0,21.0,individual,gas,9523,122.63,173,3.0,2.0,stairway,0
-1603221,1043,1,201809,1~10,1990,49.94,11,37.65273508932356,127.04230040300298,1132010700,350.0,750,5,15.0,15.0,individual,gas,2798,69.1,210,2.0,1.0,corridor,0
-1603223,505,1,201809,1~10,1992,84.87,21,37.649081904131705,127.04853973669928,1132010700,1252.0,1668,18,21.0,16.0,district,cogeneration,1317,105.79,56,3.0,2.0,stairway,0
-1603225,118,1,201809,1~10,1991,84.82,15,37.68252225396975,127.0496180908228,1132010800,164.0,205,2,15.0,9.0,individual,gas,292,102.59,15,3.0,2.0,stairway,0
-1603226,6012,1,201809,1~10,2003,105.976,6,37.681517874058436,127.04690120597576,1132010800,721.0,526,7,22.0,15.0,individual,gas,9521,140.27,172,3.0,2.0,stairway,0
-1603232,16099,1,201809,1~10,2007,84.854,7,37.575965207219284,127.07534884553698,1123010600,1002.0,859,11,25.0,21.0,individual,gas,13755,108.73,46,3.0,2.0,stairway,0
-1603233,5641,1,201809,1~10,2001,114.73,2,37.582887299999996,127.07133600000002,1123010900,2513.0,1224,13,25.0,8.0,individual,gas,8935,149.41,255,4.0,3.0,stairway,0
-1603251,34334,1,201809,1~10,2016,101.8,6,37.47959899902344,127.14199829101562,1171010900,803.0,490,8,29.0,7.0,district,cogeneration,145177,130.61,72,4.0,2.0,stairway,0
-1603254,36225,1,201809,1~10,2016,84.7809,13,37.4748435,127.141529,1171010900,338.0,163,2,19.0,19.0,district,cogeneration,150136,111.77,3,3.0,2.0,stairway,0
-1603258,6057,1,201809,1~10,2004,114.171,14,37.50464046241962,126.93401943530756,1159010200,777.0,517,7,19.0,11.0,individual,gas,9679,146.79,131,4.0,2.0,stairway,0
-1603261,19913,1,201809,1~10,2011,84.84,8,37.505792622494724,126.96516118213205,1159010500,805.0,655,10,20.0,8.0,individual,gas,17465,107.79,78,3.0,2.0,stairway,0
-1603262,5731,1,201809,1~10,2001,121.53,11,37.5160710059939,126.89683111744259,1156012100,2040.0,1302,18,25.0,20.0,individual,gas,9052,155.7,520,4.0,2.0,stairway,0
-1603263,19185,1,201809,1~10,2011,114.99,5,37.50645307336281,126.91658697132151,1156013200,226.0,198,4,20.0,13.0,individual,gas,53215,145.16,36,4.0,2.0,stairway,0
-1603264,11066,1,201809,1~10,1986,64.4,11,37.4982266,126.91136200000001,1156013200,870.0,725,7,15.0,13.0,individual,gas,12543,90.08,275,2.0,1.0,corridor,0
-1603266,2936,1,201809,1~10,2000,46.65,17,37.601017768070825,127.01581769178557,1129013300,708.0,823,5,20.0,15.0,individual,gas,147199,62.29,114,2.0,1.0,corridor,0
-1603267,16837,1,201809,1~10,2009,83.71,5,37.5997714045635,127.0103320598947,1129013300,274.0,212,3,19.0,7.0,individual,gas,13928,108.88,16,3.0,2.0,stairway,0
-1603269,10269,1,201809,1~10,2004,84.45,8,37.61331007488963,127.07444417819185,1126010400,185.0,163,3,15.0,7.0,individual,gas,147837,102.59,10,3.0,2.0,stairway,0
-1603270,5999,1,201809,1~10,2002,134.9966,3,37.610510295201344,127.07365765090091,1126010400,,601,8,24.0,12.0,individual,gas,9467,171.54,44,4.0,2.0,stairway,0
-1603271,1433,1,201809,1~10,1990,59.67,18,37.540621788130174,127.09860424821754,1121510400,512.0,1056,10,21.0,15.0,individual,gas,3892,73.22,252,2.0,1.0,corridor,0
-1603273,5361,1,201809,1~10,2000,59.96,9,37.55790135050871,127.02711722579186,1120010700,3384.0,3404,35,15.0,5.0,individual,gas,8646,83.76,705,3.0,1.0,corridor,0
-1603275,15492,1,201809,1~10,2008,126.34,3,37.57441742229257,126.96888301792721,1111011500,1480.0,657,5,14.0,8.0,individual,gas,94253,151.37,22,4.0,2.0,stairway,0
-1603276,2815,1,201809,1~10,2000,60.0,11,37.57538088268452,126.96080441429388,1111018700,1365.0,964,12,23.0,10.0,individual,gas,5833,84.33,207,3.0,1.0,corridor,0
-1603277,2817,1,201809,1~10,2002,84.88,15,37.549827554484295,127.00928404521412,1114016200,4329.0,5150,42,18.0,11.0,individual,gas,5840,106.63,1298,3.0,2.0,stairway,0
-1603280,16165,0,201809,1~10,1989,130.59,11,35.104457795320194,129.00375630168008,2638010100,,131,1,15.0,14.0,individual,gas,48521,152.0,30,4.0,2.0,stairway,0
-1603281,7729,0,201809,1~10,2005,84.9446,8,35.192614495262625,129.11621894588032,2635010400,855.0,774,9,25.0,23.0,individual,gas,36979,109.6,630,3.0,2.0,stairway,0
-1603283,5446,0,201809,1~10,2001,84.84,8,35.21340988091923,129.0374181899216,2632010300,314.0,430,2,23.0,18.0,individual,gas,33381,104.82,92,3.0,1.0,stairway,0
-1603284,19699,1,201809,1~10,2009,59.87,11,37.5677278,127.17818600000001,1174011000,814.0,722,9,15.0,12.0,district,cogeneration,17123,82.07,82,3.0,2.0,stairway,0
-1603285,3752,1,201809,1~10,1986,66.87,1,37.55180792958618,127.15048151597055,1174010100,170.0,152,1,15.0,12.0,central,gas,30856,94.49,36,3.0,1.0,corridor,0
-1603287,3832,1,201809,1~10,2000,82.94,3,37.55224672809914,127.1266717599396,1174010700,3012.0,2938,16,28.0,9.0,individual,gas,6783,113.5,434,3.0,2.0,stairway,0
-1603288,1114,1,201809,1~10,1998,84.99,8,37.54742456934485,127.13000411681921,1174010900,243.0,226,1,16.0,8.0,individual,gas,3073,111.15,82,3.0,2.0,stairway,0
-1603294,16629,1,201809,1~10,2008,84.9,20,37.520537336861636,127.1061523649567,1171010200,9766.0,6864,66,36.0,20.0,district,cogeneration,13861,109.62,1978,3.0,2.0,stairway,0
-1603295,530,1,201809,1~10,1984,108.338,6,37.50421818149388,127.12130672840843,1171010400,1964.0,936,14,12.0,12.0,district,cogeneration,1381,127.88,288,4.0,2.0,stairway,0
-1603296,3943,1,201809,1~10,2000,84.94,1,37.50361422534689,127.10464459361582,1171010500,423.0,393,7,19.0,16.0,individual,gas,7026,109.73,70,3.0,2.0,stairway,0
-1603297,4022,1,201809,1~10,1993,54.6,5,37.485667071779645,127.12588989912027,1171010800,85.0,120,1,15.0,15.0,individual,gas,31201,67.5,60,2.0,1.0,corridor,0
-1603298,2876,1,201809,1~10,1999,84.86,6,37.48687925060397,127.12810357783181,1171010800,242.0,233,4,19.0,6.0,individual,gas,6070,111.14,152,3.0,2.0,stairway,0
-1603299,5071,1,201809,1~10,1995,59.91,3,37.484147534781044,127.12460292366215,1171010800,108.0,108,1,10.0,9.0,individual,gas,32771,79.09,16,3.0,1.0,corridor,0
-1603300,6171,1,201809,1~10,2004,84.96,15,37.49062144569817,127.13029006224446,1171010800,3258.0,1696,31,22.0,17.0,district,cogeneration,9965,111.46,342,3.0,2.0,stairway,0
-1603303,507,1,201809,1~10,1989,73.59,10,37.49645357187345,127.13906195690521,1171011200,200.0,215,2,12.0,12.0,individual,gas,1328,93.09,119,3.0,1.0,stairway,0
-1603304,5623,1,201809,1~10,1992,82.96,1,37.49463549182804,127.14639530968712,1171011300,280.0,280,3,12.0,7.0,individual,gas,8904,100.76,280,3.0,2.0,stairway,0
-1603305,300,1,201809,1~10,1997,134.88,10,37.490325277573454,127.14623311545549,1171011300,500.0,478,11,15.0,15.0,district,cogeneration,661,158.37,298,4.0,2.0,stairway,0
-1603308,25272,1,201809,1~10,2014,84.92,1,37.48095961742916,127.09122658449778,1168011500,957.0,787,14,15.0,10.0,individual,gas,19913,116.07,13,3.0,2.0,stairway,0
-1603309,539,1,201809,1~10,1992,84.48,11,37.489161697481954,127.10094728785549,1168011500,650.0,645,5,15.0,15.0,district,cogeneration,1403,114.88,150,3.0,2.0,corridor,0
-1603310,158,1,201809,1~10,1993,39.6,8,37.48473577232046,127.08761756807274,1168011500,1410.0,1403,7,15.0,15.0,district,cogeneration,391,56.36,567,2.0,1.0,corridor,0
-1603311,18180,1,201809,1~10,2010,84.97,7,37.483906884097756,126.99832211005214,1165010100,937.0,496,9,15.0,8.0,individual,gas,148014,110.78,80,3.0,2.0,stairway,0
-1603312,21876,1,201809,1~10,2011,84.84,12,37.463634860254224,127.02623312241309,1165010300,469.0,409,7,15.0,14.0,individual,gas,18822,115.84,36,3.0,2.0,stairway,0
-1603313,1314,1,201809,1~10,1992,81.23,4,37.51358207309181,127.00931122440842,1165010600,240.0,208,2,13.0,10.0,district,gas,3566,113.02,119,3.0,2.0,stairway,0
-1603314,3727,1,201809,1~10,1974,72.51,4,37.5002506,126.98849799999999,1165010700,4026.0,3590,99,6.0,5.0,central,gas,6614,72.73,1490,3.0,1.0,stairway,0
-1603315,410,1,201809,1~10,1987,84.96,13,37.501353674137135,127.00878043670616,1165010700,1356.0,1260,8,15.0,15.0,district,cogeneration,1054,110.46,1260,3.0,1.0,corridor,0
-1603316,7695,1,201809,1~10,2005,84.67,7,37.48622754706084,127.00905003135817,1165010800,255.0,159,3,15.0,13.0,individual,gas,36889,107.2,43,3.0,2.0,stairway,0
-1603322,5847,1,201809,1~10,2002,84.925,11,37.48082340634545,126.96348138998914,1162010100,426.0,297,2,21.0,6.0,individual,gas,9203,112.4,124,3.0,2.0,stairway,0
-1603324,19587,1,201809,1~10,2007,111.21,7,37.47319729337103,126.97822219724941,1162010300,150.0,129,3,12.0,8.0,individual,gas,53657,135.65,19,4.0,2.0,stairway,0
-1603325,204,1,201809,1~10,1993,134.25,10,37.5074352,126.92472,1159010800,2199.0,1628,14,19.0,18.0,central,,508,163.8,298,4.0,2.0,stairway,0
-1603326,17716,1,201809,1~10,2008,84.9202,6,37.50296284990181,126.9096061654484,1156013200,418.0,284,6,18.0,10.0,individual,gas,14617,106.42,35,3.0,2.0,stairway,0
-1603328,2598,1,201809,1~10,1984,58.22,9,37.49103114570664,126.8898186677923,1153010200,198.0,493,4,11.0,9.0,individual,gas,147087,70.82,22,2.0,1.0,stairway,0
-1603329,11009,1,201809,1~10,2006,84.962,13,37.48578398143305,126.87560240387221,1153010200,539.0,454,8,22.0,19.0,individual,gas,12518,106.0,376,3.0,2.0,stairway,0
-1603330,10017,1,201809,1~10,2004,84.994,14,37.49786650662572,126.85804041337705,1153010600,671.0,600,7,24.0,15.0,individual,gas,11955,107.41,410,3.0,2.0,stairway,0
-1603333,5808,1,201809,1~10,1999,114.94,4,37.497072876448776,126.84872822600704,1153010800,240.0,205,2,19.0,19.0,individual,gas,9157,130.2,38,4.0,2.0,stairway,0
-1603337,12294,1,201809,1~10,2004,64.05,12,37.530165896529134,126.84393689908936,1150010300,265.0,225,1,13.0,12.0,individual,gas,12989,82.85,108,3.0,2.0,corridor,0
-1603339,6344,1,201809,1~10,2004,96.17,15,37.5181328809015,126.8714946134028,1147010100,389.0,292,4,19.0,6.0,individual,cogeneration,10354,123.1,36,3.0,2.0,stairway,0
-1603340,2953,1,201809,1~10,1999,59.4,11,37.57499276091885,126.92012401809284,1141012000,1322.0,1155,10,20.0,12.0,individual,gas,6358,86.34,532,3.0,1.0,corridor,0
-1603343,2722,1,201809,1~10,1995,59.26,14,37.628563060098365,127.07272840783922,1135010300,344.0,363,3,21.0,9.0,individual,gas,5682,77.97,128,2.0,1.0,corridor,0
-1603345,2810,1,201809,1~10,1988,68.86,5,37.6658297387023,127.05582258267874,1135010500,600.0,1944,16,15.0,12.0,district,cogeneration,5810,96.8,312,3.0,1.0,corridor,0
-1603347,6702,1,201809,1~10,1996,59.99,2,37.672242983975494,127.05171956479006,1135010500,124.0,142,1,15.0,11.0,individual,gas,35023,79.99,71,3.0,1.0,corridor,0
-1603350,2843,1,201809,1~10,1987,59.2,7,37.65238472123778,127.06062636284979,1135010500,1120.0,2213,26,15.0,5.0,district,cogeneration,5917,76.58,150,2.0,1.0,corridor,0
-1603353,1337,1,201809,1~10,1989,28.71,12,37.657038002589175,127.03132368789656,1132010500,,1635,9,15.0,15.0,individual,gas,3642,38.09,240,1.0,1.0,corridor,0
-1603355,743,1,201809,1~10,1992,122.28,2,37.659108471451724,127.02351835117136,1132010600,583.0,660,9,15.0,15.0,individual,gas,2001,141.07,60,4.0,2.0,stairway,0
-1603365,2778,1,201809,1~10,1994,74.79,4,37.57625784429658,127.08978501857523,1126010100,626.0,626,4,20.0,15.0,individual,gas,5749,92.25,80,3.0,1.0,stairway,0
-1603366,2784,1,201809,1~10,1996,68.12,6,37.6037626190974,127.09071497738688,1126010200,832.0,858,9,15.0,7.0,district,cogeneration,5765,91.4,738,3.0,1.0,corridor,0
-1603369,12133,1,201809,1~10,2006,59.96,14,37.602218818000466,127.10927155060259,1126010500,827.0,686,13,15.0,9.0,individual,gas,12931,82.61,31,3.0,1.0,stairway,0
-1603370,4503,1,201809,1~10,1994,84.32,14,37.60487670314578,127.09471625543198,1126010600,1092.0,876,5,25.0,14.0,individual,gas,7905,103.23,619,3.0,2.0,stairway,0
-1603377,5777,1,201809,1~10,2002,83.31,19,37.52814112360095,127.08467710006524,1121510500,203.0,185,1,25.0,21.0,individual,gas,33974,106.86,49,3.0,2.0,stairway,0
-1603378,6323,1,201809,1~10,2004,84.417,13,37.5586154697619,127.02470452648248,1120010200,848.0,758,15,18.0,13.0,individual,gas,10315,104.9,280,3.0,2.0,stairway,0
-1603381,33613,1,201809,1~10,2016,84.96,18,37.5655391,127.027069,1120010200,,2529,30,28.0,4.0,individual,gas,149703,110.25,39,3.0,2.0,stairway,0
-1603383,21793,1,201809,1~10,2014,84.06,10,37.55719849473361,127.04005977869991,1120010700,937.0,495,3,42.0,38.0,individual,gas,95575,120.01,78,3.0,2.0,stairway,0
-1603394,2934,1,201809,1~10,1997,59.76,2,37.549512181185406,127.04711259519381,1120011400,796.0,777,9,23.0,7.0,individual,gas,147194,75.31,452,3.0,1.0,stairway,0
-1603395,1239,1,201809,1~10,1971,178.78,3,37.5188899,126.973473,1117012900,1452.0,660,23,5.0,5.0,district,cogeneration,3407,180.1,20,4.0,2.0,stairway,0
-1603396,2773,1,201809,1~10,1998,84.77,2,37.519238,126.979672,1117012900,1066.0,1001,9,22.0,18.0,district,cogeneration,5729,110.76,125,3.0,2.0,stairway,0
-1603405,36216,1,201809,1~10,2016,84.9,5,37.560188293456996,127.149513244629,1174010200,,3658,51,35.0,15.0,district,cogeneration,150051,115.54,468,3.0,2.0,stairway,0
-1603411,16156,1,201809,1~10,2008,59.99,5,37.512752858672435,127.0884194493474,1171010100,7876.0,5563,65,33.0,21.0,district,cogeneration,13802,82.16,29,3.0,2.0,stairway,0
-1603415,1069,1,201809,1~10,1978,76.5,8,37.5155302,127.09472,1171010100,3930.0,3930,30,15.0,15.0,district,cogeneration,2920,112.39,1110,3.0,1.0,corridor,0
-1603416,578,1,201809,1~10,1985,121.04,3,37.49535701884207,127.13677113316321,1171010700,453.0,648,9,12.0,12.0,district,cogeneration,1512,143.74,264,4.0,2.0,mixed,0
-1603420,22598,1,201809,1~10,2013,59.85,16,37.47587068082155,127.1392951377438,1171010900,2080.0,1810,22,21.0,12.0,district,cogeneration,19206,81.93,78,3.0,2.0,stairway,0
-1603423,22585,1,201809,1~10,2013,59.96,12,37.47929357128287,127.14009289939209,1171010900,1198.0,1139,12,25.0,12.0,district,cogeneration,19185,85.63,20,3.0,2.0,stairway,0
-1603424,37353,1,201809,1~10,2018,101.4632,7,37.505533899999996,127.139817,1171011200,400.0,220,3,20.0,20.0,individual,gas,154465,130.04,220,3.0,2.0,stairway,0
-1603425,1406,1,201809,1~10,1984,95.4,13,37.48266898948437,127.05442424180734,1168010300,453.0,416,6,13.0,13.0,district,cogeneration,3827,102.73,78,3.0,1.0,stairway,0
-1603426,8445,1,201809,1~10,1984,104.31,1,37.518713869261525,127.05212018222441,1168010500,255.0,255,3,15.0,15.0,individual,gas,11420,110.92,105,3.0,1.0,corridor,0
-1603427,16154,1,201809,1~10,1987,84.98,6,37.5306265193774,127.02613890553822,1168011000,,388,4,15.0,13.0,district,cogeneration,13778,105.1,285,3.0,2.0,stairway,0
-1603428,4009,1,201809,1~10,1978,147.41,9,37.529822377637856,127.04050219703764,1168011000,147.0,296,5,13.0,12.0,district,cogeneration,7128,160.37,150,5.0,2.0,stairway,0
-1603430,22151,1,201809,1~10,2012,74.74,8,37.46677996948494,127.09296824674976,1168011100,1148.0,912,16,15.0,10.0,district,cogeneration,18995,100.16,15,3.0,2.0,stairway,0
-1603431,17303,1,201809,1~10,2009,135.92,10,37.50306230452588,127.0008278498378,1165010700,3893.0,2444,28,32.0,23.0,district,cogeneration,14186,173.64,182,4.0,2.0,stairway,0
-1603434,4328,1,201809,1~10,1999,59.93,15,37.47339875887234,126.9141321078886,1162010200,111.0,197,1,18.0,8.0,individual,gas,31557,85.89,130,3.0,1.0,corridor,0
-1603439,6161,1,201809,1~10,2003,108.4848,11,37.494330640506014,126.91366034815323,1159010900,729.0,734,7,21.0,16.0,individual,gas,9933,129.34,83,4.0,2.0,stairway,0
-1603440,36467,1,201809,1~10,2017,118.39,12,37.50160598754879,126.914115905762,1156013200,2280.0,1722,19,27.0,10.0,,,150030,144.47,48,4.0,2.0,stairway,0
-1603442,5021,1,201809,1~10,2001,59.94,11,37.49207898790344,126.85849463174306,1153010700,3060.0,2412,31,25.0,8.0,individual,gas,8378,82.67,545,3.0,1.0,stairway,0
-1603444,18420,1,201809,1~10,2010,84.8789,3,37.557766449905905,126.86537841320715,1150010100,231.0,164,3,18.0,11.0,individual,gas,52187,114.82,12,3.0,2.0,stairway,0
-1603445,25442,1,201809,1~10,2014,114.86,11,37.568531921665524,126.81971960602071,1150010500,503.0,315,4,15.0,7.0,district,cogeneration,19994,155.98,42,3.0,2.0,stairway,0
-1603446,9752,1,201809,1~10,2004,84.9588,5,37.57929458102147,126.8158219013084,1150010900,224.0,213,3,15.0,9.0,individual,gas,147817,109.39,41,3.0,2.0,stairway,0
-1603447,6410,1,201809,1~10,2003,113.3376,11,37.572020840745395,126.81068250153008,1150010900,229.0,154,2,13.0,7.0,individual,gas,34565,148.23,52,4.0,2.0,stairway,0
-1603449,33311,1,201809,1~10,2016,59.95,20,37.520301818847656,126.8560028076172,1147010100,1319.0,1081,15,22.0,10.0,individual,gas,91819,77.18,70,3.0,2.0,stairway,0
-1603450,365,1,201809,1~10,1987,106.93,12,37.51851549336404,126.86241741078705,1147010100,1466.0,2030,32,15.0,5.0,district,cogeneration,927,125.62,492,4.0,1.0,stairway,0
-1603453,363,1,201809,1~10,1986,65.1,18,37.53466020821636,126.88484415480872,1147010200,783.0,1368,15,20.0,12.0,district,cogeneration,919,88.89,0,2.0,1.0,corridor,0
-1603454,653,1,201809,1~10,2000,114.57,15,37.542753638780376,126.86347274022543,1147010200,496.0,423,4,17.0,6.0,individual,gas,1715,141.16,78,4.0,2.0,stairway,0
-1603455,6073,1,201809,1~10,2003,157.97,43,37.526854777868316,126.87503646301529,1147010200,,466,2,69.0,69.0,district,cogeneration,93338,203.39,44,4.0,2.0,stairway,0
-1603456,17630,1,201809,1~10,2009,59.89,4,37.54151225073908,126.95530937183122,1144010300,319.0,290,3,25.0,24.0,individual,gas,14565,81.17,146,3.0,2.0,stairway,0
-1603458,7746,1,201809,1~10,2006,57.78,17,37.56756304357773,126.95844959649769,1141010600,1161.0,1008,15,18.0,2.0,individual,gas,147742,77.6,343,3.0,2.0,stairway,0
-1603459,1328,1,201809,1~10,1993,60.06,2,37.583167340988425,126.94711939561418,1141011100,1425.0,998,10,15.0,8.0,individual,gas,146871,76.88,538,2.0,1.0,corridor,0
-1603460,2899,1,201809,1~10,1994,84.78,2,37.58191526289824,126.95204732844358,1141011100,,862,14,18.0,9.0,individual,gas,147183,104.32,862,3.0,2.0,stairway,0
-1603461,6072,1,201809,1~10,2002,84.91799999999999,13,37.6037068481217,126.94824638378851,1141011800,491.0,333,7,20.0,16.0,individual,gas,9716,115.17,191,3.0,2.0,stairway,0
-1603462,10819,1,201809,1~10,2004,59.887,15,37.61175734494262,126.90614484493273,1138010500,399.0,327,3,22.0,17.0,individual,gas,12430,81.11,33,3.0,2.0,stairway,0
-1603463,2813,1,201809,1~10,2000,114.97,9,37.58165436355185,126.9028406004784,1138011000,488.0,429,3,23.0,8.0,individual,gas,5826,141.5,58,4.0,2.0,stairway,0
-1603468,34274,1,201809,1~10,2016,84.0261,9,37.618499755859375,127.07599639892578,1135010300,340.0,234,2,36.0,31.0,individual,gas,145071,112.21,118,3.0,2.0,stairway,0
-1603469,422,1,201809,1~10,1989,57.97,12,37.634680874296826,127.06953949628391,1135010400,686.0,685,6,15.0,14.0,district,cogeneration,1085,71.45,120,2.0,1.0,stairway,0
-1603475,2870,1,201809,1~10,1988,73.94,1,37.650343400000004,127.065021,1135010500,2123.0,2136,17,25.0,9.0,district,cogeneration,6036,97.81,90,3.0,1.0,corridor,0
-1603477,12106,1,201809,1~10,2002,84.8577,13,37.67139260007625,127.05139706288669,1135010500,133.0,117,1,15.0,15.0,individual,gas,45311,105.35,102,3.0,2.0,stairway,0
-1603479,2921,1,201809,1~10,1993,114.39,9,37.647451658999174,127.0778232348802,1135010600,600.0,400,6,15.0,10.0,central,gas,6217,136.09,220,4.0,2.0,stairway,0
-1603480,1079,1,201809,1~10,1993,44.1,13,37.64878111616364,127.07841839166569,1135010600,238.0,600,4,15.0,15.0,central,-,2965,60.41,600,2.0,1.0,corridor,0
-1603483,2942,1,201809,1~10,1990,39.91,15,37.64464214958817,127.06314911590236,1135010600,1800.0,3481,25,15.0,7.0,district,cogeneration,6305,56.31,348,2.0,1.0,corridor,0
-1603484,6236,1,201809,1~10,2003,84.705,6,37.61522784356646,127.01812675429069,1130510100,1665.0,2017,22,25.0,11.0,individual,gas,10089,105.19,805,3.0,2.0,stairway,0
-1603487,18633,1,201809,1~10,2010,84.97,13,37.613940803823745,127.02072693613479,1130510100,1560.0,1247,24,24.0,5.0,individual,gas,15656,113.13,208,3.0,2.0,stairway,0
-1603488,3871,1,201809,1~10,2003,59.94,19,37.626381101931116,127.03751860709619,1130510200,520.0,430,5,20.0,18.0,individual,gas,6894,81.97,60,3.0,1.0,corridor,0
-1603489,6205,1,201809,1~10,2002,84.87,6,37.66127937057278,127.0329892104671,1132010600,138.0,122,1,15.0,8.0,individual,gas,34389,107.54,92,3.0,2.0,stairway,0
-1603490,6288,1,201809,1~10,2004,134.7947,11,37.6579098467812,127.04363155105891,1132010700,3210.0,2061,25,24.0,17.0,individual,gas,10221,172.24,86,4.0,2.0,stairway,0
-1603495,10870,1,201809,1~10,2001,39.98,21,37.5835509,127.068999,1123010900,1200.0,800,7,25.0,14.0,individual,gas,12475,57.61,325,2.0,1.0,corridor,0
-1603497,5234,1,201809,1~10,2001,84.91,4,37.54375380495941,127.09400972796631,1121510400,250.0,242,4,20.0,13.0,individual,gas,8499,108.34,166,3.0,2.0,stairway,0
-1603499,6274,1,201809,1~10,2004,84.99,5,37.56892817949718,127.04369278746428,1120010500,305.0,286,4,19.0,17.0,individual,gas,10175,106.6,175,3.0,2.0,stairway,0
-1603501,19931,1,201809,1~10,2012,84.81,8,37.54496171377605,127.01384595236212,1120011300,1920.0,1511,18,20.0,20.0,individual,gas,17495,111.2,320,3.0,2.0,stairway,0
-1603503,10569,0,201809,21~30,2003,59.83,17,35.205891640600264,129.05759953036554,2626010800,518.0,497,3,19.0,15.0,individual,gas,43132,79.39,125,3.0,1.0,stairway,0
-1603504,859,0,201809,21~30,1986,72.26,11,35.224626676278966,129.0831949806035,2641010800,,221,1,15.0,15.0,individual,gas,25953,80.65,75,3.0,1.0,stairway,0
-1603505,3582,0,201809,21~30,1989,66.03,3,35.07498723898341,128.9775287687792,2638010500,,828,12,6.0,6.0,individual,gas,30473,78.14,312,3.0,1.0,stairway,0
-1603506,16313,0,201809,21~30,1989,78.24,6,35.16008701031097,129.17719836469834,2635010600,,108,2,6.0,6.0,individual,gas,48778,90.88,24,2.0,1.0,stairway,0
-1603509,1546,0,201809,21~30,1996,49.42,18,35.244664780799596,129.02243023504775,2632010200,340.0,720,5,20.0,17.0,individual,gas,26348,69.02,720,2.0,1.0,corridor,0
-1603513,5227,1,201809,21~30,1984,49.14,2,37.45347517858873,126.91356266731842,1154510300,,140,3,5.0,5.0,individual,gas,33031,67.81,140,3.0,2.0,corridor,0
-1603514,4105,1,201809,21~30,2000,84.87,10,37.50607682913514,126.8886293802986,1153010200,1990.0,1252,13,27.0,16.0,central,,7300,108.76,688,3.0,2.0,stairway,0
-1603515,3757,1,201809,21~30,1994,84.41,17,37.50114925277927,126.84067695320587,1153010700,138.0,209,2,19.0,11.0,individual,gas,6657,105.6,156,3.0,2.0,stairway,0
-1603516,1445,1,201809,21~30,1995,84.99,11,37.67310836512354,127.05070453323201,1135010500,64.0,106,1,15.0,7.0,individual,gas,146912,102.88,106,3.0,2.0,stairway,0
-1603517,483,1,201809,21~30,1977,52.89,8,37.616735667532744,127.00221548659724,1129013300,264.0,264,2,11.0,11.0,individual,gas,1264,66.12,220,2.0,1.0,stairway,0
-1603519,2938,1,201809,21~30,2001,59.98,4,37.61802224972315,127.00342522848163,1129013300,648.0,791,7,18.0,12.0,individual,gas,6290,83.23,82,3.0,1.0,stairway,0
-1603523,11296,0,201809,21~30,2009,110.565,9,35.22905886801807,129.0912201542987,2641010900,110.0,102,1,20.0,20.0,individual,gas,43996,139.02,17,4.0,2.0,stairway,0
-1603524,15524,0,201809,21~30,1981,61.12,1,35.09574121489995,128.99021408878366,2638010100,,300,9,5.0,5.0,central,gas,47862,67.33,100,2.0,1.0,stairway,0
-1603525,6667,0,201809,21~30,2003,82.63,13,35.246150556748674,129.0120137849861,2632010100,735.0,722,9,24.0,13.0,individual,gas,34941,104.06,316,3.0,2.0,stairway,0
-1603526,5445,0,201809,21~30,1989,68.7,13,35.21102189392261,129.03644934058107,2632010300,600.0,600,6,15.0,15.0,individual,gas,33377,95.73,210,3.0,1.0,corridor,0
-1603530,9173,1,201809,21~30,2003,79.5708,8,37.52557830681988,126.85550815017078,1147010100,126.0,125,1,15.0,8.0,individual,gas,39918,101.55,63,3.0,2.0,stairway,0
-1603531,11020,1,201809,21~30,2008,59.58,10,37.597416985960656,126.92614690202872,1138010700,427.0,361,7,14.0,5.0,individual,gas,12536,77.41,103,3.0,2.0,stairway,0
-1603532,5051,1,201809,21~30,1984,62.27,2,37.6258614,127.08301100000001,1135010300,632.0,632,19,5.0,5.0,central,gas,8420,79.34,302,2.0,1.0,stairway,0
-1603533,36218,1,201809,21~30,2016,49.167,2,37.6669960021973,127.0361328125,1132010600,101.0,134,3,8.0,6.0,,,150093,64.29,3,2.0,1.0,stairway,0
-1603535,5075,1,201809,21~30,1992,82.3,8,37.60326939560503,127.09903567439156,1126010600,,277,2,12.0,6.0,individual,gas,8453,114.07,48,3.0,2.0,corridor,0
-1603538,12087,0,201809,21~30,2000,49.8,2,35.13524975253414,128.9769581067925,2653010800,287.0,387,2,25.0,15.0,individual,gas,45290,65.64,281,2.0,1.0,corridor,0
-1603539,1588,0,201809,21~30,1993,83.77,4,35.13399515630769,128.9763046714525,2653010800,186.0,441,4,15.0,9.0,individual,gas,26528,102.13,60,3.0,2.0,stairway,0
-1603543,9094,0,201809,21~30,1992,84.93,13,35.112490973607486,128.95911066370368,2638010300,4700.0,1746,18,20.0,15.0,individual,gas,39812,104.16,580,3.0,2.0,stairway,0
-1603545,9185,0,201809,21~30,2003,49.14,13,35.07672635442894,128.98140317424745,2638010500,700.0,990,7,25.0,14.0,individual,gas,39954,64.38,0,2.0,1.0,mixed,0
-1603546,7659,0,201809,21~30,1995,77.91,3,35.090877387489876,128.9959770605699,2638010800,154.0,224,1,20.0,13.0,individual,gas,36830,98.22,80,3.0,2.0,stairway,0
-1603549,3620,0,201809,21~30,1997,59.98,16,35.174206700000006,129.169027,2635010700,547.0,928,9,25.0,20.0,district,cogeneration,165058,74.82,4,3.0,1.0,corridor,0
-1603559,10432,0,201809,21~30,1987,40.56,4,35.13193724406197,129.06848323199233,2629010900,150.0,140,2,5.0,5.0,individual,gas,42910,46.8,25,2.0,2.0,stairway,0
-1603561,555,1,201809,21~30,1983,79.57,6,37.5444516,127.148031,1174010500,1102.0,1092,12,12.0,12.0,individual,gas,1464,85.0,72,2.0,1.0,corridor,0
-1603562,139,1,201809,21~30,1997,85.0,14,37.49636278144435,127.11636355547823,1171010700,735.0,915,8,26.0,20.0,district,gas,350,108.14,405,3.0,2.0,stairway,0
-1603563,6087,1,201809,21~30,2003,111.32,18,37.49855576783903,127.0188856029528,1165010800,1821.0,1129,13,27.0,10.0,individual,cogeneration,9775,146.45,418,4.0,2.0,stairway,0
-1603564,16818,1,201809,21~30,1985,38.92,4,37.488907826809296,126.9547256131057,1162010100,150.0,204,5,6.0,6.0,individual,gas,13915,50.8,96,2.0,1.0,stairway,0
-1603566,5848,1,201809,21~30,2002,79.777,19,37.51185180912726,126.90237014189155,1156010100,2554.0,2462,31,23.0,17.0,individual,gas,9208,109.8,901,3.0,2.0,stairway,0
-1603570,4450,1,201809,21~30,1985,68.0,7,37.516522105748635,126.84744471669852,1147010300,,440,5,10.0,10.0,individual,gas,7836,82.53,130,2.0,1.0,corridor,0
-1603571,6208,1,201809,21~30,2003,82.86,10,37.54778912000475,126.93671540969498,1144011100,209.0,192,4,15.0,9.0,individual,gas,34392,105.08,84,3.0,2.0,stairway,0
-1603574,2896,1,201809,21~30,1998,59.4,12,37.63169155546426,127.05170957501531,1135010200,389.0,520,4,15.0,11.0,district,cogeneration,6135,81.9,193,2.0,1.0,corridor,0
-1603575,4300,1,201809,21~30,1999,104.83,10,37.637458277785896,127.07731430093482,1135010400,304.0,288,2,17.0,12.0,individual,gas,7672,141.05,26,4.0,2.0,stairway,0
-1603577,6004,1,201809,21~30,2002,129.784,13,37.61482713146493,127.03657951183442,1130510100,531.0,384,8,17.0,14.0,individual,gas,9478,163.46,68,4.0,2.0,stairway,0
-1603581,717,1,201809,21~30,1991,82.5,3,37.574755455117895,127.04465614961998,1123010500,150.0,225,1,15.0,15.0,individual,gas,1920,108.22,105,3.0,2.0,corridor,0
-1603582,6016,1,201809,21~30,2002,84.81,8,37.59658267778021,127.06462130646808,1123011000,387.0,372,7,20.0,18.0,individual,gas,9530,108.76,112,3.0,2.0,stairway,0
-1603585,12432,0,201809,21~30,1991,68.75,8,35.261745380859416,129.23178565826746,2671031021,,120,1,15.0,15.0,individual,-,45710,83.32,30,3.0,1.0,stairway,0
-1603586,3588,0,201809,21~30,1988,68.76,1,35.167884849771966,129.1229305227911,2650010200,590.0,1180,11,15.0,10.0,individual,gas,30517,85.13,330,3.0,1.0,stairway,0
-1603593,217,0,201809,21~30,1997,59.816,14,35.176211434285825,129.16808872263488,2635010700,500.0,477,6,25.0,17.0,district,cogeneration,25642,75.63,109,2.0,1.0,stairway,0
-1603595,11734,0,201809,21~30,1988,46.44,7,35.078299246793485,129.01998971193316,2614012400,,108,1,15.0,3.0,central,-,44887,61.73,27,3.0,1.0,corridor,0
-1603597,6169,1,201809,21~30,2002,72.23,11,37.55410513451746,127.13112027228114,1174010700,120.0,106,1,13.0,11.0,individual,gas,34348,91.13,1,3.0,2.0,stairway,0
-1603598,914,1,201809,21~30,1987,79.97,5,37.47628149967651,127.05683896201772,1168010300,270.0,270,8,5.0,5.0,individual,gas,2417,86.52,180,3.0,1.0,stairway,0
-1603599,6198,1,201809,21~30,2003,119.21,19,37.51863064616524,126.93961775755258,1156011000,623.0,284,2,40.0,38.0,district,gas,93439,152.07,60,3.0,2.0,corridor,0
-1603602,9923,1,201809,21~30,2003,84.98299999999999,5,37.48827861790043,126.83238220538273,1153010800,635.0,620,22,5.0,5.0,individual,gas,11919,109.83,60,3.0,2.0,stairway,0
-1603607,24774,1,201809,21~30,2014,84.98,4,37.484015674391706,126.84334098327943,1153011100,466.0,1018,16,20.0,9.0,individual,gas,19715,112.43,6,3.0,2.0,stairway,0
-1603608,2840,1,201809,21~30,1989,58.01,11,37.667372077174115,127.06324090878769,1135010500,469.0,939,9,15.0,15.0,district,cogeneration,5891,80.17,264,2.0,1.0,corridor,0
-1603609,2842,1,201809,21~30,1987,41.3,6,37.649904861352574,127.06131331137671,1135010500,1500.0,2029,23,15.0,4.0,district,cogeneration,5899,58.59,270,2.0,1.0,corridor,0
-1603611,7141,1,201809,21~30,2001,84.86,8,37.56693452848863,127.05397386843508,1123010500,185.0,146,1,20.0,20.0,individual,gas,166106,116.03,146,3.0,2.0,stairway,0
-1603613,2492,1,201809,21~30,1998,59.94,11,37.536354236843344,127.07459842506779,1121510500,652.0,625,5,22.0,7.0,individual,gas,5160,83.82,313,3.0,1.0,corridor,0
-1603617,9221,0,201809,21~30,1989,84.845,6,35.22979640923011,129.09567607801512,2641010900,,192,2,11.0,5.0,individual,gas,40008,104.48,154,3.0,2.0,stairway,0
-1603619,575,0,201809,21~30,1998,59.76,5,35.168648838096516,129.18534563909515,2635010700,406.0,356,4,22.0,16.0,district,cogeneration,25849,79.25,154,3.0,1.0,stairway,0
-1603622,8345,0,201809,21~30,2002,143.5774,23,35.237113589760085,129.00985295350594,2632010200,1024.0,989,10,24.0,18.0,individual,gas,38273,182.33,48,4.0,2.0,stairway,0
-1603627,1565,0,201809,21~30,1995,84.89,7,35.244172330886066,129.01392018889194,2632010200,885.0,1044,12,18.0,18.0,individual,gas,26434,105.42,684,3.0,2.0,stairway,0
-1603631,14274,0,201809,21~30,2007,84.99,29,35.161494381941424,129.05180123295295,2623010800,393.0,296,2,32.0,21.0,individual,gas,46251,111.68,73,3.0,2.0,stairway,0
-1603632,9836,0,201809,21~30,2005,110.2211,3,35.16799036959129,129.02544142005647,2623010900,1265.0,1090,10,25.0,23.0,individual,gas,41954,135.76,50,3.0,2.0,stairway,0
-1603637,4298,1,201809,21~30,1996,59.21,7,37.45459055101624,126.89766608581944,1154510300,60.0,173,3,12.0,5.0,individual,gas,147402,82.15,68,3.0,1.0,corridor,0
-1603639,4211,1,201809,21~30,2001,114.78,7,37.64470812300841,127.018061398223,1130510300,753.0,690,7,18.0,15.0,individual,gas,7543,145.01,133,4.0,2.0,stairway,0
-1603640,4496,1,201809,21~30,1989,52.71,5,37.603796092331365,127.10670995662865,1126010500,,250,6,5.0,5.0,individual,gas,7885,64.04,70,3.0,1.0,stairway,0
-1603644,22321,1,201809,21~30,2014,59.99,1,37.57559947850765,127.05178396738205,1123010400,2924.0,2397,31,23.0,8.0,individual,gas,19084,85.6,170,3.0,2.0,stairway,0
-1603645,871,1,201809,21~30,1992,59.78,13,37.577272417963314,127.06495781882036,1123010400,1200.0,1234,15,15.0,12.0,individual,gas,146774,75.41,378,2.0,1.0,corridor,0
-1603646,19246,1,201809,21~30,2011,84.64,13,37.59102683975605,127.06839376161754,1123010900,379.0,297,5,25.0,18.0,individual,gas,16527,111.68,47,3.0,2.0,stairway,0
-1603647,24954,0,201809,21~30,2014,84.78,9,35.238339354767206,129.17089704694916,2671033029,524.0,474,11,15.0,12.0,individual,gas,58069,110.02,90,3.0,2.0,stairway,0
-1603649,10567,0,201809,21~30,2007,84.41,17,35.22955813359335,129.0902796793516,2641010900,948.0,540,4,43.0,33.0,individual,gas,94006,99.52,142,3.0,2.0,stairway,0
-1603655,16456,0,201809,21~30,1994,67.97,13,35.26147222774391,129.0188178398355,2632010100,359.0,576,6,18.0,18.0,individual,gas,49019,86.63,576,3.0,1.0,stairway,0
-1603666,4099,1,201809,21~30,1998,59.31,11,37.57342508665554,127.07979280314093,1126010100,92.0,118,1,24.0,14.0,individual,gas,31291,79.74,72,2.0,1.0,stairway,0
-1603667,5050,1,201809,21~30,2004,84.76,1,37.58892463122479,127.03915286827284,1123010300,1357.0,1070,12,25.0,11.0,individual,gas,8415,108.07,395,3.0,2.0,stairway,0
-1603669,6143,0,201809,21~30,2002,84.8,13,35.202046945991114,129.12161498105567,2635010300,2919.0,2290,20,25.0,16.0,individual,gas,34339,114.17,677,3.0,2.0,stairway,0
-1603671,38448,0,201809,21~30,2018,82.1611,17,35.099288940429695,129.023941040039,2614011200,542.0,452,2,49.0,49.0,individual,gas,161893,115.69,88,3.0,2.0,stairway,0
-1603673,9258,0,201809,21~30,1989,83.34,2,35.19330375966518,128.99408886849017,2653010200,96.0,120,2,6.0,6.0,individual,gas,40108,96.8,54,3.0,1.0,stairway,0
-1603675,3571,0,201809,21~30,1992,84.7,11,35.107804198725624,128.975136790077,2638010200,259.0,384,3,15.0,13.0,individual,gas,30412,102.67,264,3.0,2.0,stairway,0
-1603678,10379,0,201809,21~30,2006,84.97,28,35.170295648972846,129.13240498083186,2635010500,1009.0,564,4,38.0,31.0,individual,gas,93945,113.47,68,3.0,2.0,stairway,0
-1603679,11278,0,201809,21~30,2007,171.7,22,35.155147045518845,129.14375439653566,2635010500,954.0,232,2,42.0,42.0,individual,gas,94097,212.93,37,4.0,2.0,,0
-1603680,3547,0,201809,21~30,2000,59.92100000000001,18,35.23485756821538,129.0206445989179,2632010200,375.0,506,6,21.0,17.0,individual,gas,30311,85.01,506,3.0,2.0,stairway,0
-1603682,11007,0,201809,21~30,1992,84.85,10,35.11831994125369,129.11787050331353,2629010700,,164,2,15.0,9.0,individual,gas,43496,102.64,116,3.0,2.0,stairway,0
-1603684,6063,1,201809,21~30,2003,50.19,14,37.4846985649404,127.01696902827088,1165010800,364.0,440,1,24.0,24.0,individual,gas,153499,68.31,22,1.0,1.0,corridor,0
-1603686,432,1,201809,21~30,1994,84.96,10,37.55983801962357,126.84703048681558,1150010200,740.0,488,8,13.0,11.0,district,cogeneration,1144,105.63,488,3.0,2.0,stairway,0
-1603688,4363,1,201809,21~30,1998,60.0,9,37.545115612549736,126.9452407094405,1144010900,115.0,114,1,18.0,10.0,individual,gas,31611,81.4,50,3.0,1.0,corridor,0
-1603694,2964,1,201809,21~30,1997,84.97,11,37.65725211084117,127.04830480041359,1132010700,2300.0,1981,18,24.0,16.0,district,cogeneration,6389,108.85,816,3.0,2.0,stairway,0
-1603697,6632,1,201809,21~30,2003,84.71,10,37.612726173394606,127.08004317439124,1126010400,250.0,193,2,19.0,8.0,individual,gas,34919,105.79,52,3.0,2.0,stairway,0
-1603698,1459,1,201809,21~30,1999,59.97,2,37.54251099581639,127.09774676768,1121510400,428.0,437,5,25.0,17.0,individual,gas,3945,81.15,223,3.0,1.0,stairway,0
-1603700,9257,0,201809,21~30,1988,62.59,3,35.113909896251684,129.10803956966336,2629010700,321.0,315,7,5.0,5.0,individual,gas,40103,76.53,90,3.0,1.0,stairway,0
-1603706,33536,0,201809,21~30,2016,84.9985,13,35.09510040283203,128.91799926757812,2644010400,687.0,600,8,20.0,20.0,district,cogeneration,92547,113.21,280,4.0,2.0,stairway,0
-1603707,74,0,201809,21~30,1997,82.245,7,35.22516910126937,129.08099926090077,2641010800,369.0,333,1,24.0,13.0,individual,gas,25568,104.89,48,3.0,2.0,stairway,0
-1603711,8826,0,201809,21~30,1994,44.87,18,35.21557556811464,129.02414154209328,2632010400,789.0,825,8,21.0,20.0,individual,gas,39279,65.87,465,3.0,1.0,corridor,0
-1603713,3541,0,201809,21~30,1999,75.29,20,35.19552069129772,128.99517941149705,2632010500,692.0,668,7,21.0,17.0,individual,gas,30289,95.95,126,3.0,1.0,stairway,0
-1603714,5717,0,201809,21~30,1996,82.55,19,35.12260017550122,129.08494513044872,2629011100,326.0,452,3,25.0,19.0,individual,gas,33885,103.65,176,3.0,2.0,stairway,0
-1603715,9832,0,201809,21~30,2005,59.9925,1,35.119011388321894,129.08276539011956,2629011100,509.0,548,7,25.0,8.0,individual,gas,41932,84.8,70,3.0,1.0,stairway,0
-1603716,1892,1,201809,21~30,1985,83.52,2,37.547906904332784,127.15165960969186,1174010100,674.0,1320,14,15.0,15.0,central,gas,4190,109.06,720,3.0,1.0,mixed,0
-1603717,2918,1,201809,21~30,1986,43.79,5,37.49662445374695,127.1177978725618,1171010700,430.0,839,7,15.0,15.0,district,cogeneration,6208,62.51,410,2.0,1.0,corridor,0
-1603718,1414,1,201809,21~30,1992,84.91,4,37.49287963162806,127.1410455172596,1171011300,497.0,497,5,15.0,8.0,district,cogeneration,146903,103.15,243,3.0,2.0,stairway,0
-1603722,2887,1,201809,21~30,1985,83.59,8,37.4963307,126.90085900000001,1156013300,261.0,435,4,15.0,15.0,individual,gas,6105,101.08,90,3.0,1.0,stairway,0
-1603724,1460,1,201809,21~30,1996,83.34,5,37.45402446014111,126.91068679807492,1154510300,116.0,197,1,17.0,5.0,individual,gas,26184,105.82,33,3.0,2.0,stairway,0
-1603727,1223,1,201809,21~30,1990,58.5,10,37.59325996598934,126.94263285310595,1141011800,195.0,390,3,15.0,6.0,individual,gas,3364,74.32,53,3.0,1.0,stairway,0
-1603728,197,1,201809,21~30,1993,84.68,11,37.600133464397175,126.93701082250216,1138010200,281.0,370,3,19.0,9.0,individual,gas,500,106.76,95,3.0,2.0,stairway,0
-1603731,5619,1,201809,21~30,2001,59.94,1,37.629164811375354,127.06681551595855,1135010300,1992.0,1601,14,20.0,8.0,individual,gas,8894,77.68,476,3.0,1.0,stairway,0
-1603732,7698,1,201809,21~30,2003,81.12,3,37.62117886866782,127.07224546765146,1135010300,206.0,191,1,19.0,12.0,individual,gas,36904,109.77,144,3.0,2.0,stairway,0
-1603734,5534,1,201809,21~30,1988,79.25,14,37.66618185475274,127.06494908518856,1135010500,994.0,3315,21,15.0,15.0,district,cogeneration,8809,107.99,840,3.0,1.0,corridor,0
-1603739,3819,1,201809,21~30,2000,84.95,3,37.576640504617636,127.06046527927865,1123010400,2084.0,1830,16,25.0,16.0,individual,gas,6777,109.64,752,3.0,2.0,stairway,0
-1603741,4200,1,201809,21~30,1976,57.88,4,37.56639434268536,127.07886620117227,1121510100,100.0,270,6,5.0,5.0,individual,gas,7523,57.88,35,2.0,1.0,stairway,0
-1603742,11886,1,201809,21~30,2007,145.87,6,37.52616020774652,126.9698850338597,1117012800,321.0,208,2,33.0,29.0,individual,gas,94126,176.99,24,3.0,2.0,stairway,0
-1603743,11257,0,201809,21~30,2003,84.9888,6,35.23884181434962,129.2228234242795,2671025027,522.0,524,6,25.0,16.0,individual,gas,43925,105.86,249,3.0,2.0,stairway,0
-1603745,1582,0,201809,21~30,1999,60.0,1,35.18384455133566,129.10360130281313,2647010200,2716.0,2302,24,25.0,20.0,individual,gas,26507,80.72,200,2.0,1.0,stairway,0
-1603747,37177,0,201809,21~30,2018,84.9601,10,35.168373100000004,129.144164,2635010500,862.0,813,8,33.0,20.0,individual,gas,153084,109.28,124,3.0,2.0,stairway,0
-1603750,5597,0,201809,21~30,2001,37.72,6,35.156338606574714,129.04162935801935,2623010900,238.0,130,1,16.0,16.0,individual,gas,164918,44.12,26,2.0,1.0,corridor,0
-1603752,18197,0,201809,21~30,2009,84.961,5,35.096999880339744,129.0558282126425,2620012000,573.0,508,11,20.0,12.0,individual,gas,51748,110.46,69,3.0,2.0,stairway,0
-1603754,36881,0,201809,21~30,2018,118.89,9,35.133604600000005,129.05884,2617010400,807.0,652,2,48.0,47.0,individual,gas,151691,166.9,86,4.0,2.0,stairway,0
-1603763,4013,1,201809,21~30,1996,84.84,1,37.49410609524941,126.92817564601104,1162010100,709.0,710,8,15.0,8.0,central,gas,147360,104.78,650,3.0,2.0,stairway,0
-1603765,56,1,201809,21~30,1997,84.89,10,37.480370417814676,126.93310012208643,1162010200,165.0,236,3,19.0,12.0,individual,gas,156,105.68,236,3.0,2.0,stairway,0
-1603768,2971,1,201809,21~30,1999,59.89,14,37.48869789536163,126.96244633510504,1159010700,748.0,719,9,25.0,16.0,individual,gas,6423,81.42,74,3.0,1.0,corridor,0
-1603770,2888,1,201809,21~30,1977,41.62,2,37.501546600000005,126.911075,1156013200,518.0,518,13,5.0,5.0,individual,gas,147166,49.49,76,2.0,1.0,stairway,0
-1603772,6215,1,201809,21~30,2003,70.003,15,37.471245338792755,126.89413442972506,1154510200,142.0,136,1,16.0,12.0,individual,gas,34398,92.6,1,3.0,2.0,stairway,0
-1603773,5358,1,201809,21~30,1998,59.94,15,37.45309975044128,126.91776288312364,1154510300,271.0,270,3,23.0,13.0,individual,gas,8640,84.92,124,2.0,1.0,corridor,0
-1603777,25049,1,201809,21~30,2014,84.58,5,37.56563568115234,126.82386016845705,1150010500,1643.0,1004,14,16.0,4.0,district,cogeneration,19856,109.22,10,3.0,2.0,stairway,0
-1603778,18745,1,201809,21~30,2008,59.87,15,37.55140212822092,126.82690398173058,1150010600,1014.0,948,19,15.0,6.0,district,cogeneration,15867,80.32,118,3.0,2.0,stairway,0
-1603779,263,1,201809,21~30,1995,84.78,7,37.570309277386414,126.9584480709518,1141010800,944.0,895,8,18.0,14.0,individual,gas,602,104.69,439,3.0,2.0,stairway,0
-1603780,6011,1,201809,21~30,2002,86.2286,1,37.656624397104075,127.07094254275484,1135010500,311.0,251,2,25.0,15.0,individual,gas,9516,119.54,10,3.0,2.0,stairway,0
-1603782,2959,1,201809,21~30,1993,71.16,3,37.6486900700793,127.0849905465908,1135010600,133.0,211,3,9.0,8.0,individual,gas,6373,90.21,89,3.0,1.0,stairway,0
-1603783,6055,1,201809,21~30,2002,114.9396,3,37.64683611245521,127.02798350145045,1132010500,458.0,407,10,15.0,11.0,individual,gas,9671,135.38,80,4.0,2.0,stairway,0
-1603786,15514,1,201809,21~30,2008,114.65,7,37.58349197284173,127.01338210755104,1129011200,1126.0,864,22,15.0,7.0,individual,gas,13572,133.27,198,4.0,2.0,stairway,0
-1603789,14262,1,201809,21~30,2007,84.69,15,37.60652537344986,127.03038289793793,1129013600,319.0,285,2,24.0,24.0,individual,gas,94216,107.44,91,3.0,2.0,stairway,0
-1603791,2820,1,201809,21~30,1997,59.4,1,37.6091161456984,127.0976798411704,1126010600,1448.0,1047,9,20.0,11.0,district,cogeneration,5857,82.03,442,3.0,1.0,corridor,0
-1603793,9853,0,201809,21~30,2005,84.9813,7,35.16925689587934,129.08629832911862,2647010200,413.0,410,4,24.0,17.0,individual,gas,41996,114.56,410,3.0,2.0,stairway,0
-1603795,37300,0,201809,21~30,2018,84.9207,5,35.2202301025391,129.089904785156,2641010900,243.0,210,3,23.0,21.0,individual,gas,153662,113.79,1,3.0,2.0,stairway,0
-1603797,557,0,201809,21~30,1994,59.88,18,35.230959737488625,129.16008673283358,2635010100,215.0,299,1,20.0,19.0,individual,gas,25831,76.29,119,3.0,1.0,corridor,0
-1603799,1277,0,201809,21~30,1999,84.93,21,35.193807255954795,129.09760086769822,2626010400,436.0,436,3,23.0,8.0,individual,gas,26092,107.63,150,3.0,2.0,stairway,0
-1603802,9854,0,201809,21~30,2004,84.949,13,35.08864439999999,129.04363500000002,2620010900,481.0,416,5,20.0,12.0,individual,gas,42001,105.8,174,3.0,2.0,stairway,0
-1603804,4090,1,201809,21~30,2000,84.87,5,37.48452740459321,126.94289247795973,1162010100,2721.0,2002,25,23.0,15.0,individual,gas,7278,110.17,577,3.0,2.0,stairway,0
-1603805,10243,1,201809,21~30,2005,84.98,7,37.482805193154995,126.84924543023851,1153010700,253.0,212,2,25.0,16.0,individual,gas,12106,108.19,139,3.0,2.0,stairway,0
-1603811,1552,0,201809,21~30,1999,59.955,22,35.16694046443944,128.97840109609905,2653010400,617.0,600,6,25.0,25.0,individual,gas,26372,80.38,200,3.0,1.0,stairway,0
-1603812,5384,0,201809,21~30,2002,84.99,9,35.15507120718753,129.00028308967765,2653010600,862.0,831,12,20.0,6.0,individual,gas,33312,106.78,120,3.0,2.0,stairway,0
-1603813,9259,0,201809,21~30,1986,52.74,3,35.140006373664995,128.98587173955934,2653010700,188.0,230,4,5.0,3.0,individual,-,40119,60.78,15,2.0,1.0,stairway,0
-1603814,3806,0,201809,21~30,1995,84.75,14,35.177055741732204,129.10989308772366,2647010200,832.0,576,7,18.0,18.0,individual,gas,30927,105.99,180,3.0,2.0,stairway,0
-1603815,36673,0,201809,21~30,2017,78.3157,22,35.1087254,128.980587,2638010200,294.0,279,3,26.0,22.0,individual,gas,151156,103.84,67,3.0,2.0,stairway,0
-1603816,5805,0,201809,21~30,1989,66.57,1,35.19082744657465,129.1326034379269,2635010400,,466,11,6.0,4.0,individual,gas,34013,79.06,10,3.0,1.0,stairway,0
-1603818,3617,0,201809,21~30,1999,84.935,23,35.1758881895978,129.18086842160142,2635010700,756.0,842,8,24.0,20.0,district,cogeneration,30640,108.14,224,3.0,2.0,stairway,0
-1603821,1533,0,201809,21~30,1985,42.93,14,35.13654866986674,129.108355558971,2629010600,1552.0,1035,9,15.0,15.0,central,gas,26279,61.47,180,2.0,1.0,corridor,0
-1603822,12085,0,201809,21~30,1996,59.96,3,35.12725308899488,129.10748405436277,2629010700,381.0,518,3,25.0,17.0,individual,gas,45286,77.59,185,3.0,1.0,stairway,0
-1603823,3516,0,201809,21~30,1999,59.813,6,35.195631460785975,129.11147568642608,2626010200,2651.0,1898,16,25.0,20.0,individual,gas,30159,79.89,386,3.0,1.0,stairway,0
-1603824,1405,0,201809,21~30,1997,84.99,22,35.17334762426901,129.06318837747392,2623010100,1573.0,1733,13,25.0,18.0,individual,gas,26161,102.69,628,3.0,2.0,stairway,0
-1603827,3535,0,201809,21~30,1996,59.72,3,35.15691894413011,129.04227151578476,2623010900,510.0,668,6,25.0,22.0,individual,gas,30254,73.44,240,3.0,1.0,stairway,0
-1603829,11731,0,201809,21~30,1997,59.79,15,35.08173232949695,129.01947360169254,2614012400,171.0,295,1,20.0,9.0,individual,-,44867,80.18,107,3.0,1.0,corridor,0
-1603830,19735,1,201809,21~30,2009,84.74,11,37.559852,127.178903,1174011000,980.0,841,13,15.0,12.0,individual,gas,17206,110.83,52,3.0,2.0,stairway,0
-1603831,15502,1,201809,21~30,2006,118.44,7,37.5299442393186,127.11712166474658,1171010300,156.0,114,3,11.0,8.0,individual,gas,47848,146.93,35,4.0,2.0,stairway,0
-1603832,892,1,201809,21~30,1988,66.69,10,37.492267619958135,126.91160922775991,1159010900,1335.0,1335,16,20.0,15.0,individual,gas,2365,84.4,315,2.0,1.0,corridor,0
-1603836,2644,1,201809,21~30,1999,59.978,18,37.5110412809749,126.88295312076427,1153010100,1533.0,1095,11,27.0,17.0,individual,gas,5642,80.68,288,3.0,1.0,stairway,0
-1603837,154,1,201809,21~30,1987,49.77,4,37.52364633964433,126.83090940906472,1147010300,170.0,290,5,5.0,5.0,individual,gas,374,66.69,180,3.0,1.0,stairway,0
-1603843,19442,1,201809,21~30,2011,84.32,13,37.587987704067224,126.9240910395727,1138010700,1163.0,967,11,15.0,12.0,individual,gas,16735,109.51,114,3.0,2.0,stairway,0
-1603845,5464,1,201809,21~30,2000,84.85,6,37.621447766589476,127.0851498229982,1135010300,349.0,297,4,12.0,6.0,district,cogeneration,8753,101.36,0,3.0,2.0,mixed,0
-1603846,2841,1,201809,21~30,1988,45.77,7,37.66901655842887,127.05377114763859,1135010500,1196.0,2392,18,15.0,15.0,district,cogeneration,5893,63.68,720,2.0,1.0,corridor,0
-1603847,2809,1,201809,21~30,1988,49.94,13,37.66341961713575,127.05388044715548,1135010500,2000.0,2654,27,15.0,5.0,district,cogeneration,5793,70.52,540,2.0,1.0,corridor,0
-1603848,1470,1,201809,21~30,1997,84.99,13,37.53739702452381,127.09762242014037,1121510300,2085.0,1592,15,30.0,24.0,central,gas,146919,104.38,542,3.0,2.0,stairway,0
-1603850,3956,1,201809,21~30,2001,84.82,19,37.551857458399574,127.02711503587443,1120010900,2371.0,2921,24,20.0,10.0,individual,,7052,110.58,98,3.0,2.0,stairway,0
-1603853,5286,1,201809,21~30,1993,59.94,4,37.460826206133056,126.92783674932998,1162010200,630.0,630,8,15.0,15.0,individual,gas,8600,76.85,120,2.0,1.0,corridor,0
-1603855,1276,0,201809,21~30,1995,59.99,8,35.236336380416724,129.09018563828013,2641010900,1367.0,1408,10,24.0,20.0,individual,gas,26085,80.49,504,3.0,1.0,corridor,0
-1603858,22524,0,201809,21~30,2014,84.98700000000001,12,35.163704586224355,129.17647399301015,2635010600,979.0,745,7,32.0,25.0,district,cogeneration,56331,111.33,159,3.0,2.0,stairway,0
-1603861,9455,0,201809,21~30,2000,157.83,14,35.161079806291745,129.0708626964585,2623010200,114.0,173,1,15.0,10.0,individual,gas,40903,208.56,15,6.0,2.0,stairway,0
-1603863,11229,1,201809,21~30,2005,84.97,11,37.548719447946866,127.12905126904577,1174010900,153.0,125,2,12.0,11.0,individual,gas,43903,106.94,125,3.0,2.0,stairway,0
-1603864,5663,1,201809,21~30,2001,149.7,2,37.50147160071725,127.0449200779865,1168010100,340.0,137,3,24.0,10.0,central,gas,33798,199.67,85,4.0,2.0,stairway,0
-1603865,17240,1,201809,21~30,2008,84.236,4,37.51385953949973,127.05148791178169,1168010500,1291.0,926,12,23.0,14.0,individual,gas,14137,109.5,640,3.0,2.0,stairway,0
-1603866,7609,1,201809,21~30,2002,120.81,1,37.48542842875245,127.02650758039991,1165010800,165.0,126,2,15.0,11.0,individual,gas,36780,142.48,30,4.0,2.0,stairway,0
-1603867,122,1,201809,21~30,1993,46.75,10,37.49105456605257,126.97460310065551,1159010700,981.0,1550,12,20.0,13.0,district,cogeneration,312,59.34,133,2.0,1.0,corridor,0
-1603868,895,1,201809,21~30,1993,46.75,10,37.4873466,126.977589,1159010700,1299.0,1080,8,15.0,15.0,central,gas,2380,60.21,150,2.0,1.0,corridor,0
-1603869,903,1,201809,21~30,1993,46.75,10,37.4899682,126.975903,1159010700,1710.0,855,6,15.0,15.0,central,gas,2395,59.13,210,2.0,1.0,corridor,0
-1603870,3735,1,201809,21~30,1993,46.75,10,37.4899596,126.97795,1159010700,912.0,912,8,15.0,12.0,individual,cogeneration,6621,60.15,135,2.0,1.0,corridor,0
-1603871,345,1,201809,21~30,1988,59.95,12,37.549763119191496,126.9496371551471,1144010200,384.0,480,5,16.0,5.0,individual,gas,774,78.98,120,2.0,1.0,corridor,0
-1603872,15065,1,201809,21~30,2005,84.53,7,37.57981759547889,126.8842538748604,1144012700,741.0,484,14,15.0,6.0,district,cogeneration,13417,108.03,158,3.0,2.0,stairway,0
-1603876,7543,1,201809,21~30,2004,84.97200000000001,1,37.68472526825265,127.0471208948938,1132010800,161.0,141,1,14.0,11.0,individual,gas,36666,105.87,12,3.0,2.0,stairway,0
-1603877,5862,1,201809,21~30,2000,84.9,6,37.6267795520183,127.03052707812193,1130510100,116.0,105,1,12.0,8.0,individual,gas,34089,107.54,68,3.0,2.0,stairway,0
-1603878,6704,1,201809,21~30,2003,84.96,3,37.60749428161639,127.01427883367208,1129013300,554.0,529,7,20.0,8.0,individual,gas,10725,110.43,320,3.0,2.0,stairway,0
-1603879,495,1,201809,21~30,1998,111.71,7,37.60277156251425,127.02377692236686,1129013400,393.0,684,6,15.0,10.0,individual,gas,1290,127.5,171,4.0,2.0,stairway,0
-1603883,16834,1,201809,21~30,2007,84.93,10,37.60372179494205,127.09673963695845,1126010600,236.0,214,4,15.0,7.0,individual,gas,13922,105.79,0,3.0,2.0,stairway,0
-1603884,6687,1,201809,21~30,2004,114.52,22,37.56682882133314,127.03863420662243,1120010500,280.0,248,4,22.0,20.0,individual,gas,10709,134.9,44,4.0,2.0,stairway,0
-1603885,19929,1,201809,21~30,2012,59.99,4,37.55283872292237,127.02245281162593,1120011000,461.0,401,4,20.0,11.0,individual,gas,17491,83.96,95,3.0,2.0,stairway,0
-1603886,2906,1,201809,21~30,1997,114.32,6,37.54195636877132,127.00998914359856,1120011300,468.0,583,5,19.0,19.0,central,gas,6170,141.82,190,4.0,2.0,stairway,0
-1603887,649,1,201809,21~30,2001,59.55,21,37.52730829065722,126.95379284343511,1117012900,205.0,340,2,22.0,20.0,district,cogeneration,1707,91.48,340,3.0,1.0,stairway,0
-1603893,3573,0,201809,21~30,1992,125.6525,5,35.1041587645612,128.97895709908113,2638010200,270.0,300,5,15.0,15.0,individual,gas,30423,147.16,15,4.0,2.0,stairway,0
-1603896,3502,0,201809,21~30,1997,59.99,5,35.15011236024477,129.08882882482007,2629010600,561.0,691,4,24.0,15.0,individual,gas,30104,83.75,263,3.0,1.0,corridor,0
-1603897,16163,0,201809,21~30,1998,114.98,17,35.1720363841761,129.06546436362248,2623010100,1989.0,1901,15,25.0,13.0,individual,gas,48508,134.96,344,4.0,2.0,stairway,0
-1603899,1107,1,201809,21~30,1992,84.23,12,37.55064961794943,127.15979953863706,1174010300,174.0,410,5,13.0,11.0,individual,gas,3059,100.55,254,3.0,2.0,stairway,0
-1603900,869,1,201809,21~30,1985,64.53,4,37.54976794459971,127.13881692627865,1174010900,400.0,479,6,13.0,10.0,individual,gas,2292,88.51,171,2.0,1.0,corridor,0
-1603901,4262,1,201809,21~30,1978,155.2314,1,37.493611903381755,126.98761547965576,1165010100,207.0,216,3,12.0,12.0,district,cogeneration,7628,177.45,24,4.0,2.0,stairway,0
-1603902,9109,1,201809,21~30,2006,128.61,17,37.48752105883215,126.90684775694328,1159010900,1573.0,545,4,28.0,19.0,individual,gas,93756,161.1,163,4.0,2.0,stairway,0
-1603904,2924,1,201809,21~30,1997,84.78,5,37.59537653648853,126.94481890509356,1141011800,1188.0,1329,16,15.0,12.0,individual,gas,6228,102.5,384,3.0,2.0,stairway,0
-1603905,8833,1,201809,21~30,2001,59.87,1,37.61376935723399,126.93428557308958,1138010300,100.0,100,1,10.0,10.0,individual,gas,39293,81.17,36,3.0,2.0,mixed,0
-1603906,2920,1,201809,21~30,1998,49.6,12,37.63299199256823,127.04429219157879,1135010200,326.0,410,3,15.0,12.0,central,gas,6214,69.37,120,3.0,1.0,corridor,0
-1603910,120,1,201809,21~30,1996,84.9,1,37.651600626656695,127.02749575060305,1132010500,,315,4,12.0,7.0,individual,gas,296,107.34,208,3.0,2.0,stairway,0
-1603911,6435,1,201809,21~30,2004,84.6865,2,37.6329384754705,127.04282391149488,1132010700,166.0,135,1,15.0,15.0,individual,gas,34610,105.31,84,3.0,2.0,stairway,0
-1603914,3960,1,201809,21~30,1998,84.66,6,37.580474825741796,127.07925691231392,1126010100,111.0,111,1,19.0,18.0,individual,gas,31116,109.94,57,3.0,2.0,stairway,0
-1603915,4405,1,201809,21~30,1997,59.4,1,37.590970436875295,127.07232495511002,1126010100,117.0,132,1,20.0,8.0,individual,gas,97359,85.98,96,3.0,1.0,stairway,0
-1603919,12412,0,201809,21~30,1993,84.79,7,35.273188102144616,129.09402008373698,2641010300,61.0,147,1,15.0,13.0,individual,gas,45677,101.73,116,3.0,2.0,mixed,0
-1603926,346,1,201809,21~30,1999,59.82,11,37.48915510775346,127.04878433013212,1168011800,132.0,132,1,22.0,22.0,individual,gas,146659,70.84,66,3.0,1.0,stairway,0
-1603927,18367,1,201809,21~30,2008,94.421,7,37.50430674210249,126.86404040501036,1153010600,207.0,205,2,15.0,7.0,individual,gas,52082,119.53,43,3.0,2.0,stairway,0
-1603928,12226,1,201809,21~30,1994,59.9,19,37.5000862928597,126.84354264138577,1153010700,237.0,245,3,19.0,11.0,individual,gas,12964,75.89,97,2.0,1.0,stairway,0
-1603930,5849,1,201809,21~30,2002,83.71,3,37.54499728604307,126.86837515692758,1147010200,707.0,495,5,12.0,5.0,district,cogeneration,9213,109.9,135,3.0,2.0,stairway,0
-1603932,6109,1,201809,21~30,2003,59.855,8,37.607034810719156,127.03836506868817,1129013600,2733.0,2197,30,20.0,11.0,individual,gas,9841,82.62,624,3.0,1.0,stairway,0
-1603933,3955,1,201809,21~30,1995,84.77,4,37.58055114629927,127.0835590232765,1126010100,401.0,172,2,25.0,20.0,individual,gas,147349,111.79,76,4.0,2.0,stairway,0
-1603934,1393,1,201809,21~30,1990,59.91,3,37.551045616182094,127.0309533562011,1120010800,515.0,644,9,14.0,10.0,individual,gas,3803,81.05,176,2.0,1.0,corridor,0
-1603938,33342,1,201809,21~30,2016,84.98,14,37.55540084838867,127.0189971923828,1120011000,1289.0,1156,10,21.0,16.0,individual,gas,92027,110.61,16,3.0,2.0,stairway,0
-1603941,3609,0,201809,21~30,1999,114.92,13,35.16623439831767,129.13990168512433,2635010500,1992.0,1680,19,20.0,20.0,individual,gas,30602,138.7,400,4.0,2.0,stairway,0
-1603950,16792,0,201809,21~30,2007,121.84299999999999,4,35.169637465642964,129.04838422430618,2623010600,692.0,547,8,20.0,10.0,individual,gas,49488,151.55,153,4.0,2.0,stairway,0
-1603951,3997,1,201809,21~30,1996,59.91,3,37.51963102934499,127.03813023342406,1168010800,105.0,111,1,12.0,9.0,individual,gas,31162,83.17,47,3.0,1.0,corridor,0
-1603954,33356,1,201809,21~30,2016,84.86399999999999,20,37.50400161743164,126.94300079345705,1159010200,745.0,582,6,23.0,16.0,individual,gas,92053,117.37,170,3.0,2.0,stairway,0
-1603958,7145,1,201809,21~30,2003,99.16,1,37.55500286020033,126.89848411377064,1144012300,145.0,117,1,15.0,14.0,individual,gas,35870,123.94,30,3.0,2.0,stairway,0
-1603960,544,1,201809,21~30,1995,51.03,4,37.62677299823028,127.08204292505434,1135010300,730.0,845,8,15.0,9.0,individual,gas,1418,72.23,341,2.0,1.0,corridor,0
-1603961,6118,1,201809,21~30,2002,84.9132,5,37.66207328573757,127.07708141868923,1135010600,346.0,299,2,19.0,16.0,individual,gas,9853,116.46,36,3.0,2.0,stairway,0
-1603963,244,1,201809,21~30,1987,53.7,10,37.662837530526716,127.02810737677862,1132010600,,220,2,12.0,7.0,individual,gas,562,78.05,77,2.0,1.0,corridor,0
-1603964,5033,1,201809,21~30,2000,59.92,23,37.58166382598228,127.07419075861614,1123010900,437.0,372,3,26.0,22.0,individual,gas,8395,84.84,176,3.0,1.0,corridor,0
-1603965,2949,1,201809,21~30,2000,59.99,2,37.599784405498674,127.06851501787186,1123011000,1630.0,1613,16,25.0,16.0,individual,gas,6344,81.19,580,3.0,1.0,stairway,0
-1603968,4,1,201809,21~30,1992,84.76,1,37.535133,127.092901,1121510300,354.0,354,3,21.0,17.0,individual,gas,146603,98.45,12,3.0,2.0,stairway,0
-1603973,18754,0,201809,21~30,2010,84.9677,14,35.12695106992191,128.97566933260873,2653010800,2675.0,1852,18,29.0,14.0,individual,gas,52784,107.98,509,3.0,2.0,stairway,0
-1603977,17497,0,201809,21~30,2007,84.99600000000001,6,35.187406796630995,129.10417173732,2647010200,204.0,165,4,21.0,20.0,individual,gas,94425,113.88,90,3.0,2.0,stairway,0
-1603978,21837,0,201809,21~30,2012,64.5327,5,35.095093909559395,128.97646167748712,2638010400,263.0,256,4,15.0,9.0,individual,gas,55614,84.27,68,3.0,2.0,stairway,0
-1603979,10561,0,201809,21~30,2005,59.9666,1,35.07678710305157,128.9714859165549,2638010500,402.0,392,4,28.0,8.0,individual,gas,43122,81.58,169,3.0,2.0,stairway,0
-1603984,562,0,201809,21~30,1996,84.98,21,35.201036301682294,129.11819407077343,2635010300,1430.0,1500,10,25.0,6.0,individual,gas,25838,104.56,616,3.0,2.0,stairway,0
-1603988,9855,0,201809,21~30,2004,115.7412,14,35.085423366711424,129.06230413620452,2620012000,526.0,490,5,18.0,9.0,individual,gas,42011,144.28,16,4.0,2.0,stairway,0
-1603989,19557,1,201809,21~30,2008,84.98,3,37.48040215559176,127.1319682165122,1171010900,619.0,564,7,20.0,11.0,individual,gas,16910,105.46,114,3.0,2.0,stairway,0
-1603991,5730,1,201809,21~30,2001,84.38,3,37.530666670133975,126.90036348314085,1156011500,301.0,258,3,17.0,12.0,individual,gas,9050,114.72,258,3.0,2.0,stairway,0
-1603992,4148,1,201809,21~30,1987,32.39,3,37.49145870808077,126.87750172759122,1153010200,,726,6,15.0,5.0,central,gas,7427,46.69,216,1.0,1.0,corridor,0
-1603993,2952,1,201809,21~30,1999,59.4,10,37.54473232045174,126.94257048117984,1144010800,1953.0,1992,16,25.0,15.0,district,cogeneration,6353,83.98,464,3.0,1.0,corridor,0
-1603994,17503,1,201809,21~30,2006,84.81,3,37.577875907627856,126.88889384903842,1144012700,965.0,761,12,26.0,16.0,district,cogeneration,14285,109.61,97,3.0,2.0,stairway,0
-1603998,19441,1,201809,21~30,2011,59.63,12,37.59125998898949,126.92390655209834,1138010700,1433.0,1148,12,15.0,12.0,individual,gas,16730,82.57,299,3.0,2.0,stairway,0
-1603999,8082,1,201809,21~30,2003,114.49,11,37.598963311245114,126.90616997741402,1138010900,335.0,296,7,15.0,8.0,individual,gas,11315,138.08,58,4.0,2.0,stairway,0
-1604001,5535,1,201809,21~30,1988,84.92,11,37.66477818394666,127.06804428710558,1135010500,,471,3,15.0,13.0,district,cogeneration,8813,101.35,150,3.0,2.0,stairway,0
-1604012,18416,1,201809,21~30,2010,59.96,4,37.596328299999996,127.01382,1129011000,228.0,194,4,15.0,12.0,individual,gas,52171,82.89,29,3.0,2.0,mixed,0
-1604013,184,1,201809,21~30,1971,54.31,7,37.58236566101433,127.02492068628948,1129012300,180.0,357,7,7.0,7.0,individual,gas,468,66.12,0,2.0,1.0,stairway,0
-1604015,6275,1,201809,21~30,2005,84.64,4,37.6120669316081,127.01964818939793,1129013400,1855.0,1605,25,19.0,10.0,individual,gas,10178,109.23,792,3.0,2.0,stairway,0
-1604016,3557,0,201809,21~30,1993,49.94,8,35.18313559266321,129.00038680222696,2653010200,482.0,900,8,15.0,15.0,individual,-,147301,73.02,537,2.0,1.0,corridor,0
-1604017,1579,0,201809,21~30,1997,99.83,9,35.243664376517465,129.02319188901524,2632010200,451.0,450,6,15.0,13.0,individual,gas,26498,120.99,164,4.0,2.0,stairway,0
-1604021,5280,1,201809,21~30,2002,84.97,24,37.61780416116174,127.06856779530985,1135010200,3940.0,3003,25,28.0,12.0,individual,gas,8576,109.57,280,3.0,2.0,mixed,0
-1604022,2487,1,201809,21~30,1999,59.91,5,37.52820109126529,127.08140086074656,1121510500,325.0,322,4,25.0,12.0,individual,gas,5139,77.35,133,3.0,1.0,corridor,0
-1604026,17781,0,201809,21~30,2006,84.9749,7,35.18329453056004,129.12395480089486,2635010400,829.0,703,7,25.0,14.0,individual,gas,51091,113.91,234,3.0,2.0,stairway,0
-1604027,584,0,201809,21~30,1998,59.85,5,35.166082486031925,129.1807425571912,2635010700,729.0,1000,9,20.0,20.0,district,cogeneration,25852,78.51,1000,3.0,1.0,stairway,0
-1604029,5047,1,201809,21~30,2003,84.96,9,37.48976754475361,126.95061823989657,1162010100,5402.0,5387,49,27.0,10.0,central,gas,8406,109.42,676,3.0,2.0,stairway,0
-1604032,15884,1,201809,21~30,2006,84.985,5,37.626124284181685,127.04979354457613,1135010200,1153.0,850,21,13.0,10.0,individual,gas,13668,108.04,434,3.0,2.0,stairway,0
-1604033,10868,1,201809,21~30,1997,59.85,4,37.63132026900506,127.04292267663818,1135010200,550.0,571,4,15.0,11.0,central,gas,12469,84.27,167,2.0,1.0,corridor,0
-1604035,617,1,201809,21~30,1987,75.33,11,37.6865509130015,127.04163029742877,1132010800,,348,3,12.0,12.0,individual,gas,1642,99.46,348,3.0,2.0,corridor,0
-1604036,4054,1,201809,21~30,1996,59.76,18,37.566161586099284,127.04012796420663,1120010500,454.0,430,5,24.0,14.0,central,gas,7211,85.72,198,3.0,1.0,corridor,0
-1604037,4534,0,201809,21~30,1999,84.99,11,35.068119961455515,128.98283925440836,2638010600,279.0,268,3,15.0,14.0,individual,gas,31836,105.9,268,3.0,2.0,stairway,0
-1604038,9528,0,201809,21~30,2004,84.9702,12,35.165572571981556,129.16537000866828,2635010600,1026.0,792,6,34.0,30.0,individual,gas,41144,115.7,496,3.0,2.0,stairway,0
-1604040,821,1,201809,21~30,1986,178.325,3,37.50744513276394,127.0766868955642,1171010100,2634.0,1356,18,18.0,9.0,individual,gas,2177,218.05,252,5.0,2.0,stairway,0
-1604042,421,1,201809,21~30,1989,52.45,1,37.50733335524694,126.87647145886532,1153010100,824.0,837,6,13.0,13.0,central,gas,1081,70.52,176,3.0,1.0,corridor,0
-1604044,23224,1,201809,21~30,2014,84.83,2,37.500409437653104,126.84813342649244,1153010700,1154.0,978,10,25.0,22.0,individual,gas,19363,110.42,168,3.0,2.0,stairway,0
-1604050,1013,1,201809,21~30,1995,37.67,1,37.56236253032433,126.84836542054994,1150010200,680.0,566,5,15.0,15.0,district,cogeneration,2661,55.51,149,2.0,1.0,corridor,0
-1604051,261,1,201809,21~30,1992,49.5,14,37.56323020308249,126.85929280899492,1150010400,677.0,1476,15,15.0,12.0,district,cogeneration,146650,64.98,594,3.0,1.0,corridor,0
-1604052,3845,1,201809,21~30,1992,60.81,2,37.58899586575794,126.9413997185943,1141011100,704.0,704,8,15.0,5.0,individual,gas,147338,71.81,50,3.0,1.0,stairway,0
-1604054,3962,1,201809,21~30,1999,59.34,8,37.62665092166253,127.07015732691477,1135010300,224.0,190,2,19.0,16.0,individual,gas,31120,86.57,48,3.0,1.0,corridor,0
-1604055,3703,1,201809,21~30,1988,71.89,5,37.64789053116172,127.06079494604792,1135010500,,2064,24,15.0,5.0,district,cogeneration,6558,78.22,97,3.0,1.0,stairway,0
-1604059,18434,1,201809,21~30,2010,84.98,9,37.5739028775882,127.04975422581028,1123010500,214.0,141,3,12.0,9.0,individual,gas,52216,113.13,52,3.0,2.0,stairway,0
-1604061,22034,0,201809,21~30,2014,84.7772,26,35.159665873051395,129.15195795764535,2635010500,270.0,240,1,42.0,42.0,individual,gas,153595,119.76,80,3.0,2.0,stairway,0
-1604070,371,1,201809,21~30,1977,89.26,5,37.52600067430999,126.93263403085159,1156011000,156.0,312,2,12.0,12.0,district,cogeneration,959,97.06,121,3.0,1.0,corridor,0
-1604071,6094,1,201809,21~30,2003,137.82,6,37.518361399430816,126.89086442147159,1156012100,1400.0,776,14,24.0,14.0,individual,gas,9795,168.36,187,4.0,2.0,stairway,0
-1604072,3707,1,201809,21~30,2000,59.94,15,37.606503758806014,127.00838507953445,1129013300,293.0,271,2,19.0,9.0,individual,gas,6572,85.17,126,3.0,1.0,corridor,0
-1604073,729,1,201809,21~30,1995,59.97,10,37.55437159182884,127.03283790932718,1120010700,302.0,636,9,15.0,8.0,individual,gas,1961,81.55,323,2.0,1.0,corridor,0
-1604074,19892,1,201809,21~30,2011,59.95,13,37.56136577190546,127.02240104277752,1114016200,1129.0,945,16,15.0,9.0,individual,gas,17434,80.11,147,3.0,2.0,stairway,0
-1604078,5723,0,201809,21~30,1994,141.8,7,35.13917643563164,128.98724265927808,2653010700,299.0,299,4,21.0,17.0,individual,gas,33904,165.19,84,4.0,1.0,stairway,0
-1604079,9342,0,201809,21~30,1995,59.925,2,35.192993497499195,129.0894213267087,2647010100,231.0,276,2,21.0,10.0,individual,gas,40457,79.47,133,3.0,1.0,stairway,0
-1604081,9979,1,201809,21~30,1999,59.88,3,37.532114799999995,127.12659,1174010800,1262.0,1220,10,28.0,9.0,central,gas,11954,85.31,510,3.0,1.0,corridor,0
-1604082,8461,1,201809,21~30,1998,84.97,11,37.4836560202993,126.93734391265976,1162010200,,156,1,17.0,13.0,individual,gas,38573,99.96,68,3.0,2.0,stairway,0
-1604083,6446,1,201809,21~30,2004,110.04,2,37.509825505979705,126.95451844252155,1159010400,282.0,272,6,13.0,7.0,individual,gas,10496,134.79,52,4.0,2.0,stairway,0
-1604086,6301,1,201809,21~30,2003,67.68,6,37.5700994916236,126.80818348339636,1150010900,322.0,279,4,15.0,9.0,individual,gas,10259,88.14,9,3.0,2.0,stairway,0
-1604087,4353,1,201809,21~30,1998,48.92,7,37.556412572499795,126.959202742256,1144010100,173.0,208,2,22.0,20.0,individual,gas,147406,64.63,88,2.0,1.0,stairway,0
-1604089,5343,1,201809,21~30,1994,84.83,19,37.597926112586286,126.90710888745231,1138010900,273.0,380,3,19.0,13.0,individual,gas,147483,103.34,380,3.0,2.0,stairway,0
-1604092,3964,1,201809,21~30,2000,84.6,9,37.623334528146636,127.07142743427372,1135010300,176.0,174,1,20.0,15.0,individual,gas,31131,107.68,38,3.0,2.0,stairway,0
-1604093,828,1,201809,21~30,1999,84.93,21,37.65144134280255,127.07193935058686,1135010600,258.0,250,2,23.0,7.0,individual,gas,2193,109.93,144,3.0,2.0,stairway,0
-1604096,17838,1,201809,21~30,2008,84.92,18,37.570977776453645,127.02143495625296,1114016500,2902.0,1870,6,33.0,33.0,individual,gas,94531,112.21,212,3.0,2.0,,0
-1604103,9474,0,201809,21~30,1993,124.41,1,35.212135356217864,129.01536839272268,2632010400,239.0,280,1,20.0,20.0,individual,gas,40991,158.37,60,4.0,2.0,stairway,0
-1604104,9302,0,201809,21~30,1986,84.9,5,35.20135669560779,129.0751435229218,2626010900,,160,4,5.0,5.0,individual,gas,40270,101.24,10,4.0,2.0,stairway,0
-1604106,4207,1,201809,21~30,2000,84.65,6,37.56367490333814,126.8157924500495,1150010800,119.0,111,2,16.0,8.0,individual,gas,31422,112.33,44,3.0,2.0,stairway,0
-1604107,356,1,201809,21~30,1988,53.46,6,37.513224693690745,126.86232306275116,1147010100,873.0,1860,26,15.0,5.0,district,cogeneration,811,68.38,236,2.0,1.0,stairway,0
-1604108,208,1,201809,21~30,1992,84.89,11,37.51757652083105,126.87359047704169,1147010100,219.0,210,2,15.0,15.0,district,cogeneration,519,100.85,210,3.0,2.0,stairway,0
-1604109,2721,1,201809,21~30,1999,49.6,4,37.62349981430436,127.08318568498656,1135010300,1239.0,1676,21,15.0,10.0,district,cogeneration,5675,69.32,1166,2.0,1.0,corridor,0
-1604110,1412,1,201809,21~30,1988,72.2,8,37.6368486609804,127.06638280483796,1135010400,300.0,1320,12,15.0,15.0,central,gas,3847,87.78,14,2.0,1.0,stairway,0
-1604111,3699,1,201809,21~30,1997,113.92,4,37.673835531124546,127.0601314560192,1135010500,270.0,290,2,16.0,12.0,individual,gas,6539,142.15,61,4.0,2.0,stairway,0
-1604112,22637,1,201809,21~30,2014,84.92,9,37.57046508789063,127.02467346191406,1120010100,1453.0,1148,14,25.0,6.0,individual,gas,19225,109.93,305,3.0,2.0,stairway,0
-1604113,19898,1,201810,11~20,2011,133.98,12,37.558259875641106,126.98192327179159,1114012100,861.0,386,2,32.0,32.0,central,gas,95349,184.76,108,3.0,2.0,,0
-1604115,34608,0,201810,11~20,1981,54.2,2,35.151199340820305,129.0469970703125,2623010400,0.0,159,4,5.0,5.0,individual,gas,145611,67.52,25,3.0,2.0,stairway,0
-1604116,310,1,201810,11~20,1995,77.14,12,37.47135888878137,127.02356792522042,1165010300,281.0,330,5,15.0,12.0,central,gas,691,96.98,198,3.0,1.0,stairway,0
-1604117,1355,1,201810,11~20,1985,69.87,2,37.501514070871565,126.86132221791513,1153010600,290.0,290,3,10.0,10.0,individual,gas,3683,93.7,90,3.0,1.0,corridor,0
-1604123,12213,0,201810,11~20,1992,80.13,5,35.129799354960824,128.9758566202459,2653010800,78.0,156,3,6.0,6.0,individual,gas,45477,93.99,72,3.0,1.0,stairway,0
-1604124,10307,0,201810,11~20,2004,84.8348,1,35.16827122110962,129.17247821927592,2635010600,132.0,113,3,15.0,11.0,district,gas,147839,106.26,95,3.0,2.0,stairway,0
-1604125,5681,0,201810,11~20,1995,59.12,4,35.205020821394406,129.05835928733143,2626010800,250.0,183,1,22.0,11.0,individual,gas,33824,79.94,69,3.0,1.0,corridor,0
-1604126,3528,0,201810,11~20,1994,56.88,16,35.163103535210155,129.02623762154096,2623011100,384.0,340,3,20.0,20.0,individual,gas,30231,79.86,340,3.0,1.0,corridor,0
-1604130,4473,1,201810,11~20,1991,79.11,10,37.622997796536254,126.9104306585964,1138010400,,123,1,15.0,8.0,individual,gas,31788,103.32,95,3.0,1.0,corridor,0
-1604131,22526,0,201810,11~20,2014,59.998999999999995,18,35.13994235253944,128.98515927658093,2653010700,513.0,511,8,24.0,18.0,individual,gas,56350,82.99,139,3.0,2.0,stairway,0
-1604132,3561,0,201810,11~20,1999,59.85,18,35.12857855043453,128.97909596878358,2653010800,753.0,741,6,25.0,19.0,individual,gas,30372,79.37,441,3.0,1.0,stairway,0
-1604134,10418,0,201810,11~20,1994,59.94,1,35.269152920956905,129.09432495100054,2641010400,104.0,207,1,25.0,6.0,individual,gas,42822,77.49,25,3.0,1.0,stairway,0
-1604135,9331,0,201810,11~20,2001,59.92,20,35.09018547499398,128.97594410562917,2638010400,193.0,176,1,25.0,6.0,individual,gas,40410,82.65,88,3.0,1.0,stairway,0
-1604138,37096,0,201810,11~20,2017,84.9552,20,35.0813789367676,128.985336303711,2638010700,1013.0,946,8,29.0,27.0,,,152743,112.01,309,3.0,2.0,stairway,0
-1604141,13706,0,201810,11~20,1998,26.94,24,35.13679585073797,129.09952003617195,2629010600,115.0,118,1,24.0,20.0,individual,gas,168630,36.78,5,1.0,1.0,stairway,0
-1604142,9255,0,201810,11~20,1993,62.1,20,35.119081859408226,129.11799990770456,2629010700,98.0,218,1,25.0,5.0,individual,gas,40093,85.53,94,3.0,1.0,stairway,0
-1604146,13671,0,201810,11~20,1984,84.3,7,35.170162925408306,129.05183907732814,2623010600,117.0,116,1,15.0,15.0,individual,gas,45925,111.02,72,3.0,1.0,corridor,0
-1604147,13939,0,201810,11~20,1982,66.08,4,35.14752770033376,129.03290831639066,2623011000,,125,3,5.0,5.0,individual,gas,46078,72.57,10,3.0,1.0,stairway,0
-1604149,9417,0,201810,11~20,1975,39.67,3,35.1464681668554,129.01693805335958,2623011100,,629,17,5.0,5.0,individual,gas,40807,39.67,644,2.0,1.0,stairway,0
-1604152,3527,0,201810,11~20,1999,59.8,11,35.14357891484248,129.0207286102875,2623011100,252.0,246,3,15.0,6.0,individual,gas,30225,77.59,128,3.0,1.0,stairway,0
-1604154,9382,0,201810,11~20,1990,116.46,1,35.074604513439326,129.07273053778206,2620012100,120.0,183,2,14.0,8.0,individual,gas,40654,137.72,10,4.0,2.0,stairway,0
-1604155,8453,1,201810,11~20,2002,82.42,13,37.53938406991948,127.1394675155027,1174010500,112.0,102,1,15.0,5.0,individual,gas,38539,103.8,26,3.0,2.0,stairway,0
-1604156,15953,1,201810,11~20,2008,103.01,21,37.55662489972904,127.1430397571237,1174010700,4596.0,3226,40,34.0,22.0,individual,gas,13690,134.57,132,3.0,2.0,stairway,0
-1604157,9030,1,201810,11~20,2005,29.6,20,37.486043031795475,126.9842020581125,1165010100,438.0,412,1,22.0,4.0,individual,gas,166209,39.69,234,1.0,1.0,corridor,0
-1604159,11264,1,201810,11~20,2005,84.44,2,37.52598,126.886765,1156012700,137.0,116,2,15.0,10.0,individual,gas,43944,106.07,96,3.0,2.0,stairway,0
-1604162,6010,1,201810,11~20,2002,114.89,12,37.44934146191788,126.91374372451028,1154510300,794.0,671,8,25.0,11.0,individual,gas,9512,143.83,160,4.0,2.0,stairway,0
-1604164,4153,1,201810,11~20,1993,84.91,4,37.49761865432711,126.87470070466159,1153010200,180.0,256,2,15.0,8.0,central,gas,7446,102.26,13,3.0,2.0,corridor,0
-1604178,17319,0,201810,11~20,2007,59.9616,7,35.18332512342573,129.11169723852242,2647010200,454.0,430,7,15.0,11.0,individual,gas,50282,78.0,120,3.0,2.0,stairway,0
-1604179,16476,0,201810,11~20,1984,41.59,2,35.179448759152926,129.08075917587965,2647010200,,114,1,5.0,5.0,individual,gas,49039,44.81,10,2.0,1.0,corridor,0
-1604180,3606,0,201810,11~20,1993,84.87,15,35.163699874159434,129.14054196682915,2635010500,228.0,299,4,15.0,14.0,individual,gas,30582,96.38,164,3.0,2.0,stairway,0
-1604182,11134,0,201810,11~20,2003,84.994,5,35.23587305588275,129.01897831233285,2632010200,902.0,807,8,24.0,16.0,individual,gas,43787,112.4,807,3.0,2.0,stairway,0
-1604184,1544,0,201810,11~20,1994,134.26,5,35.21170977363486,129.02488444727172,2632010300,338.0,322,2,19.0,12.0,individual,gas,26342,158.16,38,4.0,2.0,stairway,0
-1604197,6211,0,201810,11~20,2002,125.05,32,35.139266517282,129.06800168878564,2629010900,543.0,431,3,33.0,33.0,individual,gas,93463,156.59,88,4.0,2.0,stairway,0
-1604201,3525,0,201810,11~20,1991,85.0,4,35.14657592773437,129.02537536621094,2623011000,1338.0,1772,21,15.0,8.0,individual,gas,30214,104.46,422,3.0,2.0,stairway,0
-1604209,36652,0,201810,11~20,2016,84.9632,15,35.1599273681641,128.98928833007798,2653010400,103.0,108,1,15.0,15.0,individual,gas,150758,108.63,1,3.0,2.0,stairway,0
-1604210,1571,0,201810,11~20,1987,84.93,5,35.1377520631784,129.11231832179644,2650010500,,120,2,6.0,6.0,individual,gas,26478,101.27,24,3.0,2.0,stairway,0
-1604212,15925,0,201810,11~20,1983,72.04,1,35.10909812336299,128.95982780938365,2638010300,,110,3,5.0,5.0,individual,gas,48242,78.28,32,3.0,1.0,stairway,0
-1604218,11047,0,201810,11~20,2005,84.9149,4,35.195950022415545,129.00236094022534,2632010500,1206.0,1176,13,21.0,14.0,individual,gas,43572,113.17,350,3.0,2.0,stairway,0
-1604221,1555,0,201810,11~20,1978,44.76,2,35.161921602503774,129.0388850494458,2623010900,,1074,11,15.0,9.0,individual,cogeneration,26397,52.89,121,2.0,1.0,corridor,0
-1604222,5823,0,201810,11~20,2000,59.7,2,35.082021973417746,129.04006472339958,2620011100,994.0,868,10,25.0,11.0,individual,gas,34034,79.93,336,3.0,1.0,stairway,0
-1604224,33333,1,201810,11~20,2016,125.7332,12,37.487701416015625,127.03900146484376,1168011800,156.0,110,1,20.0,10.0,district,cogeneration,91979,164.97,12,4.0,2.0,stairway,0
-1604225,872,1,201810,11~20,1997,84.96,14,37.50962811315329,126.94780470085456,1159010100,918.0,901,7,18.0,15.0,central,gas,2301,109.55,304,3.0,2.0,stairway,0
-1604227,6694,1,201810,11~20,2003,84.23,11,37.47945755723673,126.896641791156,1153010200,255.0,240,4,15.0,15.0,individual,gas,10716,102.63,165,3.0,2.0,stairway,0
-1604230,4196,1,201810,11~20,1999,114.92,5,37.55139600220708,126.8765572073432,1150010100,297.0,273,5,18.0,15.0,individual,gas,7511,142.01,36,4.0,2.0,stairway,0
-1604231,33198,1,201810,11~20,2016,83.45,10,37.5511255,126.911905,1144012200,533.0,646,2,36.0,36.0,,,95783,111.9,132,3.0,2.0,stairway,0
-1604232,2720,1,201810,11~20,1999,48.6,10,37.62577449458945,127.08735691899423,1135010300,505.0,700,7,15.0,7.0,district,cogeneration,5670,69.23,356,2.0,1.0,corridor,0
-1604234,5548,1,201810,11~20,2001,84.91,18,37.586157907523635,127.04602159836818,1123010700,463.0,390,4,23.0,16.0,individual,gas,8826,109.71,0,3.0,2.0,stairway,0
-1604235,9243,0,201810,11~20,2001,59.92,10,35.24471330571485,129.2094553821239,2671025025,565.0,702,10,15.0,10.0,individual,gas,40047,87.27,244,3.0,2.0,stairway,0
-1604240,3564,0,201810,11~20,1993,84.99,8,35.14515810431087,129.0055261437553,2653010600,606.0,977,8,15.0,9.0,individual,gas,30388,102.24,535,3.0,2.0,stairway,0
-1604243,22917,0,201810,11~20,2013,59.8274,17,35.15835457875655,129.11364106149614,2650010400,139.0,119,1,19.0,19.0,individual,gas,166569,85.9,17,3.0,2.0,corridor,0
-1604244,10134,0,201810,11~20,2004,34.29,19,35.15690124496964,129.11244033862494,2650010400,220.0,448,1,24.0,15.0,individual,gas,166240,52.89,270,1.0,1.0,stairway,0
-1604245,17691,0,201810,11~20,2008,101.96,13,35.082535771173056,128.9011308831017,2644010400,1551.0,1124,21,15.0,13.0,individual,gas,50901,129.74,168,3.0,2.0,stairway,0
-1604246,33535,0,201810,11~20,2016,84.2513,22,35.10430145263672,128.91999816894528,2644010400,740.0,670,6,29.0,26.0,district,cogeneration,92544,111.73,282,3.0,2.0,stairway,0
-1604247,20588,0,201810,11~20,2013,84.9606,9,35.10468133228228,128.97719761631865,2638010200,749.0,542,5,26.0,20.0,individual,gas,91107,109.22,88,3.0,2.0,stairway,0
-1604248,3605,0,201810,11~20,1995,123.98,11,35.1627876973683,129.14279615530592,2635010500,962.0,892,8,19.0,18.0,individual,gas,30578,149.79,112,4.0,2.0,stairway,0
-1604249,3607,0,201810,11~20,1991,191.8007,7,35.16001110179043,129.14652000265542,2635010500,1428.0,714,14,15.0,12.0,individual,gas,30593,220.05,87,5.0,2.0,stairway,0
-1604250,50,0,201810,11~20,1997,84.64,17,35.175009274281,129.17703000866078,2635010700,938.0,938,12,25.0,8.0,district,gas,25534,105.79,162,3.0,2.0,stairway,0
-1604251,247,0,201810,11~20,1996,59.946000000000005,15,35.172581084546394,129.16952876340795,2635010700,344.0,334,6,20.0,16.0,district,cogeneration,25683,74.14,152,2.0,1.0,stairway,0
-1604252,3511,0,201810,11~20,1989,112.37,4,35.206844647672725,129.08803707412554,2626010500,477.0,744,11,13.0,12.0,central,gas,30143,132.88,74,4.0,2.0,stairway,0
-1604253,9621,0,201810,11~20,2006,128.5315,15,35.204564728377825,129.06862002057738,2626010800,1582.0,1149,8,40.0,24.0,individual,gas,93843,154.85,227,4.0,2.0,stairway,0
-1604254,12255,0,201810,11~20,1984,60.12,4,35.199655241752794,129.05316488206392,2626010900,230.0,160,3,5.0,5.0,individual,gas,45500,67.13,5,3.0,2.0,stairway,0
-1604258,20567,0,201810,11~20,2013,59.9408,34,35.147542149573624,129.05660750685746,2623010400,334.0,328,2,36.0,35.0,individual,gas,95454,82.36,62,2.0,2.0,stairway,0
-1604259,19733,1,201810,11~20,2009,84.74,13,37.56391379225879,127.17645715950736,1174011000,631.0,553,10,15.0,10.0,district,cogeneration,17202,110.49,98,3.0,2.0,stairway,0
-1604261,22169,1,201810,11~20,2013,84.84,8,37.46678978429779,127.10287052203823,1168011100,998.0,809,12,15.0,10.0,district,cogeneration,19023,115.97,15,3.0,2.0,stairway,0
-1604264,33357,1,201810,11~20,2016,84.8136,18,37.50579833984375,126.94200134277344,1159010200,0.0,202,2,28.0,28.0,individual,gas,92056,111.98,52,3.0,2.0,stairway,0
-1604265,4329,1,201810,11~20,1989,70.2,2,37.508233669434034,126.85377267408305,1153010600,,130,2,5.0,5.0,individual,gas,31564,91.24,5,3.0,1.0,stairway,0
-1604266,5733,1,201810,11~20,1987,54.54,7,37.59749199114725,126.94466334057691,1141011800,149.0,299,4,13.0,13.0,individual,gas,9055,72.06,91,2.0,1.0,corridor,0
-1604268,7936,1,201810,11~20,2006,59.77,17,37.61519635910985,127.01020280769085,1129013300,819.0,739,11,20.0,16.0,individual,gas,11253,79.41,118,3.0,2.0,stairway,0
-1604269,357,1,201810,11~20,1987,70.73,1,37.514179268723076,126.86502239823488,1147010100,1625.0,2280,33,15.0,5.0,district,cogeneration,829,89.26,780,2.0,1.0,corridor,0
-1604271,21870,0,201810,11~20,2013,68.5301,26,35.171345728034694,128.99047939456656,2653010300,577.0,517,4,27.0,24.0,individual,gas,55653,91.93,78,3.0,2.0,stairway,0
-1604275,22536,0,201810,11~20,2012,84.995,7,35.10599658320748,129.00247364648376,2638010100,174.0,165,2,15.0,6.0,individual,gas,56378,110.18,165,3.0,2.0,stairway,0
-1604277,9320,0,201810,11~20,1999,49.98,11,35.08814115661465,128.98523598295506,2638010700,590.0,584,5,20.0,10.0,individual,gas,40358,65.39,72,2.0,1.0,corridor,0
-1604278,37498,0,201810,11~20,2016,59.9278,4,35.0797309875488,128.986679077148,2638010700,1087.0,1068,10,29.0,18.0,individual,gas,154782,85.14,214,3.0,2.0,stairway,0
-1604279,18044,0,201810,11~20,2009,84.0896,14,35.19352167464255,129.12492803050282,2635010400,381.0,373,6,21.0,14.0,individual,gas,51536,107.3,221,3.0,2.0,stairway,0
-1604283,23316,0,201810,11~20,2014,84.999,21,35.17402620000001,129.13990900000002,2635010500,740.0,581,7,28.0,18.0,individual,gas,56948,115.52,112,3.0,2.0,stairway,0
-1604284,18552,0,201810,11~20,2010,146.8,9,35.171458608922954,129.13145641540524,2635010500,1303.0,496,4,37.0,29.0,individual,gas,94891,191.17,52,4.0,2.0,,0
-1604288,11062,0,201810,11~20,2002,84.975,15,35.23030065511789,129.01138060958812,2632010200,1497.0,1280,11,24.0,21.0,individual,gas,43660,116.28,382,3.0,2.0,stairway,0
-1604295,5622,0,201810,11~20,1996,59.92,20,35.11190698211653,129.08316357272724,2629011100,561.0,885,5,24.0,16.0,individual,gas,33722,78.02,693,2.0,1.0,stairway,0
-1604297,9462,0,201810,11~20,2003,59.9425,11,35.145164985868355,129.05649501666946,2623010400,998.0,950,7,25.0,25.0,individual,gas,147813,78.57,700,3.0,1.0,stairway,0
-1604298,27503,1,201810,11~20,2013,84.92200000000001,9,37.494750912639454,126.94827190622016,1159010200,1185.0,882,16,20.0,10.0,individual,gas,20205,111.51,33,3.0,2.0,stairway,0
-1604300,21249,1,201810,11~20,2009,36.69,1,37.57493163296307,126.89703523995905,1144012700,169.0,184,3,12.0,7.0,district,cogeneration,55265,53.49,48,2.0,1.0,stairway,0
-1604301,2760,1,201810,11~20,1994,34.44,10,37.63058841997474,127.06672616069588,1135010300,257.0,660,4,15.0,15.0,district,cogeneration,5687,46.57,210,2.0,1.0,corridor,0
-1604308,47,1,201810,11~20,1984,74.22,12,37.47631309542525,126.91231991144028,1162010200,492.0,492,3,12.0,12.0,individual,gas,130,107.94,60,3.0,1.0,corridor,0
-1604309,9861,0,201810,11~20,2005,59.8395,12,35.193219291017535,129.08573420226097,2647010100,368.0,298,4,25.0,18.0,individual,gas,42022,87.86,50,3.0,2.0,stairway,0
-1604315,21840,0,201810,11~20,2013,59.997,1,35.31886121242991,129.18982554955608,2671025625,1058.0,1028,13,20.0,17.0,individual,gas,55623,81.74,240,3.0,2.0,stairway,0
-1604317,21707,0,201810,11~20,2013,127.2641,11,35.33102283881347,129.16882995291232,2671025627,1460.0,911,15,20.0,8.0,individual,gas,55550,160.57,143,4.0,2.0,stairway,0
-1604319,18105,0,201810,11~20,2008,123.35,5,35.3284490205754,129.17024780557657,2671025628,1180.0,761,17,15.0,7.0,district,gas,51665,151.26,180,4.0,2.0,stairway,0
-1604320,11179,0,201810,11~20,2003,141.8126,27,35.15770384886569,129.13327881156314,2650010300,1024.0,591,6,35.0,29.0,individual,gas,43832,169.15,135,4.0,2.0,stairway,0
-1604321,16964,0,201810,11~20,2006,84.971,20,35.16211555372248,129.1296104094914,2650010300,361.0,213,4,29.0,4.0,individual,gas,49752,117.78,50,3.0,2.0,stairway,0
-1604323,17761,0,201810,11~20,2009,84.85,14,35.085600198634694,128.90179843476014,2644010400,1576.0,1112,17,15.0,13.0,central,gas,51068,109.86,240,3.0,2.0,stairway,0
-1604325,36930,0,201810,11~20,2017,84.8952,35,35.2261014,129.087142,2641010800,0.0,1938,12,38.0,33.0,individual,gas,152034,117.17,253,3.0,2.0,stairway,0
-1604327,19888,0,201810,11~20,2003,59.87,3,35.21398520966028,129.09867343058218,2641011000,194.0,241,3,15.0,9.0,individual,gas,54019,86.39,181,3.0,1.0,stairway,0
-1604328,9328,0,201810,11~20,1998,84.79,7,35.108988674164124,128.9767752846787,2638010200,125.0,183,1,18.0,13.0,individual,gas,40403,107.46,68,3.0,1.0,stairway,0
-1604329,5802,0,201810,11~20,1988,41.235,6,35.19067438090035,129.12367709567351,2635010400,,421,4,15.0,5.0,individual,gas,33997,57.4,175,2.0,1.0,corridor,0
-1604332,285,0,201810,11~20,1996,55.68,18,35.17708712240028,129.17954390641202,2635010700,676.0,676,9,24.0,16.0,individual,cogeneration,25705,74.1,304,3.0,1.0,stairway,0
-1604335,3544,0,201810,11~20,1995,125.775,15,35.26624836725714,129.0190330475205,2632010100,597.0,532,6,20.0,18.0,individual,gas,147286,148.74,76,4.0,2.0,stairway,0
-1604337,11063,0,201810,11~20,2002,59.808,5,35.23256393382842,129.01184067767608,2632010200,1592.0,1344,11,27.0,19.0,individual,gas,43663,85.49,388,3.0,1.0,stairway,0
-1604338,13943,0,201810,11~20,1983,42.35,2,35.21179538415514,129.02105661609116,2632010400,,340,6,5.0,5.0,individual,gas,46087,49.01,260,3.0,1.0,stairway,0
-1604339,5489,0,201810,11~20,1990,84.68,13,35.13505848877768,129.07061577921814,2629010900,300.0,300,2,15.0,15.0,individual,gas,33438,102.67,300,3.0,2.0,stairway,0
-1604340,12001,0,201810,11~20,1983,117.91,4,35.21144295737267,129.06900537173632,2626010800,,100,2,5.0,5.0,individual,gas,45223,124.15,40,4.0,1.0,stairway,0
-1604342,10536,0,201810,11~20,2006,141.409,3,35.15582143266743,129.04962657042373,2623010400,961.0,623,4,37.0,29.0,individual,gas,43081,177.65,105,4.0,2.0,stairway,0
-1604347,5325,0,201810,11~20,1999,70.75,9,35.087481323405,129.06592131347298,2620012000,367.0,418,2,25.0,6.0,individual,gas,33202,101.02,45,3.0,1.0,stairway,0
-1604348,817,1,201810,11~20,1992,71.26,2,37.50284373688933,127.13576242066246,1171011200,448.0,299,2,15.0,14.0,district,cogeneration,2161,85.23,60,3.0,1.0,stairway,0
-1604351,3868,1,201810,11~20,1998,58.57,10,37.51739032657998,127.04550424682856,1168010500,263.0,263,2,19.0,9.0,individual,gas,6890,79.05,37,3.0,1.0,corridor,0
-1604353,754,1,201810,11~20,1993,34.86,10,37.475100962738814,126.93248077190765,1162010200,2124.0,1634,12,15.0,10.0,central,gas,2011,46.39,435,1.0,1.0,corridor,0
-1604354,800,1,201810,11~20,1998,59.26,7,37.47214641239949,126.91176406266324,1162010200,412.0,373,3,18.0,5.0,individual,gas,2135,84.5,229,2.0,1.0,corridor,0
-1604357,3984,1,201810,11~20,1994,59.84,12,37.51269358583457,126.9307729121007,1159010800,524.0,514,5,23.0,10.0,individual,gas,147357,77.94,20,3.0,1.0,corridor,0
-1604358,6174,1,201810,11~20,2002,152.62,18,37.51754910066925,126.93233847805469,1156011000,656.0,282,2,40.0,5.0,district,cogeneration,93428,183.7,62,3.0,2.0,stairway,0
-1604365,18406,1,201810,11~20,2009,120.99,9,37.544053529352496,126.82933798582123,1147010300,296.0,171,3,12.0,10.0,individual,gas,52132,143.52,11,4.0,2.0,stairway,0
-1604366,2898,1,201810,11~20,1996,82.35,2,37.595098713864004,126.95236498206906,1141011100,444.0,704,6,18.0,9.0,individual,gas,6139,105.37,141,3.0,2.0,corridor,0
-1604369,18147,1,201810,11~20,1993,84.3,6,37.64784339424072,127.0846451091211,1135010600,120.0,140,2,9.0,7.0,individual,gas,51705,107.65,32,3.0,2.0,stairway,0
-1604370,10951,1,201810,11~20,2005,45.466,4,37.65604425636514,127.04012642366516,1132010700,131.0,123,1,9.0,7.0,individual,gas,43436,64.8,123,2.0,1.0,corridor,0
-1604372,17890,0,201810,11~20,2008,123.4835,2,35.32144386077346,129.17274766222408,2671025628,1362.0,763,15,15.0,10.0,district,gas,51333,148.62,148,5.0,2.0,stairway,0
-1604374,15832,0,201810,11~20,1980,54.97,1,35.21400305823442,129.01923146000084,2632010400,,160,6,5.0,5.0,individual,gas,48176,61.49,40,2.0,1.0,stairway,0
-1604378,5800,0,201810,11~20,1982,70.582,9,35.191108964184096,129.12129973520544,2635010400,900.0,936,3,13.0,13.0,individual,gas,147531,76.66,287,3.0,1.0,corridor,0
-1604379,1381,0,201810,11~20,1996,59.445,19,35.165212333130285,129.17741841760036,2635010700,997.0,957,12,23.0,17.0,district,cogeneration,26143,73.77,430,3.0,1.0,stairway,0
-1604380,3615,0,201810,11~20,1996,58.44,17,35.178073453849095,129.177814171519,2635010700,679.0,679,11,24.0,9.0,district,cogeneration,30629,73.57,304,3.0,1.0,stairway,0
-1604385,18803,0,201810,11~20,2011,156.7997,13,35.211291719050905,129.0845406993269,2626010700,857.0,390,4,30.0,30.0,individual,gas,52835,198.7,154,3.0,2.0,stairway,0
-1604387,11051,0,201810,11~20,1986,54.18,2,35.1183233431678,129.03178742808618,2617010100,216.0,216,4,6.0,4.0,individual,gas,43598,67.06,18,3.0,1.0,stairway,0
-1604390,2897,1,201810,11~20,1995,33.18,8,37.63173103792022,127.05968514284014,1135010200,334.0,884,5,15.0,15.0,district,gas,6136,44.56,269,2.0,1.0,corridor,0
-1604393,554,1,201810,11~20,1988,42.93,7,37.657249549592684,127.03517238540522,1132010500,1849.0,1541,14,15.0,13.0,individual,gas,1447,61.62,450,1.0,1.0,corridor,0
-1604394,4491,1,201810,11~20,1999,84.12,7,37.59997790519096,127.108457469566,1126010500,192.0,198,1,22.0,18.0,individual,gas,31811,107.62,59,3.0,2.0,stairway,0
-1604395,3767,1,201810,11~20,1997,84.87,24,37.56471009997542,127.03732466650361,1120010700,210.0,251,2,25.0,10.0,individual,gas,6692,104.26,131,3.0,2.0,stairway,0
-1604396,11265,0,201810,11~20,2005,84.99799999999999,9,35.088103066042855,128.87907326238644,2644011700,869.0,671,12,15.0,10.0,individual,gas,43945,109.69,352,3.0,2.0,stairway,0
-1604398,1529,0,201810,11~20,1999,84.87,8,35.22734691678186,129.09120695945072,2641010900,173.0,134,2,11.0,9.0,individual,gas,26269,104.51,90,3.0,2.0,stairway,0
-1604399,1563,0,201810,11~20,1993,84.97,6,35.051764763767345,128.97247541880023,2638010600,541.0,987,13,25.0,16.0,individual,gas,26421,102.63,548,3.0,2.0,stairway,0
-1604400,20777,0,201810,11~20,2012,84.9928,18,35.06200971619521,128.97290603582027,2638010600,1329.0,972,15,29.0,14.0,individual,gas,55039,112.37,118,3.0,2.0,stairway,0
-1604401,17372,0,201810,11~20,2008,117.90799999999999,31,35.217133138385954,129.08254222063238,2626010800,1198.0,648,3,52.0,48.0,individual,gas,50351,154.62,94,4.0,2.0,mixed,0
-1604404,10542,0,201810,11~20,1978,61.56,1,35.16922163261593,129.0497390302141,2623010600,108.0,144,2,12.0,12.0,individual,gas,43086,81.77,24,3.0,1.0,corridor,0
-1604405,1594,0,201810,11~20,1995,84.9825,11,35.16851156346216,129.02854478035522,2623010900,498.0,1153,11,15.0,14.0,individual,gas,26551,101.52,748,3.0,1.0,stairway,0
-1604406,3532,0,201810,11~20,1999,49.99,5,35.172378546506984,129.0266565729197,2623010900,735.0,1116,13,25.0,6.0,individual,gas,30242,69.24,194,2.0,1.0,corridor,0
-1604408,15984,1,201810,11~20,2008,59.96,21,37.51293085517571,127.08146118769716,1171010100,7712.0,5678,72,34.0,17.0,district,cogeneration,13726,84.75,1150,3.0,2.0,stairway,0
-1604409,20761,1,201810,11~20,2013,108.32,35,37.517440172783814,127.10357798467008,1171010200,489.0,387,2,39.0,33.0,district,cogeneration,95491,150.08,52,3.0,2.0,stairway,0
-1604411,336,1,201810,11~20,1981,41.22,10,37.450180728968185,126.89945772299988,1154510300,800.0,986,9,12.0,9.0,individual,gas,747,58.64,222,2.0,1.0,corridor,0
-1604412,2680,1,201810,11~20,1998,84.96,8,37.49929163228453,126.83953192156004,1153010800,824.0,1236,10,20.0,13.0,individual,gas,5662,104.82,200,3.0,2.0,stairway,0
-1604413,18805,1,201810,11~20,2007,84.68,2,37.55437660917771,126.83020624000031,1150010600,1581.0,1421,16,15.0,11.0,district,cogeneration,16048,107.65,166,3.0,2.0,stairway,0
-1604414,18054,1,201810,11~20,2008,114.72,1,37.57003071540175,126.82178973102378,1150010900,440.0,341,7,12.0,7.0,individual,gas,14767,138.94,66,4.0,2.0,stairway,0
-1604416,16702,1,201810,11~20,2005,59.232,1,37.53027986838162,126.8349854041016,1147010300,108.0,136,2,15.0,13.0,individual,gas,49409,76.16,136,3.0,2.0,stairway,0
-1604419,2978,1,201810,11~20,1998,114.82,1,37.551170010195094,126.9309003006853,1144011400,793.0,951,11,20.0,15.0,individual,gas,6444,141.65,188,4.0,2.0,stairway,0
-1604421,33297,1,201810,11~20,2015,84.971,4,37.572898864746094,126.91799926757812,1141012000,2237.0,2407,30,33.0,13.0,district,cogeneration,91745,111.98,784,3.0,2.0,stairway,0
-1604422,5455,1,201810,11~20,2000,59.97,12,37.58042734567189,126.90083609400524,1138010100,226.0,196,3,18.0,7.0,individual,gas,33391,81.08,63,3.0,1.0,stairway,0
-1604425,18427,1,201810,11~20,2010,59.99,15,37.61848006782478,126.93490667114351,1138010300,1426.0,1332,20,15.0,6.0,individual,gas,15238,79.4,145,3.0,2.0,stairway,0
-1604426,708,1,201810,11~20,1994,59.04,9,37.62987899077585,127.07192762451872,1135010300,260.0,525,4,15.0,15.0,district,cogeneration,146730,76.68,165,2.0,1.0,corridor,0
-1604427,6054,1,201810,11~20,2002,83.87,12,37.674816525868295,127.05092787021412,1135010500,254.0,230,2,19.0,9.0,individual,gas,9665,111.27,94,3.0,2.0,stairway,0
-1604429,2933,1,201810,11~20,1994,79.08,2,37.54996372668646,127.01644062090712,1120011100,712.0,1267,16,15.0,13.0,individual,,6267,96.92,270,3.0,1.0,corridor,0
-1604434,5510,0,201810,11~20,1985,52.02,2,35.138844994656736,128.98217054953656,2653010700,,210,4,5.0,5.0,individual,gas,33476,59.22,10,3.0,1.0,stairway,0
-1604435,19941,0,201810,11~20,2014,84.8954,25,35.165050506591804,129.1241455078125,2650010300,1327.0,1006,12,27.0,18.0,individual,gas,54118,109.16,181,3.0,2.0,stairway,0
-1604437,329,0,201810,11~20,1996,59.94,18,35.16862103335341,129.18048991517858,2635010700,643.0,632,9,24.0,16.0,district,cogeneration,25725,74.14,284,3.0,1.0,stairway,0
-1604439,13938,0,201810,11~20,1996,59.82,2,35.24085538985313,129.02260363548206,2632010200,529.0,900,6,16.0,15.0,individual,gas,46075,80.81,900,2.0,1.0,corridor,0
-1604440,6459,0,201810,11~20,2004,59.9645,3,35.20950818465992,129.02095160064704,2632010400,712.0,705,7,25.0,9.0,individual,gas,34633,81.16,254,3.0,2.0,stairway,0
-1604441,11041,0,201810,11~20,2007,84.898,15,35.11108123270231,129.11460369076718,2629010700,413.0,430,8,25.0,13.0,individual,gas,43552,113.85,185,3.0,2.0,stairway,0
-1604450,22587,0,201810,11~20,2014,59.6934,3,35.119617462158196,129.01396179199222,2614010600,371.0,321,5,24.0,16.0,individual,gas,56432,81.67,76,3.0,2.0,stairway,0
-1604453,1440,1,201810,11~20,1997,43.92,18,37.50553179384284,126.89561511706205,1156013300,1314.0,1162,7,30.0,13.0,central,gas,3906,56.68,219,1.0,1.0,corridor,0
-1604454,17352,1,201810,11~20,2006,84.89,8,37.62319441639996,127.04945629338276,1129013800,412.0,373,7,15.0,11.0,individual,gas,14220,107.77,42,3.0,2.0,stairway,0
-1604455,16831,1,201810,11~20,2007,84.93,8,37.60278026882623,127.11009679519863,1126010500,230.0,174,3,12.0,10.0,individual,gas,49536,102.97,71,3.0,2.0,stairway,0
-1604457,9242,0,201810,11~20,1995,59.75,13,35.2552896910079,129.2174852870479,2671025022,217.0,454,5,20.0,11.0,individual,-,40043,78.55,158,3.0,1.0,mixed,0
-1604460,1548,0,201810,11~20,1994,59.85,12,35.16777082084428,128.98052832881942,2653010400,434.0,434,4,25.0,17.0,individual,gas,26357,75.74,178,3.0,1.0,corridor,0
-1604462,1568,0,201810,11~20,1979,84.83,8,35.143963061668984,129.114370259223,2650010500,3240.0,3060,33,12.0,12.0,central,gas,26452,112.86,502,3.0,1.0,corridor,0
-1604463,19099,0,201810,11~20,2010,132.3946,6,35.24650287665072,129.08654478516286,2641010700,1659.0,809,13,25.0,13.0,individual,gas,53131,164.03,203,4.0,2.0,mixed,0
-1604466,1558,0,201810,11~20,1996,191.43,15,35.062438051234466,128.98090429828443,2638010600,1789.0,1669,10,25.0,10.0,central,gas,26413,224.22,150,5.0,2.0,stairway,0
-1604467,16897,0,201810,11~20,2008,135.1946,23,35.197740732061646,129.12174886618314,2635010300,2595.0,1564,14,29.0,13.0,individual,gas,49620,174.73,146,4.0,2.0,stairway,0
-1604473,1543,0,201810,11~20,1991,84.78,19,35.21162516556471,129.03422881561954,2632010300,1000.0,865,5,21.0,19.0,individual,gas,146929,104.83,614,3.0,2.0,stairway,0
-1604474,21172,0,201810,11~20,1982,43.97,3,35.21532579070196,129.02226420070758,2632010400,,100,3,5.0,5.0,individual,gas,55255,50.08,15,2.0,1.0,stairway,0
-1604477,36648,0,201810,11~20,2017,112.7876,19,35.197612299999996,129.06714,2626010900,1395.0,1064,8,34.0,20.0,individual,gas,150870,150.33,34,4.0,2.0,stairway,0
-1604480,19894,1,201810,11~20,2011,49.619,28,37.52360216335555,127.05719611767924,1168010400,905.0,708,5,35.0,26.0,district,cogeneration,17446,71.29,179,2.0,1.0,corridor,0
-1604484,478,1,201810,11~20,1994,80.64,8,37.56355649410892,126.84364090076737,1150010200,700.0,712,7,15.0,13.0,district,cogeneration,1245,105.97,712,3.0,2.0,corridor,0
-1604485,24966,1,201810,11~20,2003,84.5766,6,37.51364640685798,126.84218868837358,1147010300,201.0,207,2,24.0,14.0,individual,gas,19822,108.45,15,3.0,2.0,stairway,0
-1604486,187,1,201810,11~20,1997,59.76,16,37.621772952862955,127.06043384981308,1135010200,253.0,258,3,17.0,6.0,individual,gas,478,82.63,148,3.0,1.0,corridor,0
-1604487,2808,1,201810,11~20,1994,41.85,2,37.6773851391504,127.05314691449499,1135010500,486.0,763,11,15.0,12.0,district,cogeneration,5781,59.95,59,2.0,1.0,corridor,0
-1604488,644,1,201810,11~20,1989,71.78,8,37.65841171691034,127.02890354764007,1132010500,,498,7,15.0,13.0,individual,gas,1699,86.47,178,3.0,1.0,stairway,0
-1604491,17787,1,201810,11~20,2008,59.988,13,37.62008853992783,127.04768720424264,1129013800,805.0,611,9,21.0,14.0,individual,gas,14669,82.22,124,3.0,1.0,stairway,0
-1604492,2776,1,201810,11~20,1990,35.44,3,37.58132018338221,127.09594985606691,1126010100,565.0,565,4,15.0,8.0,individual,gas,147113,46.51,140,2.0,1.0,corridor,0
-1604493,2771,1,201810,11~20,2001,59.69,7,37.53567151223463,126.94969641638123,1117011500,242.0,289,3,14.0,8.0,individual,gas,5723,80.58,289,3.0,1.0,corridor,0
-1604495,21767,0,201810,11~20,2011,68.6835,21,35.255100563034524,129.21914996970511,2671025022,219.0,194,3,25.0,16.0,individual,gas,55562,92.02,149,3.0,2.0,stairway,0
-1604499,7925,0,201810,11~20,1987,53.28,2,35.19142953450972,129.12378018280458,2635010400,110.0,175,3,5.0,5.0,individual,gas,37358,63.23,15,3.0,1.0,stairway,0
-1604501,11279,0,201810,11~20,2007,84.9573,11,35.19538971489302,129.0917661349495,2626010400,1367.0,935,9,38.0,21.0,individual,gas,43960,109.05,200,3.0,2.0,stairway,0
-1604502,9838,0,201810,11~20,2004,24.2475,21,35.15668432684561,129.04975795110872,2623010400,160.0,404,1,25.0,24.0,individual,gas,166219,33.59,240,1.0,1.0,stairway,0
-1604503,16900,0,201810,11~20,2005,84.935,33,35.16600530927826,129.05086105691277,2623010800,631.0,680,1,43.0,43.0,individual,gas,166447,117.1,75,3.0,2.0,stairway,0
-1604504,14564,1,201810,11~20,2007,84.8098,3,37.46134368706692,126.91991049364272,1162010200,433.0,349,8,15.0,13.0,individual,gas,13302,103.99,174,3.0,2.0,stairway,0
-1604508,260,1,201810,11~20,1994,39.6,5,37.577188249249225,126.81025282111106,1150010900,522.0,1372,6,13.0,13.0,district,cogeneration,146647,52.96,520,2.0,1.0,corridor,0
-1604509,702,1,201810,11~20,1988,50.67,10,37.51709330487289,126.83277476226287,1147010300,680.0,2256,20,12.0,12.0,district,cogeneration,1881,69.59,938,2.0,1.0,corridor,0
-1604510,7987,1,201810,11~20,1995,84.92,12,37.60260875940582,126.95086536318678,1141011800,347.0,488,6,18.0,10.0,individual,gas,11261,103.92,413,3.0,2.0,stairway,0
-1604513,785,1,201810,11~20,1998,59.4,8,37.640741357930594,127.0418449233485,1132010700,329.0,609,5,16.0,8.0,central,gas,2095,83.09,258,3.0,1.0,corridor,0
-1604518,4067,1,201810,11~20,2002,114.94,21,37.573396713821495,127.05343064143318,1123010500,397.0,319,4,22.0,21.0,individual,gas,7232,141.8,82,4.0,2.0,mixed,0
-1604519,22655,1,201810,11~20,2011,59.7,5,37.53697207740619,127.00949063879858,1117013100,1732.0,600,32,13.0,3.0,individual,gas,19255,87.05,102,2.0,2.0,stairway,0
-1604520,10426,0,201810,11~20,1991,84.69,12,35.14683743506202,129.07425833494466,2629010900,,200,1,15.0,11.0,individual,gas,42879,94.54,1,3.0,2.0,stairway,0
-1604521,33547,0,201810,1~10,2016,64.7759,14,35.24470138549805,129.08599853515622,2641010700,670.0,532,6,24.0,15.0,individual,gas,92602,85.32,38,3.0,2.0,stairway,0
-1604522,10303,0,201810,1~10,2006,26.46,7,35.21861949577088,129.08414392050182,2626010800,268.0,440,1,29.0,7.0,individual,gas,166267,35.17,112,1.0,1.0,stairway,0
-1604525,9069,0,201810,1~10,2003,79.63,18,35.23794446441139,129.20943426573427,2671025026,361.0,458,6,20.0,15.0,individual,gas,39781,110.74,120,3.0,2.0,stairway,0
-1604526,9269,0,201810,1~10,1992,84.51,12,35.20697784423828,129.10185241699222,2626010100,335.0,335,4,14.0,8.0,individual,gas,40158,112.4,213,3.0,2.0,stairway,0
-1604528,38641,0,201810,1~10,2004,28.2,13,35.1549758911133,129.062591552734,2623010200,178.0,432,1,19.0,19.0,central,gas,164979,38.47,150,1.0,1.0,corridor,0
-1604530,36208,1,201810,1~10,2016,59.9384,18,37.4597213,126.89404099999999,1154510200,2282.0,1743,11,35.0,29.0,individual,gas,149777,82.1,154,3.0,2.0,stairway,0
-1604532,542,1,201810,1~10,1994,100.35,1,37.57700064237253,126.8146637956922,1150010900,983.0,680,13,15.0,12.0,district,cogeneration,1411,122.51,150,3.0,2.0,stairway,0
-1604538,14278,0,201810,1~10,2005,37.961999999999996,6,35.24623658056501,129.09069463881468,2641010700,190.0,181,1,25.0,16.0,individual,gas,46260,52.4,48,2.0,1.0,stairway,0
-1604539,18546,0,201810,1~10,2010,104.02799999999999,9,35.23887268572743,129.08148119727673,2641010800,503.0,301,5,21.0,19.0,individual,gas,52269,129.8,84,3.0,2.0,stairway,0
-1604542,21665,0,201810,1~10,2013,84.9936,14,35.086812180911004,128.98516429859978,2638010700,425.0,419,6,22.0,8.0,individual,gas,55522,115.43,86,3.0,2.0,stairway,0
-1604544,16285,0,201810,1~10,1979,40.66,5,35.19886359006964,129.1335381347796,2635010300,,300,6,5.0,5.0,individual,gas,147982,46.28,300,2.0,1.0,stairway,0
-1604546,9480,0,201810,1~10,1997,59.44,10,35.21566904681592,129.0286767782843,2632010300,294.0,445,3,25.0,17.0,individual,gas,41005,75.48,81,3.0,1.0,stairway,0
-1604548,9470,0,201810,1~10,1993,59.74,1,35.194758796540384,129.01376211705278,2632010500,91.0,174,1,17.0,7.0,individual,gas,40978,79.1,102,3.0,2.0,stairway,0
-1604550,9383,0,201810,1~10,1985,48.45,5,35.07165029664637,129.0717920467746,2620012100,320.0,630,9,5.0,5.0,individual,gas,40656,55.8,170,3.0,1.0,stairway,0
-1604551,1609,0,201810,1~10,1997,40.46,9,35.11139644964959,129.0302028748487,2611010100,155.0,322,1,16.0,8.0,individual,gas,26605,52.64,12,2.0,1.0,stairway,0
-1604552,727,1,201810,1~10,1981,105.86,11,37.480720925222506,127.0009180517448,1165010100,493.0,493,6,15.0,13.0,central,gas,1939,111.74,136,3.0,1.0,corridor,0
-1604554,6328,1,201810,1~10,2004,59.97,5,37.49935230215523,126.95473287857449,1159010200,2275.0,1656,28,15.0,12.0,individual,gas,10326,76.8,116,3.0,2.0,stairway,0
-1604556,36469,1,201810,1~10,2017,59.9825,8,37.557716,126.817779,1150010500,1687.0,1194,22,16.0,13.0,district,,150164,81.53,322,3.0,2.0,stairway,0
-1604557,1112,1,201810,1~10,1998,84.21,5,37.659860998772025,127.07627674325809,1135010600,327.0,499,5,18.0,12.0,individual,gas,3065,106.64,162,3.0,2.0,stairway,0
-1604558,900,1,201810,1~10,1993,84.98,11,37.65683833800087,127.02174066654905,1132010600,600.0,558,5,15.0,12.0,individual,gas,2388,104.31,532,3.0,2.0,stairway,0
-1604560,20183,1,201810,1~10,2011,117.169,3,37.5841706,127.020922,1129012600,263.0,162,2,15.0,13.0,individual,gas,95413,144.59,28,4.0,2.0,stairway,0
-1604561,20110,1,201810,1~10,2013,107.12,36,37.598100950272226,127.09051333411743,1126010200,2090.0,497,3,48.0,43.0,individual,gas,95391,155.09,134,3.0,2.0,stairway,0
-1604562,2824,1,201810,1~10,1996,49.82,9,37.6119873028327,127.09472527275408,1126010600,1650.0,1650,12,15.0,13.0,district,cogeneration,5874,71.0,492,3.0,1.0,corridor,0
-1604563,1587,0,201810,1~10,1993,40.425,9,35.13768180957873,128.9805582032335,2653010700,260.0,999,9,20.0,19.0,individual,gas,26524,56.44,114,3.0,1.0,corridor,0
-1604564,1581,0,201810,1~10,1997,59.99,7,35.18389089185772,129.09490037220246,2647010200,415.0,464,3,19.0,13.0,individual,gas,26504,79.77,203,3.0,1.0,stairway,0
-1604566,5837,0,201810,1~10,1993,122.96,7,35.092592700000004,128.97974299999998,2638010400,136.0,217,2,15.0,7.0,individual,gas,34063,146.75,43,4.0,2.0,stairway,0
-1604567,9330,0,201810,1~10,1993,122.96,7,35.09255965645587,128.9784574348665,2638010400,156.0,282,2,15.0,7.0,individual,gas,40409,148.5,44,4.0,2.0,stairway,0
-1604568,7739,0,201810,1~10,2002,84.9939,7,35.0938038322307,128.9960133115697,2638010800,646.0,634,7,25.0,16.0,individual,gas,36998,113.23,352,3.0,2.0,stairway,0
-1604569,11054,0,201810,1~10,1985,58.32,1,35.16697554028622,129.15684309229573,2635010500,,160,3,5.0,5.0,individual,gas,43634,64.47,20,2.0,1.0,mixed,0
-1604570,9396,0,201810,1~10,1993,100.95,9,35.1669511421807,129.14604399438326,2635010500,290.0,264,2,20.0,16.0,individual,gas,40734,125.31,80,4.0,2.0,stairway,0
-1604571,3612,0,201810,1~10,1996,59.86,16,35.17164513403884,129.13845876050368,2635010500,955.0,926,7,19.0,11.0,individual,gas,30615,85.42,506,3.0,1.0,corridor,0
-1604573,15592,0,201810,1~10,2004,84.9949,2,35.22808031941752,129.01419005322538,2632010200,1875.0,1627,13,25.0,19.0,individual,gas,47934,109.62,929,3.0,2.0,stairway,0
-1604574,9476,0,201810,1~10,1979,40.66,5,35.212841443125726,129.01214439284982,2632010400,1000.0,812,18,5.0,4.0,individual,gas,40999,46.28,576,1.0,1.0,stairway,0
-1604575,5553,0,201810,1~10,1979,63.74,8,35.20014811715433,129.08213034382808,2626010600,424.0,424,4,12.0,12.0,individual,gas,33575,87.61,48,3.0,2.0,stairway,0
-1604576,15455,0,201810,1~10,2007,119.24082,13,35.210468499046115,129.08043067170536,2626010700,349.0,269,3,20.0,11.0,individual,gas,47805,139.61,116,4.0,2.0,stairway,0
-1604577,6202,1,201810,1~10,2003,84.88,3,37.538012682221925,127.14982016649486,1174010500,977.0,596,12,23.0,10.0,individual,gas,10028,110.62,262,3.0,2.0,stairway,0
-1604583,20088,1,201810,1~10,2009,59.76,9,37.605416558498845,126.90436800829815,1138010500,146.0,203,2,12.0,10.0,individual,gas,148065,87.78,17,3.0,2.0,stairway,0
-1604585,1349,1,201810,1~10,2000,84.71,17,37.55587901366683,127.02920794862577,1120010700,2615.0,2123,21,25.0,16.0,individual,gas,3667,108.47,805,3.0,2.0,stairway,0
-1604587,5645,1,201810,1~10,2001,59.76,5,37.553430107559,127.0357391828018,1120010800,1349.0,1150,14,23.0,19.0,individual,gas,8956,79.79,240,2.0,1.0,stairway,0
-1604588,14545,0,201810,1~10,2007,84.9113,15,35.168775428974165,129.0518217673103,2623010800,367.0,294,4,27.0,25.0,individual,gas,46558,114.55,47,3.0,2.0,stairway,0
-1604590,33173,1,201810,1~10,2016,31.7571,8,37.5636191,126.97031399999999,1114016800,296.0,296,2,22.0,10.0,,,95776,42.8,16,1.0,1.0,stairway,0
-1604591,19829,0,201810,1~10,2009,84.59,2,35.320244507074825,129.18568928804746,2671025625,662.0,588,10,15.0,13.0,district,cogeneration,53962,112.64,150,3.0,2.0,stairway,0
-1604592,17891,0,201810,1~10,2009,132.248,14,35.33341837594439,129.1681066293765,2671025627,1162.0,690,14,15.0,13.0,district,gas,51339,164.57,108,4.0,2.0,stairway,0
-1604593,9355,0,201810,1~10,1979,62.64,1,35.19138921031832,129.081274458579,2647010200,100.0,305,1,14.0,14.0,individual,gas,40530,86.15,110,3.0,1.0,corridor,0
-1604599,21566,0,201810,1~10,2013,84.9819,3,35.082516521225536,128.89775813145158,2644010400,1449.0,1256,16,15.0,14.0,individual,gas,55472,113.0,60,3.0,2.0,stairway,0
-1604601,9314,0,201810,1~10,1989,51.96,3,35.10353608354103,129.00695769973063,2638010100,230.0,249,4,6.0,5.0,individual,gas,40333,62.23,45,2.0,1.0,stairway,0
-1604604,9034,0,201810,1~10,2005,59.9942,11,35.07739952427315,128.96484864348855,2638010500,1989.0,1973,18,25.0,18.0,individual,gas,147790,83.14,1444,3.0,2.0,stairway,0
-1604605,929,0,201810,1~10,1997,84.99,4,35.090308234201046,128.99507728744615,2638010800,469.0,477,3,24.0,10.0,individual,gas,25986,107.22,223,3.0,2.0,stairway,0
-1604606,33185,0,201810,1~10,2015,129.1554,24,35.1604843139648,129.178405761719,2635010600,3911.0,2369,21,53.0,53.0,,,97396,170.23,49,3.0,2.0,stairway,0
-1604607,12005,0,201810,1~10,1987,49.68,5,35.23778959570742,129.01623591320816,2632010200,480.0,480,11,5.0,5.0,individual,gas,45229,55.92,220,2.0,1.0,stairway,0
-1604608,5721,0,201810,1~10,1996,59.88,10,35.122781256234546,129.08887199467517,2629010600,323.0,457,3,21.0,12.0,individual,gas,33896,76.25,174,3.0,1.0,stairway,0
-1604609,10421,0,201810,1~10,1996,59.67,9,35.111446763718206,129.08204640762494,2629011100,198.0,288,2,24.0,24.0,individual,gas,42847,77.83,144,3.0,1.0,stairway,0
-1604611,33546,0,201810,1~10,2015,96.7921,16,35.19200134277344,129.10600280761722,2626010200,852.0,693,6,32.0,25.0,individual,gas,92600,126.48,62,3.0,2.0,stairway,0
-1604612,37173,0,201810,1~10,2018,68.9367,12,35.2164459228516,129.081832885742,2626010800,291.0,241,2,40.0,35.0,individual,gas,153068,100.28,66,3.0,2.0,stairway,0
-1604613,7769,0,201810,1~10,2005,71.6577,20,35.15019649919747,129.03132451865815,2623011000,1309.0,1048,11,25.0,16.0,individual,gas,37024,98.36,277,3.0,2.0,stairway,0
-1604614,1444,1,201810,1~10,1996,84.94,11,37.52965523848592,127.1438344842363,1174010600,184.0,235,2,19.0,7.0,individual,gas,3913,107.52,113,3.0,2.0,stairway,0
-1604615,738,1,201810,1~10,1997,35.73,12,37.51471553003179,127.02266760909572,1168010800,684.0,644,6,13.0,9.0,individual,gas,1982,52.92,273,2.0,1.0,corridor,0
-1604617,1511,1,201810,1~10,1999,59.68,13,37.503499308748616,126.88420893889263,1153010200,898.0,718,11,23.0,18.0,individual,gas,4066,80.96,160,3.0,1.0,stairway,0
-1604619,616,1,201810,1~10,1989,64.39,13,37.50254753855083,126.86056936646122,1153010600,500.0,715,5,13.0,13.0,individual,gas,1641,96.7,39,3.0,1.0,corridor,0
-1604621,259,1,201810,1~10,1992,34.44,10,37.5704167,126.84714,1150010400,486.0,1624,10,15.0,8.0,district,cogeneration,588,49.93,384,2.0,1.0,corridor,0
-1604622,4427,1,201810,1~10,2000,49.08,15,37.511260887556574,126.85076718393556,1147010100,502.0,845,8,15.0,15.0,district,cogeneration,7797,66.84,60,2.0,1.0,stairway,0
-1604623,5458,1,201810,1~10,1997,59.4,9,37.52639810243788,126.86933097855506,1147010200,200.0,200,2,15.0,11.0,district,cogeneration,8747,68.3,59,3.0,1.0,stairway,0
-1604625,18436,1,201810,1~10,2010,59.9932,8,37.61154442745692,126.93858228538978,1138010300,890.0,647,10,15.0,12.0,individual,gas,15270,79.79,125,3.0,2.0,stairway,0
-1604626,416,1,201810,1~10,1986,33.28,5,37.6217041,127.06776,1135010200,2455.0,3930,32,14.0,5.0,district,cogeneration,1061,43.84,500,2.0,1.0,stairway,0
-1604628,2803,1,201810,1~10,1999,59.4,16,37.66695847254833,127.07968881291583,1135010500,715.0,673,5,22.0,12.0,individual,gas,5769,83.45,22,3.0,1.0,corridor,0
-1604631,5404,1,201810,1~10,1999,59.58,3,37.678129027006506,127.0497511962048,1132010800,90.0,159,3,10.0,4.0,individual,gas,33343,84.72,28,3.0,2.0,stairway,0
-1604632,3834,1,201810,1~10,1999,59.26,3,37.61956116844981,127.00208417668945,1129013300,210.0,261,4,18.0,2.0,individual,gas,6794,83.84,123,2.0,1.0,corridor,0
-1604633,19045,1,201810,1~10,2010,170.45,23,37.601822789182414,127.04044607366451,1129013600,1263.0,120,2,41.0,41.0,individual,gas,95099,223.98,30,4.0,3.0,stairway,0
-1604634,4146,1,201810,1~10,1998,114.85,18,37.61685447994778,127.07737451401304,1126010400,247.0,221,2,23.0,19.0,individual,gas,7421,142.06,44,4.0,2.0,stairway,0
-1604635,6228,1,201810,1~10,2003,104.56,15,37.54740688001127,127.05661228364805,1120011500,984.0,656,11,25.0,16.0,individual,gas,10085,127.68,258,4.0,2.0,stairway,0
-1604637,3552,0,201810,1~10,1989,39.72,1,35.18026299183244,128.9894280028547,2653010300,765.0,795,7,15.0,15.0,individual,gas,147292,52.03,120,1.0,1.0,stairway,0
-1604639,11505,0,201810,1~10,1996,84.973,19,35.1539041961007,129.01328121392328,2653010600,931.0,874,7,25.0,20.0,individual,gas,44391,108.71,226,3.0,2.0,stairway,0
-1604644,22525,0,201810,1~10,2014,84.98,20,35.1554648,129.115433,2650010400,1124.0,928,6,43.0,34.0,individual,gas,56343,118.87,219,3.0,2.0,stairway,0
-1604646,33487,0,201810,1~10,2015,61.2559,2,35.100399017333984,128.91900634765622,2644010400,935.0,850,8,29.0,23.0,district,cogeneration,92277,90.19,54,3.0,2.0,stairway,0
-1604648,17835,0,201810,1~10,2006,133.57,11,35.25136496491078,129.08615529033688,2641010700,3410.0,1926,29,25.0,15.0,individual,gas,51241,165.64,340,4.0,2.0,stairway,0
-1604651,1317,0,201810,1~10,1997,84.74,9,35.10134905412789,128.9885257525625,2638010100,220.0,225,2,19.0,8.0,individual,gas,26121,106.68,88,3.0,2.0,stairway,0
-1604653,8000,0,201810,1~10,2004,84.7737,15,35.11766875025003,128.96170023015551,2638010300,1858.0,1828,17,25.0,21.0,individual,gas,37512,106.64,122,3.0,2.0,stairway,0
-1604654,12115,0,201810,1~10,1993,84.42,11,35.076692688876854,128.97750415824223,2638010500,,101,1,15.0,10.0,individual,gas,45324,95.52,36,3.0,1.0,stairway,0
-1604655,3569,0,201810,1~10,1991,39.78,10,35.066866057702924,128.97861304621466,2638010600,,570,5,15.0,15.0,individual,gas,30409,55.02,570,2.0,1.0,stairway,0
-1604659,16310,0,201810,1~10,1983,31.02,1,35.16108413184847,129.164807673797,2635010600,,129,1,10.0,8.0,individual,-,48765,41.74,9,2.0,1.0,corridor,0
-1604660,13937,0,201810,1~10,1996,59.82,7,35.24342328840437,129.02144153533274,2632010200,200.0,390,4,15.0,15.0,individual,gas,46074,81.76,390,3.0,1.0,corridor,0
-1604662,12435,0,201810,1~10,2002,113.2856,4,35.13696527803943,129.09577260172642,2629010600,290.0,262,3,24.0,19.0,individual,gas,45721,136.78,38,4.0,2.0,stairway,0
-1604664,37468,0,201810,1~10,2018,144.181,56,35.1335332,129.112968,2629010700,2976.0,1488,4,69.0,69.0,individual,gas,154410,189.41,78,0.0,0.0,stairway,0
-1604665,16801,0,201810,1~10,1986,45.54,5,35.124214654234784,129.0809849963899,2629011000,,108,3,6.0,6.0,individual,gas,49490,52.02,18,2.0,1.0,stairway,0
-1604666,9274,0,201810,1~10,1986,48.3,4,35.210031588077776,129.10299876436287,2626010100,170.0,230,4,5.0,5.0,individual,gas,40176,58.48,90,2.0,1.0,stairway,0
-1604667,459,0,201810,1~10,1997,59.916000000000004,13,35.19484989054376,129.0975486392222,2626010400,318.0,420,4,25.0,20.0,individual,gas,25754,80.01,180,3.0,1.0,stairway,0
-1604668,3512,0,201810,1~10,1996,59.76,16,35.207313664196384,129.08634065563174,2626010500,449.0,370,2,19.0,13.0,individual,gas,30151,86.29,56,3.0,1.0,corridor,0
-1604669,18748,0,201810,1~10,2010,84.995,21,35.19864194573597,129.0542504003763,2626010900,835.0,625,8,25.0,18.0,individual,gas,52746,107.26,313,3.0,2.0,stairway,0
-1604670,16800,0,201810,1~10,1974,39.67,2,35.15427884532345,129.03915074067996,2623011000,,300,3,6.0,5.0,individual,-,49489,39.67,300,2.0,1.0,stairway,0
-1604672,1537,0,201810,1~10,1987,39.72,3,35.15945499147505,129.02627439422102,2623011100,380.0,380,8,5.0,5.0,individual,gas,26305,45.12,180,2.0,1.0,stairway,0
-1604673,37298,0,201810,1~10,2018,84.9925,35,35.1525586,129.020972,2623011100,726.0,620,4,39.0,39.0,individual,gas,153690,118.28,182,4.0,2.0,stairway,0
-1604677,17975,1,201810,1~10,2010,84.9,5,37.534146130429356,127.14651776352257,1174010600,1174.0,800,10,25.0,13.0,individual,gas,14714,111.75,255,3.0,2.0,stairway,0
-1604678,2880,1,201810,1~10,1995,84.38,11,37.5370863,127.11538,1171010300,782.0,782,7,18.0,11.0,individual,gas,147156,104.94,664,3.0,2.0,stairway,0
-1604679,1308,1,201810,1~10,1978,92.2,2,37.5096846,127.00091599999999,1165010600,3300.0,1572,13,12.0,12.0,district,cogeneration,3550,99.13,192,3.0,1.0,corridor,0
-1604680,6157,1,201810,1~10,2003,153.93,3,37.48300480021194,127.01602795272946,1165010800,1954.0,645,4,46.0,22.0,district,cogeneration,93389,211.57,88,4.0,2.0,stairway,0
-1604681,5287,1,201810,1~10,1997,59.4,1,37.4651602980322,126.93773915557536,1162010200,191.0,227,2,20.0,8.0,individual,gas,8603,83.18,115,2.0,1.0,corridor,0
-1604685,564,1,201810,1~10,1996,84.88,7,37.49432642026234,126.85726459384158,1153010700,318.0,369,2,24.0,13.0,individual,gas,1476,105.5,236,3.0,2.0,stairway,0
-1604686,6214,1,201810,1~10,2003,84.93,20,37.4906857085064,126.83988956003,1153010800,322.0,296,5,24.0,5.0,individual,gas,10051,114.26,93,3.0,2.0,stairway,0
-1604689,21575,1,201810,1~10,2011,84.97,5,37.4784933,126.84131200000002,1153011100,,678,14,15.0,14.0,individual,gas,18685,110.62,14,3.0,2.0,stairway,0
-1604691,1143,1,201810,1~10,1992,84.99,1,37.51904910680163,126.87561507272964,1147010100,279.0,279,5,18.0,9.0,district,cogeneration,3126,105.9,279,3.0,2.0,stairway,0
-1604692,9514,1,201810,1~10,2005,59.9,16,37.549904414675105,126.95140243355593,1144010200,635.0,597,12,20.0,8.0,individual,gas,11815,84.91,315,3.0,2.0,stairway,0
-1604693,4443,1,201810,1~10,1997,59.94,5,37.61803477966208,126.90993370211308,1138010400,208.0,193,1,15.0,8.0,individual,gas,31731,86.06,43,3.0,1.0,corridor,0
-1604694,6176,1,201810,1~10,2003,84.9462,11,37.62313909262578,126.91141372358015,1138010400,235.0,191,3,16.0,16.0,individual,gas,34366,105.48,94,3.0,2.0,stairway,0
-1604695,10454,1,201810,1~10,2001,49.77,3,37.66311743893213,127.0785740079802,1135010500,459.0,602,7,20.0,13.0,central,gas,12213,70.41,345,2.0,1.0,corridor,0
-1604699,16932,1,201810,1~10,2007,111.2248,4,37.65572254365864,127.04286419158936,1132010700,332.0,194,2,23.0,11.0,individual,gas,49697,137.4,42,4.0,2.0,stairway,0
-1604700,4368,1,201810,1~10,1999,57.93,2,37.647082843543465,127.035226513024,1132010700,175.0,158,1,12.0,12.0,individual,gas,156036,81.44,72,0.0,0.0,corridor,0
-1604702,1028,1,201810,1~10,1991,41.3,10,37.6249505081745,127.04708766769457,1130510200,550.0,1430,14,15.0,5.0,central,gas,146798,58.37,510,2.0,1.0,corridor,0
-1604703,3833,1,201810,1~10,1999,59.94,7,37.600340852298714,127.01008300772419,1129013300,182.0,196,1,18.0,14.0,individual,gas,30968,81.91,84,3.0,1.0,corridor,0
-1604705,6025,1,201810,1~10,2003,114.66,19,37.60790085909277,127.04542342673754,1129013700,1602.0,1253,15,23.0,11.0,individual,gas,9562,142.1,184,4.0,2.0,stairway,0
-1604706,2775,1,201810,1~10,1992,84.9,4,37.582766732386425,127.09426707839366,1126010100,440.0,440,5,15.0,12.0,individual,gas,5735,100.92,440,3.0,2.0,stairway,0
-1604708,2827,1,201810,1~10,1998,50.37,1,37.59714858278034,127.08190620984837,1126010300,1544.0,1544,9,27.0,23.0,individual,gas,5884,72.11,248,3.0,1.0,corridor,0
-1604709,2826,1,201810,1~10,1996,84.97,11,37.60349002755963,127.09808922984232,1126010600,449.0,704,5,15.0,7.0,individual,gas,147130,100.18,704,3.0,2.0,stairway,0
-1604711,1420,1,201810,1~10,1996,84.91,14,37.53862742213737,127.09587249483559,1121510300,1391.0,1606,15,27.0,20.0,individual,gas,3864,104.75,958,3.0,2.0,stairway,0
-1604713,1531,0,201810,1~10,1993,84.6,15,35.24456838342874,129.21993051859613,2671025027,510.0,930,11,15.0,15.0,individual,gas,150633,96.58,480,3.0,2.0,stairway,0
-1604715,18106,0,201810,1~10,2008,116.69,1,35.325678724748286,129.17597492290943,2671025628,1158.0,655,13,15.0,13.0,district,cogeneration,51669,143.47,112,4.0,2.0,stairway,0
-1604721,5716,0,201810,1~10,1992,78.84,3,35.183908626317546,128.99198004790495,2653010200,,1620,16,15.0,15.0,individual,gas,147508,103.45,525,3.0,1.0,corridor,0
-1604722,3887,0,201810,1~10,2000,59.98,12,35.140142396035195,128.98702917462163,2653010700,774.0,763,6,24.0,18.0,individual,gas,31040,80.54,229,3.0,1.0,stairway,0
-1604723,13950,0,201810,1~10,1986,84.15,4,35.17431184977936,129.0985309352552,2650010100,,130,4,5.0,5.0,individual,gas,46108,100.04,72,3.0,1.0,stairway,0
-1604724,1569,0,201810,1~10,1977,76.67,12,35.14015312564065,129.11270949005106,2650010500,1197.0,798,8,12.0,5.0,central,gas,26460,100.06,60,3.0,1.0,stairway,0
-1604726,3567,0,201810,1~10,1993,84.945,22,35.08615063446991,128.9923096664797,2638010700,288.0,496,4,22.0,10.0,individual,gas,30406,104.97,386,3.0,2.0,stairway,0
-1604728,19938,0,201810,1~10,1988,47.68,1,35.201703464750835,129.13254529928048,2635010300,,200,5,5.0,5.0,individual,gas,54104,57.43,80,2.0,1.0,corridor,0
-1604729,8001,0,201810,1~10,2005,84.6389,37,35.17821304217376,129.12204889208465,2635010400,4599.0,2752,14,51.0,30.0,individual,gas,37515,113.65,772,3.0,2.0,stairway,0
-1604730,501,0,201810,1~10,1997,134.97,9,35.179395600587895,129.1784553089068,2635010700,728.0,728,12,25.0,19.0,district,cogeneration,25778,157.19,140,4.0,2.0,stairway,0
-1604733,8343,0,201810,1~10,2002,59.806999999999995,30,35.2376274748503,129.01255009986826,2632010200,2269.0,1950,15,30.0,23.0,individual,gas,147760,87.22,313,3.0,2.0,stairway,0
-1604738,21953,0,201810,1~10,2013,84.919,14,35.20898606761428,129.08404694029778,2626010700,1632.0,1139,16,28.0,4.0,individual,gas,155021,116.89,121,3.0,2.0,stairway,0
-1604740,1575,0,201810,1~10,1995,46.27,11,35.07671865514359,129.0671363416011,2620012100,1340.0,1340,10,20.0,16.0,individual,gas,26486,65.78,1340,3.0,1.0,stairway,0
-1604743,9390,0,201810,1~10,1983,56.4,2,35.112205306894325,129.02904289903023,2611010100,130.0,130,2,5.0,5.0,individual,gas,40689,65.0,1,3.0,1.0,mixed,0
-1604745,92,1,201810,1~10,1976,160.51,9,37.53319572789556,127.028085805413,1168011000,720.0,960,13,15.0,12.0,district,cogeneration,221,172.62,224,5.0,2.0,stairway,0
-1604746,6307,1,201810,1~10,2003,114.94,3,37.47270086012606,126.98400590134916,1165010100,382.0,303,9,10.0,7.0,individual,gas,10274,135.51,78,4.0,2.0,stairway,0
-1604747,6166,1,201810,1~10,2004,138.96,23,37.49819972879554,127.01331259059627,1165010800,2045.0,757,3,37.0,22.0,district,cogeneration,93402,175.21,114,3.0,2.0,,0
-1604748,9111,1,201810,1~10,2004,84.8768,18,37.464771110143204,126.88872232929808,1154510200,648.0,554,7,22.0,20.0,individual,gas,11662,110.02,554,3.0,2.0,stairway,0
-1604749,4331,1,201810,1~10,1999,59.9,18,37.46327871273526,126.90944597880508,1154510300,937.0,786,13,25.0,15.0,central,gas,7709,84.32,298,3.0,1.0,,0
-1604750,5746,1,201810,1~10,1977,43.74,5,37.49939570482591,126.85596573500834,1153010600,,170,5,5.0,5.0,individual,gas,33917,52.83,170,2.0,1.0,stairway,0
-1604751,17099,1,201810,1~10,2007,83.87100000000001,9,37.546271466226884,126.92968722669956,1144011400,475.0,447,8,25.0,10.0,individual,gas,14086,103.05,106,3.0,2.0,stairway,0
-1604752,337,1,201810,1~10,1992,84.86,7,37.679226747421616,127.04441488790987,1132010800,,630,5,15.0,15.0,individual,gas,763,100.71,630,3.0,2.0,stairway,0
-1604753,2169,1,201810,1~10,1999,59.82,10,37.62617867861673,127.03936724322294,1130510200,311.0,380,4,20.0,10.0,individual,gas,4278,81.7,212,3.0,1.0,corridor,0
-1604754,1064,1,201810,1~10,1991,49.94,13,37.63085303453443,127.0392518896577,1130510200,900.0,900,8,15.0,15.0,individual,gas,2896,72.73,90,2.0,1.0,stairway,0
-1604755,2777,1,201810,1~10,1988,84.92,4,37.58750505698917,127.07546464062278,1126010100,681.0,1362,10,15.0,10.0,individual,gas,5740,101.07,290,3.0,2.0,stairway,0
-1604756,6238,1,201810,1~10,2004,58.9,2,37.597039194779256,127.10203497199706,1126010500,193.0,191,4,23.0,11.0,individual,gas,34412,77.67,73,3.0,2.0,stairway,0
-1604757,5749,1,201810,1~10,1997,84.6,14,37.60370368789794,127.10114263278773,1126010600,195.0,242,2,22.0,11.0,individual,gas,9083,108.15,117,3.0,2.0,stairway,0
-1604758,1162,1,201810,1~10,1982,105.75,10,37.529948140639476,126.9948048490215,1117013000,1156.0,578,9,12.0,10.0,individual,cogeneration,3175,115.28,194,3.0,1.0,corridor,0
-1604759,16452,0,201810,1~10,1990,49.4,5,35.32203184235501,129.1960550200547,2671025625,,170,2,5.0,3.0,individual,-,49012,57.54,40,3.0,1.0,stairway,0
-1604761,1585,0,201810,1~10,1997,59.99,1,35.136682601206495,128.97729115221676,2653010700,663.0,893,11,21.0,11.0,individual,gas,26519,76.57,683,3.0,1.0,stairway,0
-1604763,15819,0,201810,1~10,2007,159.5248,14,35.161325331799524,129.1226765971818,2650010300,588.0,265,5,15.0,14.0,individual,gas,48154,184.36,84,4.0,2.0,stairway,0
-1604764,16378,0,201810,1~10,2001,84.3812,17,35.17769855424695,129.0657173975248,2647010100,2023.0,1330,14,25.0,12.0,individual,gas,48866,106.69,24,3.0,2.0,stairway,0
-1604765,17949,0,201810,1~10,1977,68.6,2,35.18147623269163,129.07330755838706,2647010200,,108,3,5.0,4.0,individual,gas,51441,80.13,66,4.0,1.0,stairway,0
-1604766,17690,0,201810,1~10,2008,84.94,13,35.08254169253663,128.90603379676858,2644010400,1690.0,1122,16,15.0,12.0,individual,gas,50892,109.36,350,3.0,2.0,stairway,0
-1604767,919,0,201810,1~10,1995,59.82,21,35.234039985708684,129.09061875317525,2641010900,550.0,552,3,24.0,10.0,individual,gas,25971,81.95,247,3.0,1.0,stairway,0
-1604768,11973,0,201810,1~10,1997,84.87,10,35.104175004979446,128.99007262434432,2638010100,117.0,235,2,15.0,13.0,individual,gas,45199,100.38,162,3.0,2.0,stairway,0
-1604771,9391,0,201810,1~10,1988,43.97,1,35.23024136701797,129.1599446782444,2635010100,,425,8,5.0,5.0,individual,gas,40697,53.85,150,2.0,1.0,stairway,0
-1604774,37295,0,201810,1~10,2018,75.5332,20,35.177276611328104,129.195083618164,2635010800,261.0,230,4,24.0,15.0,individual,gas,153719,103.04,41,3.0,2.0,stairway,0
-1604775,15415,0,201810,1~10,2007,129.7194,17,35.22940826394932,129.01345409115453,2632010200,519.0,299,4,26.0,24.0,individual,gas,47770,161.37,99,4.0,2.0,stairway,0
-1604776,15668,0,201810,1~10,2008,123.307,29,35.102910999860946,129.11926565296332,2629010700,5755.0,3000,15,47.0,18.0,individual,gas,48026,164.91,623,4.0,2.0,stairway,0
-1604777,5340,0,201810,1~10,1997,40.3,20,35.19505678621061,129.09350968008516,2626010400,479.0,531,4,25.0,10.0,individual,gas,33268,58.2,60,2.0,1.0,stairway,0
-1604779,23191,0,201810,1~10,2014,84.9955,17,35.16557038826405,129.04545965656442,2623010800,867.0,751,8,25.0,25.0,individual,gas,56790,110.43,418,3.0,2.0,stairway,0
-1604781,21190,0,201810,1~10,1994,44.87,3,35.1631723,129.024116,2623011100,1383.0,640,5,20.0,20.0,individual,gas,55260,64.9,640,2.0,1.0,corridor,0
-1604782,9386,0,201810,1~10,1992,149.22,2,35.094526738896285,129.04327090703637,2620011600,447.0,676,4,23.0,22.0,individual,gas,40682,172.19,88,5.0,2.0,stairway,0
-1604784,22936,0,201810,1~10,2014,59.8826,14,35.1155469,129.009758,2614010600,888.0,753,10,22.0,14.0,individual,gas,56630,84.08,63,3.0,2.0,stairway,0
-1604785,6091,1,201810,1~10,2004,84.2,9,37.48730982964421,126.96086404320091,1162010100,2110.0,2496,23,24.0,17.0,individual,gas,9783,112.93,255,3.0,2.0,mixed,0
-1604787,33319,1,201810,1~10,2015,84.025,11,37.52750015258789,126.9020004272461,1156011400,185.0,162,3,20.0,7.0,individual,gas,91879,106.67,38,3.0,2.0,stairway,0
-1604788,258,1,201810,1~10,1993,33.6,10,37.5746975,126.819232,1150010900,984.0,2547,18,15.0,15.0,district,cogeneration,146644,44.08,269,2.0,1.0,corridor,0
-1604789,6258,1,201810,1~10,2004,114.99,6,37.543329085382865,126.93327926727595,1144011200,588.0,510,10,20.0,11.0,individual,gas,10137,133.44,100,4.0,2.0,stairway,0
-1604790,6199,1,201810,1~10,2002,84.92299999999999,2,37.600072679454385,126.9379213306073,1138010200,316.0,341,5,19.0,9.0,individual,gas,10025,111.02,99,3.0,2.0,stairway,0
-1604793,1284,1,201810,1~10,1995,84.94,15,37.686692799999996,127.04754799999999,1132010800,3481.0,2678,25,17.0,11.0,individual,gas,3514,102.02,236,3.0,2.0,stairway,0
-1604794,6003,1,201810,1~10,2003,114.92200000000001,2,37.61523104067486,127.03570984295618,1130510100,1069.0,860,11,22.0,8.0,individual,gas,9473,142.86,197,4.0,2.0,stairway,0
-1604795,651,1,201810,1~10,1990,84.98,3,37.661830968824255,127.01383589617905,1130510400,210.0,262,2,15.0,12.0,individual,gas,1709,99.79,232,3.0,1.0,stairway,0
-1604796,5779,1,201810,1~10,2003,84.844,16,37.61037221146553,127.02427314034344,1129013400,1693.0,1377,18,23.0,8.0,individual,gas,9107,111.12,671,3.0,2.0,stairway,0
-1604797,4069,1,201810,1~10,1997,83.01,2,37.574881194025224,127.04570221814836,1123010400,254.0,360,3,22.0,21.0,individual,gas,7239,105.74,84,3.0,2.0,stairway,0
-1604798,3936,1,201810,1~10,2001,84.72,19,37.56934180291658,127.06170904439827,1123010500,954.0,1259,10,23.0,15.0,individual,gas,6991,108.68,375,3.0,2.0,stairway,0
-1604799,2967,1,201810,1~10,1992,35.45,13,37.570811768937894,127.06257960696196,1123010500,600.0,600,4,15.0,14.0,individual,gas,6404,47.03,178,2.0,1.0,corridor,0
-1604800,2966,1,201810,1~10,2000,114.76,12,37.57447848541578,127.05974356557915,1123010500,1377.0,1542,16,25.0,6.0,individual,gas,6399,140.69,294,4.0,2.0,stairway,0
-1604801,3968,1,201810,1~10,1999,59.98,7,37.53284575924021,127.07165783747386,1121510500,192.0,178,1,19.0,9.0,individual,gas,31134,85.39,112,3.0,1.0,corridor,0
-1604803,5665,1,201810,1~10,2001,114.63,2,37.55848240749728,127.02330107601331,1120010200,465.0,414,3,23.0,8.0,individual,gas,8966,141.17,17,4.0,2.0,stairway,0
-1604805,19657,1,201810,1~10,2009,84.87,9,37.552672831662136,127.06917351503958,1120011800,286.0,241,6,15.0,12.0,individual,gas,17032,112.14,14,3.0,2.0,mixed,0
-1604806,15755,0,201810,1~10,2008,115.93,28,35.177781443698976,129.12446107506776,2635010400,1850.0,629,3,60.0,21.0,individual,gas,94277,148.88,81,3.0,2.0,,0
-1604809,36944,0,201810,1~10,2017,142.6275,1,35.32216262817379,129.189559936523,2671025621,0.0,431,18,6.0,5.0,district,cogeneration,152133,196.31,18,5.0,2.0,stairway,0
-1604812,23081,0,201810,1~10,2014,84.9281,6,35.32304253687364,129.17464641986308,2671025628,579.0,539,9,15.0,15.0,district,cogeneration,56710,112.67,144,3.0,2.0,stairway,0
-1604814,5579,0,201810,1~10,1992,49.94,13,35.183185536488764,128.99495681218195,2653010200,326.0,1080,7,15.0,15.0,individual,gas,33656,72.95,270,2.0,1.0,corridor,0
-1604815,14378,0,201810,1~10,1977,41.98,2,35.17693556143909,129.10437150512936,2650010100,,120,3,5.0,5.0,district,-,46349,48.69,40,2.0,1.0,stairway,0
-1604816,1598,0,201810,1~10,1996,59.76,4,35.16175174429173,129.10837833412307,2650010400,882.0,1038,9,22.0,10.0,individual,gas,26567,75.97,437,3.0,1.0,stairway,0
-1604818,33533,0,201810,1~10,2016,66.9173,4,35.097198486328125,128.91900634765622,2644010400,718.0,642,8,25.0,17.0,district,cogeneration,92528,89.68,98,3.0,2.0,stairway,0
-1604819,24858,0,201810,1~10,2014,56.64,14,35.271815414603985,129.09314962894769,2641010400,116.0,115,1,24.0,24.0,individual,gas,166579,69.59,23,2.0,1.0,stairway,0
-1604820,1608,0,201810,1~10,1994,58.15,6,35.221584270895654,129.08822142661518,2641010900,122.0,192,1,22.0,9.0,individual,gas,26602,79.19,44,3.0,2.0,stairway,0
-1604822,13762,0,201810,1~10,1982,56.06,3,35.096604133840444,128.99034910166625,2638010100,,115,2,5.0,5.0,individual,gas,45991,66.81,1,3.0,1.0,stairway,0
-1604823,9312,0,201810,1~10,1988,59.99,4,35.096865926317264,128.97743867727573,2638010100,,192,4,6.0,6.0,individual,gas,40319,72.46,60,2.0,1.0,stairway,0
-1604824,9322,0,201810,1~10,1992,61.85,5,35.0988281656822,128.97537196629378,2638010200,132.0,270,2,15.0,12.0,individual,gas,40366,77.4,45,2.0,1.0,stairway,0
-1604827,3599,0,201810,1~10,1997,59.916000000000004,3,35.22736709983154,129.15921832437294,2635010100,431.0,764,6,24.0,16.0,individual,gas,30554,79.34,764,3.0,1.0,stairway,0
-1604828,17505,0,201810,1~10,2008,84.9668,25,35.1643332004258,129.16714998932886,2635010600,422.0,358,3,32.0,26.0,individual,gas,50710,113.13,180,3.0,2.0,stairway,0
-1604829,46,0,201810,1~10,1998,59.88,9,35.17806724377273,129.18056226264386,2635010700,843.0,788,13,25.0,18.0,district,cogeneration,25527,75.81,356,3.0,1.0,stairway,0
-1604830,68,0,201810,1~10,1996,84.93,11,35.16639075051388,129.18563636387574,2635010700,1548.0,1358,19,24.0,19.0,district,cogeneration,25561,102.78,268,3.0,2.0,stairway,0
-1604831,3619,0,201810,1~10,1998,59.99,17,35.1658553,129.183444,2635010700,1050.0,1721,16,25.0,20.0,district,cogeneration,30650,80.41,780,3.0,1.0,stairway,0
-1604832,330,0,201810,1~10,1996,59.94,12,35.179506146806695,129.17049431216563,2635010700,1422.0,1422,15,27.0,16.0,district,cogeneration,25728,75.18,648,3.0,1.0,corridor,0
-1604834,7930,0,201810,1~10,1994,49.77,13,35.26372093654421,129.02036352786664,2632010100,551.0,1484,14,15.0,12.0,individual,gas,37374,67.92,240,2.0,1.0,corridor,0
-1604835,7929,0,201810,1~10,1994,68.12,2,35.26241254471858,129.01992670873508,2632010100,436.0,576,5,18.0,18.0,individual,gas,37371,86.84,575,3.0,1.0,stairway,0
-1604836,20345,0,201810,1~10,2007,84.7799,13,35.19817150265788,128.99422104911642,2632010500,116.0,114,1,15.0,15.0,individual,gas,54618,109.78,84,3.0,2.0,stairway,0
-1604837,23582,0,201810,1~10,2013,95.86,9,35.139853,129.10375200000001,2629010600,294.0,204,2,40.0,36.0,individual,gas,95694,129.74,68,3.0,2.0,stairway,0
-1604838,3509,0,201810,1~10,1998,59.955,17,35.192954923497894,129.09790388899785,2626010400,624.0,632,6,22.0,20.0,individual,gas,30130,80.23,280,3.0,1.0,stairway,0
-1604839,38422,0,201810,1~10,2018,84.7932,13,35.2044906616211,129.061782836914,2626010800,685.0,582,6,29.0,25.0,individual,gas,155140,112.34,54,3.0,2.0,stairway,0
-1604840,9306,0,201810,1~10,1999,59.79,14,35.214011479303544,129.0796119091825,2626010800,348.0,274,1,28.0,28.0,individual,gas,40287,81.79,99,2.0,1.0,corridor,0
-1604841,11234,0,201810,1~10,2006,59.937,9,35.19661463262171,129.05561333900263,2626010900,3958.0,2947,29,25.0,22.0,individual,gas,43907,79.38,518,3.0,2.0,stairway,0
-1604846,1539,0,201810,1~10,1989,58.01,3,35.161129152384405,129.03263230135065,2623010900,2716.0,2716,20,15.0,15.0,central,gas,26323,80.26,352,2.0,1.0,corridor,0
-1604847,9385,0,201810,1~10,1993,84.85,2,35.08412670356393,129.0475721020498,2620011300,79.0,209,1,15.0,6.0,individual,-,40678,103.73,113,3.0,2.0,stairway,0
-1604848,11735,0,201810,1~10,1989,45.84,3,35.08007805410167,129.01988886663605,2614012400,100.0,115,3,6.0,5.0,individual,-,44895,53.82,40,3.0,1.0,stairway,0
-1604849,19736,1,201810,1~10,2009,114.81,10,37.56010139999999,127.18079399999999,1174011000,798.0,694,12,15.0,10.0,district,cogeneration,17211,142.14,50,4.0,2.0,stairway,0
-1604850,25281,1,201810,1~10,2014,84.3,16,37.451063678899054,127.06446427031022,1165010900,1767.0,1264,26,20.0,2.0,individual,gas,19944,113.35,92,3.0,2.0,stairway,0
-1604851,12308,1,201810,1~10,2006,63.73,4,37.49356957800043,126.93524591538299,1159010200,135.0,118,3,12.0,7.0,individual,gas,45547,84.48,14,3.0,2.0,stairway,0
-1604853,2537,1,201810,1~10,2000,59.95,18,37.48467909491101,126.85194169123484,1153010700,1459.0,1371,13,24.0,9.0,individual,gas,5305,88.78,557,3.0,1.0,corridor,0
-1604854,17486,1,201810,1~10,2010,59.96,1,37.49673142073229,126.82102771869378,1153011000,1267.0,999,18,12.0,6.0,individual,gas,14283,82.61,156,3.0,2.0,stairway,0
-1604855,358,1,201810,1~10,1987,157.59,6,37.51614952159533,126.87043926818916,1147010100,1879.0,3100,34,20.0,15.0,district,cogeneration,834,181.81,60,5.0,2.0,stairway,0
-1604856,10052,1,201810,1~10,2004,59.9,5,37.542101719168855,126.8279257586704,1147010300,149.0,126,2,12.0,7.0,individual,gas,42277,75.53,18,3.0,1.0,stairway,0
-1604861,20043,1,201810,1~10,2012,84.95,7,37.572650516725716,126.91054985435294,1141011900,4890.0,3293,51,35.0,7.0,district,cogeneration,17631,112.45,66,3.0,2.0,stairway,0
-1604862,3763,1,201810,1~10,2000,84.95,4,37.57680389742342,126.9079411566041,1141011900,164.0,213,3,15.0,8.0,individual,gas,147325,105.6,99,3.0,3.0,stairway,0
-1604863,11023,1,201810,1~10,2006,116.32,2,37.61150388814018,126.90924390816194,1138010500,228.0,189,6,15.0,7.0,individual,gas,43528,143.87,30,4.0,2.0,stairway,0
-1604864,23217,1,201810,1~10,2013,84.9,6,37.598617452457844,126.92670284984136,1138010700,427.0,350,6,19.0,13.0,individual,gas,19354,110.33,163,3.0,2.0,stairway,0
-1604866,2961,1,201810,1~10,1994,134.29,4,37.66652824708035,127.03961976216559,1132010600,,347,3,18.0,12.0,individual,gas,6379,170.69,72,4.0,2.0,stairway,0
-1604870,1066,1,201810,1~10,1991,41.3,2,37.6442817535652,127.0478295711751,1132010700,1710.0,1710,10,15.0,15.0,central,gas,2907,60.33,30,2.0,1.0,corridor,0
-1604871,3734,1,201810,1~10,1998,59.92,11,37.6762630605651,127.04766418868073,1132010800,228.0,190,1,18.0,18.0,individual,gas,30845,82.96,35,2.0,1.0,stairway,0
-1604874,25782,1,201810,1~10,2014,59.5,12,37.60114669799805,127.02379608154295,1129010300,,490,6,23.0,18.0,individual,gas,20038,77.0,88,3.0,2.0,stairway,0
-1604875,2913,1,201810,1~10,1999,114.66,4,37.59903074165889,127.02331371539343,1129010300,1676.0,1278,7,26.0,12.0,individual,gas,6189,137.23,395,4.0,2.0,stairway,0
-1604876,3708,1,201810,1~10,1999,59.9,11,37.59955419540963,127.01833131289324,1129013300,217.0,193,2,19.0,11.0,individual,gas,30791,83.31,126,3.0,1.0,corridor,0
-1604877,5998,1,201810,1~10,2002,59.65,11,37.572876710017574,127.08063442383265,1126010100,632.0,573,4,19.0,19.0,individual,gas,9462,84.19,257,3.0,1.0,corridor,0
-1604878,6021,1,201810,1~10,2003,114.97,15,37.55559257829403,127.0354867067092,1120010700,1535.0,1410,19,25.0,7.0,individual,gas,9545,142.42,310,4.0,2.0,stairway,0
-1604880,2819,1,201810,1~10,1999,59.97,9,37.55816980350889,127.0178956224892,1114016200,1307.0,994,14,23.0,14.0,individual,gas,5850,79.62,46,2.0,1.0,stairway,0
-1604882,38643,0,201810,1~10,2004,30.57,7,35.1493530273438,129.013290405273,2653010600,155.0,312,1,15.0,15.0,individual,gas,165003,40.5,139,1.0,1.0,corridor,0
-1604883,9260,0,201810,1~10,1992,46.32,4,35.136501540822266,128.99142534099036,2653010700,,1110,10,15.0,15.0,individual,gas,40121,64.9,1110,3.0,1.0,stairway,0
-1604884,6395,0,201810,1~10,2002,84.71700000000001,10,35.192605735121234,129.0691861429768,2647010100,1277.0,1110,13,28.0,17.0,individual,gas,34529,118.97,488,3.0,2.0,stairway,0
-1604885,17482,0,201810,1~10,2009,84.97,4,35.08705332740932,128.89786324994628,2644010400,941.0,652,11,15.0,12.0,district,cogeneration,50660,109.24,50,3.0,2.0,stairway,0
-1604888,15522,0,201810,1~10,2004,83.64,31,35.24481734508356,129.09272331317268,2641010700,284.0,297,1,32.0,32.0,individual,gas,166397,107.5,27,3.0,1.0,corridor,0
-1604891,3614,0,201810,1~10,1999,84.92,9,35.17047572015505,129.14180828656524,2635010500,514.0,498,5,20.0,11.0,individual,gas,30628,106.67,298,3.0,2.0,stairway,0
-1604892,12107,0,201810,1~10,1988,43.58,3,35.232981099482586,129.01471541659072,2632010200,150.0,360,8,6.0,6.0,individual,gas,45313,53.29,192,3.0,1.0,stairway,0
-1604894,1547,0,201810,1~10,1998,59.8,16,35.231339399999996,129.015513,2632010200,3776.0,3382,35,25.0,13.0,individual,gas,26350,80.01,1184,3.0,1.0,stairway,0
-1604899,16910,0,201810,1~10,2007,84.9944,9,35.14039231582172,129.07825482247108,2629010600,592.0,421,9,23.0,18.0,individual,gas,49644,110.41,94,3.0,2.0,stairway,0
-1604901,5799,0,201810,1~10,2004,84.88799999999999,17,35.1315603,129.11422199999998,2629010700,619.0,362,3,24.0,22.0,individual,gas,33988,108.11,266,3.0,2.0,stairway,0
-1604903,7772,0,201810,1~10,2004,84.88799999999999,17,35.1291484,129.10731,2629010700,,804,9,25.0,23.0,individual,gas,37043,108.01,380,3.0,2.0,stairway,0
-1604906,18113,0,201810,1~10,2008,153.5514,3,35.21322753099213,129.07635487152822,2626010800,420.0,190,3,28.0,20.0,individual,gas,51680,197.06,78,4.0,2.0,,0
-1604908,10557,0,201810,1~10,2006,59.6572,21,35.1318254021576,129.05514584298217,2617010300,453.0,466,3,25.0,19.0,individual,gas,43117,81.09,191,3.0,2.0,stairway,0
-1604909,6260,1,201810,1~10,2003,106.79,5,37.533881125647405,127.14805143249347,1174010600,171.0,132,2,15.0,6.0,individual,gas,34431,127.37,38,4.0,2.0,stairway,0
-1604910,2882,1,201810,1~10,1998,135.3,14,37.53960908685604,127.11820943630792,1171010300,460.0,442,3,23.0,7.0,individual,gas,6087,170.55,4,5.0,3.0,stairway,0
-1604911,1142,1,201810,1~10,1998,84.86,16,37.51414076020647,127.00845165056084,1165010600,,347,2,18.0,14.0,individual,gas,3123,109.68,193,3.0,2.0,stairway,0
-1604912,559,1,201810,1~10,1988,165.92,8,37.498545433330456,127.01561511197758,1165010800,,2390,24,15.0,9.0,district,cogeneration,1472,189.05,330,5.0,2.0,stairway,0
-1604914,1610,1,201810,1~10,1998,59.44,2,37.490283185848206,126.87691565779984,1153010200,832.0,829,10,25.0,12.0,individual,gas,4100,82.41,382,2.0,1.0,corridor,0
-1604915,18725,1,201810,1~10,2010,162.36,7,37.505502992436405,126.86379394431272,1147010100,488.0,241,4,15.0,9.0,individual,gas,15675,195.26,57,3.0,3.0,stairway,0
-1604918,22105,1,201810,1~10,2012,84.9772,10,37.598962083116476,126.94397375735187,1141011800,250.0,195,5,13.0,8.0,individual,gas,55868,112.83,48,3.0,2.0,stairway,0
-1604919,2958,1,201810,1~10,1992,44.52,9,37.656893185117276,127.07898449211748,1135010600,78.0,1800,10,15.0,15.0,central,gas,6371,59.2,1800,2.0,1.0,corridor,0
-1604920,4343,1,201810,1~10,1990,84.66,15,37.65856249630825,127.03120193230568,1132010500,771.0,783,8,15.0,13.0,individual,gas,7726,101.99,378,3.0,2.0,stairway,0
-1604921,2946,1,201810,1~10,1996,40.02,11,37.67343741909391,127.04808405179516,1132010800,2450.0,2462,16,18.0,5.0,district,gas,6321,56.2,143,2.0,1.0,corridor,0
-1604922,5038,1,201810,1~10,2001,114.73,18,37.610228531479294,127.05502897706758,1129013800,169.0,147,1,18.0,6.0,individual,gas,32736,144.42,33,4.0,2.0,stairway,0
-1604924,9910,1,201810,1~10,2000,84.87,14,37.57887260500885,127.08226203905764,1126010100,639.0,555,7,25.0,8.0,individual,gas,11891,108.73,100,3.0,2.0,stairway,0
-1604925,2965,1,201810,1~10,2000,59.95,7,37.569310152498815,127.06018768670343,1123010500,782.0,739,9,23.0,9.0,individual,gas,6396,79.16,40,3.0,1.0,stairway,0
-1604926,20052,1,201810,1~10,2013,84.74,5,37.59047291580242,127.0664910519866,1123010900,497.0,451,8,15.0,10.0,individual,gas,17670,107.62,70,3.0,2.0,stairway,0
-1604927,9289,1,201810,1~10,2003,84.97200000000001,9,37.60452201412,127.0649724465962,1123011000,1616.0,1378,19,23.0,16.0,individual,gas,11784,114.69,408,3.0,2.0,stairway,0
-1604928,6626,1,201810,1~10,2004,132.0263,6,37.53605298724647,127.0928369396357,1121510300,549.0,308,2,37.0,22.0,individual,gas,93620,168.6,76,4.0,2.0,stairway,0
-1604929,11123,1,201810,1~10,2006,84.73,4,37.53550339731193,127.06916217870243,1121510500,192.0,131,2,25.0,22.0,individual,gas,94075,109.4,20,3.0,2.0,stairway,0
-1604930,1108,1,201810,1~10,1989,71.85,7,37.56177596575551,127.04857811255323,1120010600,270.0,270,2,15.0,15.0,individual,gas,3062,90.0,270,3.0,2.0,corridor,0
-1604935,36223,1,201810,1~10,2016,59.91,11,37.5477151,127.013811,1120011300,2530.0,1976,25,20.0,20.0,individual,gas,149765,83.87,80,3.0,2.0,stairway,0
-1604936,1466,1,201810,1~10,1989,84.91,7,37.492986413701146,126.87711476405936,1153010200,510.0,735,6,15.0,15.0,district,cogeneration,3952,102.76,450,3.0,1.0,stairway,0
-1604937,2816,1,201810,1~10,1993,64.66,10,37.580324249375536,127.01178752964917,1111017400,902.0,919,7,15.0,11.0,individual,gas,5839,87.3,284,2.0,1.0,corridor,0
-1604938,19825,0,201810,1~10,2011,84.53,14,35.32582024184881,129.18810008021492,2671025621,494.0,444,8,15.0,14.0,district,cogeneration,53955,112.09,105,3.0,2.0,stairway,0
-1604940,14520,0,201810,1~10,2007,149.8566,26,35.17314623975042,129.10649515293386,2650010100,1693.0,862,8,28.0,16.0,individual,gas,46501,190.16,112,4.0,2.0,stairway,0
-1604944,21886,0,201810,1~10,2014,75.9769,18,35.24114415527464,129.08396017948382,2641010800,627.0,565,6,25.0,15.0,individual,gas,55674,100.08,114,3.0,2.0,stairway,0
-1604947,21331,0,201810,1~10,1996,49.83,16,35.243433787020294,129.0180057939573,2632010200,187.0,400,3,20.0,20.0,individual,gas,55280,69.19,400,2.0,1.0,stairway,0
-1604949,22209,0,201810,1~10,2014,84.9887,38,35.20820793442406,128.99940310068965,2632010500,1274.0,1079,4,48.0,47.0,individual,gas,95617,113.05,361,3.0,2.0,stairway,0
-1604950,38465,0,201810,1~10,2018,72.63,24,35.19679641723629,129.063812255859,2626010900,251.0,230,3,32.0,29.0,individual,gas,161578,98.02,62,3.0,2.0,stairway,0
-1604951,15915,0,201810,1~10,1978,40.1,2,35.15516588669846,129.07268344840628,2623010200,298.0,400,8,5.0,5.0,individual,-,48224,45.39,385,2.0,1.0,stairway,0
-1604952,9839,0,201810,1~10,2005,37.65,4,35.157122719228546,129.05388161495134,2623010300,217.0,358,1,20.0,11.0,individual,gas,166223,62.81,151,1.0,1.0,stairway,0
-1604954,1554,0,201810,1~10,1989,127.22,1,35.161291032098994,129.0283522512051,2623011100,400.0,360,4,15.0,15.0,individual,gas,26396,145.97,180,4.0,2.0,stairway,0
-1604955,7153,1,201810,1~10,2002,70.49,8,37.49395885325698,127.0278811307145,1165010800,285.0,365,1,21.0,21.0,individual,gas,166721,101.38,52,2.0,2.0,stairway,0
-1604956,2681,1,201810,1~10,2000,114.84,18,37.451572420458795,126.91890376299924,1154510300,1641.0,2336,16,20.0,16.0,district,cogeneration,5668,142.08,827,4.0,2.0,stairway,0
-1604957,18839,1,201810,1~10,2011,152.24,47,37.508585477941864,126.88889709939123,1153010100,2447.0,524,2,51.0,9.0,individual,gas,95004,215.16,12,4.0,2.0,stairway,0
-1604958,1262,1,201810,1~10,1999,59.57,16,37.49526607305872,126.86250078204634,1153010700,2504.0,1983,26,25.0,10.0,individual,gas,3449,80.22,828,3.0,1.0,stairway,0
-1604959,11765,1,201810,1~10,2007,84.988,14,37.54836163626393,126.92944083213526,1144011400,753.0,635,15,15.0,6.0,individual,gas,12694,107.64,396,3.0,2.0,stairway,0
-1604960,19492,1,201810,1~10,2009,84.95,1,37.635312799999994,126.923775,1138011400,519.0,353,11,15.0,3.0,district,cogeneration,16813,105.46,2,3.0,2.0,stairway,0
-1604961,1437,1,201810,1~10,1999,84.96,10,37.67163697246641,127.05296598943872,1135010500,400.0,494,6,15.0,12.0,district,cogeneration,3897,102.4,479,3.0,2.0,stairway,0
-1604963,2962,1,201810,1~10,1992,83.85,5,37.65795514556947,127.02386250683656,1132010600,373.0,658,8,12.0,8.0,individual,gas,147204,101.68,192,3.0,2.0,stairway,0
-1604964,19691,1,201810,1~10,2011,114.88,6,37.61776520417838,127.01693126286315,1130510100,1777.0,1370,24,23.0,7.0,individual,gas,17092,145.94,123,4.0,2.0,stairway,0
-1604965,144,1,201810,1~10,1998,84.93,7,37.630605575463655,127.03541811977243,1130510200,233.0,284,3,20.0,10.0,individual,gas,362,114.08,80,3.0,2.0,stairway,0
-1604966,2170,1,201810,1~10,2000,59.94,20,37.62747458946173,127.04365906676644,1130510200,212.0,263,2,21.0,12.0,individual,gas,4282,82.83,158,3.0,1.0,corridor,0
-1604969,9079,1,201810,1~10,2005,59.88,5,37.61858428994393,127.007303584487,1129013300,2366.0,1971,28,20.0,13.0,individual,gas,11630,85.56,115,3.0,1.0,stairway,0
-1604970,6572,1,201810,1~10,2003,84.602,3,37.597102137293184,127.09118248359627,1126010200,791.0,504,3,25.0,12.0,individual,gas,93613,102.68,50,3.0,2.0,stairway,0
-1604971,124,1,201810,1~10,1986,57.78,14,37.54326447776264,127.01155085629763,1120011300,900.0,900,8,15.0,15.0,central,gas,318,80.09,150,3.0,1.0,corridor,0
-1604972,5995,1,201810,1~10,2002,84.94,1,37.52285889768646,126.99197271277754,1117013300,298.0,172,3,18.0,16.0,individual,gas,34289,115.62,68,3.0,2.0,stairway,0
-1604974,25829,0,201810,1~10,2014,49.0228,11,35.269202899999996,129.237592,2671031022,118.0,144,3,15.0,5.0,individual,gas,58296,69.03,24,1.0,1.0,stairway,0
-1604975,3559,0,201810,1~10,1993,72.02,7,35.18536326034122,128.99361379276831,2653010200,70.0,163,2,15.0,6.0,individual,gas,30366,87.75,6,3.0,2.0,stairway,0
-1604976,5433,0,201810,1~10,1984,84.55,3,35.147424905078346,129.11387615234221,2650010500,210.0,210,2,15.0,15.0,central,gas,33367,100.8,75,3.0,1.0,stairway,0
-1604979,33477,0,201810,1~10,2015,84.98,18,35.19110107421875,129.09800720214844,2647010200,2276.0,1758,14,41.0,20.0,individual,gas,92213,113.58,109,3.0,2.0,stairway,0
-1604980,23378,0,201810,1~10,2015,74.6236,13,35.18361282348633,129.11273193359378,2647010200,612.0,560,6,28.0,22.0,individual,gas,57027,98.47,204,3.0,2.0,stairway,0
-1604981,3578,0,201810,1~10,1993,84.96,4,35.09747156362542,128.96658028891298,2638010400,651.0,937,6,25.0,14.0,individual,gas,30457,104.15,643,3.0,2.0,stairway,0
-1604984,1596,0,201810,1~10,1991,52.11,8,35.061978389980226,128.975715519089,2638010600,258.0,714,9,15.0,12.0,individual,gas,26563,71.74,714,3.0,1.0,corridor,0
-1604985,17782,0,201810,1~10,2006,73.405,14,35.18876421399927,129.11748900518592,2635010400,1323.0,1190,11,31.0,20.0,individual,gas,51093,96.98,361,3.0,2.0,stairway,0
-1604986,15599,0,201810,1~10,2005,169.292,8,35.169649874514896,129.17037271166132,2635010600,343.0,145,3,15.0,13.0,individual,gas,147963,199.91,90,4.0,2.0,stairway,0
-1604989,18774,0,201810,1~10,2011,127.2525,17,35.17223645666976,129.04774264507398,2623010600,1306.0,1011,13,23.0,18.0,individual,gas,52824,164.4,89,4.0,2.0,stairway,0
-1604990,1606,0,201810,1~10,1998,59.99,26,35.1560625509935,129.01961090222022,2623011100,1849.0,1691,16,27.0,16.0,individual,gas,26597,80.81,441,3.0,1.0,stairway,0
-1604991,10513,0,201810,1~10,2006,127.05,24,35.135958635449036,129.06391611974658,2617010400,1066.0,690,4,47.0,24.0,individual,gas,93991,160.14,68,3.0,2.0,stairway,0
-1604993,5839,1,201810,1~10,2002,55.91,9,37.52982611055248,126.90823876909192,1156011700,1013.0,801,13,19.0,16.0,individual,gas,9191,81.55,120,3.0,1.0,stairway,0
-1604996,10244,1,201810,1~10,2004,84.9852,1,37.48426727506361,126.8200896118726,1153011200,305.0,245,11,5.0,5.0,individual,gas,12111,109.33,169,3.0,2.0,stairway,0
-1604997,1233,1,201810,1~10,1988,56.88,7,37.53571572533554,126.84368547031292,1150010300,220.0,473,4,12.0,8.0,individual,gas,3386,74.12,252,3.0,1.0,corridor,0
-1604998,10498,1,201810,1~10,2002,41.58,18,37.55368165299397,126.93672400781277,1144011000,147.0,203,1,19.0,19.0,individual,gas,164937,58.21,16,1.0,1.0,corridor,0
-1604999,1176,1,201810,1~10,1999,84.87,1,37.5905035,127.01269199999999,1129011400,445.0,437,5,18.0,10.0,individual,gas,3218,104.97,136,3.0,2.0,stairway,0
-1605001,4536,1,201810,1~10,1993,84.87,8,37.58161762607821,127.08397683877493,1126010100,92.0,122,1,15.0,15.0,individual,gas,31840,108.77,52,3.0,2.0,,0
-1605006,14561,1,201810,1~10,2006,84.29,1,37.574698036863154,127.073074463349,1123010600,152.0,137,2,15.0,9.0,individual,gas,46580,101.55,51,3.0,2.0,stairway,0
-1605007,733,1,201810,1~10,1985,140.81,3,37.51809760951357,126.9875028418853,1117013300,,1326,15,13.0,13.0,district,cogeneration,1968,151.94,432,4.0,2.0,stairway,0
-1605010,12089,0,201810,1~10,1983,42.3,4,35.13003890656854,128.97420821003334,2653010800,460.0,460,12,5.0,5.0,individual,gas,45292,49.5,460,3.0,1.0,stairway,0
-1605011,33484,0,201810,1~10,2015,66.9377,13,35.09999847412109,128.9219970703125,2644010400,1083.0,980,13,20.0,17.0,district,cogeneration,92261,87.89,160,3.0,2.0,stairway,0
-1605012,9213,0,201810,1~10,1986,50.85,2,35.25648353290007,129.08719615809716,2641010700,150.0,149,4,6.0,5.0,individual,gas,39969,64.03,18,2.0,1.0,mixed,0
-1605013,12396,0,201810,1~10,1986,70.56,4,35.219912424701704,129.10606932788545,2641011000,,110,2,5.0,5.0,individual,gas,45656,77.04,20,3.0,1.0,stairway,0
-1605014,12285,0,201810,1~10,1981,77.49,2,35.095264660663716,128.99267177374634,2638010100,,100,3,5.0,5.0,individual,gas,45530,83.77,20,3.0,1.0,stairway,0
-1605024,15598,0,201810,1~10,2005,84.9271,9,35.16679428371174,129.17624030077292,2635010600,276.0,203,3,21.0,14.0,district,cogeneration,47944,109.48,65,3.0,2.0,stairway,0
-1605026,186,0,201810,1~10,1996,50.575,3,35.1767645718066,129.17282280032794,2635010700,,1240,15,25.0,20.0,district,cogeneration,25619,69.61,320,2.0,1.0,stairway,0
-1605027,1540,0,201810,1~10,1991,84.28,3,35.210746420362945,129.02558521395414,2632010300,900.0,900,11,15.0,8.0,individual,gas,26328,101.68,600,3.0,2.0,stairway,0
-1605028,9388,0,201810,1~10,2001,59.63,12,35.094021478387106,129.04031103953506,2620011500,86.0,122,1,25.0,25.0,individual,gas,40684,77.55,49,2.0,1.0,stairway,0
-1605029,9389,0,201810,1~10,1996,59.99,4,35.08999830832861,129.05015729191805,2620011800,17.0,310,3,13.0,7.0,individual,gas,40686,80.94,276,3.0,1.0,corridor,0
-1605030,37469,0,201810,1~10,2018,74.6135,11,35.1078358,129.0146,2614010400,1161.0,959,8,34.0,20.0,individual,gas,154426,99.01,61,3.0,2.0,stairway,0
-1605032,3583,0,201810,1~10,1996,119.37,21,35.11755959515828,129.01101755662114,2614010600,461.0,564,2,23.0,18.0,individual,gas,30479,152.1,92,4.0,2.0,stairway,0
-1605034,1621,1,201810,1~10,1977,63.87,9,37.530316697644,127.03880090835268,1168011000,561.0,936,10,12.0,12.0,central,gas,146992,90.98,313,3.0,2.0,corridor,0
-1605035,739,1,201810,1~10,1992,39.53,5,37.48649718938998,127.09800842556321,1168011500,325.0,1162,8,15.0,15.0,district,cogeneration,1985,61.27,268,3.0,1.0,corridor,0
-1605037,9048,1,201810,1~10,1999,31.73,13,37.5211149,126.892896,1156011200,583.0,536,2,25.0,21.0,central,gas,11595,46.58,325,1.0,1.0,corridor,0
-1605038,323,1,201810,1~10,1997,59.69,22,37.49500192053411,126.85265408637166,1153010700,561.0,561,2,28.0,21.0,central,gas,722,83.21,215,2.0,1.0,corridor,0
-1605039,25441,1,201810,1~10,2014,114.91,13,37.56882641652689,126.82141227031751,1150010500,584.0,408,6,14.0,9.0,district,cogeneration,19988,153.73,48,3.0,2.0,stairway,0
-1605040,7579,1,201810,1~10,2002,84.48,8,37.62568039941142,127.0719190474086,1135010300,164.0,138,1,18.0,10.0,individual,gas,36725,117.7,26,3.0,2.0,stairway,0
-1605042,2761,1,201810,1~10,1994,34.44,3,37.627268104716244,127.06861273855571,1135010300,272.0,840,4,15.0,15.0,district,cogeneration,147109,44.84,255,2.0,1.0,corridor,0
-1605043,2763,1,201810,1~10,2006,60.0,11,37.6719596486971,127.08124932321677,1135010500,194.0,240,2,20.0,15.0,individual,gas,5695,85.82,148,3.0,1.0,mixed,0
-1605045,2811,1,201810,1~10,1988,49.94,12,37.666166801245225,127.0593182791222,1135010500,,1739,15,15.0,12.0,district,cogeneration,5814,74.4,396,2.0,1.0,corridor,0
-1605047,10455,1,201810,1~10,2001,84.8,11,37.66590978106354,127.07961515358524,1135010500,285.0,234,5,19.0,13.0,individual,gas,12216,106.92,234,3.0,2.0,stairway,0
-1605048,2875,1,201810,1~10,1988,49.94,6,37.663338,127.060499,1135010500,2800.0,2830,23,15.0,12.0,district,cogeneration,6066,70.52,870,2.0,1.0,corridor,0
-1605049,11507,1,201810,1~10,1995,84.83,3,37.652365948911545,127.02125888464431,1132010500,211.0,287,3,15.0,7.0,individual,gas,12670,104.46,171,3.0,2.0,stairway,0
-1605050,314,1,201810,1~10,1987,84.53,15,37.65146428265471,127.02476244826923,1132010500,215.0,495,4,15.0,15.0,individual,gas,702,99.79,150,3.0,1.0,stairway,0
-1605051,1023,1,201810,1~10,1988,45.77,10,37.64690770000001,127.05293300000001,1132010700,286.0,910,13,15.0,5.0,district,cogeneration,2720,63.64,120,1.0,1.0,corridor,0
-1605052,5686,1,201810,1~10,2004,59.98,2,37.61797477198729,127.01263165465092,1130510100,4804.0,3830,54,25.0,16.0,individual,gas,8999,81.43,1195,3.0,2.0,stairway,0
-1605053,460,1,201810,1~10,1993,63.78,2,37.64237983415892,127.01898993640043,1130510300,878.0,1454,13,15.0,9.0,central,gas,1209,84.85,452,3.0,1.0,corridor,0
-1605054,4378,1,201810,1~10,2000,59.94,6,37.615426686813656,127.08357991114836,1126010400,161.0,159,2,19.0,10.0,individual,gas,31630,84.1,66,3.0,1.0,corridor,0
-1605055,22654,1,201810,1~10,2014,84.99,13,37.57063554410193,127.0545696878228,1123010500,2657.0,2652,32,32.0,9.0,individual,gas,19235,111.47,486,3.0,2.0,stairway,0
-1605056,25022,1,201810,1~10,2014,74.87,1,37.481958241575605,126.96209695369318,1162010100,417.0,363,7,22.0,18.0,individual,gas,19833,99.13,8,3.0,2.0,stairway,0
-1605057,1230,1,201810,1~10,1985,134.09,7,37.4919909359252,127.13355359517703,1171010700,672.0,672,11,12.0,12.0,central,cogeneration,3376,155.47,48,4.0,2.0,stairway,0
-1605060,18543,0,201810,1~10,2011,156.50799999999998,57,35.15618387313527,129.14260534415192,2635010500,3728.0,1631,3,72.0,46.0,individual,gas,153369,231.18,5,4.0,2.0,stairway,0
-1605061,1485,0,201810,1~10,1997,84.95,11,35.17068846656465,129.16873658925414,2635010700,957.0,928,12,24.0,20.0,district,cogeneration,26206,106.37,188,3.0,2.0,stairway,0
-1605062,18971,1,201810,1~10,2010,136.09,10,37.55485549494153,126.85125068373077,1150010300,311.0,120,3,18.0,17.0,individual,gas,97369,168.69,15,3.0,2.0,stairway,0
-1605063,25048,1,201810,1~10,2014,84.88,5,37.56575310518382,126.81962216928629,1150010500,1834.0,1466,19,16.0,6.0,district,cogeneration,19848,113.33,166,3.0,2.0,stairway,0
-1605064,12430,0,201810,1~10,1992,84.78,13,35.25470516646834,129.2183042737475,2671025022,33.0,108,1,15.0,12.0,individual,-,45707,93.8,72,3.0,1.0,stairway,0
-1605065,1602,0,201810,1~10,1996,84.973,13,35.15465257401137,129.01509918158706,2653010600,931.0,953,8,25.0,20.0,individual,gas,26582,108.49,296,3.0,2.0,stairway,0
-1605066,9845,0,201810,1~10,2005,59.9349,3,35.12440597193691,128.97612118514576,2653010800,624.0,607,8,26.0,14.0,individual,gas,41969,85.84,345,3.0,1.0,stairway,0
-1605067,5557,0,201810,1~10,1986,84.15,2,35.1782567122399,129.11068364967105,2647010200,2050.0,2038,23,15.0,1.0,individual,gas,33602,109.09,499,3.0,1.0,corridor,0
-1605069,33488,0,201810,1~10,2015,59.9588,3,35.1500682,128.838169,2644011400,1320.0,1277,14,25.0,13.0,individual,gas,92281,86.18,527,3.0,2.0,stairway,0
-1605073,17001,0,201810,1~10,2007,84.9902,6,35.056633914027984,128.96564850937278,2638010600,4697.0,3462,49,20.0,9.0,individual,gas,49849,111.19,0,3.0,2.0,stairway,0
-1605074,1557,0,201810,1~10,1988,84.9,2,35.064850973382846,128.98082231342198,2638010600,520.0,520,9,5.0,5.0,individual,gas,26409,93.74,30,4.0,2.0,stairway,0
-1605076,19152,0,201810,1~10,2011,127.6584,53,35.156626853045715,129.14507045251239,2635010500,3942.0,1788,3,80.0,70.0,central,cogeneration,95162,187.12,372,3.0,2.0,stairway,0
-1605077,16028,0,201810,1~10,2006,84.9963,18,35.16429220052969,129.1704453819515,2635010600,333.0,320,5,25.0,17.0,district,cogeneration,48355,109.17,320,3.0,2.0,stairway,0
-1605079,6458,0,201810,1~10,2002,83.5,19,35.241704937129605,129.0127299609313,2632010100,1037.0,1026,12,25.0,18.0,individual,gas,34631,112.5,640,3.0,2.0,stairway,0
-1605083,9477,0,201810,1~10,2000,97.65,16,35.21150653409804,129.00722297962065,2632010400,488.0,275,1,20.0,13.0,individual,gas,149855,133.9,68,4.0,2.0,,0
-1605084,12099,0,201810,1~10,1995,59.4,14,35.19824470877627,129.00723907558987,2632010500,75.0,101,1,18.0,10.0,individual,gas,45309,90.73,101,2.0,1.0,corridor,0
-1605086,7771,0,201810,1~10,2003,145.918,12,35.1299675,129.110474,2629010700,2381.0,1391,14,25.0,23.0,individual,gas,37038,179.62,93,4.0,2.0,stairway,0
-1605087,7922,0,201810,1~10,2003,145.918,12,35.1279525,129.11104699999999,2629010700,1578.0,922,9,25.0,23.0,individual,gas,37337,178.06,100,4.0,2.0,stairway,0
-1605088,11181,0,201810,1~10,2003,145.918,12,35.1282389,129.108823,2629010700,,1258,15,25.0,23.0,individual,gas,43838,179.62,248,4.0,2.0,stairway,0
-1605089,5488,0,201810,1~10,2000,84.99,16,35.14818784712218,129.0734938762017,2629010900,423.0,420,7,20.0,10.0,individual,gas,33437,106.5,210,3.0,1.0,stairway,0
-1605090,16906,0,201810,1~10,2005,84.92,9,35.193083037672814,129.10961377364242,2626010200,1427.0,1420,13,20.0,16.0,individual,gas,49641,114.15,520,3.0,2.0,stairway,0
-1605092,11046,0,201810,1~10,2006,84.0514,25,35.16697471626484,129.06930899155114,2623010200,298.0,258,4,25.0,11.0,individual,gas,43568,107.2,157,3.0,2.0,stairway,0
-1605093,1580,0,201810,1~10,1997,84.76,1,35.168899532031986,129.03764137246154,2623010800,1833.0,1812,20,25.0,18.0,individual,gas,146938,106.17,876,3.0,2.0,stairway,0
-1605095,1553,0,201810,1~10,1981,58.0,5,35.162462911291236,129.03477683962234,2623010900,522.0,672,20,5.0,5.0,individual,gas,26386,66.09,80,3.0,1.0,stairway,0
-1605097,33557,0,201810,1~10,2015,63.27,20,35.157299041748054,129.0469970703125,2623010900,340.0,288,3,20.0,20.0,individual,gas,92647,83.99,55,3.0,2.0,stairway,0
-1605099,1538,0,201810,1~10,1988,41.3,15,35.15965461036557,129.0292070361138,2623011100,1578.0,2544,18,15.0,15.0,individual,gas,26308,58.74,718,2.0,1.0,corridor,0
-1605100,1891,1,201810,1~10,1983,42.93,7,37.552699600000004,127.148545,1174010100,2300.0,2400,18,16.0,12.0,central,gas,4183,59.93,270,2.0,1.0,corridor,0
-1605101,10591,1,201810,1~10,2006,116.19,2,37.50926684745007,127.09427862597954,1171010100,4113.0,2678,35,32.0,19.0,district,cogeneration,12286,144.32,678,4.0,2.0,stairway,0
-1605103,20820,1,201810,1~10,2013,84.84700000000001,10,37.48949025320988,126.97385282042934,1159010700,522.0,452,8,17.0,14.0,individual,gas,18585,108.61,160,3.0,2.0,stairway,0
-1605106,12321,1,201810,1~10,2006,59.88,3,37.459719721868574,126.90713091765257,1154510300,194.0,202,2,15.0,7.0,individual,gas,13011,77.35,54,3.0,2.0,stairway,0
-1605107,600,1,201810,1~10,1997,59.4,2,37.493700134925,126.86097028756883,1153010700,188.0,188,2,24.0,23.0,individual,gas,25853,87.24,94,3.0,1.0,stairway,0
-1605108,6006,1,201810,1~10,2002,130.279,1,37.544622377545736,126.83144140674757,1150010300,4190.0,2176,50,15.0,9.0,district,cogeneration,9492,165.1,98,4.0,2.0,stairway,0
-1605109,7653,1,201810,1~10,2009,84.83,8,37.546736532466504,126.93630439652456,1144011100,359.0,313,5,25.0,17.0,individual,gas,11120,105.69,227,3.0,2.0,stairway,0
-1605110,12317,1,201810,1~10,2006,64.274,15,37.590624902683274,126.94927448302728,1141011100,142.0,119,1,15.0,10.0,individual,gas,45554,86.1,25,3.0,2.0,stairway,0
-1605111,1221,1,201810,1~10,1988,56.61,4,37.59485257526492,126.94192958595993,1141011800,66.0,181,1,12.0,8.0,individual,gas,26057,78.59,109,3.0,1.0,corridor,0
-1605112,2873,1,201810,1~10,1988,45.9,15,37.6582609,127.060529,1135010500,4471.0,2634,21,15.0,15.0,district,cogeneration,6052,60.78,420,2.0,1.0,corridor,0
-1605113,7541,1,201810,1~10,2005,84.991,4,37.65417725453697,127.0710671363108,1135010500,320.0,305,5,21.0,19.0,individual,gas,10995,106.69,73,3.0,2.0,stairway,0
-1605114,2923,1,201810,1~10,1999,59.9,7,37.64914939278203,127.08270663230084,1135010600,563.0,478,7,18.0,8.0,individual,gas,6227,84.85,201,2.0,2.0,corridor,0
-1605116,11149,1,201810,1~10,2005,84.98299999999999,11,37.663757000000004,127.038908,1132010600,380.0,258,4,15.0,6.0,individual,gas,147876,108.99,114,3.0,2.0,stairway,0
-1605117,577,1,201810,1~10,1987,83.97,6,37.68105938754385,127.04884624191708,1132010800,806.0,660,4,15.0,15.0,central,gas,1508,111.71,240,3.0,1.0,corridor,0
-1605118,2915,1,201810,1~10,1998,59.58,6,37.594808746067926,127.0103177857626,1129010300,4932.0,4509,31,21.0,5.0,central,gas,6198,81.7,684,2.0,1.0,corridor,0
-1605119,10043,1,201810,1~10,2004,84.97,14,37.597871226744985,127.01779188910776,1129010300,1177.0,1074,16,19.0,3.0,individual,gas,11981,109.81,465,3.0,2.0,stairway,0
-1605122,18281,1,201810,1~10,2009,84.92,20,37.59924519769332,127.0310503160774,1129013500,1152.0,1161,16,24.0,17.0,individual,gas,15046,110.74,116,3.0,2.0,stairway,0
-1605123,2969,1,201810,1~10,1999,59.84,2,37.59159106506085,127.064838917236,1123010900,401.0,345,5,25.0,6.0,individual,gas,6412,82.87,189,3.0,1.0,corridor,0
-1605124,4100,1,201810,1~10,1999,60.0,6,37.56542311435469,127.03909981702714,1120010500,186.0,170,2,23.0,15.0,individual,gas,31293,87.53,81,3.0,1.0,corridor,0
-1605125,5775,1,201810,1~10,2000,84.88,16,37.56044932296845,127.04948269852663,1120010600,137.0,133,1,19.0,2.0,individual,gas,33971,127.51,17,3.0,2.0,stairway,0
-1605126,21709,0,201810,1~10,2012,59.8935,11,35.334062496227226,129.163742798826,2671025627,834.0,756,8,20.0,18.0,district,cogeneration,55552,81.68,236,3.0,1.0,stairway,0
-1605127,22583,0,201810,1~10,2014,65.9397,3,35.337244974282775,129.16617223374794,2671025627,1888.0,1500,17,20.0,20.0,district,cogeneration,56420,86.79,60,3.0,2.0,stairway,0
-1605128,5722,0,201810,1~10,1991,59.94,8,35.13459979764737,128.99220835191406,2653010700,,825,8,15.0,15.0,individual,gas,33899,78.12,195,3.0,1.0,stairway,0
-1605129,19595,0,201810,1~10,2011,119.088,33,35.151459600198216,129.06110815202751,2623010300,3287.0,1360,5,58.0,47.0,central,cogeneration,95293,149.01,39,3.0,2.0,stairway,0
-1605130,36764,1,201810,1~10,2017,84.97,9,37.53738870000001,127.13203500000002,1174010900,1200.0,999,3,45.0,44.0,individual,gas,151558,121.39,756,3.0,2.0,stairway,0
-1605131,6330,1,201810,1~10,2004,84.69,8,37.60556153457049,126.90538253553271,1138010500,627.0,475,9,20.0,7.0,individual,gas,10327,106.08,265,3.0,2.0,stairway,0
-1605132,5830,0,201810,1~10,2001,59.663999999999994,22,35.192928306275505,129.08421183997902,2647010100,555.0,540,6,25.0,18.0,individual,gas,34049,84.64,100,2.0,1.0,stairway,0
-1605133,1528,0,201810,1~10,1995,84.96,9,35.22167167457336,129.09025745178585,2641010900,153.0,204,2,15.0,10.0,individual,gas,26268,104.35,118,3.0,2.0,stairway,0
-1605134,3575,0,201810,1~10,1996,59.91,3,35.10981276546766,128.97951056364798,2638010200,500.0,423,4,25.0,10.0,individual,gas,30435,76.59,175,3.0,1.0,corridor,0
-1605135,3851,0,201810,1~10,1995,41.27,7,35.06470879743503,128.98598794765357,2638010600,110.0,500,4,25.0,16.0,individual,gas,30975,56.27,500,2.0,1.0,corridor,0
-1605136,1562,0,201810,1~10,1995,84.96,16,35.05067409366997,128.96527332229655,2638010600,125.0,132,1,17.0,16.0,individual,gas,26419,107.19,132,3.0,2.0,stairway,0
-1605138,210,0,201810,1~10,1996,134.25,12,35.178566753280506,129.17302882753242,2635010700,2136.0,1424,19,26.0,18.0,district,cogeneration,25633,168.94,200,4.0,2.0,corridor,0
-1605139,342,0,201810,1~10,1997,59.76,7,35.17653981411287,129.1773078978472,2635010700,682.0,824,9,20.0,19.0,district,cogeneration,25736,80.55,272,3.0,1.0,stairway,0
-1605140,9273,0,201810,1~10,1983,60.69,4,35.205352135946576,129.10096326580654,2626010100,71.0,380,6,5.0,5.0,individual,gas,40173,68.04,170,3.0,1.0,stairway,0
-1605141,2878,1,201810,1~10,1987,79.945,14,37.526603725851174,127.11671822534105,1171010300,415.0,415,4,15.0,6.0,district,cogeneration,6074,97.02,232,3.0,1.0,stairway,0
-1605142,1396,1,201810,1~10,1997,59.91,21,37.5033906,127.11816100000001,1171010400,245.0,243,2,22.0,11.0,individual,gas,3811,86.3,124,3.0,1.0,corridor,0
-1605143,701,1,201810,1~10,1989,39.69,13,37.490597626696704,127.1354462575153,1171010800,900.0,1316,10,14.0,14.0,district,cogeneration,1878,61.57,672,2.0,1.0,corridor,0
-1605144,2844,1,201810,1~10,1991,84.95,6,37.508610390103954,127.12236342726001,1171011100,758.0,758,6,15.0,8.0,district,cogeneration,5927,108.31,757,3.0,2.0,stairway,0
-1605148,8702,1,201810,1~10,2006,59.9772,1,37.493040175772016,127.0489677835108,1168011800,4443.0,3002,34,25.0,16.0,district,cogeneration,11516,88.72,48,3.0,1.0,stairway,0
-1605149,6007,1,201810,1~10,2005,84.99,8,37.48994503623179,126.94451210283677,1162010100,2251.0,2904,21,25.0,11.0,individual,gas,9496,110.76,816,3.0,2.0,stairway,0
-1605150,3722,1,201810,1~10,2000,58.55,24,37.462508241985546,126.92613059359043,1162010200,1930.0,1482,9,25.0,20.0,individual,gas,6603,75.59,384,3.0,1.0,stairway,0
-1605152,10021,1,201810,1~10,2004,67.02,4,37.457722509653884,126.89771154969992,1154510300,253.0,229,2,19.0,13.0,individual,gas,11968,86.33,13,3.0,1.0,stairway,0
-1605153,5741,1,201810,1~10,2000,49.98,7,37.508052197828064,126.84431772886543,1147010100,471.0,639,6,15.0,11.0,district,cogeneration,9072,69.16,75,2.0,1.0,corridor,0
-1605154,6018,1,201810,1~10,2004,84.94,6,37.5510247464176,126.9596130791794,1144010200,1102.0,683,10,20.0,17.0,individual,gas,9537,110.35,372,3.0,2.0,stairway,0
-1605156,17955,1,201810,1~10,2007,84.95,4,37.54912127955651,126.9343016317487,1144011100,182.0,160,2,12.0,7.0,individual,gas,51450,106.39,150,3.0,2.0,stairway,0
-1605157,10252,1,201810,1~10,2005,34.29,3,37.557370583745254,126.9167882886154,1144012000,440.0,366,1,12.0,12.0,individual,gas,166251,45.35,189,1.0,1.0,corridor,0
-1605158,711,1,201810,1~10,1989,39.92,7,37.63248141876827,127.07130024002107,1135010400,379.0,1192,8,15.0,7.0,central,gas,1903,56.08,160,2.0,1.0,corridor,0
-1605159,2806,1,201810,1~10,1995,84.99,6,37.66740214014491,127.06752077049437,1135010500,318.0,385,3,15.0,10.0,district,cogeneration,5776,102.58,289,3.0,2.0,stairway,0
-1605160,1388,1,201810,1~10,1999,59.4,20,37.66782930329908,127.08161658790549,1135010500,833.0,826,5,22.0,22.0,individual,gas,3780,81.03,302,3.0,1.0,corridor,0
-1605161,5692,1,201810,1~10,2001,101.4,8,37.66507629782003,127.04814666139454,1132010600,1985.0,1286,16,23.0,19.0,individual,gas,9001,127.14,122,3.0,2.0,stairway,0
-1605163,18727,1,201810,1~10,2010,134.30100000000002,19,37.5660798324391,127.02214890999159,1114016500,495.0,263,3,20.0,18.0,individual,gas,94989,174.7,32,3.0,2.0,,0
-1605165,15350,0,201810,1~10,1990,84.95,8,35.179489198967616,129.08929505541096,2647010200,,149,1,15.0,15.0,individual,gas,47661,99.01,136,3.0,2.0,stairway,0
-1605167,22548,0,201810,1~10,2013,59.9843,6,35.15155770330813,128.83847994229743,2644011400,1117.0,1111,17,25.0,7.0,individual,gas,56393,88.56,103,3.0,2.0,stairway,0
-1605169,17834,0,201810,1~10,2006,110.72,13,35.251199374579464,129.08885788673584,2641010700,2277.0,1728,25,26.0,10.0,individual,gas,51233,138.36,682,4.0,2.0,stairway,0
-1605170,1605,0,201810,1~10,1992,84.93,4,35.101196844699324,128.95735337189828,2638010300,702.0,848,11,20.0,16.0,individual,gas,26591,102.91,160,3.0,2.0,stairway,0
-1605171,13959,0,201810,1~10,1992,84.93,4,35.101676700000006,128.959329,2638010300,1044.0,2132,24,24.0,15.0,individual,gas,46117,102.91,1128,3.0,2.0,stairway,0
-1605172,3579,0,201810,1~10,1994,84.96,23,35.09445887087825,128.96452550011264,2638010400,,992,4,25.0,15.0,central,gas,147303,104.3,500,3.0,2.0,stairway,0
-1605173,1564,0,201810,1~10,1993,84.88,24,35.061110251800585,128.9781102332665,2638010600,2169.0,2181,15,25.0,17.0,central,gas,26428,106.48,694,3.0,2.0,stairway,0
-1605174,9248,0,201810,1~10,1992,71.67,9,35.13884455947766,129.0764426458591,2629010900,124.0,293,3,15.0,5.0,individual,gas,40064,92.56,106,3.0,1.0,stairway,0
-1605175,16901,0,201810,1~10,2006,84.92,5,35.1950455450769,129.10081631671926,2626010200,820.0,814,9,25.0,10.0,individual,gas,49633,115.56,276,3.0,2.0,stairway,0
-1605176,10555,0,201810,1~10,2005,74.65,18,35.194330268650326,129.10774906202784,2626010200,467.0,464,5,20.0,18.0,individual,gas,43113,99.14,232,3.0,2.0,stairway,0
-1605177,16896,0,201810,1~10,2007,125.98,20,35.16323086925663,129.0510064647544,2623010800,774.0,544,2,40.0,40.0,individual,gas,49611,170.86,78,4.0,2.0,stairway,0
-1605178,27362,0,201810,1~10,2013,77.3048,27,35.154330815466835,129.03004915453675,2623011000,305.0,298,2,28.0,21.0,individual,gas,58980,102.11,160,3.0,2.0,stairway,0
-1605181,18112,1,201810,1~10,2011,84.98,15,37.558930455584004,127.15524028249119,1174010200,2024.0,1142,14,20.0,12.0,district,cogeneration,14831,114.14,186,3.0,2.0,stairway,0
-1605182,37470,1,201810,1~10,2018,84.99,26,37.5153904,127.051143,1168010500,498.0,416,4,31.0,22.0,district,cogeneration,154456,112.41,82,3.0,2.0,stairway,0
-1605183,153,1,201810,1~10,1986,53.94,5,37.490550425145976,126.84382939087129,1153010800,,198,4,5.0,3.0,individual,gas,25606,71.21,170,3.0,1.0,stairway,0
-1605184,5674,1,201810,1~10,2001,84.99,13,37.52371235821064,126.8448734453618,1147010300,240.0,215,2,16.0,10.0,individual,gas,8980,108.09,110,3.0,2.0,stairway,0
-1605185,6272,1,201810,1~10,2004,49.87,6,37.54004128976121,126.94547072072395,1144010400,971.0,662,1,37.0,14.0,central,gas,166139,64.9,28,1.0,1.0,,0
-1605186,10383,1,201810,1~10,2003,59.84,9,37.57484025247122,126.89157899800048,1144012700,551.0,657,7,20.0,17.0,district,cogeneration,12207,83.87,67,3.0,2.0,stairway,0
-1605189,4429,1,201810,1~10,2001,59.4,3,37.58045601081381,126.95293584010969,1141011100,185.0,228,2,17.0,11.0,individual,gas,147410,85.1,134,3.0,1.0,corridor,0
-1605190,2768,1,201810,1~10,1989,43.35,12,37.66147413556828,127.07282397037486,1135010500,1590.0,1590,9,15.0,13.0,central,gas,5706,59.11,390,2.0,1.0,corridor,0
-1605191,1021,1,201810,1~10,1989,41.3,12,37.669609799999996,127.05856000000001,1135010500,676.0,2265,26,15.0,5.0,district,cogeneration,2705,58.44,510,2.0,1.0,corridor,0
-1605192,2805,1,201810,1~10,1993,83.33,1,37.672275986533045,127.0504092554566,1135010500,286.0,465,4,15.0,12.0,individual,gas,147119,100.39,30,3.0,2.0,stairway,0
-1605195,22069,1,201810,1~10,2014,84.98,10,37.64788572021615,127.02407231422777,1132010500,321.0,293,5,18.0,11.0,individual,gas,18959,109.66,15,3.0,2.0,stairway,0
-1605197,1246,1,201810,1~10,1997,59.55,8,37.5231789,126.958449,1117012900,379.0,516,4,22.0,18.0,district,cogeneration,3428,76.65,198,3.0,1.0,stairway,0
-1605198,37297,0,201810,1~10,2018,76.2709,15,35.0904960632324,129.003112792969,2638010800,136.0,145,4,24.0,5.0,individual,gas,153699,105.17,38,3.0,2.0,stairway,0
-1605200,465,0,201810,1~10,1996,59.73,9,35.170157737874945,129.18442467330956,2635010700,1070.0,1070,14,25.0,16.0,district,cogeneration,25761,75.74,490,2.0,1.0,stairway,0
-1605202,3505,0,201810,1~10,1996,84.44,7,35.12440243807973,129.0801254578702,2629011000,273.0,429,4,24.0,19.0,individual,gas,30119,103.82,274,3.0,2.0,stairway,0
-1605203,5396,1,201810,1~10,2001,59.67,11,37.5074248424385,126.94512348375777,1159010100,2123.0,1696,7,28.0,12.0,central,gas,8695,85.02,386,2.0,1.0,corridor,0
-1605204,22516,1,201810,1~10,2013,84.98200000000001,7,37.49440735792371,126.98004795528306,1159010600,836.0,680,15,15.0,8.0,individual,gas,19161,111.46,223,3.0,2.0,stairway,0
-1605205,11091,1,201810,1~10,2005,84.0827,3,37.57732864319252,127.0892338568975,1126010100,202.0,178,3,15.0,7.0,individual,gas,43692,104.66,79,3.0,2.0,stairway,0
-1605208,36561,1,201810,1~10,2017,84.834,8,37.616473,127.08310800000001,1126010400,910.0,719,12,25.0,12.0,individual,gas,150673,115.54,29,3.0,2.0,stairway,0
-1605209,16083,0,201810,1~10,2005,84.905,9,35.189500708347005,128.9890560593133,2653010200,159.0,127,1,15.0,15.0,individual,gas,165613,101.52,14,3.0,2.0,stairway,0
-1605210,3551,0,201810,1~10,1992,130.485,11,35.17172285636766,128.98946571382575,2653010300,100.0,352,2,18.0,17.0,individual,gas,30330,152.02,68,4.0,2.0,stairway,0
-1605211,5689,0,201810,1~10,1983,47.91,2,35.14942323998894,129.00569665913807,2653010600,,210,7,5.0,5.0,individual,-,33844,54.25,60,1.0,1.0,stairway,0
-1605212,9851,0,201810,1~10,2006,111.86200000000001,10,35.15653285346958,129.11372120425352,2650010400,585.0,361,5,36.0,18.0,individual,gas,93852,155.65,275,3.0,2.0,stairway,0
-1605213,9852,0,201810,1~10,2005,84.9953,5,35.19346357121623,129.0822231707413,2647010100,1875.0,1156,10,27.0,23.0,individual,gas,41990,114.45,267,3.0,2.0,stairway,0
-1605214,11981,0,201810,1~10,1996,59.91,8,35.101406258521855,128.9715654999762,2638010300,373.0,533,4,25.0,12.0,individual,gas,45209,79.34,283,3.0,1.0,corridor,0
-1605215,12422,0,201810,1~10,1999,129.94,13,35.110460460838546,128.9676293792477,2638010300,432.0,448,2,25.0,16.0,individual,gas,45703,151.97,50,4.0,2.0,stairway,0
-1605216,1561,0,201810,1~10,1998,99.92,23,35.04878639164053,128.96853320578967,2638010600,592.0,546,4,25.0,24.0,individual,gas,26417,123.39,150,3.0,2.0,stairway,0
-1605217,22994,0,201810,1~10,2014,59.9092,8,35.25827377894078,129.01391314158778,2632010100,542.0,526,6,29.0,24.0,individual,gas,56686,82.18,76,3.0,2.0,stairway,0
-1605220,19704,0,201810,1~10,2012,84.95,14,35.2202000921799,129.01009901288037,2632010200,9063.0,5239,48,35.0,14.0,individual,gas,53809,111.8,272,3.0,2.0,stairway,0
-1605230,7520,0,201810,1~10,2004,59.9438,35,35.162275129162964,129.06440101945122,2623010200,1331.0,1395,9,38.0,25.0,individual,gas,36644,81.18,177,3.0,2.0,mixed,0
-1605233,35014,0,201810,1~10,1993,41.3,10,35.08520126342773,129.06599426269528,2620012100,1418.0,4056,26,15.0,15.0,individual,gas,145734,56.84,570,2.0,1.0,corridor,0
-1605234,9366,0,201810,1~10,1976,88.2,3,35.11192087819401,129.01909540746414,2614010200,,410,12,5.0,5.0,central,gas,40568,88.2,196,3.0,1.0,stairway,0
-1605235,37174,0,201810,1~10,2018,84.96,16,35.118988037109396,129.012542724609,2614010600,473.0,429,5,24.0,19.0,individual,gas,153077,109.99,104,3.0,2.0,stairway,0
-1605236,293,1,201810,1~10,1997,84.78,19,37.546144784038404,127.16748927218869,1174010300,187.0,186,1,19.0,16.0,individual,gas,25715,105.82,19,3.0,1.0,stairway,0
-1605237,17519,1,201810,1~10,2008,173.17,11,37.516979991353715,127.1022787862143,1171010200,801.0,213,3,39.0,14.0,individual,gas,94449,211.04,88,4.0,2.0,stairway,0
-1605238,4076,1,201810,1~10,1971,47.61,1,37.48822641018508,126.93824919330493,1162010100,,108,3,6.0,6.0,individual,gas,31260,54.96,108,2.0,1.0,stairway,0
-1605240,4150,1,201810,1~10,1997,59.97,4,37.4992750442967,126.86361979235554,1153010600,164.0,123,1,17.0,17.0,individual,gas,149868,85.87,67,3.0,1.0,corridor,0
-1605242,19656,1,201810,1~10,2009,84.99,6,37.5606335,126.808118,1150010800,244.0,215,3,15.0,10.0,individual,gas,17021,106.19,0,3.0,2.0,stairway,0
-1605243,2350,1,201810,1~10,1994,59.34,6,37.5707089,126.80678999999999,1150010900,407.0,930,8,15.0,15.0,district,cogeneration,147028,75.37,270,3.0,1.0,corridor,0
-1605244,147,1,201810,1~10,1995,84.92,14,37.535870421089385,126.86699726983666,1147010200,86.0,103,1,16.0,7.0,individual,gas,25601,109.96,56,3.0,2.0,stairway,0
-1605245,2951,1,201810,1~10,1999,84.94,22,37.5467869918301,126.95148140639485,1144010200,779.0,651,5,25.0,10.0,individual,gas,6348,112.65,287,3.0,2.0,stairway,0
-1605246,19450,1,201810,1~10,2012,148.981,13,37.55093530307955,126.91378068787876,1144012000,2322.0,617,3,39.0,29.0,individual,gas,95268,198.2,178,4.0,2.0,stairway,0
-1605247,2954,1,201810,1~10,1987,65.34,3,37.57589298701697,126.90909696142502,1141011900,528.0,660,6,15.0,8.0,central,gas,147203,87.47,201,3.0,1.0,corridor,0
-1605248,5052,1,201810,1~10,1995,73.18,5,37.62066672129987,127.0886694295593,1135010300,332.0,340,13,5.0,5.0,district,cogeneration,8422,86.81,170,3.0,1.0,stairway,0
-1605249,1139,1,201810,1~10,1988,84.97,4,37.63786724443659,127.0687085908864,1135010400,330.0,660,5,15.0,15.0,district,cogeneration,3116,100.62,360,3.0,2.0,stairway,0
-1605250,948,1,201810,1~10,1998,39.69,12,37.6810968943773,127.05375719325038,1135010500,781.0,1391,10,15.0,15.0,district,cogeneration,2465,54.56,296,1.0,1.0,corridor,0
-1605251,2922,1,201810,1~10,1991,39.96,6,37.64494369545846,127.065324903722,1135010600,893.0,2433,14,15.0,10.0,district,cogeneration,6220,57.07,451,2.0,1.0,corridor,0
-1605252,740,1,201810,1~10,1986,70.62,12,37.660880932915134,127.02666957384619,1132010600,4753.0,3169,30,15.0,10.0,individual,gas,1994,97.67,780,2.0,1.0,corridor,0
-1605253,6643,1,201810,1~10,2004,94.59,12,37.617168158918965,127.00094238012554,1129013300,,127,2,15.0,9.0,individual,gas,34927,120.27,93,3.0,2.0,stairway,0
-1605254,2940,1,201810,1~10,1999,59.04,12,37.601186021797155,127.03698956475328,1129013500,1691.0,1317,6,27.0,17.0,central,gas,6301,80.57,207,3.0,1.0,corridor,0
-1605255,326,1,201810,1~10,1998,59.97,24,37.612654032930976,127.06870350882149,1129013900,2195.0,1998,25,25.0,16.0,individual,gas,736,80.48,690,3.0,1.0,stairway,0
-1605256,3959,1,201810,1~10,1997,59.5,14,37.57522000707633,127.07958642431946,1126010100,233.0,216,3,25.0,22.0,individual,gas,7058,77.01,84,3.0,1.0,stairway,0
-1605259,6289,1,201810,1~10,2007,64.85,12,37.57396497479295,127.07538758267157,1123010600,2073.0,1786,24,26.0,19.0,individual,gas,10226,82.69,306,3.0,2.0,stairway,0
-1605260,214,1,201810,1~10,1989,59.91,5,37.552894043177545,127.03252038644558,1120010800,369.0,410,3,15.0,13.0,individual,gas,527,81.29,156,2.0,1.0,corridor,0
-1605261,3514,0,201810,1~10,1998,59.99,3,35.205839859702714,129.11847696168226,2635010300,125.0,217,1,23.0,23.0,individual,gas,30155,79.99,128,3.0,1.0,stairway,0
-1605262,9393,0,201810,1~10,1986,51.12,3,35.21050970991644,129.1189848093314,2635010300,100.0,220,4,5.0,5.0,individual,gas,40723,59.61,5,2.0,1.0,stairway,0
-1605263,1542,0,201810,1~10,1991,84.69,2,35.20767159471363,129.02989196068108,2632010300,1469.0,1468,16,15.0,14.0,individual,gas,26331,101.41,718,3.0,2.0,stairway,0
-1605264,1410,1,201810,1~10,1984,84.36,12,37.531724219367796,127.1465356531645,1174010600,368.0,498,5,14.0,11.0,individual,gas,3833,103.35,498,3.0,1.0,stairway,0
-1605265,804,1,201810,1~10,1997,84.69,10,37.4955433167162,127.12811837538669,1171010700,2022.0,2065,14,24.0,9.0,central,gas,146756,110.67,1032,3.0,2.0,stairway,0
-1605266,15663,1,201810,1~10,2007,154.26,7,37.492309684653314,127.03577788666568,1168010100,317.0,117,2,15.0,15.0,individual,gas,48013,183.02,34,4.0,2.0,stairway,0
-1605267,1624,1,201810,1~10,1987,68.39,3,37.4922927410594,127.0783268626372,1168011400,641.0,802,15,14.0,5.0,district,cogeneration,4155,88.61,84,2.0,1.0,stairway,0
-1605269,33925,1,201810,1~10,2008,59.99,9,37.46189880371094,126.9209976196289,1162010200,615.0,545,7,20.0,13.0,individual,gas,144713,79.45,120,3.0,1.0,stairway,0
-1605270,12439,1,201810,1~10,2008,114.7,11,37.459036941580756,126.91968237692369,1162010200,2772.0,3322,32,20.0,13.0,individual,gas,13060,147.16,499,4.0,2.0,stairway,0
-1605271,52,1,201810,1~10,1989,41.34,11,37.449368038239406,126.91070589589842,1154510300,434.0,619,3,15.0,10.0,individual,gas,144,57.86,237,2.0,1.0,mixed,0
-1605272,15965,1,201810,1~10,2006,84.8,3,37.44793358815915,126.91065787595112,1154510300,247.0,206,2,15.0,5.0,individual,gas,13701,104.06,148,3.0,2.0,stairway,0
-1605273,1145,1,201810,1~10,1997,84.77,5,37.54145780329239,126.8816563885248,1147010200,1359.0,1512,15,15.0,12.0,district,cogeneration,3131,103.22,1512,3.0,2.0,stairway,0
-1605274,2925,1,201810,1~10,2002,84.99,10,37.59227561479792,126.94949529168095,1141011100,787.0,768,4,20.0,9.0,individual,gas,6233,109.88,459,3.0,2.0,stairway,0
-1605275,566,1,201810,1~10,1996,84.57,17,37.57649431447897,126.9131716165398,1141011900,,616,4,18.0,15.0,district,cogeneration,1481,103.25,318,3.0,2.0,stairway,0
-1605276,3922,1,201810,1~10,2000,84.9,14,37.57793474577596,126.91656163623432,1141012000,1323.0,1114,14,20.0,17.0,individual,gas,6955,110.0,54,3.0,2.0,stairway,0
-1605277,734,1,201810,1~10,1990,52.71,7,37.596986417932506,126.92348401174299,1138010700,,206,2,13.0,11.0,individual,gas,1974,70.81,206,2.0,1.0,corridor,0
-1605278,1199,1,201810,1~10,1993,59.96,2,37.6003563867228,126.90410723608812,1138010900,170.0,290,2,20.0,16.0,individual,gas,3268,76.32,16,3.0,1.0,stairway,0
-1605279,33074,1,201810,1~10,1988,53.14,11,37.635444641113295,127.064239501953,1135010400,360.0,1980,12,15.0,15.0,district,cogeneration,20490,63.18,240,3.0,1.0,stairway,0
-1605280,2765,1,201810,1~10,1989,84.91,4,37.66304438956149,127.07451648476672,1135010500,,675,5,15.0,15.0,individual,gas,5699,103.67,270,3.0,1.0,stairway,0
-1605281,10950,1,201810,1~10,2006,114.93,14,37.60968453435855,127.02071216425597,1129013400,688.0,650,12,20.0,10.0,individual,gas,12498,137.81,107,4.0,2.0,stairway,0
-1605282,19923,1,201810,21~31,2011,84.96,2,37.56044769457753,127.01673266742891,1114016200,1010.0,895,15,15.0,7.0,individual,gas,17480,108.61,133,3.0,2.0,stairway,0
-1605283,24688,0,201810,21~31,2015,84.97,14,35.33577826755087,129.1629351991253,2671025627,1294.0,1035,16,18.0,15.0,district,cogeneration,57968,110.63,677,3.0,2.0,stairway,0
-1605284,561,0,201810,21~31,1997,59.98,2,35.23015513069278,129.162955998914,2635010100,559.0,848,3,25.0,25.0,individual,gas,25835,80.44,598,3.0,2.0,stairway,0
-1605285,3510,0,201810,21~31,2001,76.56,6,35.20227509599342,129.11537613237724,2635010300,1721.0,1374,17,25.0,13.0,individual,gas,30135,97.89,286,3.0,1.0,stairway,0
-1605286,33483,0,201810,21~31,2015,84.8232,25,35.21630096435547,129.08900451660156,2626010700,1977.0,1609,18,30.0,30.0,individual,gas,92255,118.15,222,3.0,2.0,stairway,0
-1605287,12574,0,201810,21~31,1996,40.5,10,35.21548995476554,129.07726900498452,2626010800,116.0,129,1,15.0,12.0,individual,gas,45818,52.71,72,2.0,1.0,corridor,0
-1605288,22075,0,201810,21~31,2014,84.9959,3,35.14982019674391,129.0576742668783,2623010400,400.0,381,2,37.0,37.0,individual,gas,55844,116.9,42,3.0,2.0,stairway,0
-1605290,3756,1,201810,21~31,1988,47.52,1,37.48908573750681,126.85107816189795,1153010700,,190,5,5.0,5.0,individual,gas,30867,63.5,60,2.0,1.0,stairway,0
-1605291,7185,1,201810,21~31,1975,66.1,4,37.606788782173325,127.07714664416876,1126010400,190.0,190,4,5.0,4.0,individual,gas,35931,66.1,4,2.0,1.0,corridor,0
-1605295,22610,0,201810,21~31,2013,126.2039,10,35.326780544121256,129.1742363725275,2671025628,766.0,464,7,15.0,15.0,district,cogeneration,56443,161.79,1,4.0,2.0,stairway,0
-1605296,16166,0,201810,21~31,1976,42.98,1,35.0918004,129.05293600000002,2620011900,250.0,270,8,5.0,5.0,individual,gas,48522,42.98,270,2.0,1.0,stairway,0
-1605301,23695,0,201810,21~31,2014,84.99,6,35.080799961543995,128.9019413311333,2644010400,932.0,841,29,11.0,6.0,individual,gas,57270,112.8,211,3.0,2.0,stairway,0
-1605302,16183,0,201810,21~31,1997,59.94,8,35.18055781406806,129.1735559994458,2635010700,1984.0,1848,24,24.0,20.0,district,cogeneration,48544,80.14,426,3.0,1.0,stairway,0
-1605303,324,1,201810,21~31,1998,84.9,15,37.474870200000005,126.892278,1154510100,1762.0,1495,18,25.0,14.0,individual,gas,723,107.59,567,3.0,2.0,stairway,0
-1605304,1283,1,201810,21~31,1988,44.52,7,37.637420899999995,127.069304,1135010400,840.0,1200,4,15.0,15.0,district,cogeneration,3511,58.34,330,3.0,1.0,corridor,0
-1605305,17757,0,201810,21~31,2009,101.4,1,35.08488130971714,128.89775591030013,2644010400,1556.0,1102,17,15.0,13.0,district,cogeneration,51053,130.64,260,4.0,2.0,stairway,0
-1605308,19743,0,201810,21~31,2011,84.9226,19,35.100101112143264,128.99471064374708,2638010100,341.0,234,2,33.0,27.0,individual,gas,95331,109.72,172,3.0,2.0,stairway,0
-1605309,1556,0,201810,21~31,1995,45.5,24,35.06634314716959,128.98436148829794,2638010600,230.0,996,7,25.0,22.0,individual,gas,26403,63.17,996,3.0,1.0,corridor,0
-1605310,5550,0,201810,21~31,1996,59.97,10,35.20186063968156,129.0802242151035,2626010600,500.0,499,5,24.0,16.0,individual,gas,33557,87.34,96,3.0,1.0,stairway,0
-1605312,6009,1,201810,21~31,2003,117.74,11,37.51060177904079,126.8868446381492,1153010100,1484.0,853,15,25.0,16.0,individual,gas,9506,152.21,371,4.0,2.0,stairway,0
-1605313,2894,1,201810,21~31,1992,44.94,8,37.6285684,127.052365,1135010200,1402.0,2002,16,15.0,15.0,individual,gas,6125,58.61,270,2.0,1.0,stairway,0
-1605314,12352,0,201810,21~31,2004,84.96,4,35.24724319575674,129.21145296328527,2671025021,197.0,228,2,19.0,8.0,district,gas,45598,111.63,66,3.0,2.0,stairway,0
-1605315,16081,0,201810,21~31,2005,69.06,9,35.19002029361693,128.9892443672638,2653010200,184.0,160,1,15.0,15.0,individual,gas,48436,80.82,26,3.0,2.0,stairway,0
-1605316,3604,0,201810,21~31,1996,59.83,13,35.16071243844627,129.14335181461706,2635010500,625.0,654,8,15.0,10.0,individual,gas,30567,77.74,284,3.0,1.0,stairway,0
-1605317,237,0,201810,21~31,1998,134.64,18,35.17188402877476,129.18364118496274,2635010700,1093.0,1002,12,27.0,18.0,district,cogeneration,25674,160.31,226,4.0,2.0,stairway,0
-1605319,7943,0,201810,21~31,1995,48.89,19,35.248878983835525,129.01549548375306,2632010100,202.0,504,4,26.0,16.0,individual,gas,37398,67.85,111,2.0,1.0,corridor,0
-1605321,6339,0,201810,21~31,2004,84.97,10,35.22677445659025,129.00795928437904,2632010200,2252.0,1895,17,29.0,22.0,individual,gas,147607,106.74,69,3.0,2.0,stairway,0
-1605322,23499,0,201810,21~31,2013,84.38,20,35.1417435,129.10126599999998,2629010600,3030.0,2100,12,40.0,17.0,individual,gas,57116,112.34,295,3.0,2.0,stairway,0
-1605323,463,1,201810,21~31,1990,51.24,9,37.522278623411935,126.8829853424861,1156012600,607.0,417,3,15.0,8.0,individual,gas,1217,68.59,102,2.0,1.0,corridor,0
-1605324,37079,1,201810,21~31,2017,59.5,16,37.6197054,127.045891,1129013800,574.0,513,5,30.0,24.0,,,152663,82.29,12,3.0,2.0,stairway,0
-1605325,2823,1,201810,21~31,1996,39.84,5,37.61452735154327,127.09108596311009,1126010600,937.0,1609,16,12.0,9.0,district,cogeneration,5869,54.53,534,2.0,1.0,corridor,0
-1605327,33552,0,201810,21~31,2015,68.414,3,35.327598571777344,129.18800354003906,2671025621,473.0,426,8,15.0,13.0,district,cogeneration,92630,92.03,382,3.0,2.0,stairway,0
-1605328,17892,0,201810,21~31,2013,59.9337,13,35.329818622798456,129.16583324651043,2671025627,1846.0,1638,16,20.0,20.0,individual,gas,51342,79.54,560,3.0,2.0,stairway,0
-1605329,20532,0,201810,21~31,2012,59.8245,11,35.3241100568571,129.16959962352362,2671025628,1967.0,1758,19,20.0,17.0,district,cogeneration,54758,79.46,220,3.0,2.0,stairway,0
-1605330,12108,0,201810,21~31,1984,52.56,5,35.14387533783049,128.9915128464667,2653010700,,442,15,5.0,3.0,individual,gas,45320,63.16,164,2.0,1.0,stairway,0
-1605331,5630,0,201810,21~31,2001,59.93,21,35.19304208052532,129.07128298303994,2647010100,1351.0,1127,11,30.0,16.0,individual,gas,33740,78.45,348,3.0,1.0,stairway,0
-1605332,9847,0,201810,21~31,2005,84.7606,3,35.110427219098966,128.98425871614282,2638010200,520.0,499,7,15.0,11.0,individual,gas,147818,103.39,277,3.0,2.0,stairway,0
-1605335,8002,0,201810,21~31,2005,84.6528,5,35.17942333635891,129.12312525613785,2635010400,1405.0,998,6,50.0,25.0,individual,gas,37523,115.61,92,3.0,2.0,stairway,0
-1605337,33476,0,201810,21~31,2015,72.2358,5,35.20759963989258,129.03300476074222,2632010300,3400.0,3160,30,29.0,8.0,individual,gas,92200,95.84,49,3.0,2.0,stairway,0
-1605339,5934,0,201810,21~31,1991,49.94,10,35.20641410828764,129.01259184136902,2632010400,1600.0,1320,10,15.0,15.0,individual,gas,34263,72.95,180,2.0,1.0,corridor,0
-1605340,22692,0,201810,21~31,2013,84.8644,10,35.11231143208414,129.10958198924874,2629010700,777.0,773,9,25.0,20.0,individual,gas,56490,114.38,65,3.0,2.0,stairway,0
-1605341,5513,0,201810,21~31,2001,188.08,19,35.1281521,129.113295,2629010700,4515.0,2637,30,25.0,22.0,individual,gas,33501,230.65,144,5.0,2.0,stairway,0
-1605343,17371,0,201810,21~31,2007,84.6588,5,35.12310179365744,129.09348247513583,2629010800,918.0,712,15,15.0,9.0,individual,gas,50344,111.48,46,3.0,2.0,stairway,0
-1605345,11500,0,201810,21~31,1999,84.99,18,35.155571802981946,129.01747882010844,2623011100,876.0,819,8,27.0,13.0,individual,gas,44385,108.08,323,3.0,2.0,stairway,0
-1605347,16686,1,201810,21~31,2007,59.99,4,37.502392152907454,126.94203293696657,1159010200,1651.0,1122,22,15.0,8.0,individual,gas,13885,79.87,68,3.0,2.0,stairway,0
-1605348,912,1,201810,21~31,1993,84.98,7,37.50674226194689,126.90352588985867,1156013200,234.0,321,3,20.0,14.0,individual,gas,2414,102.9,321,3.0,2.0,stairway,0
-1605349,6492,1,201810,21~31,2004,59.34,7,37.4482710161534,126.91877171285057,1154510300,3146.0,2810,25,20.0,15.0,individual,gas,10538,76.73,770,3.0,1.0,corridor,0
-1605350,1022,1,201810,21~31,1989,36.16,4,37.64420729333219,127.05338160929209,1132010700,1980.0,1980,11,15.0,15.0,central,gas,2712,52.55,1350,1.0,1.0,corridor,0
-1605351,2779,1,201810,21~31,1996,59.76,6,37.615862125987356,127.08447745598109,1126010400,560.0,1070,12,12.0,10.0,district,cogeneration,5752,81.09,312,3.0,1.0,corridor,0
-1605352,1392,1,201810,21~31,1990,71.05,9,37.54360591337897,127.01887885626742,1120011300,962.0,566,8,15.0,5.0,central,gas,3798,92.57,164,3.0,1.0,corridor,0
-1605353,1603,0,201810,21~31,1996,59.88,17,35.155007781594726,129.0125973770761,2653010600,1110.0,1206,12,25.0,13.0,individual,gas,146958,78.19,340,2.0,1.0,stairway,0
-1605354,33495,0,201810,21~31,2015,84.9341,7,35.0968017578125,128.9219970703125,2644010400,842.0,737,11,20.0,16.0,district,cogeneration,92311,113.53,426,3.0,2.0,stairway,0
-1605355,1510,0,201810,21~31,1990,57.15,11,35.22025931680435,129.0943897491455,2641010900,,990,11,15.0,15.0,individual,gas,26221,79.22,270,3.0,1.0,corridor,0
-1605357,22243,0,201810,21~31,2014,84.9669,31,35.0648006,128.98313100000001,2638010600,1761.0,1326,9,35.0,27.0,individual,gas,56044,110.8,530,3.0,2.0,stairway,0
-1605358,1559,0,201810,21~31,1996,49.08,16,35.051009195911014,128.96772738215935,2638010600,2500.0,2960,17,22.0,18.0,individual,gas,26414,68.12,2960,3.0,1.0,corridor,0
-1605359,33502,0,201810,21~31,2015,84.9197,12,35.18259811401367,129.19599914550778,2635010800,392.0,407,5,26.0,7.0,individual,gas,92348,118.27,71,3.0,2.0,stairway,0
-1605360,1545,0,201810,21~31,1998,74.6,25,35.210271221619145,129.0242557857687,2632010300,1282.0,1166,10,25.0,20.0,individual,gas,26345,95.44,340,3.0,1.0,stairway,0
-1605361,12357,0,201810,21~31,1992,81.39,10,35.18730781605497,129.04964005039864,2623010700,131.0,160,2,10.0,10.0,individual,gas,45614,98.98,9,3.0,1.0,stairway,0
-1605362,3534,0,201810,21~31,1996,84.7,2,35.155685404054125,129.03910684781255,2623011000,249.0,300,1,25.0,9.0,individual,gas,30252,104.31,152,3.0,2.0,stairway,0
-1605363,5768,0,201810,21~31,2002,59.76,11,35.147946156772,129.01931372197674,2623011100,1673.0,1424,18,19.0,9.0,individual,gas,33945,74.85,284,3.0,1.0,stairway,0
-1605364,24,0,201810,21~31,1992,84.945,13,35.16008237346097,129.02259850234577,2623011100,471.0,450,3,20.0,15.0,individual,gas,25512,103.74,370,3.0,2.0,stairway,0
-1605365,1573,0,201810,21~31,1994,57.09,16,35.0709816615306,129.0625939109519,2620012100,800.0,1000,9,21.0,19.0,individual,gas,146937,78.3,600,3.0,1.0,corridor,0
-1605367,3686,1,201810,21~31,1996,59.34,4,37.55521496969028,127.13129423965424,1174010700,111.0,107,1,19.0,11.0,individual,gas,165821,88.47,53,3.0,1.0,corridor,0
-1605368,137,1,201810,21~31,1998,59.96,1,37.46824862708849,126.94428397298736,1162010200,141.0,126,1,16.0,7.0,individual,gas,25593,85.25,60,2.0,1.0,corridor,0
-1605369,5454,1,201810,21~31,1987,63.53,8,37.58943191090732,126.90754969915828,1138010900,570.0,570,5,15.0,15.0,individual,gas,8736,85.76,315,2.0,1.0,corridor,0
-1605370,2871,1,201810,21~31,1987,31.98,4,37.65252879999999,127.06408200000001,1135010500,,840,19,5.0,5.0,individual,gas,6038,37.38,840,1.0,1.0,stairway,0
-1605371,6002,1,201810,21~31,2004,84.89,25,37.62115003230228,127.01082888758276,1130510100,1875.0,2075,21,25.0,5.0,individual,gas,9468,102.49,648,3.0,2.0,stairway,0
-1605372,7116,1,201810,21~31,1994,57.46,15,37.64343595978893,127.0178888640008,1130510300,130.0,146,1,15.0,12.0,individual,gas,35853,71.47,29,3.0,1.0,stairway,0
-1605374,2937,1,201810,21~31,1999,84.88,5,37.60432601611257,127.01716830085677,1129013300,802.0,860,8,22.0,7.0,individual,gas,6280,108.75,0,3.0,2.0,stairway,0
-1605375,20307,0,201810,21~31,2011,84.7808,4,35.33871262916821,129.16392399759656,2671025627,1128.0,978,13,20.0,18.0,district,cogeneration,54538,105.99,430,3.0,2.0,stairway,0
diff --git a/DS/data/testPriceCleaned.csv b/DS/data/testPriceCleaned.csv
deleted file mode 100644
index b5926b8..0000000
--- a/DS/data/testPriceCleaned.csv
+++ /dev/null
@@ -1,4466 +0,0 @@
-transaction_real_price,city,exclusive_use_area,floor,total_parking_capacity_in_site,total_household_count_in_sites,apartment_building_count_in_sites,supply_area,total_household_count_of_area_type,room_count,bathroom_count,heat_fuel_cogeneration,heat_fuel_gas,heat_type_central,heat_type_district,heat_type_individual,front_door_structure_corridor,front_door_structure_mixed,front_door_structure_stairway
-570000000,1,84.91,15,1391.0,1606,15,104.75,958,3.0,2.0,0,1,0,0,1,0,0,1
-1050000000,1,84.99,17,7876.0,5563,65,109.35,828,3.0,2.0,1,0,0,1,0,0,0,1
-586050000,0,156.7997,13,857.0,390,4,198.7,154,3.0,2.0,0,1,0,0,1,0,0,1
-389370000,1,84.93,9,492.0,455,6,109.81,78,3.0,2.0,0,1,0,0,1,0,0,1
-1130000000,1,76.5,6,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
-128000000,0,84.92,10,225.0,343,1,125.62,164,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,59.54,26,2990.0,2182,22,76.62,176,3.0,1.0,0,1,0,0,1,0,0,1
-305000000,1,84.96,9,169.0,165,1,111.28,60,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,1,60.054,4,635.0,620,22,81.54,256,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,84.99,6,209.0,194,2,108.79,108,3.0,2.0,0,1,0,0,1,0,0,1
-1400000000,1,177.255,18,1662.0,490,2,244.63,62,4.0,2.0,0,1,1,0,0,0,0,1
-480000000,1,84.51,2,465.0,387,5,116.84,34,3.0,2.0,1,0,0,1,0,0,0,1
-350000000,0,134.92,9,1849.0,1691,16,162.74,182,4.0,2.0,0,1,0,0,1,0,0,1
-720000000,0,98.55,33,3728.0,1631,3,147.52,2,4.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,60.06,6,1425.0,998,10,76.88,538,2.0,1.0,0,1,0,0,1,1,0,0
-460000000,1,84.99,9,2251.0,2904,21,110.76,816,3.0,2.0,0,1,0,0,1,0,0,1
-685000000,1,59.99,2,1027.0,847,10,85.02,76,3.0,2.0,0,1,0,1,0,0,0,1
-175000000,0,57.0,2,1197.0,798,8,74.27,228,2.0,1.0,0,1,1,0,0,1,0,0
-164000000,0,84.7504,7,712.0,705,7,107.51,409,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,84.3,7,156.0,144,2,106.34,120,3.0,2.0,1,0,0,1,0,0,0,1
-1247000000,1,58.08,3,2500.0,5040,124,59.5,65,3.0,1.0,0,1,0,0,1,0,0,1
-200000000,0,84.962,13,1093.0,1002,12,106.79,224,3.0,2.0,1,0,0,1,0,0,0,1
-950000000,1,59.88,22,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
-590000000,1,83.475,9,1920.0,960,13,100.04,270,3.0,1.0,0,1,1,0,0,0,0,1
-449000000,1,84.98,4,321.0,293,5,109.66,15,3.0,2.0,0,1,0,0,1,0,0,1
-325330000,0,115.28,26,507.0,270,2,155.92,112,3.0,2.0,0,1,0,0,1,0,0,1
-495000000,1,59.817,6,677.0,603,11,85.43,213,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,167.66,8,994.0,868,10,201.31,48,4.0,2.0,0,1,0,0,1,0,0,1
-117000000,0,84.99,22,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,1,59.4,17,709.0,783,6,85.82,313,3.0,1.0,0,1,1,0,0,1,0,0
-405000000,0,124.9736,23,1367.0,935,9,159.48,134,4.0,2.0,0,1,0,0,1,0,0,1
-535000000,1,114.73,11,2513.0,1224,13,149.41,255,4.0,3.0,0,1,0,0,1,0,0,1
-249000000,1,59.95,13,781.0,1391,10,82.41,690,3.0,1.0,1,0,0,1,0,1,0,0
-460000000,1,47.94,3,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-450000000,1,102.7,4,2488.0,1244,28,126.48,492,4.0,2.0,1,0,0,1,0,0,0,1
-76860000,0,45.15,25,265.0,512,1,60.46,20,1.0,1.0,0,1,0,0,1,0,0,1
-364000000,1,59.91,14,262.0,256,2,86.05,115,3.0,1.0,0,1,0,0,1,1,0,0
-183500000,0,40.95,13,1599.0,1270,13,58.21,144,1.0,1.0,0,1,0,0,1,1,0,0
-532000000,1,84.93,25,571.0,481,5,108.44,197,3.0,2.0,0,1,1,0,0,0,0,1
-680000000,1,59.68,6,346.0,378,12,85.94,8,3.0,2.0,0,1,0,0,1,0,0,1
-99000000,0,53.76,9,424.0,424,4,70.6,92,2.0,1.0,0,1,0,0,1,1,0,0
-545000000,1,84.92,19,1174.0,800,10,113.47,202,3.0,2.0,0,1,0,0,1,0,0,1
-163000000,1,44.33,13,994.0,3315,21,62.53,525,3.0,1.0,1,0,0,1,0,1,0,0
-687000000,1,59.9772,22,4443.0,3002,34,86.43,46,2.0,1.0,1,0,0,1,0,0,0,1
-114500000,1,49.93,4,1650.0,1650,12,71.0,492,3.0,1.0,1,0,0,1,0,1,0,0
-725000000,1,84.96,14,239.0,224,2,108.51,44,3.0,2.0,1,0,0,1,0,0,0,1
-730000000,1,73.02,15,400.0,900,8,100.38,270,3.0,1.0,1,0,1,0,0,1,0,0
-1140000000,1,84.9231,17,4443.0,3002,34,110.94,65,3.0,2.0,1,0,0,1,0,0,0,1
-508000000,1,59.95,2,1129.0,945,16,80.11,147,3.0,2.0,0,1,0,0,1,0,0,1
-655000000,1,84.82,3,416.0,590,4,105.81,0,3.0,2.0,1,0,0,1,0,0,0,1
-267000000,1,49.5,14,1800.0,3481,25,69.83,1177,3.0,1.0,1,0,0,1,0,1,0,0
-140000000,0,84.99,5,810.0,604,11,104.65,80,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,0,84.99,8,469.0,477,3,107.22,223,3.0,2.0,0,1,0,0,1,0,0,1
-712000000,1,97.63,3,996.0,498,7,120.76,233,3.0,2.0,1,0,0,1,0,0,0,1
-680000000,1,84.96,10,554.0,391,8,106.46,86,3.0,2.0,1,0,0,1,0,0,0,1
-305000000,1,80.1498,5,390.0,300,6,107.46,160,3.0,2.0,0,1,0,0,1,0,0,1
-401000000,0,84.6528,22,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-220000000,0,60.0,17,4515.0,2637,30,80.31,92,3.0,1.0,0,1,0,0,1,0,0,1
-423000000,0,134.25,8,2136.0,1424,19,168.94,200,4.0,2.0,1,0,0,1,0,1,0,0
-500000000,1,84.88,6,977.0,596,12,110.62,262,3.0,2.0,0,1,0,0,1,0,0,1
-336000000,1,84.896,9,810.0,730,12,106.58,384,3.0,2.0,0,1,1,0,0,0,0,1
-232730000,0,70.3067,9,916.0,559,5,98.13,64,3.0,2.0,0,1,0,0,1,0,0,1
-285000000,0,84.34,21,1440.0,1780,16,114.6,510,3.0,2.0,0,1,0,0,1,0,0,1
-113500000,0,44.87,17,1383.0,640,5,64.9,640,2.0,1.0,0,1,0,0,1,1,0,0
-349000000,1,84.87,13,1252.0,1668,18,105.79,56,3.0,2.0,1,0,0,1,0,0,0,1
-1865000000,1,151.93,2,192.0,144,2,164.59,48,5.0,2.0,0,1,0,0,1,1,0,0
-1280000000,1,125.71,39,1129.0,580,4,156.97,76,3.0,2.0,1,0,0,1,0,0,0,1
-388000000,1,59.92,22,2721.0,2002,25,82.27,709,3.0,1.0,0,1,0,0,1,0,0,1
-246000000,0,59.94,4,1422.0,1422,15,75.18,648,3.0,1.0,1,0,0,1,0,1,0,0
-525000000,1,59.96,21,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
-329000000,0,142.539,3,1592.0,1344,11,178.33,123,4.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.89,7,1710.0,855,6,76.51,165,2.0,1.0,0,1,1,0,0,1,0,0
-309500000,0,84.99,16,1573.0,1733,13,102.69,628,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,0,84.98,16,955.0,894,5,104.42,546,3.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,59.7,13,1401.0,1444,11,85.69,412,3.0,1.0,0,1,1,0,0,1,0,0
-46000000,0,40.13,1,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
-435000000,1,84.95,8,2084.0,1830,16,109.64,752,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,0,84.9357,14,482.0,480,6,107.2,480,3.0,2.0,0,1,0,0,1,0,0,1
-249000000,0,84.93,13,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-965000000,1,84.79,2,9766.0,6864,66,108.82,1762,3.0,2.0,1,0,0,1,0,0,0,1
-299000000,1,57.63,7,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
-513000000,0,131.9004,4,2733.0,1598,19,166.28,164,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,59.9382,2,1213.0,790,10,87.31,116,3.0,2.0,0,1,0,0,1,0,0,1
-1068000000,1,193.03,5,588.0,588,8,210.48,1,6.0,2.0,1,0,0,1,0,0,0,1
-100000000,0,84.99,4,1110.0,1206,12,104.72,547,3.0,2.0,0,1,0,0,1,0,0,1
-242000000,1,49.77,7,424.0,626,9,69.75,154,2.0,1.0,1,0,0,1,0,1,0,0
-474000000,1,114.93,7,517.0,499,5,144.07,7,4.0,2.0,0,1,0,0,1,0,0,1
-277000000,1,67.93,5,511.0,639,5,73.42,99,2.0,1.0,0,1,1,0,0,1,0,0
-400000000,1,39.53,13,325.0,1162,8,61.27,268,3.0,1.0,1,0,0,1,0,1,0,0
-395000000,1,50.03,13,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
-130000000,0,84.97,12,516.0,1118,14,101.97,818,3.0,2.0,0,1,0,0,1,0,0,1
-555000000,1,84.96700000000001,19,1275.0,896,18,114.06,466,3.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,49.5,14,260.0,525,4,64.28,210,2.0,1.0,1,0,0,1,0,1,0,0
-227500000,0,59.9905,15,1875.0,1627,13,87.52,1,3.0,1.0,0,1,0,0,1,0,0,1
-200000000,1,49.6,3,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
-230000000,0,84.7737,7,1858.0,1828,17,106.64,521,3.0,2.0,0,1,0,0,1,0,0,1
-1580000000,1,50.38,1,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
-290000000,1,59.76,1,560.0,1070,12,81.09,312,3.0,1.0,1,0,0,1,0,1,0,0
-1700000000,1,114.7,13,4900.0,3696,46,143.14,330,4.0,2.0,1,0,0,1,0,0,0,1
-412000000,1,59.26,6,877.0,895,9,79.85,315,2.0,1.0,0,1,0,0,1,1,0,0
-80000000,0,49.94,9,326.0,1080,7,72.95,270,2.0,1.0,0,1,0,0,1,1,0,0
-681000000,0,244.19,3,857.0,375,14,288.83,3,4.0,3.0,1,0,0,1,0,0,0,1
-700000000,1,84.81,13,1767.0,1264,26,112.5,16,3.0,2.0,0,1,0,0,1,0,0,1
-332510000,0,107.63,17,774.0,544,2,144.73,156,4.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,59.9905,25,1875.0,1627,13,87.52,498,3.0,2.0,0,1,0,0,1,0,0,1
-409000000,1,84.73,6,273.0,240,3,109.62,157,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,59.76,21,392.0,392,4,89.05,168,3.0,1.0,0,1,0,0,1,1,0,0
-74470000,0,59.8,8,422.0,424,4,79.5,238,3.0,1.0,0,1,0,0,1,0,0,1
-465000000,1,84.95,6,193.0,177,3,105.11,144,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,0,126.638,11,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,84.96700000000001,4,721.0,526,7,113.97,312,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,0,149.98,12,1263.0,916,14,184.75,188,4.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,84.9,5,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
-85000000,0,59.1,5,486.0,486,4,78.2,25,3.0,1.0,0,1,0,0,1,0,0,1
-275000000,1,64.55,10,290.0,290,2,78.37,88,3.0,1.0,0,1,0,0,1,0,0,1
-680000000,1,66.6,11,1285.0,2550,34,89.88,959,3.0,1.0,1,0,0,1,0,1,0,0
-95000000,0,84.9825,5,498.0,1153,11,101.52,748,3.0,1.0,0,1,0,0,1,0,0,1
-103000000,0,60.0,12,1849.0,1691,16,80.63,252,3.0,1.0,0,1,0,0,1,0,0,1
-82000000,0,75.83,7,70.0,240,2,90.54,72,3.0,1.0,0,1,0,0,1,0,0,1
-340000000,1,114.84,11,648.0,791,7,141.2,112,4.0,2.0,0,1,0,0,1,0,0,1
-530000000,1,84.53,1,1581.0,1421,16,107.45,172,3.0,2.0,1,0,0,1,0,0,0,1
-710000000,1,82.45,1,2100.0,2100,21,108.43,672,3.0,2.0,1,0,0,1,0,1,0,0
-244000000,0,84.93,16,665.0,662,11,103.62,138,3.0,2.0,1,0,0,1,0,0,0,1
-240000000,1,59.85,11,128.0,346,5,80.99,176,3.0,1.0,0,1,0,0,1,0,0,1
-325000000,1,45.9,3,4471.0,2634,21,60.78,420,2.0,1.0,1,0,0,1,0,1,0,0
-309000000,0,101.96,7,1551.0,1124,21,129.74,168,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,132.96,18,4932.0,4509,31,164.28,1008,4.0,2.0,0,1,1,0,0,0,0,1
-843000000,1,84.5978,20,4580.0,3885,51,112.7,501,3.0,2.0,0,1,0,0,1,0,0,1
-378000000,1,59.89,13,748.0,719,9,81.42,74,3.0,1.0,0,1,0,0,1,1,0,0
-134000000,1,59.77,6,610.0,532,6,77.64,174,3.0,1.0,0,1,0,0,1,1,0,0
-173000000,0,59.9645,4,712.0,705,7,81.16,254,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,108.08,2,981.0,1550,12,131.01,120,3.0,2.0,1,0,0,1,0,0,0,1
-640000000,1,118.25,11,1710.0,855,6,136.64,90,0.0,0.0,0,1,1,0,0,0,0,1
-108000000,0,79.8,5,2169.0,2181,15,100.11,125,3.0,1.0,0,1,1,0,0,1,0,0
-243000000,1,47.81,6,632.0,573,4,67.48,18,2.0,1.0,0,1,0,0,1,1,0,0
-175000000,0,72.0,23,294.0,445,3,91.44,100,3.0,1.0,0,1,0,0,1,0,0,1
-450000000,1,59.7,18,1204.0,712,12,77.28,125,3.0,1.0,0,1,0,0,1,0,0,1
-215000000,0,104.76,19,284.0,297,1,134.7,27,3.0,2.0,0,1,0,0,1,1,0,0
-375000000,1,59.94,18,1974.0,1458,15,81.58,420,3.0,1.0,0,1,0,0,1,0,0,1
-470000000,1,84.97,6,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
-642500000,0,89.49600000000002,45,3728.0,1631,3,133.45,1,3.0,2.0,0,1,0,0,1,0,0,1
-870000000,1,131.06,15,1920.0,960,13,150.8,120,4.0,2.0,0,1,1,0,0,0,0,1
-425000000,1,114.84,2,117.0,100,1,141.12,32,4.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.97,6,426.0,1747,10,82.56,270,3.0,1.0,0,1,1,0,0,1,0,0
-54000000,0,41.0,2,252.0,246,3,57.31,12,2.0,1.0,0,1,0,0,1,0,1,0
-230000000,0,84.9902,7,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-162750000,0,84.91,14,830.0,1741,16,101.13,630,3.0,2.0,0,1,0,0,1,0,0,1
-82000000,0,37.62,12,104.0,400,3,52.32,225,2.0,1.0,0,1,0,0,1,1,0,0
-318000000,1,84.63,2,448.0,825,5,102.87,336,3.0,2.0,0,1,0,0,1,0,0,1
-69500000,0,49.73,3,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-369000000,1,59.58,10,1351.0,1300,12,80.63,350,3.0,1.0,0,1,0,0,1,0,0,1
-387000000,1,84.99,1,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
-535000000,0,174.107,46,5755.0,3000,15,231.27,389,4.0,2.0,0,1,0,0,1,0,0,1
-75000000,0,59.959,10,193.0,261,1,79.33,2,3.0,1.0,0,1,0,0,1,0,0,1
-425000000,1,84.89,14,1630.0,1613,16,108.76,400,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,0,59.34,19,946.0,648,1,80.92,273,3.0,1.0,0,1,0,0,1,0,0,1
-335000000,1,84.9661,7,241.0,212,4,109.25,116,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,84.97,18,625.0,537,8,109.87,537,3.0,2.0,1,0,0,1,0,0,0,1
-247000000,0,84.986,9,208.0,200,2,106.53,90,3.0,2.0,1,0,0,1,0,0,0,1
-286000000,1,84.94,3,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,84.9864,11,1846.0,1638,16,112.39,240,3.0,2.0,0,1,0,0,1,0,0,1
-1100000000,1,76.67,13,410.0,408,2,99.73,72,3.0,1.0,1,0,0,1,0,1,0,0
-273000000,1,49.94,1,600.0,1944,16,70.35,486,2.0,1.0,1,0,0,1,0,1,0,0
-600000000,1,59.82,16,2085.0,1592,15,82.65,300,2.0,1.0,0,1,1,0,0,1,0,0
-405000000,1,84.8382,2,149.0,129,3,103.44,97,3.0,2.0,0,1,0,0,1,0,0,1
-140000000,0,84.21,14,136.0,217,2,101.43,114,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,53.46,5,78.0,156,1,58.06,132,2.0,1.0,1,0,0,1,0,1,0,0
-323000000,1,111.55,2,323.0,345,3,145.2,67,4.0,2.0,0,1,0,0,1,0,0,1
-515000000,1,84.9958,6,2697.0,1653,29,105.25,615,3.0,2.0,0,1,0,0,1,0,0,1
-324000000,1,59.4,15,401.0,388,5,82.28,88,3.0,1.0,0,1,0,0,1,0,0,1
-290000000,1,72.63,14,626.0,626,4,89.6,40,3.0,1.0,0,1,0,0,1,0,0,1
-247500000,0,112.4493,13,950.0,560,7,144.03,40,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,1,43.35,6,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
-337590000,0,128.6563,1,785.0,499,9,155.69,118,4.0,2.0,0,1,0,0,1,0,0,1
-397000000,1,59.97,16,329.0,348,4,80.55,128,3.0,1.0,0,1,0,0,1,0,0,1
-400000000,1,114.57,11,234.0,270,2,139.02,30,4.0,2.0,0,1,0,0,1,0,0,1
-117000000,0,59.94,19,643.0,632,9,74.14,284,3.0,1.0,1,0,0,1,0,0,0,1
-479000000,1,84.99,9,279.0,279,5,105.9,279,3.0,2.0,1,0,0,1,0,0,0,1
-181500000,0,84.99799999999998,1,869.0,671,12,109.69,352,3.0,2.0,0,1,0,0,1,0,0,1
-152000000,1,84.69,4,373.0,658,8,103.27,168,3.0,2.0,0,1,0,0,1,0,0,1
-465000000,0,84.98,15,1009.0,564,4,113.1,54,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,59.91,5,112.0,112,1,86.89,48,3.0,1.0,0,1,0,0,1,1,0,0
-451000000,1,84.9351,15,231.0,208,4,108.91,15,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,0,84.7737,14,1858.0,1828,17,106.64,521,3.0,2.0,0,1,0,0,1,0,0,1
-843000000,1,84.43,3,5000.0,4424,28,115.54,11,4.0,2.0,1,0,0,1,0,1,0,0
-440000000,1,59.82,4,918.0,901,7,83.79,255,2.0,1.0,0,1,1,0,0,1,0,0
-298000000,1,84.94,11,130.0,146,3,98.59,131,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,79.8,4,515.0,644,9,104.56,336,3.0,1.0,0,1,0,0,1,1,0,0
-155000000,1,45.44,3,681.0,1362,10,63.52,112,2.0,1.0,0,1,0,0,1,1,0,0
-182500000,0,84.9706,13,2023.0,1330,14,106.92,360,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,59.96,1,898.0,718,11,81.27,80,2.0,1.0,0,1,0,0,1,0,0,1
-47500000,0,47.14,2,240.0,356,11,53.32,100,2.0,1.0,0,1,0,0,1,0,0,1
-390000000,1,84.85,10,298.0,157,3,110.67,3,3.0,2.0,0,1,0,0,1,0,0,1
-255000000,0,84.961,2,573.0,508,11,110.46,231,3.0,2.0,0,1,0,0,1,0,0,1
-317000000,0,125.12,20,399.0,266,3,164.74,99,4.0,2.0,0,1,0,0,1,0,0,1
-200000000,0,84.99799999999998,13,869.0,671,12,109.69,352,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,84.87,15,1252.0,1668,18,105.99,1180,3.0,2.0,1,0,0,1,0,0,0,1
-243000000,1,47.88,1,448.0,299,2,62.96,90,2.0,1.0,1,0,0,1,0,1,0,0
-290000000,1,59.99,4,1306.0,1125,15,78.45,452,3.0,1.0,0,1,0,0,1,0,0,1
-190000000,1,39.6,7,297.0,1005,6,57.46,405,2.0,1.0,1,0,0,1,0,1,0,0
-140000000,0,59.997,22,2716.0,2302,24,80.84,536,3.0,1.0,0,1,0,0,1,0,0,1
-220000000,0,84.96,6,239.0,232,3,106.8,4,3.0,2.0,0,1,0,0,1,0,0,1
-413280000,0,179.97,10,857.0,375,14,218.21,70,3.0,2.0,1,0,0,1,0,0,0,1
-465000000,1,84.53,10,1105.0,987,13,110.62,96,3.0,2.0,1,0,0,1,0,0,0,1
-305000000,0,84.999,2,1314.0,1249,16,106.15,383,3.0,2.0,1,0,0,1,0,0,0,1
-1230000000,1,82.5,9,864.0,432,4,108.88,422,3.0,1.0,1,0,0,1,0,1,0,0
-700000000,1,114.98,4,650.0,561,15,138.64,86,4.0,2.0,0,1,0,0,1,0,0,1
-167000000,0,84.7504,21,712.0,705,7,107.51,409,3.0,2.0,0,1,0,0,1,0,0,1
-262500000,1,46.75,5,1530.0,765,9,60.24,141,2.0,1.0,0,1,1,0,0,1,0,0
-310000000,1,41.3,15,550.0,1430,14,59.5,300,2.0,1.0,0,1,1,0,0,1,0,0
-250000000,1,59.96,12,305.0,610,6,79.55,90,3.0,1.0,0,1,0,0,1,0,0,1
-138000000,0,84.83,15,225.0,299,1,119.01,1,3.0,2.0,0,1,0,0,1,1,0,0
-204000000,1,51.03,8,407.0,930,8,66.1,390,3.0,1.0,1,0,0,1,0,1,0,0
-485000000,1,84.88,2,977.0,596,12,110.62,262,3.0,2.0,0,1,0,0,1,0,0,1
-194000000,1,44.52,3,2328.0,2328,18,59.2,540,2.0,1.0,1,0,0,1,0,1,0,0
-223000000,0,59.4,10,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
-597000000,1,84.92,11,516.0,537,3,112.39,349,3.0,2.0,0,1,0,0,1,0,0,1
-745000000,1,84.99,21,2657.0,2652,32,111.47,486,3.0,2.0,0,1,0,0,1,0,0,1
-1200000000,1,84.87,5,1029.0,888,19,102.79,232,3.0,2.0,0,1,0,0,1,0,0,1
-269000000,0,134.12,7,1367.0,1408,10,159.9,120,4.0,2.0,0,1,0,0,1,0,0,1
-130000000,1,54.7,6,902.0,919,7,74.75,156,2.0,1.0,0,1,0,0,1,1,0,0
-92000000,0,59.76,16,1789.0,1669,10,80.01,675,3.0,1.0,0,1,1,0,0,1,0,0
-410000000,1,59.63,3,1344.0,1106,16,83.95,215,3.0,2.0,0,1,0,0,1,0,0,1
-176000000,1,39.78,3,379.0,1192,8,55.88,183,2.0,1.0,0,1,1,0,0,1,0,0
-330000000,1,84.71,10,4804.0,3830,54,111.12,292,3.0,2.0,0,1,0,0,1,0,0,1
-387000000,1,84.96,4,1459.0,1371,13,110.12,19,3.0,2.0,0,1,0,0,1,0,0,1
-179000000,1,49.77,2,424.0,626,9,69.75,154,2.0,1.0,1,0,0,1,0,1,0,0
-710000000,1,71.2,2,2100.0,2100,21,92.59,532,3.0,1.0,1,0,0,1,0,1,0,0
-971000000,1,84.9,11,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
-234500000,1,59.4,1,203.0,290,4,79.78,290,2.0,1.0,0,1,0,0,1,1,0,0
-800000000,1,59.25,12,1920.0,1511,18,79.61,554,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,61.19,10,912.0,940,6,85.39,190,3.0,1.0,1,0,0,1,0,1,0,0
-255000000,0,109.5492,33,1213.0,840,6,143.89,72,3.0,2.0,0,1,0,0,1,0,0,1
-375000000,0,84.9474,2,333.0,299,3,110.68,77,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,0,59.87,13,812.0,738,8,78.15,156,3.0,1.0,0,1,0,0,1,0,0,1
-110000000,0,59.959,3,193.0,261,1,79.33,219,3.0,1.0,0,1,0,0,1,0,0,1
-500000000,0,84.6389,27,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,39.53,3,1753.0,1753,11,56.4,640,2.0,1.0,1,0,0,1,0,1,0,0
-915000000,1,99.26,2,1625.0,2280,33,115.7,696,3.0,1.0,1,0,0,1,0,1,0,0
-600000000,1,104.62,11,488.0,241,4,127.69,20,3.0,2.0,0,1,0,0,1,0,0,1
-205000000,1,36.66,22,340.0,461,1,48.96,154,1.0,1.0,0,1,0,0,1,1,0,0
-270000000,1,58.14,1,330.0,330,3,79.12,330,3.0,1.0,1,0,0,1,0,1,0,0
-245000000,1,58.59,12,323.0,345,3,76.27,204,2.0,1.0,0,1,0,0,1,0,0,1
-493120000,1,101.83,1,513.0,330,13,128.78,136,3.0,2.0,1,0,0,1,0,0,0,1
-147500000,0,50.85,4,150.0,149,4,64.03,18,2.0,1.0,0,1,0,0,1,0,1,0
-1590000000,1,135.82,6,4113.0,2678,35,166.86,308,4.0,2.0,1,0,0,1,0,0,0,1
-519000000,1,59.96,18,2300.0,1981,18,81.41,204,2.0,1.0,1,0,0,1,0,1,0,0
-230000000,1,59.97,10,228.0,189,6,83.16,24,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,84.69,21,1974.0,1458,15,108.31,544,3.0,2.0,0,1,0,0,1,0,0,1
-278000000,1,89.46,13,1000.0,1000,13,106.59,712,3.0,2.0,1,0,0,1,0,0,0,1
-218000000,1,58.01,15,600.0,1944,16,80.26,264,2.0,1.0,1,0,0,1,0,1,0,0
-86000000,1,39.7,1,781.0,1391,10,54.56,296,1.0,1.0,1,0,0,1,0,1,0,0
-530000000,1,84.92,3,1400.0,776,14,111.39,172,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,49.77,15,275.0,458,4,68.5,235,2.0,1.0,1,0,0,1,0,1,0,0
-330000000,1,59.96,1,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
-230000000,1,76.405,3,282.0,414,3,97.59,100,3.0,1.0,0,1,0,0,1,0,0,1
-357000000,1,39.53,1,325.0,1162,8,61.27,268,3.0,1.0,1,0,0,1,0,1,0,0
-293500000,0,85.0,6,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-43500000,0,41.85,12,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
-216000000,0,84.939,10,439.0,486,7,107.27,317,3.0,2.0,0,1,0,0,1,0,0,1
-428000000,1,59.78,22,799.0,669,9,78.82,92,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,39.53,11,700.0,822,6,56.5,322,3.0,1.0,1,0,0,1,0,1,0,0
-435000000,0,102.52,25,2381.0,1391,14,133.32,336,3.0,2.0,0,1,0,0,1,0,0,1
-71000000,0,47.14,5,240.0,356,11,53.32,100,2.0,1.0,0,1,0,0,1,0,0,1
-340000000,1,59.817,1,677.0,603,11,85.43,213,3.0,2.0,0,1,0,0,1,0,0,1
-945000000,1,114.78,18,790.0,774,10,139.68,254,4.0,2.0,0,1,1,0,0,0,0,1
-73000000,1,44.52,14,1402.0,2002,16,59.2,540,2.0,1.0,0,1,0,0,1,1,0,0
-288000000,1,59.97,7,639.0,555,7,79.46,50,3.0,1.0,0,1,0,0,1,0,0,1
-525000000,1,84.99,20,1262.0,1220,10,110.64,485,3.0,2.0,0,1,1,0,0,0,0,1
-260000000,1,112.49,1,4753.0,3169,30,133.47,192,4.0,2.0,0,1,0,0,1,0,0,1
-375000000,0,119.25,5,619.0,362,3,144.25,96,4.0,2.0,0,1,0,0,1,0,0,1
-131000000,1,39.6,3,550.0,571,4,55.75,178,2.0,1.0,0,1,1,0,0,1,0,0
-1340000000,1,76.79,8,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
-745000000,1,59.99,12,7876.0,5563,65,82.32,104,3.0,2.0,1,0,0,1,0,0,0,1
-682500000,0,117.745,40,3728.0,1631,3,172.0,50,4.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,55.44,3,145.0,230,7,69.42,50,3.0,1.0,0,1,0,0,1,0,0,1
-716000000,1,84.92,9,225.0,197,4,114.35,110,3.0,2.0,0,1,0,0,1,0,0,1
-413000000,1,82.3019,20,617.0,597,5,110.4,405,3.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,59.92,9,409.0,353,6,82.63,75,3.0,1.0,1,0,0,1,0,1,0,0
-124000000,0,59.6,11,325.0,402,2,80.38,96,3.0,1.0,0,1,0,0,1,0,0,1
-335000000,1,84.94,2,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,0,115.08,13,716.0,422,6,135.64,106,4.0,2.0,0,1,0,0,1,0,0,1
-175000000,1,39.84,6,560.0,1070,12,54.07,420,2.0,1.0,1,0,0,1,0,1,0,0
-900000000,1,84.97,7,4900.0,3696,46,110.86,339,3.0,2.0,1,0,0,1,0,0,0,1
-600000000,1,84.99,8,650.0,561,15,108.37,236,3.0,2.0,0,1,0,0,1,0,0,1
-324000000,1,59.58,20,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-150000000,0,84.9706,1,2023.0,1330,14,106.92,360,3.0,2.0,0,1,0,0,1,0,0,1
-283000000,1,59.83,17,5402.0,5387,49,82.91,324,3.0,1.0,0,1,1,0,0,0,1,0
-470000000,1,134.97,5,2195.0,1998,25,163.1,296,4.0,2.0,0,1,0,0,1,0,0,1
-530000000,1,84.98,6,173.0,159,3,107.95,100,3.0,2.0,0,1,0,0,1,0,0,1
-723000000,0,84.97,28,1009.0,564,4,113.47,68,3.0,2.0,0,1,0,0,1,0,0,1
-192000000,0,59.98,20,540.0,630,6,79.85,40,3.0,1.0,0,1,0,0,1,0,0,1
-214000000,1,84.96,9,907.0,1113,14,109.23,693,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,0,157.8562,12,1875.0,1156,10,186.36,140,4.0,2.0,0,1,0,0,1,0,0,1
-1545000000,1,126.33,9,2906.0,2435,21,148.17,448,4.0,2.0,1,0,0,1,0,0,0,1
-663000000,1,84.69,14,2022.0,2065,14,110.67,1032,3.0,2.0,0,1,1,0,0,0,0,1
-925000000,1,165.1717,5,3210.0,2061,25,210.42,160,5.0,2.0,0,1,0,0,1,0,0,1
-288000000,0,71.57,21,334.0,328,2,98.34,58,3.0,2.0,0,1,0,0,1,0,0,1
-207360000,0,84.85,3,941.0,652,11,109.99,50,3.0,2.0,1,0,0,1,0,0,0,1
-639000000,1,84.81,16,4596.0,3226,40,113.0,154,3.0,2.0,0,1,0,0,1,0,0,1
-585000000,0,101.95,7,2276.0,1758,14,137.36,230,4.0,2.0,0,1,0,0,1,0,0,1
-202000000,0,49.73,7,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-415000000,1,59.91,3,735.0,915,8,81.11,117,2.0,1.0,0,1,0,1,0,1,0,0
-166000000,1,84.94,1,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-1175000000,1,135.5,20,1162.0,834,10,166.73,47,4.0,2.0,1,0,0,1,0,0,0,1
-142000000,0,84.992,8,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
-820000000,1,84.53,11,450.0,450,5,103.75,420,3.0,2.0,1,0,0,1,0,0,0,1
-307270000,0,115.28,7,507.0,270,2,155.92,112,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,0,101.79,23,1984.0,1848,24,125.81,48,4.0,2.0,1,0,0,1,0,0,0,1
-363000000,1,84.72,23,1691.0,1317,6,109.56,524,3.0,2.0,0,1,1,0,0,0,0,1
-915000000,1,84.5978,11,4580.0,3885,51,113.04,253,3.0,2.0,0,1,0,0,1,0,0,1
-217000000,1,71.16,5,133.0,211,3,90.21,89,3.0,1.0,0,1,0,0,1,0,0,1
-820000000,1,96.65,1,1842.0,1842,26,104.6,810,3.0,1.0,1,0,0,1,0,0,0,1
-1150000000,1,107.31,5,3300.0,1572,13,115.58,360,4.0,1.0,1,0,0,1,0,1,0,0
-79000000,0,50.13,3,188.0,230,4,58.09,7,2.0,1.0,0,1,0,0,1,0,0,1
-250000000,1,60.0,11,136.0,127,1,80.49,41,3.0,1.0,0,1,0,0,1,0,0,1
-164000000,0,59.8,18,194.0,190,1,79.52,92,3.0,1.0,0,1,0,0,1,0,0,1
-190000000,1,49.94,11,2800.0,2830,23,70.52,870,2.0,1.0,1,0,0,1,0,1,0,0
-215000000,1,36.66,7,340.0,461,1,48.96,66,1.0,1.0,0,1,0,0,1,1,0,0
-280000000,1,58.59,9,2561.0,2134,26,76.21,513,3.0,1.0,0,1,0,0,1,1,0,0
-890000000,1,73.02,9,300.0,1060,9,94.18,310,3.0,1.0,1,0,1,0,0,1,0,0
-398820000,1,84.92,5,209.0,180,4,111.69,24,3.0,2.0,0,1,0,0,1,0,0,1
-153000000,1,59.34,11,700.0,791,5,86.46,317,3.0,1.0,0,1,0,0,1,1,0,0
-70000000,0,26.9625,10,457.0,465,5,37.39,49,1.0,1.0,0,1,0,0,1,0,0,1
-210000000,0,59.997,20,1314.0,1249,16,80.38,240,3.0,2.0,1,0,0,1,0,0,0,1
-199000000,1,59.88,15,2366.0,1971,28,81.95,520,3.0,1.0,0,1,0,0,1,1,0,0
-345000000,1,58.14,5,1016.0,1016,9,79.91,838,3.0,1.0,1,0,0,1,0,1,0,0
-195000000,1,54.59,1,994.0,3315,21,77.01,810,3.0,1.0,1,0,0,1,0,1,0,0
-335000000,0,69.98,15,1120.0,800,9,90.7,32,3.0,2.0,0,1,0,0,1,0,0,1
-238500000,1,59.77,1,610.0,532,6,77.64,174,3.0,1.0,0,1,0,0,1,1,0,0
-578000000,1,84.81,11,545.0,545,5,103.86,485,3.0,2.0,1,0,0,1,0,0,0,1
-547000000,1,114.93,24,1953.0,1992,16,142.97,374,4.0,2.0,1,0,0,1,0,0,0,1
-92000000,0,84.945,3,100.0,352,2,103.0,194,3.0,2.0,0,1,0,0,1,0,0,1
-227000000,1,51.03,15,407.0,930,8,66.1,390,3.0,1.0,1,0,0,1,0,1,0,0
-410000000,1,59.96,15,344.0,329,2,82.65,83,2.0,1.0,0,1,0,0,1,1,0,0
-477500000,1,100.35,7,983.0,680,13,122.51,150,3.0,2.0,1,0,0,1,0,0,0,1
-175000000,0,85.0,1,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-188500000,0,84.9902,8,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-375000000,1,84.74,14,2561.0,2134,26,98.48,240,3.0,1.0,0,1,0,0,1,0,0,1
-176000000,0,84.98,16,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-507000000,0,166.578,1,2381.0,1391,14,204.48,198,4.0,2.0,0,1,0,0,1,0,0,1
-1139000000,1,76.5,7,3930.0,3930,30,112.39,1110,3.0,1.0,1,0,0,1,0,1,0,0
-194000000,0,59.916,13,318.0,420,4,80.01,180,3.0,1.0,0,1,0,0,1,0,0,1
-670000000,0,108.51,19,1009.0,564,4,140.48,64,4.0,2.0,0,1,0,0,1,0,0,1
-540000000,0,99.4067,23,3942.0,1788,3,148.11,1,3.0,2.0,1,0,1,0,0,0,0,1
-102000000,0,73.07,21,120.0,214,2,92.55,48,3.0,1.0,0,1,0,0,1,0,0,1
-535000000,1,84.92,13,354.0,380,3,104.14,100,3.0,2.0,0,1,0,0,1,0,0,1
-510000000,0,163.967,8,2918.0,1536,18,187.54,184,4.0,2.0,0,1,0,0,1,0,0,1
-263000000,0,84.9644,2,834.0,756,8,110.9,400,3.0,2.0,1,0,0,1,0,0,0,1
-196000000,0,84.96,19,1044.0,2132,24,102.96,1004,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,0,126.638,19,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,39.98,11,308.0,2934,21,58.75,228,2.0,1.0,1,0,0,1,0,1,0,0
-191000000,0,84.9,7,318.0,420,4,107.0,240,3.0,2.0,0,1,0,0,1,0,0,1
-342500000,1,54.81,4,2300.0,2400,18,76.44,495,3.0,1.0,0,1,1,0,0,1,0,0
-398000000,0,84.9393,27,1024.0,591,6,110.05,196,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,84.55,10,500.0,448,5,105.26,140,3.0,1.0,0,1,1,0,0,0,0,1
-780000000,1,84.5978,3,4580.0,3885,51,112.7,501,3.0,2.0,0,1,0,0,1,0,0,1
-180000000,0,84.9341,8,330.0,298,3,120.2,198,3.0,2.0,0,1,0,0,1,0,0,1
-980000000,1,117.585,14,4494.0,4494,56,138.73,900,4.0,2.0,1,0,0,1,0,0,0,1
-259000000,0,84.99,24,1573.0,1733,13,102.69,628,3.0,2.0,0,1,0,0,1,0,0,1
-440000000,1,59.89,1,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
-600000000,1,84.85799999999998,8,1108.0,810,17,109.08,49,3.0,2.0,0,1,0,0,1,0,0,1
-128000000,0,29.24,7,717.0,674,5,43.53,60,1.0,1.0,0,1,0,0,1,1,0,0
-390000000,1,84.948,1,223.0,180,2,109.57,150,3.0,2.0,0,1,0,0,1,0,0,1
-1197000000,1,98.63,8,1625.0,2280,33,115.7,696,3.0,1.0,1,0,0,1,0,1,0,0
-325000000,0,77.85,5,1500.0,1963,15,95.12,104,3.0,1.0,0,1,1,0,0,0,0,1
-187000000,0,84.96,14,125.0,132,1,107.19,132,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,60.0,14,470.0,466,7,75.0,214,3.0,1.0,1,0,0,1,0,0,0,1
-600000000,1,113.71,4,855.0,855,10,133.53,270,4.0,2.0,0,1,1,0,0,0,0,1
-465000000,1,60.0,5,226.0,226,3,83.26,72,3.0,1.0,1,0,0,1,0,1,0,0
-140000000,0,59.9942,23,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.63,8,172.0,170,2,85.44,64,2.0,1.0,0,1,0,0,1,1,0,0
-410000000,1,84.88,1,4329.0,5150,42,106.63,1298,3.0,2.0,0,1,0,0,1,0,0,1
-861000000,0,157.513,13,3728.0,1631,3,237.11,1,4.0,2.0,0,1,0,0,1,0,0,1
-507000000,1,83.02,5,381.0,708,6,101.17,456,3.0,2.0,1,0,0,1,0,0,0,1
-454500000,1,59.74,11,877.0,725,10,80.73,37,3.0,2.0,0,1,0,0,1,0,0,1
-517000000,1,126.28,7,2488.0,1244,28,151.72,672,4.0,2.0,1,0,0,1,0,0,0,1
-460000000,1,84.84,13,498.0,498,5,102.77,13,3.0,2.0,0,1,0,0,1,0,0,1
-78160000,0,59.075,5,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
-940000000,1,84.99,10,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
-230000000,0,89.4689,11,324.0,158,3,103.66,2,2.0,1.0,0,1,0,0,1,0,0,1
-352000000,1,59.73,5,554.0,1004,6,84.17,172,3.0,1.0,1,0,0,1,0,1,0,0
-190000000,0,59.9905,11,1875.0,1627,13,87.52,1,3.0,1.0,0,1,0,0,1,0,0,1
-2500000000,1,194.515,6,6075.0,3410,44,232.68,194,4.0,3.0,1,0,0,1,0,0,0,1
-1020000000,1,84.236,20,1291.0,926,12,109.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-3451720000,1,195.2,31,1504.0,230,2,268.35,32,5.0,3.0,0,1,0,0,1,0,0,1
-219000000,1,49.85,1,1800.0,3481,25,70.32,468,3.0,1.0,1,0,0,1,0,0,0,1
-94000000,0,84.9825,14,498.0,1153,11,101.52,748,3.0,1.0,0,1,0,0,1,0,0,1
-758000000,1,108.43,11,323.0,257,5,140.48,76,4.0,2.0,0,1,0,0,1,0,0,1
-97000000,0,72.87,12,830.0,1741,16,86.76,346,3.0,1.0,0,1,0,0,1,0,0,1
-780000000,1,84.015,1,380.0,372,6,102.61,184,3.0,2.0,0,1,0,0,1,0,0,1
-93000000,0,73.34,12,440.0,326,4,89.37,102,3.0,1.0,0,1,0,0,1,0,0,1
-355000000,1,84.66,18,297.0,228,3,107.85,104,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,84.87,15,4932.0,4509,31,109.64,986,3.0,2.0,0,1,1,0,0,0,0,1
-310000000,1,59.91,6,369.0,410,3,81.29,156,2.0,1.0,0,1,0,0,1,1,0,0
-1250000000,1,114.9,9,387.0,256,9,153.03,63,4.0,2.0,0,1,0,0,1,0,0,1
-465000000,1,84.82,17,2513.0,1224,13,110.46,145,3.0,2.0,0,1,0,0,1,0,1,0
-453000000,0,100.945,38,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.86,2,834.0,417,3,106.24,102,3.0,2.0,0,1,0,0,1,0,0,1
-331000000,1,84.88,10,113.0,112,1,114.33,32,3.0,2.0,0,1,0,0,1,1,0,0
-236000000,0,83.52,3,420.0,410,4,101.41,354,3.0,2.0,0,1,0,0,1,0,0,1
-1495000000,1,76.5,10,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
-164000000,1,36.16,8,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-308000000,1,84.3,19,416.0,203,1,124.64,51,3.0,2.0,0,1,0,0,1,1,0,0
-95000000,0,54.0,1,210.0,210,4,64.33,30,2.0,1.0,0,1,0,0,1,0,0,1
-643000000,1,84.87,2,416.0,590,4,105.86,0,3.0,2.0,1,0,0,1,0,0,0,1
-940000000,1,84.8,4,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
-482500000,1,59.92,9,2022.0,2065,14,81.21,1032,3.0,1.0,0,1,1,0,0,0,0,1
-510000000,0,84.6389,19,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-310000000,1,71.01,3,448.0,825,5,87.91,60,3.0,1.0,0,1,0,0,1,0,0,1
-184500000,0,59.91,5,1050.0,1721,16,80.3,480,3.0,1.0,1,0,0,1,0,0,0,1
-230000000,0,84.96,5,424.0,424,4,111.5,2,3.0,2.0,0,1,0,0,1,0,0,1
-463000000,1,59.9,8,635.0,597,12,84.91,315,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.76,12,1803.0,1597,8,87.63,440,2.0,1.0,0,1,1,0,0,1,0,0
-203000000,1,49.94,8,823.0,2646,28,69.05,270,2.0,1.0,1,0,0,1,0,1,0,0
-530000000,1,84.88,9,530.0,448,7,107.09,402,3.0,2.0,0,1,0,0,1,0,0,1
-164500000,0,84.91,11,862.0,831,12,108.9,288,3.0,2.0,0,1,0,0,1,0,0,1
-197500000,0,84.98,3,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
-187000000,0,84.97,19,1357.0,1166,12,109.12,579,3.0,2.0,0,1,0,0,1,0,0,1
-400000000,1,84.75,10,181.0,284,3,102.58,269,3.0,2.0,0,1,0,0,1,0,0,1
-312000000,0,84.8348,10,132.0,113,3,106.26,95,3.0,2.0,0,1,0,1,0,0,0,1
-543000000,1,59.94,11,221.0,293,2,76.56,25,2.0,1.0,0,1,0,0,1,1,0,0
-437000000,0,128.5315,9,1582.0,1149,8,154.85,227,4.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,59.67,4,455.0,430,6,79.2,227,3.0,1.0,1,0,0,1,0,0,0,1
-379000000,1,84.03,16,1544.0,1544,9,108.6,296,3.0,2.0,0,1,0,0,1,0,0,1
-378000000,0,77.3048,14,305.0,298,2,102.11,160,3.0,2.0,0,1,0,0,1,0,0,1
-158000000,0,84.9623,3,759.0,748,7,108.42,299,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,58.2,14,258.0,243,2,80.88,153,2.0,1.0,1,0,0,1,0,1,0,0
-137000000,0,46.265,30,274.0,256,1,63.21,28,2.0,1.0,0,1,0,0,1,0,0,1
-108000000,0,59.862,24,646.0,634,7,84.85,50,3.0,2.0,0,1,0,0,1,0,0,1
-800000000,1,156.876,1,4190.0,2176,50,204.78,345,5.0,2.0,1,0,0,1,0,0,0,1
-315500000,1,84.66,4,771.0,783,8,101.99,378,3.0,2.0,0,1,0,0,1,0,0,1
-498000000,1,84.98,1,1440.0,1067,13,107.43,176,3.0,2.0,1,0,0,1,0,0,0,1
-255000000,1,84.83,5,328.0,278,6,100.17,113,3.0,2.0,1,0,0,1,0,0,0,1
-465000000,1,59.92,21,2022.0,2065,14,81.21,1032,3.0,1.0,0,1,1,0,0,0,0,1
-424000000,1,84.27,6,936.0,659,13,107.65,30,3.0,2.0,1,0,0,1,0,0,1,0
-246000000,0,59.997,12,1314.0,1249,16,80.38,240,3.0,2.0,1,0,0,1,0,0,0,1
-84000000,0,41.3,4,1418.0,4056,26,56.84,570,2.0,1.0,0,1,0,0,1,1,0,0
-129000000,1,49.6,12,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
-177500000,0,66.15,11,220.0,315,1,88.18,135,2.0,1.0,0,1,0,0,1,1,0,0
-1150000000,1,84.8,10,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
-238000000,1,59.9,3,496.0,423,4,84.09,196,3.0,1.0,0,1,0,0,1,1,0,0
-139000000,0,59.813,9,1187.0,1084,11,80.63,162,3.0,1.0,0,1,0,0,1,0,0,1
-230000000,1,59.98,1,551.0,526,5,86.97,194,3.0,1.0,0,1,0,0,1,1,0,0
-95000000,0,42.3,3,460.0,460,12,49.5,460,3.0,1.0,0,1,0,0,1,0,0,1
-50000000,0,42.98,1,250.0,270,8,42.98,270,2.0,1.0,0,1,0,0,1,0,0,1
-278000000,1,84.85,12,272.0,273,3,107.83,130,3.0,2.0,0,1,0,0,1,0,0,1
-64000000,0,55.77,5,789.0,825,8,75.03,360,3.0,1.0,0,1,0,0,1,1,0,0
-250000000,0,73.09,24,1616.0,1082,10,94.14,104,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,1,75.66,13,944.0,895,8,94.9,216,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,59.97,13,302.0,636,9,81.55,323,2.0,1.0,0,1,0,0,1,1,0,0
-860000000,1,84.95,1,1821.0,1129,13,112.73,234,3.0,2.0,1,0,0,0,1,0,0,1
-1129000000,1,84.99,15,7876.0,5563,65,109.47,46,3.0,2.0,1,0,0,1,0,0,0,1
-310000000,1,59.89,1,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
-687000000,1,84.9846,11,221.0,181,4,111.3,13,3.0,2.0,0,1,0,0,1,0,0,1
-169000000,0,84.99,20,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
-707000000,1,88.43,2,959.0,1372,47,88.43,150,3.0,2.0,0,1,1,0,0,0,0,1
-122000000,1,39.6,6,677.0,1476,15,51.96,432,2.0,1.0,1,0,0,1,0,1,0,0
-154000000,0,59.95,6,125.0,217,1,79.93,89,3.0,1.0,0,1,0,0,1,0,0,1
-860000000,1,121.52,3,360.0,360,4,130.49,360,4.0,2.0,1,0,0,1,0,0,0,1
-335000000,0,84.64,4,2918.0,1536,18,109.48,300,4.0,1.0,0,1,0,0,1,0,0,1
-328000000,1,84.51,11,810.0,730,12,106.09,170,3.0,2.0,0,1,1,0,0,0,0,1
-594000000,1,59.78,10,588.0,510,10,79.93,71,3.0,1.0,0,1,0,0,1,0,0,1
-248000000,0,111.74,25,3776.0,3382,35,136.38,348,4.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,59.52,1,344.0,424,3,76.44,209,3.0,1.0,0,1,0,0,1,1,0,0
-240000000,0,59.85,14,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
-945000000,0,157.513,41,3728.0,1631,3,228.19,46,4.0,2.0,0,1,0,0,1,0,0,1
-245000000,1,39.82,2,893.0,2433,14,56.98,372,2.0,1.0,1,0,0,1,0,1,0,0
-546000000,1,84.99,23,463.0,417,7,110.26,366,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,1,59.69,12,113.0,112,1,80.39,48,3.0,1.0,0,1,0,0,1,1,0,0
-137000000,1,36.36,10,552.0,690,7,48.02,150,1.0,1.0,0,1,0,0,1,1,0,0
-350000000,1,84.8,3,2513.0,1224,13,110.43,91,3.0,2.0,0,1,0,0,1,1,0,0
-287000000,1,59.94,11,1641.0,2336,16,86.18,328,2.0,1.0,1,0,0,1,0,1,0,0
-600000000,0,90.993,38,3728.0,1631,3,135.15,46,2.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,59.9326,20,2023.0,1330,14,80.37,242,3.0,1.0,0,1,0,0,1,0,0,1
-78590000,0,59.075,12,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
-418000000,1,84.4516,1,3210.0,2061,25,112.09,890,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,1,59.96,13,234.0,285,3,82.19,145,3.0,1.0,0,1,0,0,1,1,0,0
-317000000,1,124.81,5,300.0,171,2,148.18,26,3.0,1.0,0,1,0,0,1,0,0,1
-96000000,0,59.941,14,884.0,882,11,77.25,167,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,0,59.81,11,620.0,750,10,76.91,240,3.0,1.0,0,1,0,0,1,0,0,1
-149000000,0,79.63,3,361.0,458,6,110.74,120,3.0,2.0,0,1,0,0,1,0,0,1
-43300000,0,41.85,10,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
-900000000,1,84.79,12,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
-210000000,1,59.99,4,2251.0,2904,21,78.18,753,3.0,2.0,0,1,0,0,1,1,0,0
-367000000,1,83.42,6,179.0,158,2,105.87,50,3.0,2.0,0,1,0,0,1,0,0,1
-1170000000,1,82.56,9,864.0,432,4,108.94,10,3.0,1.0,1,0,0,1,0,1,0,0
-200000000,1,40.02,3,220.0,220,5,54.27,80,2.0,1.0,0,1,0,0,1,0,0,1
-375000000,1,27.68,26,7876.0,5563,65,42.28,500,1.0,1.0,1,0,0,1,0,0,0,1
-829000000,1,107.1,11,656.0,282,2,128.68,30,2.0,2.0,1,0,0,1,0,0,0,1
-400000000,1,84.9,21,819.0,772,2,116.04,361,3.0,1.0,0,1,0,0,1,1,0,0
-308000000,1,59.39,10,2123.0,2136,17,76.82,84,2.0,1.0,1,0,0,1,0,1,0,0
-282000000,0,59.89,19,2252.0,1895,17,79.43,553,3.0,2.0,0,1,0,0,1,0,0,1
-237000000,1,33.18,13,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
-850000000,1,74.3,10,1442.0,990,15,94.91,214,3.0,2.0,1,0,0,1,0,0,0,1
-254000000,1,84.94,2,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-1635000000,1,133.79,5,1686.0,656,10,181.04,36,4.0,2.0,0,1,0,1,0,0,0,1
-810000000,1,100.81,11,785.0,786,11,108.33,338,3.0,1.0,1,0,0,1,0,1,0,0
-94000000,0,50.61,9,113.0,216,2,64.75,54,2.0,1.0,0,1,0,0,1,0,0,1
-280000000,1,46.75,15,1710.0,855,6,59.13,210,2.0,1.0,0,1,1,0,0,1,0,0
-358000000,0,134.82,13,1187.0,1084,11,160.92,142,4.0,2.0,0,1,0,0,1,0,0,1
-870000000,1,50.39,4,1136.0,2841,58,50.67,780,2.0,1.0,0,1,0,0,1,0,0,1
-170000000,0,66.56,12,2716.0,2716,20,92.74,180,2.0,1.0,0,1,1,0,0,1,0,0
-110000000,0,49.14,10,82.0,180,2,68.25,180,2.0,1.0,0,1,1,0,0,1,0,0
-107000000,0,59.95,10,1573.0,1733,13,77.67,680,3.0,1.0,0,1,0,0,1,0,0,1
-1700000000,1,84.9231,10,4443.0,3002,34,110.94,65,3.0,2.0,1,0,0,1,0,0,0,1
-310000000,1,50.03,5,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
-276000000,0,84.98,7,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-289000000,0,84.9782,9,2595.0,1564,14,110.72,81,3.0,2.0,0,1,0,0,1,1,0,0
-288000000,1,72.41,4,320.0,317,3,90.69,8,3.0,1.0,0,1,0,0,1,0,0,1
-50000000,0,51.12,5,66.0,152,3,70.12,14,3.0,1.0,0,1,0,0,1,1,0,0
-183000000,1,59.82,23,882.0,795,9,85.16,354,3.0,1.0,0,1,0,0,1,1,0,0
-595000000,1,114.84,22,2134.0,1456,23,136.55,348,4.0,2.0,0,1,0,0,1,0,0,1
-373680000,1,84.79,2,883.0,707,11,105.77,72,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,84.96,3,824.0,1236,10,104.82,200,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,44.87,12,1383.0,640,5,64.9,640,2.0,1.0,0,1,0,0,1,1,0,0
-408000000,1,59.97,8,1855.0,1605,25,79.62,130,3.0,2.0,0,1,0,0,1,0,0,1
-117000000,0,77.4806,23,759.0,748,7,98.91,150,3.0,2.0,0,1,0,0,1,0,0,1
-425050000,1,84.98,3,319.0,192,6,109.83,64,3.0,2.0,0,1,0,0,1,0,0,1
-860000000,1,49.56,5,2500.0,5040,124,49.58,60,2.0,1.0,0,1,0,0,1,0,0,1
-174000000,1,49.77,10,2450.0,2462,16,72.73,1268,3.0,1.0,0,1,0,1,0,1,0,0
-355000000,1,59.43,13,2968.0,3710,33,77.92,1260,3.0,1.0,0,1,1,0,0,1,0,0
-468000000,1,59.58,22,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-205000000,1,49.77,1,560.0,1070,12,67.54,338,3.0,1.0,1,0,0,1,0,1,0,0
-305000000,1,84.98,1,400.0,494,6,102.44,15,3.0,2.0,1,0,0,1,0,0,0,1
-291500000,1,84.97,11,638.0,978,10,102.58,923,3.0,2.0,0,1,0,0,1,0,0,1
-268000000,0,84.99,6,932.0,841,29,111.17,120,3.0,2.0,0,1,0,0,1,0,0,1
-247000000,1,84.99,12,493.0,497,5,121.75,23,3.0,2.0,0,1,0,0,1,1,0,0
-830000000,1,126.02,1,184.0,373,4,136.53,120,4.0,2.0,1,0,0,1,0,1,0,0
-87000000,0,49.08,13,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-388000000,1,43.79,5,430.0,839,7,62.51,410,2.0,1.0,1,0,0,1,0,1,0,0
-525000000,1,84.734,6,677.0,603,11,113.71,12,3.0,2.0,0,1,0,0,1,0,0,1
-166000000,1,59.85,23,118.0,114,1,79.98,46,2.0,1.0,1,0,0,1,0,1,0,0
-140000000,0,84.84,1,938.0,938,12,105.79,162,3.0,2.0,0,1,0,1,0,0,0,1
-400000000,1,59.97,14,1307.0,994,14,79.62,46,2.0,1.0,0,1,0,0,1,0,0,1
-850000000,1,114.98,6,650.0,561,15,137.36,47,4.0,2.0,0,1,0,0,1,0,0,1
-297000000,1,58.14,14,1016.0,1016,9,79.91,838,3.0,1.0,1,0,0,1,0,1,0,0
-293000000,0,144.48,5,2381.0,1391,14,179.62,93,4.0,2.0,0,1,0,0,1,0,0,1
-406500000,1,59.94,2,1535.0,1410,19,80.99,188,2.0,1.0,0,1,0,0,1,0,0,1
-385000000,1,84.65,5,341.0,236,3,112.59,156,3.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,60.76,12,300.0,1060,9,77.55,220,3.0,1.0,1,0,1,0,0,1,0,0
-260000000,0,84.9595,16,358.0,350,4,114.07,90,3.0,2.0,0,1,0,0,1,0,0,1
-288000000,1,59.4,9,1448.0,1047,9,82.03,442,3.0,1.0,1,0,0,1,0,1,0,0
-425000000,1,84.96,13,816.0,408,4,110.25,408,3.0,2.0,0,1,0,0,1,0,0,1
-565000000,1,84.705,16,1665.0,2017,22,105.19,805,3.0,2.0,0,1,0,0,1,0,0,1
-655000000,1,84.94,14,576.0,537,6,114.7,153,3.0,2.0,0,1,0,0,1,0,0,1
-347500000,1,84.96,8,1376.0,1140,15,106.16,717,3.0,2.0,1,0,0,1,0,0,0,1
-248000000,0,84.9623,8,759.0,748,7,108.42,299,3.0,2.0,0,1,0,0,1,0,0,1
-178520000,1,59.76,3,1014.0,948,19,80.21,107,3.0,2.0,1,0,0,1,0,0,0,1
-280000000,0,59.9026,20,168.0,168,2,87.45,88,3.0,2.0,0,1,0,0,1,0,0,1
-335000000,1,59.9,1,329.0,306,6,78.63,110,3.0,2.0,0,1,0,0,1,0,0,1
-257000000,1,84.96,12,454.0,372,2,109.16,200,3.0,2.0,0,1,0,0,1,0,0,1
-61000000,0,59.91,3,162.0,299,2,82.08,113,3.0,1.0,0,1,0,0,1,0,1,0
-540000000,1,59.959,1,933.0,794,9,81.57,235,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,0,59.72,18,510.0,668,6,73.44,240,3.0,1.0,0,1,0,0,1,0,0,1
-60000000,0,29.24,19,717.0,674,5,43.53,60,1.0,1.0,0,1,0,0,1,1,0,0
-373000000,1,84.98299999999998,5,380.0,258,4,108.99,114,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,84.92,6,681.0,1362,10,101.07,290,3.0,2.0,0,1,0,0,1,0,0,1
-104000000,0,59.16,3,96.0,120,2,70.43,6,2.0,1.0,0,1,0,0,1,0,0,1
-670000000,1,131.4,15,1200.0,540,6,154.17,540,4.0,2.0,1,0,0,1,0,0,0,1
-600000000,1,59.98,10,3310.0,2517,42,79.93,185,3.0,2.0,1,0,0,1,0,0,0,1
-390000000,0,57.0,5,1197.0,798,8,74.27,228,2.0,1.0,0,1,1,0,0,1,0,0
-595000000,1,84.89,4,987.0,861,16,112.79,90,3.0,2.0,1,0,0,1,0,0,0,1
-990000000,1,84.236,8,1291.0,926,12,109.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-186000000,0,59.983,7,328.0,408,3,80.99,64,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,59.9,19,594.0,242,3,79.04,120,3.0,1.0,1,0,0,1,0,0,0,1
-298000000,0,110.9382,2,1213.0,840,6,141.87,140,3.0,2.0,0,1,0,0,1,0,0,1
-273000000,1,59.94,9,222.0,215,3,82.65,86,3.0,1.0,0,1,1,0,0,1,0,0
-149000000,1,44.52,15,78.0,1800,10,59.2,1800,2.0,1.0,0,1,1,0,0,1,0,0
-329000000,0,84.965,5,3958.0,2947,29,105.89,1464,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,39.6,8,554.0,1004,6,55.81,322,2.0,1.0,1,0,0,1,0,1,0,0
-487000000,1,59.99,4,4596.0,3226,40,87.41,442,3.0,2.0,0,1,0,0,1,0,0,1
-342000000,1,57.72,5,231.0,227,2,74.69,31,3.0,1.0,0,1,0,0,1,0,0,1
-140000000,1,50.37,15,1544.0,1544,9,72.11,248,3.0,1.0,0,1,0,0,1,1,0,0
-189500000,1,51.48,4,2455.0,3930,32,72.81,1050,2.0,1.0,1,0,0,1,0,1,0,0
-472000000,1,59.96,2,228.0,216,2,86.17,102,3.0,2.0,0,1,0,0,1,1,0,0
-480000000,1,84.959,4,777.0,517,7,113.26,277,3.0,2.0,0,1,0,0,1,0,0,1
-265000000,0,84.97,4,1551.0,1124,21,112.63,90,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,84.86,11,639.0,555,7,111.36,165,3.0,2.0,0,1,0,0,1,0,1,0
-707000000,1,84.98,10,984.0,656,11,106.94,236,3.0,2.0,0,1,0,0,1,0,0,1
-326000000,0,84.935,13,756.0,842,8,108.14,224,3.0,2.0,1,0,0,1,0,0,0,1
-284000000,0,84.99,21,310.0,313,2,110.25,128,3.0,2.0,0,1,0,0,1,0,0,1
-138000000,0,59.13,12,384.0,384,5,81.7,72,3.0,1.0,0,1,0,0,1,1,0,0
-647000000,0,151.2798,4,2446.0,1149,9,185.41,228,4.0,2.0,0,1,0,0,1,0,0,1
-91000000,0,40.13,4,84.0,700,16,45.92,699,2.0,1.0,0,1,0,0,1,0,0,1
-149000000,1,51.66,12,486.0,763,11,71.15,149,2.0,1.0,1,0,0,1,0,1,0,0
-229000000,1,59.93,15,2776.0,2298,27,78.56,86,2.0,1.0,0,1,0,0,1,0,0,1
-1135000000,1,84.79,30,9766.0,6864,66,108.82,1762,3.0,2.0,1,0,0,1,0,0,0,1
-217000000,1,41.3,7,4471.0,2634,21,58.73,360,2.0,1.0,1,0,0,1,0,1,0,0
-270000000,1,35.73,4,684.0,644,6,52.92,273,2.0,1.0,0,1,0,0,1,1,0,0
-535000000,1,114.88,4,1665.0,2017,22,137.59,325,4.0,2.0,0,1,0,0,1,0,0,1
-448000000,1,102.7,6,2488.0,1244,28,126.48,492,4.0,2.0,1,0,0,1,0,0,0,1
-700000000,1,114.72,17,1352.0,939,15,140.34,283,4.0,2.0,0,1,0,0,1,0,0,1
-190000000,1,61.14,4,434.0,619,3,85.58,254,2.0,1.0,0,1,0,0,1,0,1,0
-333000000,1,59.95,8,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
-784000000,1,84.93,5,226.0,226,2,112.4,226,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,84.93,20,454.0,430,5,110.28,162,3.0,2.0,0,1,1,0,0,0,0,1
-900000000,1,84.99,8,7876.0,5563,65,109.4,149,3.0,2.0,1,0,0,1,0,0,0,1
-1530000000,1,172.467,4,1662.0,490,2,238.02,122,4.0,2.0,0,1,1,0,0,0,0,1
-115000000,0,59.98,17,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
-180000000,0,84.99,8,259.0,259,3,105.43,160,3.0,2.0,0,1,1,0,0,0,0,1
-445000000,1,59.74,16,877.0,725,10,80.73,37,3.0,2.0,0,1,0,0,1,0,0,1
-108000000,0,84.75,3,220.0,206,3,115.7,100,3.0,2.0,0,1,0,0,1,0,0,1
-1055000000,1,84.8,18,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
-850000000,1,76.79,7,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
-115000000,0,59.91,12,1050.0,1721,16,80.3,480,3.0,1.0,1,0,0,1,0,0,0,1
-500000000,1,84.77,5,989.0,780,9,104.64,780,3.0,2.0,0,1,1,0,0,0,0,1
-580000000,1,119.91,7,912.0,912,8,136.64,240,4.0,2.0,1,0,0,0,1,0,0,1
-288000000,0,84.9885,4,829.0,703,7,109.13,35,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,1,36.16,14,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-202000000,0,84.92,17,467.0,464,5,112.01,232,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,0,84.6528,20,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-356000000,0,59.9467,24,457.0,497,8,86.85,170,3.0,2.0,0,1,0,0,1,0,0,1
-84500000,0,67.97,12,359.0,576,6,86.63,576,3.0,1.0,0,1,0,0,1,0,0,1
-120000000,0,69.779,16,334.0,303,2,100.38,20,3.0,2.0,0,1,0,0,1,0,0,1
-144300000,0,84.4568,7,212.0,210,2,108.13,152,3.0,2.0,0,1,0,0,1,0,0,1
-201000000,0,71.0119,16,1367.0,935,9,91.9,23,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.36,8,277.0,277,2,80.88,128,3.0,1.0,0,1,0,0,1,1,0,0
-268000000,0,126.93,6,1430.0,1500,10,149.18,284,4.0,2.0,0,1,0,0,1,0,0,1
-243000000,1,59.95,4,781.0,1391,10,82.41,690,3.0,1.0,1,0,0,1,0,1,0,0
-294000000,1,60.054,1,635.0,620,22,81.54,64,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,39.58,5,407.0,930,8,51.19,270,2.0,1.0,1,0,0,1,0,1,0,0
-1080000000,1,59.78,2,2530.0,1976,25,82.74,163,3.0,2.0,0,1,0,0,1,0,0,1
-172000000,0,84.98,24,714.0,705,5,106.6,324,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,0,84.9531,11,367.0,294,4,114.6,25,3.0,2.0,0,1,0,0,1,0,0,1
-400000000,1,75.36,3,450.0,476,4,91.01,160,3.0,1.0,0,1,0,0,1,0,0,1
-162000000,0,84.876,5,479.0,531,4,107.81,177,3.0,2.0,0,1,0,0,1,0,0,1
-255000000,1,36.66,8,340.0,461,1,48.96,66,1.0,1.0,0,1,0,0,1,1,0,0
-308740000,0,101.8128,7,1693.0,862,8,131.18,141,3.0,2.0,0,1,0,0,1,0,0,1
-281000000,1,59.91,10,488.0,429,3,83.31,184,3.0,1.0,0,1,0,0,1,1,0,0
-337000000,1,41.99,13,455.0,492,1,59.5,178,2.0,1.0,0,1,1,0,0,1,0,0
-555000000,0,163.34799999999996,7,1428.0,714,14,187.45,116,5.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,59.97,7,2195.0,1998,25,80.48,690,3.0,1.0,0,1,0,0,1,0,0,1
-154000000,0,84.97,3,513.0,528,8,108.41,234,3.0,2.0,0,1,0,0,1,0,0,1
-376000000,1,68.13,15,4932.0,4509,31,92.46,507,3.0,1.0,0,1,1,0,0,1,0,0
-594440000,0,177.8328,10,588.0,265,5,205.3,30,4.0,2.0,0,1,0,0,1,0,0,1
-493000000,0,84.2249,7,900.0,450,7,105.15,319,3.0,2.0,0,1,0,0,1,0,0,1
-1389000000,1,144.33,5,300.0,408,4,156.08,96,4.0,2.0,1,0,0,1,0,1,0,0
-229000000,0,102.52,10,2381.0,1391,14,133.32,336,3.0,2.0,0,1,0,0,1,0,0,1
-995000000,1,125.79,5,749.0,749,7,145.62,360,4.0,2.0,1,0,0,1,0,0,0,1
-70000000,0,37.62,9,104.0,400,3,52.32,225,2.0,1.0,0,1,0,0,1,1,0,0
-304000000,1,83.67,6,824.0,837,6,104.68,299,3.0,1.0,0,1,1,0,0,1,0,0
-1590000000,1,84.49,31,1308.0,843,7,111.79,290,3.0,2.0,1,0,0,1,0,0,0,1
-198000000,0,94.412,7,1018.0,718,8,121.36,535,3.0,2.0,0,1,0,0,1,0,0,1
-231500000,0,46.265,33,274.0,256,1,63.21,28,2.0,1.0,0,1,0,0,1,0,0,1
-590000000,1,84.9519,10,450.0,284,5,112.28,101,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,0,84.96,2,98.0,118,7,99.2,5,3.0,2.0,0,1,0,0,1,0,0,1
-193500000,1,66.96,8,763.0,763,8,92.96,523,3.0,1.0,1,0,0,1,0,1,0,0
-287000000,0,84.97,3,1616.0,1082,10,108.6,248,3.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,84.91,14,474.0,415,8,106.41,63,3.0,2.0,0,1,0,0,1,0,0,1
-528000000,1,84.87799999999999,10,1054.0,886,11,110.77,250,3.0,2.0,0,1,0,0,1,0,0,1
-1730000000,1,84.99,5,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
-230000000,1,59.4,3,1448.0,1047,9,82.03,442,3.0,1.0,1,0,0,1,0,1,0,0
-270000000,1,59.88,1,1262.0,1220,10,85.31,510,3.0,1.0,0,1,1,0,0,1,0,0
-310000000,1,49.8,4,997.0,997,9,69.43,295,2.0,1.0,1,0,0,1,0,1,0,0
-170000000,0,162.27,12,117.0,235,2,191.93,60,4.0,2.0,0,1,0,0,1,0,0,1
-280000000,1,59.97,8,2195.0,1998,25,80.48,690,3.0,1.0,0,1,0,0,1,0,0,1
-305040000,0,84.99,8,932.0,841,29,112.8,211,3.0,2.0,0,1,0,0,1,0,0,1
-174500000,0,59.585,2,512.0,512,7,77.76,230,3.0,1.0,1,0,0,1,0,0,0,1
-290000000,1,84.68,2,712.0,643,10,109.61,93,3.0,2.0,1,0,0,1,0,0,0,1
-899000000,1,114.756,5,842.0,590,7,137.49,233,4.0,2.0,1,0,0,1,0,0,0,1
-345000000,1,84.94,7,313.0,282,2,108.33,102,3.0,2.0,0,1,0,0,1,0,0,1
-237000000,0,116.06,7,1469.0,1468,16,135.67,90,4.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,58.01,15,4471.0,2634,21,80.26,264,2.0,1.0,1,0,0,1,0,1,0,0
-299060000,0,115.28,10,507.0,270,2,155.92,112,3.0,2.0,0,1,0,0,1,0,0,1
-71000000,0,31.8492,14,178.0,379,1,43.63,285,1.0,1.0,0,1,0,0,1,1,0,0
-340000000,1,118.03,1,331.0,202,3,150.3,129,4.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,84.978,5,1239.0,963,14,111.94,16,3.0,3.0,0,1,0,0,1,0,0,1
-345000000,1,84.91,2,204.0,231,3,102.08,231,3.0,2.0,0,1,0,0,1,0,0,1
-97700000,0,59.33,3,518.0,497,3,82.43,76,2.0,1.0,0,1,0,0,1,0,0,1
-570000000,1,59.67,11,304.0,304,2,77.04,152,3.0,1.0,0,1,0,0,1,0,0,1
-192500000,0,84.88799999999998,3,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-710000000,1,114.33,11,539.0,457,9,143.75,51,4.0,2.0,0,1,0,0,1,0,0,1
-340000000,0,118.984,16,1592.0,1344,11,150.79,305,4.0,2.0,0,1,0,0,1,0,0,1
-97000000,0,49.08,8,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-269000000,1,84.85,15,80.0,315,3,99.68,150,3.0,2.0,0,1,0,0,1,0,0,1
-396000000,1,59.99,6,1426.0,1332,20,79.4,145,3.0,2.0,0,1,0,0,1,0,0,1
-173000000,1,41.85,8,198.0,505,6,56.83,0,1.0,1.0,1,0,0,1,0,1,0,0
-990000000,1,84.88,10,379.0,516,4,103.3,318,3.0,2.0,1,0,0,1,0,0,0,1
-214000000,1,49.77,13,706.0,1313,9,67.36,408,2.0,1.0,1,0,0,1,0,1,0,0
-75050000,0,59.8,11,422.0,424,4,79.5,238,3.0,1.0,0,1,0,0,1,0,0,1
-210000000,0,68.16,23,500.0,412,5,93.1,96,3.0,1.0,0,1,0,0,1,1,0,0
-167000000,1,59.97,6,784.0,778,5,85.4,319,3.0,1.0,0,1,0,0,1,1,0,0
-53000000,0,24.2475,22,160.0,404,1,33.59,240,1.0,1.0,0,1,0,0,1,0,0,1
-284000000,1,59.4,4,833.0,826,5,81.03,302,3.0,1.0,0,1,0,0,1,1,0,0
-472000000,0,83.012,34,3728.0,1631,3,127.13,2,2.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,114.78,11,1992.0,1601,14,148.75,232,4.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,41.52,1,3240.0,3060,33,55.33,263,2.0,1.0,0,1,1,0,0,1,0,0
-525000000,0,219.5,3,857.0,375,14,257.52,19,4.0,2.0,1,0,0,1,0,0,0,1
-615000000,0,163.079,12,530.0,315,4,193.59,128,4.0,3.0,0,1,0,0,1,0,0,1
-774600000,1,124.1323,15,385.0,295,2,162.47,0,4.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,127.845,5,379.0,231,2,159.2,48,4.0,2.0,0,1,0,0,1,0,0,1
-450110000,1,84.98,2,319.0,192,6,109.83,32,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,0,84.9171,5,1875.0,1156,10,110.81,307,3.0,2.0,0,1,0,0,1,0,0,1
-180000000,1,38.64,10,2328.0,2328,18,50.4,360,2.0,1.0,1,0,0,1,0,1,0,0
-100000000,1,41.3,2,550.0,1430,14,59.5,300,2.0,1.0,0,1,1,0,0,1,0,0
-392000000,1,84.73,15,163.0,138,2,112.0,124,3.0,2.0,0,1,0,0,1,0,0,1
-229540000,0,84.988,12,1162.0,690,14,123.97,120,3.0,2.0,0,1,0,1,0,0,0,1
-315000000,1,59.97,17,226.0,196,3,81.08,63,3.0,1.0,0,1,0,0,1,0,0,1
-475000000,0,125.4155,16,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,59.85,5,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
-365000000,0,84.6528,17,1405.0,998,6,115.61,92,3.0,2.0,0,1,0,0,1,0,0,1
-445000000,1,79.56,10,136.0,154,1,104.11,98,3.0,2.0,0,1,0,0,1,1,0,0
-310000000,1,60.0,22,639.0,555,7,82.56,24,2.0,1.0,0,1,0,0,1,0,1,0
-192000000,1,39.6,11,486.0,1624,10,56.91,626,2.0,1.0,1,0,0,1,0,1,0,0
-255000000,1,57.63,1,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
-363500000,1,84.87,20,1252.0,1668,18,105.79,56,3.0,2.0,1,0,0,1,0,0,0,1
-342000000,0,84.92,19,467.0,464,5,112.01,232,3.0,2.0,0,1,0,0,1,0,0,1
-263000000,0,84.45,8,348.0,274,1,115.52,20,3.0,2.0,0,1,0,0,1,1,0,0
-270000000,0,84.9949,24,1875.0,1627,13,109.62,929,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,134.88,14,782.0,800,6,165.69,76,4.0,2.0,1,0,0,1,0,0,0,1
-350000000,1,84.93,12,288.0,258,3,107.24,71,3.0,2.0,0,1,0,0,1,1,0,0
-259500000,1,59.4,12,1322.0,1155,10,86.34,532,3.0,1.0,0,1,0,0,1,1,0,0
-117000000,0,49.965,14,260.0,999,9,69.76,885,3.0,1.0,0,1,0,0,1,1,0,0
-1060000000,1,155.4471,7,207.0,216,3,175.79,48,4.0,2.0,1,0,0,1,0,0,0,1
-678000000,1,59.9236,17,4580.0,3885,51,80.39,21,3.0,2.0,0,1,0,0,1,0,0,1
-61000000,0,49.8,9,287.0,387,2,65.64,281,2.0,1.0,0,1,0,0,1,1,0,0
-103000000,0,59.84,1,714.0,705,5,79.17,176,2.0,1.0,0,1,0,0,1,0,0,1
-365000000,1,84.93,4,299.0,299,5,109.28,107,3.0,2.0,0,1,0,0,1,0,0,1
-817000000,1,128.81,11,4418.0,2603,37,161.34,177,4.0,2.0,1,0,0,1,0,0,0,1
-210000000,1,50.67,12,680.0,2256,20,69.59,938,2.0,1.0,1,0,0,1,0,1,0,0
-225000000,0,84.92,18,1000.0,865,5,104.83,614,3.0,2.0,0,1,0,0,1,0,0,1
-805000000,1,100.31,12,5540.0,5539,122,132.23,851,3.0,1.0,1,0,0,1,0,0,0,1
-302000000,1,60.06,13,1425.0,998,10,76.88,538,2.0,1.0,0,1,0,0,1,1,0,0
-180000000,0,61.52,11,1578.0,2544,18,85.72,360,2.0,1.0,0,1,0,0,1,1,0,0
-174000000,1,43.11,11,648.0,791,7,59.71,283,1.0,1.0,0,1,0,0,1,1,0,0
-950000000,1,124.62,4,616.0,299,6,158.32,72,4.0,2.0,0,1,0,0,1,0,0,1
-850000000,1,104.32,6,741.0,484,14,132.3,326,3.0,2.0,1,0,0,1,0,0,0,1
-377000000,0,127.24,12,1066.0,690,4,160.38,88,3.0,2.0,0,1,0,0,1,0,0,1
-945000000,1,84.99,17,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
-415000000,1,84.49,7,832.0,829,10,108.08,248,3.0,2.0,0,1,0,0,1,0,0,1
-930000000,1,98.63,13,1625.0,2280,33,115.7,696,3.0,1.0,1,0,0,1,0,1,0,0
-343500000,0,84.6389,19,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-184000000,0,60.83,7,3240.0,3060,33,83.12,504,3.0,1.0,0,1,1,0,0,1,0,0
-92000000,0,59.997,17,2716.0,2302,24,80.84,536,3.0,1.0,0,1,0,0,1,0,0,1
-288000000,1,84.87,11,1252.0,1668,18,105.99,1180,3.0,2.0,1,0,0,1,0,0,0,1
-600000000,1,59.76,12,930.0,930,11,82.14,466,3.0,1.0,1,0,0,1,0,1,0,0
-547000000,1,49.86,4,1753.0,1753,11,67.75,577,2.0,1.0,1,0,0,1,0,1,0,0
-525000000,1,114.85,12,4804.0,3830,54,142.21,849,4.0,2.0,0,1,0,0,1,0,0,1
-175000000,0,59.85,14,296.0,180,1,83.96,80,3.0,1.0,0,1,0,0,1,1,0,0
-960000000,1,73.26,13,300.0,1060,9,94.18,310,3.0,1.0,1,0,1,0,0,1,0,0
-600000000,1,84.93,10,286.0,421,3,103.55,25,3.0,2.0,0,1,0,0,1,0,0,1
-544000000,1,84.77,11,1953.0,1992,16,109.39,586,3.0,2.0,1,0,0,1,0,0,0,1
-240000000,0,148.35,4,707.0,774,7,168.39,60,4.0,2.0,0,1,0,0,1,0,0,1
-703000000,1,84.95,20,4890.0,3293,51,108.36,34,3.0,2.0,1,0,0,1,0,0,0,1
-150000000,1,59.4,4,457.0,478,4,80.11,247,3.0,1.0,1,0,0,1,0,1,0,0
-178000000,0,59.94600000000001,18,895.0,852,12,79.91,372,3.0,1.0,1,0,0,1,0,0,0,1
-287000000,1,50.54,12,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
-103000000,0,49.94,3,482.0,900,8,73.02,537,2.0,1.0,0,1,0,0,1,1,0,0
-909000000,1,84.98,3,1216.0,949,12,111.5,91,3.0,2.0,0,1,0,0,1,0,0,1
-75000000,0,59.91,9,500.0,423,4,76.59,175,3.0,1.0,0,1,0,0,1,1,0,0
-423000000,0,84.7855,3,888.0,753,10,112.35,197,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,41.3,13,550.0,1430,14,58.37,510,2.0,1.0,0,1,1,0,0,1,0,0
-700000000,1,114.93,8,1953.0,1992,16,142.97,374,4.0,2.0,1,0,0,1,0,0,0,1
-395000000,1,84.97,5,265.0,203,2,104.82,148,3.0,2.0,0,1,0,0,1,0,0,1
-203500000,1,44.64,25,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
-345000000,1,59.89,4,1530.0,765,9,77.16,132,2.0,1.0,0,1,1,0,0,1,0,0
-620000000,1,79.7,1,1382.0,845,13,109.94,327,3.0,2.0,1,0,0,1,0,0,0,1
-228000000,1,36.88,10,579.0,660,9,53.61,401,2.0,1.0,0,1,0,0,1,0,0,1
-258000000,1,84.75,4,154.0,140,1,100.78,64,3.0,2.0,0,1,0,0,1,1,0,0
-208000000,1,45.55,2,360.0,1980,12,55.33,120,2.0,1.0,1,0,0,1,0,0,0,1
-318040000,1,113.43,4,824.0,1236,10,139.95,200,4.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,50.84,1,959.0,1372,47,50.84,210,2.0,1.0,0,1,1,0,0,0,0,1
-394000000,1,84.97,8,1602.0,1253,15,109.63,186,3.0,2.0,0,1,0,0,1,0,0,1
-870000000,1,84.8,14,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
-108000000,1,49.77,17,2450.0,2462,16,72.73,4,3.0,1.0,0,1,0,1,0,1,0,0
-269000000,1,84.93,12,208.0,193,1,103.96,46,3.0,2.0,0,1,0,0,1,0,0,1
-1070000000,1,126.34,11,1480.0,657,5,151.37,22,4.0,2.0,0,1,0,0,1,0,0,1
-325000000,1,59.94,10,212.0,221,3,83.04,96,3.0,1.0,0,1,0,0,1,1,0,0
-600000000,1,84.988,11,753.0,635,15,107.64,396,3.0,2.0,0,1,0,0,1,0,0,1
-577000000,1,84.82,5,1806.0,1497,25,111.43,411,3.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,84.955,4,767.0,532,6,111.22,64,3.0,2.0,0,1,0,0,1,0,0,1
-900000000,1,59.77,5,2530.0,1976,25,82.68,82,3.0,2.0,0,1,0,0,1,0,0,1
-306500000,1,59.855,10,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
-519000000,1,84.96,14,407.0,456,3,108.82,175,3.0,2.0,1,0,0,1,0,0,0,1
-92000000,0,59.36,9,363.0,352,3,76.65,144,3.0,1.0,0,1,0,0,1,0,0,1
-149000000,0,84.9,1,559.0,848,3,107.5,250,3.0,2.0,0,1,0,0,1,0,0,1
-472000000,1,84.3,9,480.0,431,8,112.1,90,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,0,118.683,19,2136.0,1424,19,149.35,184,4.0,2.0,1,0,0,1,0,1,0,0
-265000000,0,107.83,11,1158.0,655,13,129.0,228,4.0,2.0,1,0,0,1,0,0,0,1
-651000000,0,174.107,4,5755.0,3000,15,231.27,389,4.0,2.0,0,1,0,0,1,0,0,1
-393000000,0,126.638,19,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-204800000,0,84.975,7,808.0,710,9,107.58,292,3.0,2.0,0,1,0,0,1,0,0,1
-590000000,1,115.65,1,1353.0,960,17,137.88,888,4.0,2.0,0,1,1,0,0,0,0,1
-380000000,1,84.96,14,1376.0,1140,15,106.16,717,3.0,2.0,1,0,0,1,0,0,0,1
-730000000,1,84.97,18,3310.0,2517,42,107.49,55,3.0,2.0,1,0,0,1,0,0,0,1
-880000000,1,72.51,3,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
-630000000,1,134.94,19,2300.0,1981,18,164.0,352,4.0,2.0,1,0,0,1,0,0,0,1
-297000000,0,119.37,15,461.0,564,2,152.1,92,4.0,2.0,0,1,0,0,1,0,0,1
-473000000,1,59.97,12,2275.0,1656,28,76.8,116,3.0,2.0,0,1,0,0,1,0,0,1
-112000000,0,59.94,1,295.0,298,2,80.25,76,3.0,1.0,0,1,0,0,1,0,0,1
-146000000,0,59.8,13,422.0,424,4,79.5,238,3.0,1.0,0,1,0,0,1,0,0,1
-265000000,1,59.72,2,206.0,194,2,72.99,91,3.0,1.0,0,1,0,0,1,1,0,0
-485000000,0,100.945,47,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-184000000,1,41.3,14,1500.0,2029,23,58.59,270,2.0,1.0,1,0,0,1,0,1,0,0
-500000000,1,84.46,13,912.0,912,8,107.46,135,3.0,1.0,1,0,0,0,1,1,0,0
-275000000,1,59.26,5,893.0,2433,14,83.26,447,3.0,1.0,1,0,0,1,0,1,0,0
-342000000,1,66.122,5,115.0,111,1,82.9,28,3.0,2.0,0,1,0,0,1,0,0,1
-151000000,0,59.86,26,476.0,476,2,74.42,204,2.0,1.0,0,1,0,0,1,0,0,1
-237000000,1,40.95,11,384.0,384,4,59.5,102,1.0,1.0,1,0,0,1,0,1,0,0
-169880000,0,84.9266,13,222.0,215,3,108.64,87,3.0,2.0,0,1,0,0,1,0,0,1
-763000000,1,96.65,3,1842.0,1842,26,104.6,0,3.0,1.0,1,0,0,1,0,0,0,1
-402000000,1,83.98,4,304.0,271,4,101.66,58,3.0,2.0,0,1,0,0,1,0,0,1
-414000000,1,84.99,9,285.0,337,3,102.73,298,3.0,2.0,1,0,0,1,0,0,0,1
-303000000,0,123.35,13,1180.0,761,17,151.26,180,4.0,2.0,0,1,0,1,0,0,0,1
-680000000,1,84.06,4,641.0,802,15,92.16,240,3.0,2.0,1,0,0,1,0,0,0,1
-495000000,1,88.23,10,1102.0,1092,12,107.73,12,3.0,1.0,0,1,0,0,1,0,0,1
-560000000,0,125.4155,9,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-280000000,1,59.88,15,1352.0,1352,15,79.43,552,3.0,1.0,1,0,0,1,0,0,0,1
-3470000000,1,106.26,2,4026.0,3590,99,138.84,720,5.0,2.0,0,1,1,0,0,0,0,1
-425000000,1,71.33,15,639.0,1332,9,88.99,90,3.0,1.0,0,1,0,0,1,0,0,1
-1170000000,1,76.5,7,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
-134000000,0,58.01,10,2716.0,2716,20,80.26,352,2.0,1.0,0,1,1,0,0,1,0,0
-537000000,1,114.84,3,784.0,778,5,144.53,191,4.0,2.0,0,1,0,0,1,0,0,1
-313000000,1,84.98299999999998,1,635.0,620,22,109.83,60,3.0,2.0,0,1,0,0,1,0,0,1
-169000000,0,49.94,13,1578.0,2544,18,68.94,448,2.0,1.0,0,1,0,0,1,1,0,0
-273070000,0,84.9222,12,916.0,559,5,118.18,68,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,114.97,7,141.0,126,1,144.5,16,4.0,2.0,0,1,0,0,1,0,0,1
-1006060000,0,168.5,38,3728.0,1631,3,245.21,46,3.0,3.0,0,1,0,0,1,0,0,1
-304000000,1,59.96,10,327.0,350,3,81.17,156,3.0,1.0,0,1,0,0,1,0,0,1
-390000000,1,84.76,21,1352.0,1352,15,107.95,520,3.0,2.0,1,0,0,1,0,0,0,1
-455000000,1,84.95,13,600.0,592,4,104.57,56,3.0,2.0,0,1,0,0,1,0,0,1
-448000000,1,84.96,11,918.0,901,7,109.55,304,3.0,2.0,0,1,1,0,0,0,0,1
-530000000,1,84.97,2,192.0,178,1,112.06,28,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,1,59.34,9,1239.0,1676,21,82.99,256,3.0,1.0,1,0,0,1,0,0,1,0
-385000000,0,84.9998,4,1659.0,809,13,113.55,30,3.0,2.0,0,1,0,0,1,0,1,0
-370000000,1,84.9,19,833.0,826,5,109.61,346,3.0,2.0,0,1,0,0,1,0,0,1
-445000000,1,84.61,9,128.0,183,2,102.0,86,3.0,1.0,0,1,0,0,1,0,0,1
-539500000,1,84.96,3,2275.0,1656,28,106.45,1019,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,59.95,5,781.0,1391,10,82.41,690,3.0,1.0,1,0,0,1,0,1,0,0
-380000000,1,59.99,17,1806.0,1497,25,85.55,122,3.0,2.0,0,1,0,0,1,0,0,1
-506000000,1,59.96,16,552.0,545,9,82.83,171,3.0,2.0,0,1,0,0,1,0,0,1
-1190000000,1,146.754,36,1662.0,490,2,201.65,80,3.0,2.0,0,1,1,0,0,0,0,1
-45000000,0,49.08,13,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-222500000,0,84.992,8,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,73.133,2,2554.0,2462,31,100.88,702,3.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,37.38,9,138.0,160,1,54.89,27,2.0,1.0,0,1,0,0,1,1,0,0
-195000000,0,101.7,13,1422.0,1422,15,127.55,96,3.0,2.0,1,0,0,1,0,1,0,0
-675000000,1,84.95,11,468.0,468,9,106.55,156,3.0,1.0,0,1,1,0,0,1,0,0
-164000000,0,84.99799999999998,4,869.0,671,12,109.69,352,3.0,2.0,0,1,0,0,1,0,0,1
-218000000,0,59.73,19,970.0,874,10,77.24,244,2.0,1.0,0,1,0,0,1,0,0,1
-510000000,1,125.75,2,1300.0,1342,10,146.65,180,4.0,2.0,0,1,1,0,0,0,0,1
-303800000,0,107.89,16,948.0,540,4,127.21,128,4.0,2.0,0,1,0,0,1,0,0,1
-467000000,1,84.5,15,700.0,791,5,107.54,260,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,41.3,11,1999.0,2856,32,58.72,180,2.0,1.0,1,0,0,1,0,1,0,0
-66500000,0,84.135,4,162.0,299,2,102.34,186,3.0,2.0,0,1,0,0,1,0,0,1
-455000000,0,166.578,25,1578.0,922,9,202.5,196,4.0,2.0,0,1,0,0,1,0,0,1
-323000000,0,84.88799999999998,23,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-215500000,1,59.42,5,517.0,514,6,79.62,284,3.0,1.0,0,1,0,0,1,1,0,0
-600000000,1,84.87,19,2721.0,2002,25,110.17,577,3.0,2.0,0,1,0,0,1,0,0,1
-1768000000,1,227.67,20,800.0,445,5,283.72,3,5.0,3.0,0,1,0,0,1,0,0,1
-259000000,0,59.96,21,381.0,518,3,77.59,185,3.0,1.0,0,1,0,0,1,0,0,1
-320000000,1,60.054,5,635.0,620,22,81.54,256,3.0,2.0,0,1,0,0,1,0,0,1
-879000000,1,94.51,12,1480.0,657,5,113.24,145,3.0,2.0,0,1,0,0,1,0,0,1
-293000000,0,101.8124,3,1460.0,911,15,128.21,401,3.0,2.0,0,1,0,0,1,0,0,1
-217000000,0,84.91,8,830.0,1741,16,101.13,630,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,0,84.9706,2,2023.0,1330,14,106.92,360,3.0,2.0,0,1,0,0,1,0,0,1
-508000000,1,84.85,12,834.0,417,3,106.22,297,3.0,2.0,0,1,0,0,1,0,0,1
-402000000,1,85.0,18,819.0,739,11,107.71,305,3.0,2.0,0,1,0,0,1,0,0,1
-595000000,1,83.93,2,581.0,581,6,104.99,296,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,0,125.4155,31,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-302000000,1,59.93,10,1352.0,939,15,82.56,298,3.0,1.0,0,1,0,0,1,1,0,0
-240000000,1,41.04,2,390.0,390,2,59.49,150,2.0,1.0,0,1,0,0,1,1,0,0
-335000000,1,59.445,8,2300.0,1981,18,80.71,223,2.0,1.0,1,0,0,1,0,1,0,0
-1000000000,1,108.32,21,489.0,387,2,150.08,52,3.0,2.0,1,0,0,1,0,0,0,1
-455000000,1,53.82,13,1397.0,2161,34,74.93,570,2.0,1.0,1,0,0,1,0,1,0,0
-108000000,1,37.11,4,201.0,214,1,51.49,11,1.0,1.0,0,1,0,0,1,1,0,0
-167000000,0,58.68,2,1500.0,1963,15,76.91,240,2.0,1.0,0,1,1,0,0,1,0,0
-250000000,1,59.91,18,794.0,671,8,84.99,304,3.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,78.19,9,499.0,427,5,97.13,263,3.0,2.0,0,1,0,0,1,0,0,1
-387000000,1,63.82,15,373.0,393,3,84.01,5,1.0,1.0,0,1,0,0,1,0,0,1
-660000000,1,84.98,10,4596.0,3226,40,112.47,422,3.0,2.0,0,1,0,0,1,0,0,1
-249500000,0,84.8734,19,1967.0,1758,19,110.61,477,3.0,2.0,1,0,0,1,0,0,0,1
-465000000,1,84.91,7,597.0,516,7,109.58,252,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,59.9942,20,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
-368000000,1,84.88,1,530.0,448,7,107.09,402,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,1,59.95,14,270.0,290,2,84.47,147,3.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,84.97,17,551.0,526,5,110.92,295,3.0,2.0,0,1,0,0,1,0,0,1
-159500000,0,84.985,20,612.0,1131,9,108.1,505,3.0,2.0,0,1,0,0,1,1,0,0
-475000000,1,59.92,23,2022.0,2065,14,81.21,1032,3.0,1.0,0,1,1,0,0,0,0,1
-203000000,0,83.5,25,1037.0,1026,12,112.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-513000000,0,123.307,4,5755.0,3000,15,164.91,623,4.0,2.0,0,1,0,0,1,0,0,1
-325000000,1,54.74,13,223.0,237,2,77.18,132,3.0,1.0,0,1,0,0,1,1,0,0
-580000000,1,59.29,1,646.0,1595,19,75.43,40,2.0,1.0,1,0,0,1,0,1,0,0
-350000000,1,59.58,6,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-335000000,1,84.34,8,498.0,498,5,101.89,333,3.0,2.0,0,1,0,0,1,0,0,1
-890000000,0,243.3876,22,550.0,249,3,293.75,3,4.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,84.98,13,467.0,433,7,107.08,307,3.0,2.0,0,1,0,0,1,0,0,1
-695000000,1,64.98,6,1199.0,1588,30,88.92,600,2.0,1.0,1,0,0,1,0,1,0,0
-238000000,1,49.77,6,522.0,1372,6,66.56,442,3.0,1.0,1,0,0,1,0,1,0,0
-422000000,1,59.96,6,1426.0,1332,20,78.59,24,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,84.8382,5,149.0,129,3,103.44,97,3.0,2.0,0,1,0,0,1,0,0,1
-1900000000,1,128.62,10,453.0,416,6,151.95,130,4.0,2.0,1,0,0,1,0,0,0,1
-483000000,1,84.76,10,211.0,153,3,107.37,24,3.0,2.0,1,0,0,0,1,0,0,1
-600000000,1,84.94,16,4890.0,3293,51,113.5,36,3.0,2.0,1,0,0,1,0,0,0,1
-348000000,1,60.054,3,635.0,620,22,81.54,256,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.93600000000001,3,848.0,758,15,74.87,339,3.0,1.0,0,1,0,0,1,0,0,1
-249500000,1,59.22,10,2455.0,3930,32,78.87,1260,3.0,1.0,1,0,0,1,0,1,0,0
-75000000,0,30.57,12,155.0,312,1,40.5,139,1.0,1.0,0,1,0,0,1,1,0,0
-745000000,1,59.947,3,852.0,840,12,81.07,64,3.0,2.0,1,0,0,1,0,0,0,1
-2400000000,1,216.49,19,6075.0,3410,44,264.8,162,4.0,3.0,1,0,0,1,0,0,0,1
-168000000,0,133.16,11,476.0,476,2,165.56,90,4.0,2.0,0,1,0,0,1,0,0,1
-140000000,0,59.91,20,373.0,533,4,79.34,283,3.0,1.0,0,1,0,0,1,1,0,0
-135000000,0,57.18,7,75.0,119,1,74.44,20,2.0,1.0,0,1,0,0,1,0,0,1
-620000000,0,126.5817,17,382.0,239,3,163.07,73,4.0,2.0,0,1,0,0,1,0,0,1
-173000000,0,84.91,5,203.0,288,1,106.91,138,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,1,84.96,7,907.0,1113,14,109.23,693,3.0,2.0,0,1,0,0,1,0,0,1
-1591910000,1,144.3141,4,563.0,190,4,181.1,56,4.0,3.0,0,1,0,0,1,0,0,1
-147500000,0,29.24,18,717.0,674,5,43.53,228,1.0,1.0,0,1,0,0,1,1,0,0
-146000000,0,59.85,5,1548.0,1358,19,72.43,634,3.0,1.0,1,0,0,1,0,0,0,1
-274000000,1,84.94,13,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,117.54,10,160.0,160,3,142.68,80,4.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,114.89,1,794.0,671,8,143.83,160,4.0,2.0,0,1,0,0,1,0,0,1
-208000000,1,59.93,15,111.0,197,1,85.89,130,3.0,1.0,0,1,0,0,1,1,0,0
-190000000,1,59.88,22,659.0,746,5,84.82,380,3.0,2.0,0,1,0,0,1,1,0,0
-420000000,1,59.96,5,715.0,956,6,82.4,956,3.0,1.0,0,1,0,0,1,1,0,0
-395000000,1,59.828,13,777.0,517,7,92.49,0,3.0,1.0,0,1,0,0,1,0,0,1
-120000000,1,34.82,23,213.0,336,1,46.78,42,1.0,1.0,0,1,0,0,1,1,0,0
-810000000,1,84.67,15,255.0,159,3,107.2,43,3.0,2.0,0,1,0,0,1,0,0,1
-165000000,1,83.04,4,188.0,298,2,101.57,228,3.0,2.0,0,1,0,0,1,0,0,1
-275500000,0,74.2056,7,1858.0,1828,17,96.04,436,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,71.16,4,1376.0,2078,10,92.57,114,3.0,1.0,1,0,0,1,0,0,0,1
-156500000,0,59.34,18,461.0,564,2,75.61,244,3.0,1.0,0,1,0,0,1,1,0,0
-163720000,0,59.9846,8,573.0,508,11,87.24,142,3.0,2.0,0,1,0,0,1,0,0,1
-365000000,1,84.9,13,1762.0,1495,18,107.59,567,3.0,2.0,0,1,0,0,1,0,0,1
-286000000,1,59.97,5,1855.0,1605,25,79.62,130,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,74.13,12,492.0,492,3,102.05,36,3.0,1.0,0,1,0,0,1,1,0,0
-590000000,1,77.14,5,281.0,330,5,96.98,198,3.0,1.0,0,1,1,0,0,0,0,1
-342000000,1,59.89,1,1710.0,855,6,76.51,165,2.0,1.0,0,1,1,0,0,1,0,0
-230000000,0,49.34,15,340.0,288,3,65.5,17,2.0,1.0,0,1,0,0,1,0,0,1
-587000000,1,59.99,9,1029.0,888,19,73.07,267,3.0,1.0,0,1,0,0,1,0,0,1
-238000000,0,134.64,20,394.0,363,3,160.85,86,4.0,2.0,0,1,0,0,1,0,0,1
-104000000,0,59.04,13,63.0,181,1,87.15,102,3.0,1.0,0,1,0,0,1,1,0,0
-347000000,1,59.79,15,774.0,648,9,78.43,267,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,1,84.86,13,259.0,408,3,98.2,145,3.0,2.0,0,1,0,0,1,0,0,1
-556000000,0,84.6528,8,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-186000000,0,84.973,6,931.0,953,8,108.49,296,3.0,2.0,0,1,0,0,1,0,0,1
-158000000,0,59.6572,16,453.0,466,3,81.09,191,3.0,2.0,0,1,0,0,1,0,0,1
-358000000,1,84.67,8,832.0,858,9,104.7,120,3.0,2.0,1,0,0,1,0,0,0,1
-155000000,0,84.75,5,124.0,293,3,109.09,30,3.0,1.0,0,1,0,0,1,0,0,1
-240000000,1,59.96,15,3384.0,3404,35,83.76,705,3.0,1.0,0,1,0,0,1,1,0,0
-194000000,0,59.8,17,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-306000000,1,60.0,2,428.0,358,3,77.7,145,3.0,1.0,0,1,0,0,1,0,0,1
-1005000000,1,126.02,5,1466.0,2030,32,148.76,85,4.0,2.0,1,0,0,1,0,0,0,1
-435000000,1,73.133,11,2554.0,2462,31,100.88,702,3.0,2.0,0,1,0,0,1,0,0,1
-137000000,0,84.89,4,489.0,499,6,106.58,144,3.0,2.0,0,1,0,0,1,0,0,1
-610000000,0,84.9897,33,1124.0,928,6,115.12,32,3.0,2.0,0,1,0,0,1,0,0,1
-241520000,0,101.92,9,1551.0,1124,21,132.21,216,3.0,2.0,0,1,0,0,1,0,0,1
-685000000,0,84.2249,7,1428.0,714,14,104.39,370,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,59.37,8,638.0,527,10,78.35,208,3.0,2.0,0,1,0,0,1,0,0,1
-485000000,1,84.9958,6,2697.0,1653,29,105.25,615,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,84.96,6,245.0,243,2,109.41,119,3.0,2.0,0,1,0,0,1,0,0,1
-220000000,1,84.96,1,271.0,270,3,108.1,100,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,84.9,2,1174.0,800,10,111.75,255,3.0,2.0,0,1,0,0,1,0,0,1
-728000000,1,84.69200000000002,8,892.0,534,10,108.04,228,3.0,2.0,1,0,0,1,0,0,0,1
-97500000,1,39.84,2,275.0,458,4,54.83,89,1.0,1.0,1,0,0,1,0,1,0,0
-640000000,1,84.97,15,3310.0,2517,42,107.49,1045,3.0,2.0,1,0,0,1,0,0,0,1
-142000000,1,51.48,5,2455.0,3930,32,72.81,1050,2.0,1.0,1,0,0,1,0,1,0,0
-153500000,0,84.945,2,471.0,450,3,103.74,370,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,49.73,10,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-1040000000,1,89.88,16,1122.0,732,10,119.54,48,3.0,2.0,1,0,0,1,0,0,0,1
-500000000,0,98.478,9,3728.0,1631,3,142.97,31,2.0,2.0,0,1,0,0,1,0,0,1
-745000000,1,59.9818,18,4443.0,3002,34,88.72,48,3.0,1.0,1,0,0,1,0,0,0,1
-283740000,0,84.99,3,932.0,841,29,112.25,135,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,142.32,14,2169.0,2181,15,175.1,200,5.0,2.0,0,1,1,0,0,0,0,1
-412000000,1,84.9,4,558.0,477,6,108.93,152,3.0,2.0,0,1,0,0,1,0,0,1
-1300000000,1,130.545,10,1662.0,490,2,178.51,170,3.0,2.0,0,1,1,0,0,0,0,1
-132510000,0,59.9971,25,726.0,650,6,88.96,222,3.0,1.0,0,1,0,0,1,0,0,1
-295000000,1,59.94,24,1096.0,1017,11,81.92,222,3.0,1.0,0,1,1,0,0,1,0,0
-370000000,1,59.7,2,1401.0,1444,11,85.69,412,3.0,1.0,0,1,1,0,0,1,0,0
-1527000000,1,122.867,38,2322.0,617,3,163.2,178,3.0,2.0,0,1,0,0,1,0,0,1
-247000000,0,136.73,13,289.0,332,2,191.74,35,4.0,2.0,0,1,0,0,1,0,0,1
-468000000,1,84.45,6,1525.0,1326,15,105.07,55,3.0,2.0,1,0,0,1,0,0,0,1
-124000000,1,36.66,11,340.0,461,1,48.96,154,1.0,1.0,0,1,0,0,1,1,0,0
-158000000,1,40.02,12,2450.0,2462,16,56.2,143,2.0,1.0,0,1,0,1,0,1,0,0
-83000000,0,45.5,9,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
-270000000,0,84.99,17,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
-490000000,1,84.32,11,912.0,912,8,107.46,72,3.0,1.0,1,0,0,0,1,1,0,0
-218000000,0,84.5909,14,457.0,465,5,110.73,186,3.0,2.0,0,1,0,0,1,0,0,1
-389500000,1,59.76,13,796.0,777,9,75.31,452,3.0,1.0,0,1,0,0,1,0,0,1
-400000000,1,84.59,4,1676.0,1278,7,105.0,585,3.0,2.0,0,1,0,0,1,0,0,1
-297500000,0,101.53,7,600.0,600,6,118.53,90,4.0,2.0,0,1,1,0,0,0,0,1
-409000000,1,84.995,7,1103.0,958,15,105.42,958,3.0,2.0,0,1,0,0,1,0,0,1
-137000000,1,39.97,8,1200.0,800,7,57.6,75,1.0,1.0,0,1,0,0,1,1,0,0
-115600000,0,84.93,11,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-89000000,0,40.66,4,1000.0,812,18,46.28,576,1.0,1.0,0,1,0,0,1,0,0,1
-194000000,0,84.9902,11,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
-710000000,1,119.91,9,1299.0,1080,8,137.65,180,0.0,0.0,0,1,1,0,0,0,0,1
-281000000,0,84.9702,25,1026.0,792,6,115.7,496,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,0,140.435,5,4697.0,3462,49,164.99,146,4.0,2.0,0,1,0,0,1,0,0,1
-82000000,0,59.95,16,301.0,297,2,79.96,126,3.0,1.0,0,1,0,0,1,0,0,1
-400000000,1,59.94,20,1974.0,1458,15,81.58,42,3.0,1.0,0,1,0,0,1,0,0,1
-480000000,1,100.35,12,983.0,680,13,122.51,208,3.0,2.0,1,0,0,1,0,0,0,1
-360000000,1,114.84,8,3146.0,2810,25,129.52,799,4.0,2.0,0,1,0,0,1,0,0,1
-73000000,0,59.95,13,510.0,930,11,70.88,360,2.0,1.0,0,1,0,0,1,0,0,1
-359000000,1,111.94,12,233.0,216,3,144.89,48,4.0,2.0,0,1,0,0,1,0,0,1
-275000000,1,49.72,4,315.0,696,6,70.89,696,3.0,1.0,1,0,0,1,0,1,0,0
-195000000,0,75.75,13,2050.0,2038,23,92.56,300,3.0,1.0,0,1,0,0,1,0,1,0
-677000000,1,84.595,10,418.0,240,2,105.06,239,3.0,2.0,0,1,0,0,1,0,0,1
-680000000,1,60.0,3,700.0,822,6,81.67,238,2.0,1.0,1,0,0,1,0,1,0,0
-537500000,1,83.72,12,523.0,392,5,104.51,47,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,59.8,11,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-408970000,0,116.02,2,1556.0,1102,17,153.63,70,4.0,2.0,1,0,0,1,0,0,0,1
-215000000,1,59.9,7,2776.0,2298,27,82.54,384,3.0,1.0,0,1,0,0,1,0,0,1
-930000000,1,84.93,3,652.0,625,5,110.47,312,3.0,2.0,0,1,0,0,1,0,0,1
-360000000,1,84.705,17,1665.0,2017,22,105.19,805,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,59.97,10,1855.0,1605,25,79.62,241,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,84.79,15,2134.0,1456,23,104.97,649,3.0,2.0,0,1,0,0,1,0,0,1
-175000000,0,59.9793,15,231.0,270,3,80.79,190,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,114.85,8,4804.0,3830,54,142.21,849,4.0,2.0,0,1,0,0,1,0,0,1
-180000000,1,39.9,9,228.0,291,1,49.44,7,1.0,1.0,0,1,0,0,1,1,0,0
-750000000,1,113.31,3,170.0,130,2,144.14,30,4.0,2.0,0,1,0,0,1,0,0,1
-843000000,1,79.61,6,138.0,261,3,98.91,54,3.0,1.0,1,0,0,1,0,0,0,1
-395000000,0,84.95,7,962.0,892,8,104.73,228,3.0,1.0,0,1,0,0,1,0,0,1
-330000000,1,84.91,13,510.0,735,6,102.76,450,3.0,1.0,1,0,0,1,0,0,0,1
-279000000,0,84.99,6,932.0,841,29,111.34,120,3.0,2.0,0,1,0,0,1,0,0,1
-365000000,1,51.39,7,835.0,464,7,71.03,75,2.0,1.0,0,1,0,0,1,1,0,0
-128000000,0,84.6,13,301.0,297,2,106.33,149,3.0,2.0,0,1,0,0,1,0,0,1
-59000000,1,36.16,12,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-205000000,0,84.98,16,780.0,725,6,104.01,289,3.0,2.0,0,1,0,0,1,0,0,1
-318000000,1,84.87,6,4753.0,3169,30,114.51,424,3.0,1.0,0,1,0,0,1,1,0,0
-467000000,1,84.99,8,2251.0,2904,21,110.76,816,3.0,2.0,0,1,0,0,1,0,0,1
-311000000,0,84.92,15,1427.0,1420,13,114.15,520,3.0,2.0,0,1,0,0,1,0,0,1
-695400000,1,84.99,2,616.0,299,6,109.95,19,3.0,2.0,0,1,0,0,1,0,0,1
-890000000,1,101.34,7,1767.0,1264,26,134.92,70,4.0,2.0,0,1,0,0,1,0,0,1
-95000000,0,42.3,1,460.0,460,12,49.5,460,3.0,1.0,0,1,0,0,1,0,0,1
-250000000,1,49.92,5,237.0,293,1,63.82,150,1.0,1.0,0,1,0,0,1,1,0,0
-68250000,0,49.73,8,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-195000000,0,84.992,4,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,84.93,5,294.0,237,3,111.76,79,3.0,2.0,0,1,0,0,1,0,0,1
-271000000,0,84.9949,24,1875.0,1627,13,109.62,929,3.0,2.0,0,1,0,0,1,0,0,1
-351000000,0,115.1516,6,276.0,203,3,145.67,19,4.0,2.0,1,0,0,1,0,0,0,1
-37000000,0,44.6,11,90.0,232,1,56.89,71,2.0,1.0,0,1,0,0,1,1,0,0
-200000000,0,76.36,12,83.0,123,1,89.93,26,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,0,125.4155,27,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-104000000,0,49.32,21,202.0,504,4,68.13,141,2.0,1.0,0,1,0,0,1,1,0,0
-399000000,1,84.914,19,791.0,504,3,103.06,48,3.0,2.0,0,1,0,0,1,0,0,1
-153000000,0,84.915,12,225.0,298,2,103.96,120,3.0,1.0,0,1,0,0,1,0,0,1
-90000000,0,84.98,12,634.0,299,3,103.32,228,3.0,2.0,0,1,0,0,1,0,0,1
-88000000,1,34.44,5,272.0,840,4,44.84,255,2.0,1.0,1,0,0,1,0,1,0,0
-1795000000,1,174.02,3,424.0,424,6,190.62,40,5.0,2.0,1,0,0,1,0,0,0,1
-1580000000,1,101.09,10,143.0,286,4,108.46,167,3.0,1.0,0,1,1,0,0,1,0,0
-490000000,0,125.4,25,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
-1180000000,1,100.5,5,172.0,343,4,108.27,79,3.0,1.0,0,1,1,0,0,1,0,0
-865000000,1,84.86399999999998,21,745.0,582,6,113.22,59,3.0,2.0,0,1,0,0,1,0,0,1
-360000000,0,84.9944,24,3400.0,3160,30,113.78,785,3.0,2.0,0,1,0,0,1,0,0,1
-229350000,0,84.6588,9,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
-895000000,1,84.83,2,4900.0,3696,46,110.54,1404,3.0,2.0,1,0,0,1,0,0,0,1
-388000000,1,68.94,10,1230.0,1222,15,92.4,305,3.0,1.0,0,1,1,0,0,1,0,0
-385000000,1,96.28,2,322.0,279,4,121.69,14,3.0,2.0,0,1,0,0,1,0,0,1
-143000000,0,59.82,8,422.0,499,3,82.17,205,3.0,1.0,0,1,0,0,1,1,0,0
-280000000,1,82.68,9,286.0,465,4,99.61,377,0.0,0.0,0,1,0,0,1,0,0,1
-147000000,0,49.73,19,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-378000000,1,84.94,20,639.0,1332,9,107.35,336,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,0,78.1919,8,660.0,560,8,98.39,94,3.0,2.0,0,1,0,0,1,0,0,1
-163500000,1,59.96,2,1179.0,987,13,84.63,35,3.0,1.0,1,0,0,1,0,0,0,1
-299000000,1,84.95,14,784.0,778,5,106.9,251,3.0,2.0,0,1,0,0,1,0,0,1
-1600000000,1,84.9984,9,4443.0,3002,34,111.08,673,3.0,2.0,1,0,0,1,0,0,0,1
-400000000,1,84.995,11,1103.0,958,15,105.42,958,3.0,2.0,0,1,0,0,1,0,0,1
-335000000,1,84.9623,2,269.0,235,4,109.79,55,3.0,2.0,0,1,0,0,1,0,0,1
-218000000,0,84.9302,18,468.0,451,4,113.81,104,3.0,2.0,0,1,0,0,1,0,0,1
-214000000,1,42.93,8,1849.0,1541,14,61.62,450,1.0,1.0,0,1,0,0,1,1,0,0
-49500000,0,59.97,20,203.0,288,1,85.5,110,2.0,1.0,0,1,0,0,1,1,0,0
-210000000,0,59.9984,10,834.0,756,8,82.54,120,3.0,1.0,1,0,0,1,0,0,0,1
-146000000,1,58.5,7,195.0,390,3,74.32,53,3.0,1.0,0,1,0,0,1,0,0,1
-300000000,1,84.94,4,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,114.99,11,3060.0,2412,31,146.14,685,4.0,2.0,0,1,0,0,1,0,0,1
-73500000,0,59.82,3,200.0,390,4,81.76,390,3.0,1.0,0,1,0,0,1,1,0,0
-270000000,0,84.9402,16,865.0,800,7,107.83,243,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,0,77.67,17,1152.0,998,9,98.55,320,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,0,84.99,26,310.0,313,2,110.25,128,3.0,2.0,0,1,0,0,1,0,0,1
-1050000000,1,137.53,13,606.0,233,2,170.98,50,3.0,2.0,0,1,0,0,1,0,0,1
-203000000,0,59.89,21,2252.0,1895,17,79.43,553,3.0,2.0,0,1,0,0,1,0,0,1
-116500000,0,84.9,21,1035.0,1016,11,106.68,242,3.0,2.0,0,1,0,0,1,0,0,1
-237000000,1,84.93,15,151.0,154,1,108.39,69,3.0,2.0,0,1,0,0,1,0,0,1
-98000000,0,59.84,13,1109.0,1094,9,78.82,450,3.0,1.0,0,1,0,0,1,0,0,1
-563000000,1,84.92299999999999,12,426.0,297,2,112.4,124,3.0,2.0,0,1,0,0,1,0,0,1
-395000000,1,59.7,8,1401.0,1444,11,85.69,412,3.0,1.0,0,1,1,0,0,1,0,0
-403000000,1,84.87,7,1664.0,1261,10,108.02,644,3.0,2.0,0,1,0,0,1,0,0,1
-418000000,0,126.638,19,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-31600000,0,41.27,4,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
-780000000,1,84.95,12,758.0,758,6,108.31,757,3.0,2.0,1,0,0,1,0,0,0,1
-850000000,1,84.99,2,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
-760000000,0,125.4155,51,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,84.69,17,627.0,475,9,106.08,265,3.0,2.0,0,1,0,0,1,0,0,1
-477000000,1,71.05,8,962.0,566,8,92.57,164,3.0,1.0,0,1,1,0,0,1,0,0
-552500000,1,84.87,10,3384.0,3404,35,104.58,1034,3.0,2.0,0,1,0,0,1,0,0,1
-148500000,0,84.75,12,832.0,576,7,105.99,180,3.0,2.0,0,1,0,0,1,0,0,1
-330000000,1,84.84299999999998,3,207.0,103,1,110.7,60,3.0,2.0,0,1,0,0,1,1,0,0
-1180000000,1,115.47,8,1444.0,1848,36,143.81,102,4.0,2.0,1,0,0,1,0,1,0,0
-214000000,0,59.73,18,421.0,413,2,85.23,81,3.0,1.0,0,1,0,0,1,1,0,0
-428000000,0,135.7818,17,505.0,299,5,169.58,113,4.0,2.0,0,1,0,0,1,0,0,1
-463000000,1,84.63,14,270.0,270,2,99.94,270,3.0,2.0,1,0,0,1,0,0,0,1
-430000000,1,59.76,23,1208.0,1170,13,75.33,19,2.0,1.0,0,1,0,0,1,0,0,1
-446000000,1,84.97,10,1560.0,1247,24,109.63,165,3.0,2.0,0,1,0,0,1,0,0,1
-400000000,1,84.81,11,253.0,199,5,109.87,47,3.0,2.0,0,1,0,0,1,0,0,1
-181000000,1,44.5,2,681.0,1362,10,60.94,300,2.0,1.0,0,1,0,0,1,1,0,0
-190000000,1,59.86600000000001,2,316.0,341,5,83.68,242,3.0,1.0,0,1,0,0,1,1,0,0
-214000000,0,84.99,7,194.0,458,4,104.11,204,3.0,2.0,0,1,0,0,1,0,0,1
-360000000,1,59.97,17,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
-305000000,1,84.8768,13,648.0,554,7,110.02,554,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,59.82,12,221.0,221,1,80.25,103,3.0,1.0,0,1,0,0,1,0,1,0
-259000000,1,48.96,13,502.0,845,8,66.66,236,2.0,1.0,1,0,0,1,0,1,0,0
-612900000,0,174.107,1,5755.0,3000,15,231.27,389,4.0,2.0,0,1,0,0,1,0,0,1
-382000000,1,59.63,19,535.0,649,6,82.88,80,3.0,1.0,0,1,0,0,1,1,0,0
-322500000,1,59.99,15,2088.0,1634,28,78.94,105,3.0,2.0,0,1,0,0,1,1,0,0
-574800000,0,182.7637,6,2733.0,1598,19,230.41,165,4.0,2.0,0,1,0,0,1,0,0,1
-160000000,0,84.96,22,335.0,472,1,105.35,222,3.0,2.0,0,1,0,0,1,1,0,0
-140000000,1,49.72,6,315.0,696,6,70.89,696,3.0,1.0,1,0,0,1,0,1,0,0
-150000000,1,49.8,8,997.0,997,9,69.43,295,2.0,1.0,1,0,0,1,0,1,0,0
-555000000,1,84.87,1,2134.0,1456,23,105.61,100,3.0,2.0,0,1,0,0,1,0,0,1
-251000000,0,84.75,18,200.0,199,1,108.26,88,3.0,2.0,0,1,0,0,1,0,0,1
-837000000,1,84.751,12,4494.0,4494,56,104.39,600,3.0,1.0,1,0,0,1,0,0,0,1
-377000000,1,59.94,10,456.0,448,4,95.87,230,3.0,1.0,0,1,1,0,0,1,0,0
-1110000000,1,149.225,16,503.0,222,4,174.16,141,4.0,2.0,0,1,0,0,1,0,0,1
-444000000,0,100.945,47,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-640000000,0,128.16,21,867.0,415,4,157.82,99,4.0,2.0,1,0,0,1,0,0,0,1
-431000000,1,84.95,4,1017.0,914,10,107.98,514,3.0,2.0,0,1,1,0,0,0,0,1
-630000000,1,84.98,12,1415.0,1102,14,107.12,429,3.0,2.0,0,1,0,0,1,0,0,1
-1300000000,1,98.08,3,1104.0,1882,34,115.7,29,3.0,1.0,1,0,0,1,0,1,0,0
-240000000,0,73.92,1,3240.0,3060,33,100.06,516,3.0,1.0,0,1,1,0,0,1,0,0
-191000000,0,59.73,9,1346.0,988,12,75.04,176,3.0,1.0,0,1,0,0,1,0,0,1
-229000000,0,84.99,21,2716.0,2302,24,107.86,1028,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,41.3,7,1710.0,1710,10,57.15,0,2.0,1.0,0,1,1,0,0,1,0,0
-380000000,1,84.741,7,211.0,199,3,105.93,83,3.0,2.0,0,1,0,0,1,0,0,1
-285000000,0,84.9949,11,1875.0,1627,13,109.62,929,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,54.48,9,552.0,690,7,68.38,60,2.0,1.0,0,1,0,0,1,0,0,1
-59800000,0,49.08,17,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-410000000,1,84.93,6,540.0,342,3,112.4,0,0.0,0.0,0,1,0,0,1,1,0,0
-101400000,0,41.3,6,2716.0,2716,20,57.29,810,2.0,1.0,0,1,1,0,0,1,0,0
-186000000,0,59.79,6,390.0,478,2,74.92,192,3.0,1.0,0,1,0,0,1,0,0,1
-370000000,1,84.77,2,1704.0,2340,18,105.79,684,3.0,2.0,1,0,0,0,1,0,0,1
-830000000,1,91.77,10,418.0,339,3,122.6,156,4.0,2.0,1,0,0,1,0,0,0,1
-750000000,1,100.8,12,479.0,309,4,132.23,50,4.0,2.0,1,0,0,1,0,1,0,0
-340000000,1,114.99,25,3060.0,2412,31,146.14,685,4.0,2.0,0,1,0,0,1,0,0,1
-275000000,0,83.505,19,294.0,241,2,105.5,1,3.0,1.0,0,1,0,0,1,0,0,1
-190000000,1,84.96,7,816.0,408,4,110.25,408,3.0,2.0,0,1,0,0,1,0,0,1
-950000000,1,84.82,6,4113.0,2678,35,114.8,1012,3.0,2.0,1,0,0,1,0,0,0,1
-425000000,1,84.75,1,2110.0,2496,23,106.88,551,3.0,2.0,0,1,0,0,1,0,0,1
-251000000,1,59.98,15,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
-185470000,0,109.6398,11,1362.0,763,15,131.85,84,4.0,2.0,0,1,0,1,0,0,0,1
-255000000,0,59.937,12,3958.0,2947,29,79.38,518,3.0,2.0,0,1,0,0,1,0,0,1
-148500000,1,27.61,8,37.0,232,1,37.42,232,1.0,1.0,0,1,0,0,1,1,0,0
-244000000,1,59.648,14,149.0,150,3,74.85,60,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,114.99,15,2721.0,2002,25,143.41,487,4.0,2.0,0,1,0,0,1,0,0,1
-334000000,1,84.0145,13,201.0,207,2,107.31,88,3.0,2.0,0,1,0,0,1,0,0,1
-640000000,1,84.995,10,1651.0,1122,22,106.94,84,3.0,2.0,0,1,0,0,1,0,0,1
-887000000,1,114.6,12,1610.0,1689,17,145.58,110,4.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,84.93,5,455.0,430,6,107.67,203,3.0,2.0,1,0,0,1,0,0,0,1
-300000000,1,59.93,1,611.0,757,8,86.65,182,3.0,1.0,0,1,0,0,1,1,0,0
-810000000,1,84.86,6,1311.0,1171,13,115.7,41,3.0,2.0,1,0,0,1,0,0,0,1
-378000000,1,59.817,4,677.0,603,11,85.43,213,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,84.84,14,125.0,115,2,117.05,80,3.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,84.98,15,2657.0,2652,32,109.21,358,3.0,2.0,0,1,0,0,1,0,0,1
-640000000,1,111.55,3,323.0,345,3,145.2,67,4.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,59.96,3,327.0,350,3,81.17,156,3.0,1.0,0,1,0,0,1,0,0,1
-450000000,0,83.012,49,3728.0,1631,3,127.13,2,2.0,2.0,0,1,0,0,1,0,0,1
-1175000000,1,146.38,11,261.0,653,8,148.76,66,4.0,2.0,1,0,0,1,0,0,0,1
-475500000,0,166.9784,4,324.0,158,3,192.12,47,4.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,58.01,1,2000.0,2654,27,80.26,492,2.0,1.0,1,0,0,1,0,1,0,0
-238500000,0,84.84200000000001,2,1323.0,1190,11,108.88,329,3.0,2.0,0,1,0,0,1,0,0,1
-552500000,1,84.6,4,492.0,410,5,104.16,176,3.0,1.0,0,1,0,0,1,0,0,1
-575000000,1,120.59,20,649.0,246,1,156.96,74,3.0,2.0,0,1,1,0,0,0,0,1
-477610000,0,129.96200000000002,33,3287.0,1360,5,163.78,30,3.0,2.0,1,0,1,0,0,0,0,1
-1450000000,1,144.641,12,914.0,541,7,181.03,41,4.0,2.0,1,0,0,1,0,0,0,1
-159000000,0,84.93,23,303.0,299,2,106.38,107,3.0,2.0,0,1,0,0,1,0,0,1
-135000000,1,29.6,19,438.0,412,1,39.69,234,1.0,1.0,0,1,0,0,1,1,0,0
-440000000,1,59.95,13,521.0,529,3,86.32,289,3.0,1.0,0,1,0,0,1,0,0,1
-196000000,1,45.9,4,676.0,2265,26,60.52,420,2.0,1.0,1,0,0,1,0,1,0,0
-105940000,0,84.0896,5,381.0,373,6,107.3,221,3.0,2.0,0,1,0,0,1,0,0,1
-457500000,1,114.752,18,2733.0,2197,30,140.05,511,4.0,2.0,0,1,0,0,1,0,0,1
-1050000000,1,84.96,8,2906.0,2435,21,114.77,280,3.0,1.0,1,0,0,1,0,1,0,0
-1745000000,1,104.02,25,1308.0,843,7,137.17,49,4.0,2.0,1,0,0,1,0,0,0,1
-129000000,0,84.99,17,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
-425000000,1,84.95,4,2084.0,1830,16,109.64,752,3.0,2.0,0,1,0,0,1,0,0,1
-408000000,1,84.89,22,1630.0,1613,16,108.76,50,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,0,84.96,9,1351.0,1127,11,109.09,471,3.0,2.0,0,1,0,0,1,0,0,1
-428290000,1,114.98,3,1484.0,1339,22,156.97,78,4.0,2.0,1,0,0,1,0,0,0,1
-184000000,0,59.91,16,622.0,789,5,82.65,330,3.0,1.0,0,1,0,0,1,1,0,0
-180000000,1,45.77,1,567.0,690,5,63.6,180,1.0,1.0,1,0,0,1,0,1,0,0
-450000000,1,84.98,11,1426.0,1332,20,111.41,198,3.0,2.0,0,1,0,0,1,0,0,1
-147000000,0,71.54,23,325.0,402,2,87.99,24,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,39.6,13,1410.0,1403,7,56.36,567,2.0,1.0,1,0,0,1,0,1,0,0
-530000000,1,84.97,3,146.0,145,1,106.37,30,3.0,2.0,0,1,0,0,1,0,0,1
-238000000,1,39.6,8,554.0,1004,6,55.81,322,2.0,1.0,1,0,0,1,0,1,0,0
-870000000,1,84.89,4,1122.0,732,10,115.17,144,3.0,2.0,1,0,0,1,0,0,0,1
-268000000,0,84.34,18,1440.0,1780,16,114.6,510,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,59.43,2,2968.0,3710,33,77.92,1260,3.0,1.0,0,1,1,0,0,1,0,0
-95000000,0,49.14,24,700.0,990,7,64.38,0,2.0,1.0,0,1,0,0,1,0,1,0
-92000000,0,59.9104,4,509.0,548,7,84.8,70,3.0,1.0,0,1,0,0,1,0,0,1
-600000000,1,84.61,13,194.0,116,2,106.17,28,3.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,59.86600000000001,18,316.0,341,5,83.68,242,3.0,1.0,0,1,0,0,1,1,0,0
-230000000,1,70.62,2,4753.0,3169,30,97.67,780,2.0,1.0,0,1,0,0,1,1,0,0
-177000000,0,59.816,19,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
-330000000,1,69.17,4,299.0,783,7,92.2,220,3.0,1.0,0,1,0,0,1,1,0,0
-190000000,1,51.03,8,730.0,845,8,72.23,341,2.0,1.0,0,1,0,0,1,1,0,0
-215000000,0,59.9905,6,1875.0,1627,13,87.52,498,3.0,2.0,0,1,0,0,1,0,0,1
-547000000,1,84.97,6,540.0,407,7,103.3,28,3.0,2.0,0,1,0,0,1,0,0,1
-299000000,1,84.97,10,449.0,704,5,100.18,704,3.0,2.0,0,1,0,0,1,0,0,1
-299000000,0,84.99,30,1066.0,690,4,107.13,71,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,1,46.8,7,1590.0,1590,9,63.74,455,2.0,1.0,0,1,1,0,0,1,0,0
-180000000,1,59.98,4,551.0,526,5,86.97,194,3.0,1.0,0,1,0,0,1,1,0,0
-330000000,1,59.65,9,480.0,431,8,79.32,86,3.0,2.0,0,1,0,0,1,0,0,1
-210830000,0,84.97,13,1551.0,1124,21,112.63,90,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,1,59.99,17,1346.0,1168,17,80.89,469,3.0,1.0,0,1,0,0,1,0,0,1
-244000000,1,59.86,5,1188.0,952,7,76.26,460,3.0,1.0,0,1,0,0,1,0,0,1
-174000000,0,84.962,22,1599.0,1270,13,106.95,300,3.0,2.0,0,1,0,0,1,0,0,1
-144000000,0,59.99,20,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-570000000,1,84.7,2,267.0,252,4,111.58,15,3.0,2.0,0,1,0,0,1,0,0,1
-165000000,1,41.3,14,550.0,1430,14,59.5,300,2.0,1.0,0,1,1,0,0,1,0,0
-310000000,0,84.9887,10,1274.0,1079,4,112.33,361,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,84.96,8,566.0,449,6,112.03,119,3.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,59.73,1,170.0,130,2,85.08,33,2.0,1.0,0,1,0,0,1,1,0,0
-124500000,0,84.93,14,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
-356290000,1,84.79,6,658.0,551,10,108.52,173,3.0,2.0,1,0,0,1,0,0,0,1
-247000000,0,84.84,16,955.0,926,7,106.42,294,3.0,2.0,0,1,0,0,1,0,0,1
-360000000,1,82.615,1,160.0,153,1,112.4,119,3.0,2.0,1,0,0,1,0,0,0,1
-40000000,0,35.82,1,100.0,220,4,41.77,15,2.0,1.0,0,1,0,0,1,0,0,1
-843000000,1,122.43,4,351.0,258,5,148.17,36,4.0,2.0,0,1,0,0,1,0,0,1
-140000000,1,49.94,6,2800.0,2830,23,70.52,870,2.0,1.0,1,0,0,1,0,1,0,0
-485000000,1,104.15,15,292.0,249,2,132.2,56,4.0,2.0,0,1,0,0,1,0,0,1
-201000000,0,69.08,9,2050.0,2038,23,92.56,246,3.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,84.6,22,882.0,795,9,108.91,351,3.0,2.0,0,1,0,0,1,0,0,1
-167000000,1,33.18,3,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
-256000000,1,51.48,7,2455.0,3930,32,72.81,1050,2.0,1.0,1,0,0,1,0,1,0,0
-900000000,1,84.97,17,512.0,1056,10,106.3,636,3.0,2.0,0,1,0,0,1,0,0,1
-133500000,1,59.82,1,882.0,795,9,85.16,354,3.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,66.87,13,2300.0,2400,18,90.97,663,3.0,1.0,0,1,1,0,0,1,0,0
-102000000,0,84.93,5,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,125.04,25,543.0,431,3,156.57,86,4.0,2.0,0,1,0,0,1,0,0,1
-165000000,1,41.3,14,2123.0,2136,17,58.59,540,2.0,1.0,1,0,0,1,0,1,0,0
-575000000,0,125.4155,24,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-1100000000,1,84.78,3,460.0,418,6,116.77,132,3.0,1.0,0,1,1,0,0,1,0,0
-643000000,0,151.2798,25,2446.0,1149,9,185.41,228,4.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,59.26,13,893.0,2433,14,83.26,447,3.0,1.0,1,0,0,1,0,1,0,0
-1010000000,1,84.99,3,7876.0,5563,65,109.26,201,3.0,2.0,1,0,0,1,0,0,0,1
-820000000,0,152.88,4,749.0,290,1,179.94,114,4.0,2.0,0,1,0,0,1,0,0,1
-215000000,1,44.1,12,1800.0,3481,25,62.22,344,3.0,1.0,1,0,0,1,0,1,0,0
-420000000,1,59.76,12,1349.0,1150,14,79.79,240,2.0,1.0,0,1,0,0,1,0,0,1
-582000000,1,84.98,1,2780.0,2198,40,109.07,584,3.0,2.0,0,1,0,0,1,0,0,1
-274000000,1,39.69,7,900.0,1316,10,61.57,672,2.0,1.0,1,0,0,1,0,1,0,0
-351000000,1,84.741,2,211.0,199,3,105.93,83,3.0,2.0,0,1,0,0,1,0,0,1
-940000000,1,84.236,10,1291.0,926,12,109.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-186000000,1,49.77,13,2450.0,2462,16,72.73,1268,3.0,1.0,0,1,0,1,0,1,0,0
-425000000,0,84.9024,5,638.0,514,6,111.32,127,5.0,2.0,0,1,0,0,1,0,0,1
-538000000,1,84.93,21,286.0,421,3,103.55,25,3.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,59.98,13,208.0,165,2,78.18,75,3.0,1.0,0,1,1,0,0,0,0,1
-390000000,1,84.89,6,448.0,403,7,106.79,148,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,59.4,2,146.0,146,2,86.88,74,3.0,1.0,0,1,0,0,1,1,0,0
-900000000,1,84.9,18,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
-220000000,1,49.5,12,334.0,884,5,63.48,255,2.0,1.0,0,1,0,1,0,1,0,0
-180000000,1,33.18,5,325.0,1162,8,49.0,357,2.0,1.0,1,0,0,1,0,1,0,0
-830000000,1,41.98,5,2500.0,5040,124,42.98,1530,2.0,1.0,0,1,0,0,1,0,0,1
-333000000,1,59.97,14,1855.0,1605,25,79.62,241,3.0,2.0,0,1,0,0,1,0,0,1
-1200000000,1,84.92,17,533.0,275,8,115.07,46,3.0,2.0,0,1,0,0,1,0,0,1
-1590900000,0,244.8647,21,5755.0,3000,15,309.36,6,4.0,3.0,0,1,0,0,1,0,0,1
-239000000,1,59.88,6,2366.0,1971,28,85.56,115,3.0,1.0,0,1,0,0,1,0,0,1
-179000000,1,60.5,2,600.0,1944,16,85.05,120,2.0,1.0,1,0,0,1,0,1,0,0
-1100000000,1,87.54,1,1452.0,660,23,88.93,120,3.0,1.0,1,0,0,1,0,0,0,1
-227000000,1,84.83,1,164.0,205,2,102.6,175,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,59.34,3,151.0,154,2,87.26,80,3.0,1.0,0,1,0,0,1,1,0,0
-680000000,1,84.52,7,113.0,113,1,115.7,46,3.0,2.0,0,1,0,0,1,0,0,1
-455000000,1,84.73,15,877.0,725,10,106.28,85,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,0,121.8165,12,660.0,560,8,143.61,74,4.0,2.0,0,1,0,0,1,0,0,1
-577000000,1,84.738,1,982.0,836,8,108.37,61,3.0,2.0,0,1,0,0,1,0,0,1
-815000000,0,126.607,15,3728.0,1631,3,185.55,46,3.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,84.97,9,1177.0,1074,16,109.81,465,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,84.77,3,1359.0,1512,15,103.22,1512,3.0,2.0,1,0,0,1,0,0,0,1
-583000000,0,126.638,14,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
-310000000,1,84.9,4,206.0,174,3,109.76,151,3.0,2.0,0,1,0,0,1,0,0,1
-1280000000,1,177.12,6,520.0,535,8,191.74,132,4.0,2.0,0,1,1,0,0,0,0,1
-305000000,1,77.46,10,3481.0,2678,25,95.38,24,3.0,2.0,0,1,0,0,1,0,0,1
-83000000,0,39.72,12,765.0,795,7,52.03,120,1.0,1.0,0,1,0,0,1,0,0,1
-176000000,0,83.82,8,100.0,352,2,101.79,18,3.0,2.0,0,1,0,0,1,0,0,1
-518000000,0,103.528,18,4515.0,2637,30,131.85,398,3.0,2.0,0,1,0,0,1,0,0,1
-358000000,1,59.97,17,1200.0,800,7,86.42,69,2.0,1.0,0,1,0,0,1,1,0,0
-167000000,1,49.94,15,2800.0,2830,23,70.52,870,2.0,1.0,1,0,0,1,0,1,0,0
-320000000,0,148.27,6,405.0,448,5,169.99,52,4.0,2.0,1,0,0,0,1,0,0,1
-395000000,0,84.6389,33,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-125000000,0,59.75,17,217.0,454,5,78.55,158,3.0,1.0,0,1,0,0,1,0,1,0
-420000000,0,84.6389,21,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-100500000,1,33.18,13,522.0,1372,6,44.38,410,2.0,1.0,1,0,0,1,0,1,0,0
-428000000,0,126.638,12,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
-315000000,1,59.94,16,3060.0,2412,31,82.67,545,3.0,1.0,0,1,0,0,1,0,0,1
-660000000,1,84.87,20,2990.0,2182,22,107.62,981,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,0,61.09,1,3240.0,3060,33,81.04,168,3.0,1.0,0,1,1,0,0,1,0,0
-270000000,1,59.94,22,1096.0,1017,11,81.92,222,3.0,1.0,0,1,1,0,0,1,0,0
-200000000,0,59.92,6,1263.0,916,14,80.0,295,3.0,1.0,0,1,0,0,1,0,0,1
-510000000,1,84.95,14,1017.0,914,10,107.98,514,3.0,2.0,0,1,1,0,0,0,0,1
-331500000,1,84.81,15,626.0,626,4,104.62,506,3.0,2.0,0,1,0,0,1,0,0,1
-288000000,1,59.27,9,144.0,118,2,78.1,39,3.0,1.0,0,1,0,0,1,0,0,1
-356000000,1,59.91,6,735.0,915,8,81.11,117,2.0,1.0,0,1,0,1,0,1,0,0
-885000000,1,84.79,9,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
-228000000,0,59.99,24,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-36000000,0,44.59,5,321.0,315,7,56.31,70,2.0,1.0,0,1,0,0,1,0,0,1
-740000000,1,84.93,8,576.0,537,6,115.19,72,3.0,2.0,0,1,0,0,1,0,0,1
-310000000,1,59.988,3,805.0,611,9,82.22,124,3.0,1.0,0,1,0,0,1,0,0,1
-329000000,0,85.0,8,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,84.53,9,465.0,410,9,111.7,46,3.0,2.0,1,0,0,1,0,0,0,1
-149000000,0,79.01,3,390.0,390,13,96.53,90,3.0,1.0,0,1,0,0,1,0,0,1
-342000000,1,77.17,14,496.0,423,4,108.9,0,3.0,2.0,0,1,0,0,1,0,0,1
-185510000,0,84.6389,31,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-204340000,0,84.795,16,274.0,256,1,108.3,118,3.0,2.0,0,1,0,0,1,0,0,1
-192000000,0,84.96,15,518.0,497,3,105.73,150,3.0,2.0,0,1,0,0,1,0,0,1
-143000000,0,84.87,10,82.0,189,3,103.24,173,3.0,2.0,0,1,0,0,1,0,0,1
-116000000,0,42.75,14,236.0,713,7,62.72,357,2.0,1.0,0,1,0,0,1,0,0,1
-190000000,0,85.0,23,4515.0,2637,30,107.27,276,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,49.6,10,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
-336000000,1,59.99,14,615.0,545,7,79.45,120,3.0,1.0,0,1,0,0,1,0,0,1
-338000000,1,84.618,15,399.0,327,3,108.98,260,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,59.93600000000001,18,848.0,758,15,74.87,339,3.0,1.0,0,1,0,0,1,0,0,1
-238000000,1,64.53,8,400.0,479,6,88.51,171,2.0,1.0,0,1,0,0,1,1,0,0
-478000000,1,114.75,17,1691.0,1317,6,143.76,356,4.0,2.0,0,1,1,0,0,0,0,1
-327000000,0,84.977,22,316.0,299,4,112.89,50,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,1,49.77,10,706.0,1313,9,67.36,408,2.0,1.0,1,0,0,1,0,1,0,0
-270000000,0,115.1516,4,276.0,203,3,145.64,38,4.0,2.0,1,0,0,1,0,0,0,1
-222000000,0,59.98,17,540.0,630,6,79.85,40,3.0,1.0,0,1,0,0,1,0,0,1
-1200000000,1,84.99,14,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
-64900000,0,49.23,4,40.0,224,3,62.1,52,2.0,1.0,0,1,0,0,1,0,1,0
-1520000000,1,121.931,14,1335.0,713,11,142.15,313,4.0,2.0,1,0,0,1,0,0,0,1
-511000000,1,84.71,3,2615.0,2123,21,108.47,805,3.0,2.0,0,1,0,0,1,0,0,1
-85700000,0,84.6,10,590.0,584,5,110.69,303,3.0,2.0,0,1,0,0,1,0,0,1
-850000000,1,84.48,4,0.0,1077,13,124.35,40,3.0,2.0,0,1,0,0,1,0,0,1
-339000000,1,84.19,7,454.0,406,3,110.93,116,3.0,2.0,0,1,0,0,1,0,0,1
-585000000,1,59.22,5,638.0,638,4,85.23,198,2.0,1.0,1,0,0,1,0,1,0,0
-367500000,1,84.93,11,827.0,686,13,104.59,248,3.0,2.0,0,1,0,0,1,0,0,1
-251000000,1,84.94,4,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-237000000,0,59.997,19,1058.0,1028,13,81.74,260,3.0,2.0,0,1,0,0,1,0,0,1
-215000000,0,84.99,5,1110.0,1206,12,104.72,547,3.0,2.0,0,1,0,0,1,0,0,1
-95000000,0,53.58,1,177.0,181,7,69.83,35,2.0,1.0,0,1,0,0,1,1,0,0
-220000000,1,84.89,1,242.0,252,3,100.66,108,3.0,2.0,0,1,0,0,1,0,0,1
-228000000,1,59.96,4,3384.0,3404,35,83.76,705,3.0,1.0,0,1,0,0,1,1,0,0
-236000000,0,59.97,10,227.0,228,2,76.03,30,3.0,2.0,0,1,0,0,1,0,0,1
-183500000,1,39.84,5,560.0,1070,12,54.07,420,2.0,1.0,1,0,0,1,0,1,0,0
-360000000,1,66.24,1,646.0,1595,19,94.45,795,2.0,1.0,1,0,0,1,0,1,0,0
-338000000,1,84.65,3,328.0,278,6,99.96,0,3.0,2.0,1,0,0,1,0,0,0,1
-300000000,1,56.036,13,1488.0,1244,16,74.84,168,3.0,1.0,0,1,0,0,1,1,0,0
-150000000,0,148.35,14,707.0,774,7,168.39,60,4.0,2.0,0,1,0,0,1,0,0,1
-880000000,1,114.97,8,2275.0,1656,28,139.88,470,4.0,2.0,0,1,0,0,1,0,0,1
-409000000,1,57.36,6,440.0,366,1,75.85,46,2.0,1.0,0,1,0,0,1,1,0,0
-360000000,1,84.96,9,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
-284000000,0,118.53,19,812.0,738,8,141.53,76,4.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,59.982,10,224.0,228,3,76.21,110,3.0,1.0,0,1,0,0,1,0,0,1
-95500000,0,48.51,9,640.0,640,4,66.94,640,2.0,1.0,0,1,0,0,1,1,0,0
-319500000,1,59.4,9,1322.0,1155,10,86.34,532,3.0,1.0,0,1,0,0,1,1,0,0
-640000000,1,59.25,16,1920.0,1511,18,79.61,554,3.0,2.0,0,1,0,0,1,0,0,1
-585000000,1,84.97,14,3310.0,2517,42,107.49,120,3.0,2.0,1,0,0,1,0,0,0,1
-680000000,1,84.99,19,2085.0,1592,15,104.38,542,3.0,2.0,0,1,1,0,0,0,0,1
-219000000,1,46.65,7,708.0,823,5,62.29,114,2.0,1.0,0,1,0,0,1,1,0,0
-266000000,0,110.9382,7,1213.0,840,6,141.87,140,3.0,2.0,0,1,0,0,1,0,0,1
-87000000,0,59.94,2,153.0,204,2,81.7,86,2.0,1.0,0,1,0,0,1,1,0,0
-850000000,1,84.95,12,1535.0,1410,19,108.56,630,3.0,2.0,0,1,0,0,1,0,0,1
-349000000,1,84.969,10,170.0,155,2,107.23,42,3.0,2.0,0,1,0,0,1,0,0,1
-535000000,1,84.98,5,249.0,205,2,107.92,17,3.0,2.0,1,0,0,1,0,0,0,1
-730000000,1,66.6,5,1285.0,2550,34,89.88,959,3.0,1.0,1,0,0,1,0,1,0,0
-279000000,1,53.1,8,225.0,225,2,72.49,60,2.0,1.0,0,1,0,0,1,1,0,0
-195000000,1,39.6,6,297.0,1005,6,57.46,405,2.0,1.0,1,0,0,1,0,1,0,0
-322980000,0,112.1715,9,1367.0,935,9,143.21,92,4.0,2.0,0,1,0,0,1,0,0,1
-330000000,0,84.977,10,503.0,301,5,106.42,19,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,0,101.86,14,1576.0,1112,17,131.86,116,3.0,2.0,0,1,1,0,0,0,0,1
-473000000,1,81.05,10,2073.0,1786,24,100.78,1178,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,55.2,6,1453.0,1148,14,80.9,27,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,84.9788,2,221.0,181,4,111.3,13,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,84.99,11,3060.0,2412,31,109.78,1182,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,0,84.8813,4,1582.0,1149,8,108.66,263,3.0,2.0,0,1,0,0,1,0,0,1
-435000000,1,84.87,19,2990.0,2182,22,107.62,981,3.0,2.0,0,1,0,0,1,0,0,1
-233000000,1,59.98,9,242.0,252,3,81.29,108,3.0,1.0,0,1,0,0,1,1,0,0
-1045000000,1,95.7555,14,505.0,392,3,125.96,60,3.0,2.0,1,0,0,1,0,0,0,1
-437000000,0,126.149,6,368.0,298,4,148.69,100,4.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,59.75,20,1140.0,976,13,74.98,246,3.0,1.0,0,1,1,0,0,0,0,1
-456000000,1,59.99,17,1806.0,1497,25,85.55,268,3.0,2.0,0,1,0,0,1,0,0,1
-399000000,1,35.73,13,684.0,644,6,52.92,273,2.0,1.0,0,1,0,0,1,1,0,0
-890000000,1,83.475,14,1920.0,960,13,100.04,270,3.0,1.0,0,1,1,0,0,0,0,1
-152500000,0,59.94,6,280.0,379,2,78.74,241,3.0,1.0,0,1,0,0,1,0,0,1
-459000000,1,84.96,20,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
-355000000,1,59.877,8,320.0,305,5,78.34,193,3.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,134.43,12,662.0,448,14,165.7,92,3.0,2.0,1,0,0,1,0,0,0,1
-577000000,1,84.94,14,654.0,430,7,107.53,120,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,84.6,1,510.0,930,11,96.58,570,3.0,2.0,0,1,0,0,1,0,0,1
-293000000,1,58.55,11,1930.0,1482,9,75.59,384,3.0,1.0,0,1,0,0,1,0,0,1
-450000000,1,84.76,19,1357.0,1070,12,108.07,395,3.0,2.0,0,1,0,0,1,0,0,1
-1205000000,1,84.9984,23,4443.0,3002,34,111.08,673,3.0,2.0,1,0,0,1,0,0,0,1
-373000000,1,84.514,17,259.0,299,4,109.14,162,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,33.7495,10,1331.0,1395,9,49.59,316,1.0,1.0,0,1,0,0,1,1,0,0
-377000000,0,84.69200000000002,14,1100.0,1076,11,106.1,168,3.0,1.0,0,1,0,0,1,0,0,1
-62000000,0,46.26,1,188.0,230,4,54.1,30,2.0,1.0,0,1,0,0,1,0,0,1
-178000000,0,84.41,5,707.0,774,7,100.15,24,3.0,1.0,0,1,0,0,1,0,0,1
-245000000,0,84.94,15,1690.0,1122,16,109.36,350,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,0,84.915,6,961.0,623,4,107.73,36,3.0,2.0,0,1,0,0,1,0,0,1
-248000000,1,59.99,18,1177.0,1074,16,82.87,514,3.0,2.0,0,1,0,0,1,0,0,1
-266000000,0,84.97,12,1551.0,1124,21,112.63,90,3.0,2.0,0,1,0,0,1,0,0,1
-1220000000,1,84.43,9,5000.0,4424,28,115.54,11,4.0,2.0,1,0,0,1,0,1,0,0
-68000000,0,58.01,14,2716.0,2716,20,76.81,1,2.0,1.0,0,1,1,0,0,1,0,0
-206000000,0,84.9501,4,1582.0,1149,8,111.11,56,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,84.82,10,1581.0,1421,16,107.82,191,3.0,2.0,1,0,0,1,0,0,0,1
-184000000,0,59.9328,12,1320.0,1277,14,86.93,227,3.0,2.0,0,1,0,0,1,0,0,1
-253000000,1,50.67,7,680.0,2256,20,69.59,938,2.0,1.0,1,0,0,1,0,1,0,0
-348000000,1,84.59,8,1676.0,1278,7,105.0,585,3.0,2.0,0,1,0,0,1,0,0,1
-1035000000,1,119.67,12,1096.0,548,6,144.49,96,4.0,2.0,0,1,0,1,0,0,0,1
-595000000,1,84.6099,2,1971.0,1559,22,109.19,649,3.0,2.0,0,1,0,0,1,0,0,1
-278000000,0,84.6389,37,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,84.58,1,705.0,601,4,108.05,26,3.0,2.0,0,1,0,0,1,0,0,1
-255000000,1,59.99,5,534.0,452,6,84.21,200,3.0,1.0,0,1,0,0,1,1,0,0
-580000000,1,84.838,14,248.0,217,5,106.45,217,3.0,2.0,0,1,0,0,1,0,0,1
-1650000000,1,115.47,5,1444.0,1848,36,143.81,102,4.0,2.0,1,0,0,1,0,1,0,0
-510000000,1,84.92,12,354.0,380,3,104.14,100,3.0,2.0,0,1,0,0,1,0,0,1
-836000000,1,84.99,7,617.0,429,6,112.93,122,3.0,2.0,1,0,0,1,0,0,0,1
-74000000,0,59.916,9,431.0,764,6,79.34,764,3.0,1.0,0,1,0,0,1,0,0,1
-440000000,1,134.61,1,983.0,680,13,158.72,202,4.0,2.0,1,0,0,1,0,0,0,1
-300000000,0,108.1449,14,367.0,294,4,144.87,50,4.0,2.0,0,1,0,0,1,0,0,1
-235000000,0,84.9902,14,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-408000000,0,116.817,13,2269.0,1950,15,151.86,528,4.0,2.0,0,1,0,0,1,0,0,1
-515000000,1,152.25,18,4932.0,4509,31,183.29,264,4.0,2.0,0,1,1,0,0,0,0,1
-410000000,1,59.96,1,552.0,545,9,82.83,171,3.0,2.0,0,1,0,0,1,0,0,1
-70000000,0,49.83,10,187.0,400,3,69.19,400,2.0,1.0,0,1,0,0,1,0,0,1
-314000000,1,84.09,5,486.0,763,11,104.2,204,3.0,2.0,1,0,0,1,0,0,0,1
-168500000,1,34.44,3,619.0,1556,12,45.34,476,2.0,1.0,1,0,0,1,0,1,0,0
-300000000,0,84.76899999999998,22,2269.0,1950,15,116.38,781,3.0,2.0,0,1,0,0,1,0,0,1
-360000000,1,89.46,13,1000.0,1000,13,106.59,712,3.0,2.0,1,0,0,1,0,0,0,1
-415000000,1,84.98,13,249.0,205,2,107.92,21,3.0,2.0,1,0,0,1,0,0,0,1
-362500000,1,84.96,3,907.0,1113,14,109.23,693,3.0,2.0,0,1,0,0,1,0,0,1
-595000000,1,84.88,22,977.0,596,12,110.62,262,3.0,2.0,0,1,0,0,1,0,0,1
-419000000,1,84.79,3,358.0,255,3,112.81,49,3.0,2.0,0,1,0,0,1,0,0,1
-364000000,1,84.98,18,563.0,296,5,111.38,111,3.0,2.0,0,1,0,0,1,0,0,1
-535000000,0,100.945,38,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,84.81,3,994.0,868,10,107.91,292,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,1,60.0,13,2366.0,1971,28,81.91,112,3.0,1.0,0,1,0,0,1,0,0,1
-670000000,1,114.83,14,506.0,400,6,140.04,76,4.0,2.0,0,1,0,0,1,0,0,1
-186280000,0,109.3076,10,1362.0,763,15,131.87,116,4.0,2.0,0,1,0,1,0,0,0,1
-120000000,0,84.99,15,606.0,977,8,102.24,535,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,0,76.36,10,83.0,123,1,89.93,26,3.0,2.0,0,1,0,0,1,0,0,1
-198640000,1,59.96,17,552.0,545,9,82.83,171,3.0,2.0,0,1,0,0,1,0,0,1
-109770000,0,84.84,1,941.0,652,11,115.39,60,3.0,2.0,1,0,0,1,0,0,0,1
-275000000,0,73.92,3,3240.0,3060,33,100.06,516,3.0,1.0,0,1,1,0,0,1,0,0
-74500000,0,44.1,10,1500.0,1963,15,59.67,120,2.0,1.0,0,1,1,0,0,1,0,0
-177000000,0,82.67,7,320.0,320,6,104.82,32,3.0,2.0,0,1,0,0,1,0,0,1
-715000000,1,59.4,4,1066.0,1050,12,80.66,440,3.0,2.0,1,0,0,1,0,0,0,1
-850000000,1,84.44,13,760.0,558,6,110.82,147,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,84.95,12,165.0,162,2,107.47,80,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,59.584,10,637.0,562,7,85.69,206,3.0,1.0,0,1,0,0,1,1,0,0
-660000000,1,84.98,15,2780.0,2198,40,112.35,493,3.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,114.96,15,618.0,508,5,142.63,176,4.0,2.0,1,0,0,1,0,0,0,1
-99000000,0,59.9942,17,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
-254000000,0,83.5,5,1037.0,1026,12,112.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,59.96,14,221.0,222,2,83.83,118,3.0,1.0,0,1,0,0,1,0,0,1
-149000000,0,84.96,12,2651.0,1898,16,107.55,396,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,118.105,8,340.0,414,5,138.8,120,4.0,2.0,0,1,0,0,1,0,0,1
-242000000,0,60.83,9,3240.0,3060,33,83.12,504,3.0,1.0,0,1,1,0,0,1,0,0
-145000000,0,59.85,10,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
-357000000,1,84.741,8,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
-65660000,0,30.57,7,155.0,312,1,40.5,139,1.0,1.0,0,1,0,0,1,1,0,0
-371000000,0,84.6389,26,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-442000000,1,84.97,11,1177.0,1074,16,109.81,465,3.0,2.0,0,1,0,0,1,0,0,1
-599000000,0,164.76,10,1578.0,922,9,202.5,196,4.0,2.0,0,1,0,0,1,0,0,1
-770000000,1,84.45,16,342.0,307,7,109.15,138,3.0,2.0,0,1,0,0,1,0,0,1
-510000000,1,84.99,15,329.0,348,4,109.79,144,3.0,2.0,0,1,0,0,1,0,0,1
-1018000000,1,87.05,20,883.0,794,9,111.06,102,3.0,2.0,1,0,0,1,0,0,0,1
-400000000,0,134.94,3,1984.0,1848,24,161.58,456,4.0,2.0,1,0,0,1,0,0,0,1
-310000000,1,84.94,16,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-264500000,1,59.97,15,1323.0,1114,14,79.34,106,3.0,1.0,0,1,0,0,1,0,0,1
-230000000,1,59.73,10,352.0,294,3,75.65,45,3.0,1.0,0,1,0,0,1,0,0,1
-264500000,0,59.94600000000001,9,895.0,852,12,79.91,372,3.0,1.0,1,0,0,1,0,0,0,1
-309000000,1,84.96,14,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
-370000000,1,101.88,1,796.0,457,6,120.65,228,3.0,2.0,1,0,0,1,0,0,0,1
-397890000,0,145.64,14,948.0,540,4,171.72,128,4.0,2.0,0,1,0,0,1,0,0,1
-139000000,0,84.98,20,1430.0,1500,10,104.56,616,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,58.0,1,522.0,672,20,66.09,80,3.0,1.0,0,1,0,0,1,0,0,1
-267000000,0,84.9882,11,1846.0,1638,16,112.39,240,3.0,2.0,0,1,0,0,1,0,0,1
-248000000,0,84.97,9,513.0,528,8,108.41,234,3.0,2.0,0,1,0,0,1,0,0,1
-870000000,1,84.48,7,0.0,1077,13,124.35,34,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,1,44.1,2,1800.0,3481,25,62.22,344,3.0,1.0,1,0,0,1,0,1,0,0
-210000000,1,84.92,1,259.0,408,3,98.26,150,3.0,2.0,0,1,0,0,1,0,0,1
-728000000,1,84.97399999999998,20,2237.0,2407,30,111.98,784,3.0,2.0,1,0,0,1,0,0,0,1
-111780000,0,59.075,21,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
-220000000,1,44.52,2,78.0,1800,10,59.2,1800,2.0,1.0,0,1,1,0,0,1,0,0
-249000000,0,59.1416,17,3400.0,3160,30,82.59,74,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,1,42.61,2,180.0,357,7,49.59,0,2.0,1.0,0,1,0,0,1,0,0,1
-115500000,0,59.91,13,335.0,472,1,79.56,175,2.0,1.0,0,1,0,0,1,1,0,0
-379830000,1,84.93,14,619.0,564,7,105.95,105,3.0,2.0,0,1,0,0,1,0,0,1
-147130000,0,59.7826,6,381.0,373,6,76.35,110,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,0,135.88,4,796.0,796,8,158.68,60,4.0,2.0,0,1,0,0,1,0,0,1
-185000000,0,59.98,14,547.0,928,9,74.8,2,3.0,1.0,1,0,0,1,0,1,0,0
-387000000,1,35.24,8,9766.0,6864,66,52.99,344,1.0,1.0,1,0,0,1,0,0,0,1
-299500000,1,59.76,9,560.0,1070,12,81.09,312,3.0,1.0,1,0,0,1,0,1,0,0
-553000000,1,82.75,4,173.0,184,3,105.58,89,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,84.9,6,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
-148000000,1,49.94,15,2000.0,2654,27,70.52,540,2.0,1.0,1,0,0,1,0,1,0,0
-349000000,1,83.67,4,824.0,837,6,104.68,299,3.0,1.0,0,1,1,0,0,1,0,0
-560000000,0,147.97,10,946.0,414,17,180.67,120,4.0,2.0,1,0,0,1,0,0,0,1
-175000000,0,64.985,3,600.0,600,6,79.97,90,2.0,1.0,0,1,1,0,0,0,0,1
-657000000,1,119.91,13,1299.0,1080,8,137.65,180,0.0,0.0,0,1,1,0,0,0,0,1
-898000000,1,59.9818,23,4443.0,3002,34,88.72,48,3.0,1.0,1,0,0,1,0,0,0,1
-179500000,1,59.94,5,271.0,270,3,84.92,124,2.0,1.0,0,1,0,0,1,1,0,0
-178000000,1,59.77,13,202.0,228,1,80.6,114,3.0,1.0,0,1,0,0,1,0,0,1
-330000000,0,84.9804,29,316.0,299,4,113.28,49,3.0,2.0,0,1,0,0,1,0,0,1
-187500000,0,84.98,9,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
-718800000,1,84.92,3,1174.0,800,10,113.47,202,3.0,2.0,0,1,0,0,1,0,0,1
-214000000,0,84.9706,23,2023.0,1330,14,106.92,360,3.0,2.0,0,1,0,0,1,0,0,1
-627000000,1,84.95,18,4890.0,3293,51,112.13,36,3.0,2.0,1,0,0,1,0,0,0,1
-241000000,1,34.86,12,2124.0,1634,12,46.39,435,1.0,1.0,0,1,1,0,0,1,0,0
-424000000,1,64.85,22,2073.0,1786,24,82.69,306,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,1,84.514,11,259.0,299,4,109.14,162,3.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,84.98,3,2040.0,1302,18,115.99,644,3.0,2.0,0,1,0,0,1,0,0,1
-50000000,0,53.28,4,110.0,175,3,63.23,15,3.0,1.0,0,1,0,0,1,0,0,1
-228000000,1,70.62,10,4753.0,3169,30,97.67,780,2.0,1.0,0,1,0,0,1,1,0,0
-195000000,0,60.0,19,876.0,819,8,80.43,102,2.0,1.0,0,1,0,0,1,0,0,1
-345000000,1,70.69,15,330.0,660,5,85.4,300,3.0,1.0,1,0,0,1,0,0,0,1
-230000000,1,44.52,3,1402.0,2002,16,59.2,540,2.0,1.0,0,1,0,0,1,1,0,0
-130000000,0,59.07,1,100.0,100,5,68.2,12,3.0,1.0,0,1,0,0,1,0,0,1
-290000000,0,84.98,23,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-145800000,0,59.8,13,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
-148000000,0,59.91,5,314.0,480,3,76.03,72,3.0,1.0,0,1,0,0,1,0,0,1
-240000000,1,59.74,17,1377.0,1542,16,78.25,196,3.0,1.0,0,1,0,0,1,1,0,0
-316580000,0,119.738,32,961.0,623,4,151.29,34,4.0,2.0,0,1,0,0,1,0,0,1
-187000000,1,41.3,8,1710.0,1710,10,57.15,750,1.0,1.0,0,1,1,0,0,1,0,0
-113000000,0,59.84,10,714.0,705,5,79.17,176,2.0,1.0,0,1,0,0,1,0,0,1
-530000000,1,59.39,4,1285.0,2550,34,72.19,240,2.0,1.0,1,0,0,1,0,1,0,0
-578000000,0,126.9004,43,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
-285500000,1,49.94,3,2800.0,2830,23,70.52,870,2.0,1.0,1,0,0,1,0,1,0,0
-114510000,0,84.34,13,1440.0,1780,16,114.6,510,3.0,2.0,0,1,0,0,1,0,0,1
-299000000,0,84.9953,19,1875.0,1156,10,114.45,267,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,57.44,14,209.0,192,4,79.23,78,2.0,2.0,0,1,0,0,1,1,0,0
-400000000,1,114.87,2,1048.0,1213,13,141.29,230,4.0,2.0,0,1,0,0,1,0,0,1
-212000000,0,84.93,12,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
-108000000,0,49.42,16,340.0,720,5,69.02,720,2.0,1.0,0,1,0,0,1,1,0,0
-347000000,1,59.76,1,262.0,260,2,84.66,104,3.0,1.0,0,1,0,0,1,0,0,1
-965000000,1,109.49,1,576.0,888,12,115.7,288,3.0,1.0,1,0,0,1,0,1,0,0
-600000000,1,77.68,10,545.0,545,5,94.03,60,3.0,2.0,1,0,0,1,0,0,0,1
-240000000,1,59.94,6,1096.0,1017,11,81.92,222,3.0,1.0,0,1,1,0,0,1,0,0
-360000000,1,59.4,12,459.0,602,7,84.04,177,3.0,1.0,0,1,1,0,0,0,0,1
-670000000,1,71.93,9,500.0,478,4,77.68,154,2.0,1.0,1,0,0,1,0,1,0,0
-393000000,0,118.1105,9,916.0,559,5,149.55,60,4.0,2.0,0,1,0,0,1,0,0,1
-418000000,1,84.9383,9,458.0,407,10,104.21,164,3.0,2.0,0,1,0,0,1,0,0,1
-267000000,1,59.32,11,188.0,298,2,72.51,52,3.0,1.0,0,1,0,0,1,0,0,1
-133500000,0,59.69,6,820.0,814,9,82.3,380,3.0,1.0,0,1,0,0,1,0,0,1
-450000000,1,84.78,10,1985.0,1286,16,109.43,608,3.0,2.0,0,1,0,0,1,0,0,1
-381500000,0,84.6389,11,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-84000000,0,84.62,10,66.0,120,2,107.28,60,3.0,2.0,0,1,0,0,1,0,0,1
-52000000,0,40.1,5,298.0,400,8,45.39,385,2.0,1.0,0,1,0,0,1,0,0,1
-980000000,1,164.7228,9,549.0,308,2,211.57,32,4.0,2.0,0,1,0,0,1,0,0,1
-293000000,1,59.25,16,489.0,448,7,79.06,168,3.0,1.0,0,1,0,0,1,0,0,1
-159000000,0,59.76,16,682.0,824,9,80.55,272,3.0,1.0,1,0,0,1,0,0,0,1
-270000000,1,59.91,16,325.0,322,4,77.35,133,3.0,1.0,0,1,0,0,1,1,0,0
-210830000,0,84.97,9,1551.0,1124,21,112.63,90,3.0,2.0,0,1,0,0,1,0,0,1
-269000000,1,83.04,5,188.0,298,2,101.57,228,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,0,102.52,11,2381.0,1391,14,133.32,336,3.0,2.0,0,1,0,0,1,0,0,1
-349000000,1,84.69,11,236.0,225,4,108.41,165,3.0,2.0,0,1,0,0,1,0,0,1
-231000000,1,50.37,4,1544.0,1544,9,72.11,248,3.0,1.0,0,1,0,0,1,1,0,0
-130000000,0,84.992,3,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
-262000000,1,59.95,14,706.0,1313,9,81.14,630,3.0,1.0,1,0,0,1,0,1,0,0
-439000000,0,83.012,44,3728.0,1631,3,127.13,2,2.0,2.0,0,1,0,0,1,0,0,1
-335000000,0,134.96,24,984.0,546,5,161.0,396,4.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,84.95,3,143.0,114,3,113.5,0,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,84.95,11,450.0,476,4,102.55,286,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,164.47,19,240.0,298,4,188.18,50,5.0,2.0,0,1,0,0,1,0,0,1
-219420000,0,117.27,3,1576.0,1112,17,153.13,214,4.0,2.0,0,1,1,0,0,0,0,1
-290000000,1,59.7,15,1401.0,1444,11,85.69,412,3.0,1.0,0,1,1,0,0,1,0,0
-186000000,0,59.8832,13,1128.0,978,13,81.33,392,3.0,2.0,1,0,0,1,0,0,0,1
-1150000000,1,84.419,16,1529.0,1144,17,109.58,88,3.0,2.0,1,0,0,1,0,0,0,1
-770000000,1,84.751,5,4494.0,4494,56,104.39,600,3.0,1.0,1,0,0,1,0,0,0,1
-349500000,1,84.41,5,1999.0,2856,32,101.19,115,3.0,1.0,1,0,0,1,0,1,0,0
-400000000,1,59.64,10,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
-112000000,0,59.94600000000001,16,394.0,363,3,80.28,161,3.0,1.0,0,1,0,0,1,0,0,1
-252000000,1,46.75,5,912.0,912,8,60.15,135,2.0,1.0,1,0,0,0,1,1,0,0
-760000000,1,98.08,5,1104.0,1882,34,115.7,29,3.0,1.0,1,0,0,1,0,1,0,0
-980000000,1,84.99,8,7876.0,5563,65,109.35,828,3.0,2.0,1,0,0,1,0,0,0,1
-448000000,1,84.9,5,183.0,144,1,107.96,117,3.0,2.0,0,1,0,0,1,0,0,1
-330000000,1,39.51,1,325.0,1162,8,55.23,213,3.0,1.0,1,0,0,1,0,1,0,0
-83000000,0,73.97,17,325.0,402,2,92.56,96,3.0,2.0,0,1,0,0,1,0,0,1
-193000000,0,84.8273,14,642.0,455,8,110.21,78,3.0,2.0,1,0,0,1,0,0,0,1
-205000000,1,71.77,7,432.0,864,7,76.83,456,2.0,1.0,0,1,0,0,1,1,0,0
-345000000,1,116.32,3,164.0,120,1,145.0,12,0.0,0.0,0,1,0,0,1,1,0,0
-161000000,0,59.94,16,295.0,298,2,80.25,76,3.0,1.0,0,1,0,0,1,0,0,1
-97000000,0,59.54,2,844.0,851,13,79.83,149,3.0,1.0,0,1,0,0,1,1,0,0
-293000000,1,91.09,7,198.0,493,4,113.19,92,3.0,1.0,0,1,0,0,1,0,0,1
-470000000,1,84.9,1,962.0,566,8,98.91,108,3.0,1.0,0,1,1,0,0,0,0,1
-370000000,0,84.84200000000001,5,1323.0,1190,11,108.88,329,3.0,2.0,0,1,0,0,1,0,0,1
-465000000,1,59.92,8,514.0,416,6,81.46,180,3.0,2.0,0,1,0,0,1,0,0,1
-322980000,0,112.1715,9,1367.0,935,9,143.21,92,4.0,2.0,0,1,0,0,1,0,0,1
-615000000,1,134.94,7,959.0,492,12,158.52,197,4.0,2.0,1,0,0,1,0,0,0,1
-126000000,1,49.94,14,1999.0,2856,32,71.0,240,2.0,1.0,1,0,0,1,0,1,0,0
-143000000,0,63.0,2,1100.0,1076,11,90.2,272,4.0,2.0,0,1,0,0,1,0,0,1
-369000000,1,59.9,7,468.0,583,5,83.52,76,2.0,1.0,0,1,1,0,0,1,0,0
-189000000,0,59.98,15,547.0,928,9,74.8,2,3.0,1.0,1,0,0,1,0,1,0,0
-200000000,0,59.955,18,617.0,600,6,80.38,200,3.0,1.0,0,1,0,0,1,0,0,1
-225000000,0,117.62,3,285.0,490,5,139.94,44,4.0,2.0,0,1,0,0,1,0,1,0
-555000000,1,59.7754,9,1971.0,1559,22,82.99,156,3.0,2.0,0,1,0,0,1,0,0,1
-84000000,0,59.54,13,844.0,851,13,79.83,149,3.0,1.0,0,1,0,0,1,1,0,0
-494000000,1,58.57,2,263.0,263,2,79.05,37,3.0,1.0,0,1,0,0,1,1,0,0
-1000000000,1,84.99,13,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
-115000000,0,44.01,5,200.0,140,5,50.25,29,2.0,1.0,0,1,0,0,1,0,0,1
-1850000000,1,84.435,5,1291.0,926,12,111.11,22,3.0,2.0,0,1,0,0,1,0,0,1
-1540000000,1,134.45,14,1686.0,656,10,179.26,43,3.0,2.0,0,1,0,1,0,0,0,1
-173000000,0,59.98,11,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
-518000000,1,84.94,10,1043.0,299,1,111.2,36,3.0,2.0,0,1,0,0,1,0,0,1
-549000000,1,84.44,15,214.0,332,4,109.09,210,3.0,2.0,1,0,0,1,0,0,0,1
-125000000,0,59.94600000000001,18,895.0,852,12,79.91,372,3.0,1.0,1,0,0,1,0,0,0,1
-220000000,1,59.94,16,271.0,270,3,84.92,124,2.0,1.0,0,1,0,0,1,1,0,0
-122500000,0,29.24,16,717.0,674,5,43.53,228,1.0,1.0,0,1,0,0,1,1,0,0
-575000000,0,125.4155,9,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-112000000,1,41.85,9,198.0,505,6,56.83,0,1.0,1.0,1,0,0,1,0,1,0,0
-165000000,0,103.05,2,1721.0,1374,17,126.73,150,4.0,2.0,0,1,0,0,1,0,0,1
-353000000,1,84.99,19,2251.0,2904,21,110.76,816,3.0,2.0,0,1,0,0,1,0,0,1
-148000000,0,59.92,7,1263.0,916,14,80.0,295,3.0,1.0,0,1,0,0,1,0,0,1
-190000000,1,32.34,5,255.0,350,1,40.54,298,1.0,1.0,0,1,0,0,1,1,0,0
-147500000,1,59.94,10,824.0,1236,10,81.41,192,2.0,1.0,0,1,0,0,1,1,0,0
-148000000,1,33.18,6,522.0,1372,6,44.38,410,2.0,1.0,1,0,0,1,0,1,0,0
-375000000,1,84.96,5,736.0,736,8,102.23,482,3.0,1.0,0,1,0,0,1,0,0,1
-169000000,0,84.973,12,1984.0,1848,24,107.66,376,3.0,2.0,1,0,0,1,0,0,0,1
-54000000,0,59.58,11,64.0,126,1,80.22,126,2.0,1.0,0,1,0,0,1,1,0,0
-183500000,0,59.8,5,1833.0,1812,20,78.79,755,3.0,1.0,0,1,0,0,1,1,0,0
-340000000,1,84.98,22,253.0,212,2,108.19,139,3.0,2.0,0,1,0,0,1,0,0,1
-790000000,1,136.1,11,1080.0,982,14,158.72,102,4.0,2.0,0,1,1,0,0,0,0,1
-145000000,0,59.26,15,830.0,1741,16,71.78,60,2.0,1.0,0,1,0,0,1,1,0,0
-410000000,0,100.945,20,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-595000000,1,59.95,6,421.0,317,4,91.43,101,3.0,1.0,1,0,0,1,0,1,0,0
-575000000,0,136.89600000000002,27,1198.0,648,3,176.38,45,4.0,2.0,0,1,0,0,1,0,1,0
-305000000,1,59.38,12,1239.0,1676,21,83.04,254,3.0,1.0,1,0,0,1,0,0,1,0
-315000000,1,59.94,11,132.0,122,2,83.61,51,3.0,1.0,0,1,0,0,1,1,0,0
-405000000,0,125.98,36,774.0,544,2,170.86,78,4.0,2.0,0,1,0,0,1,0,0,1
-565000000,1,120.11,11,280.0,187,3,148.66,88,4.0,2.0,0,1,0,0,1,0,0,1
-900000000,1,35.64,1,1136.0,2841,58,35.87,480,2.0,1.0,0,1,0,0,1,0,0,1
-730000000,1,111.22,8,4596.0,3226,40,145.47,419,4.0,2.0,0,1,0,0,1,0,0,1
-400000000,1,59.975,8,415.0,415,4,81.83,147,2.0,1.0,1,0,0,1,0,1,0,0
-433000000,1,53.88,13,1285.0,2550,34,74.74,480,2.0,1.0,1,0,0,1,0,1,0,0
-340000000,1,84.6,20,207.0,206,2,110.24,128,3.0,2.0,0,1,0,0,1,0,0,1
-348000000,0,134.005,21,997.0,957,12,166.3,170,4.0,2.0,1,0,0,1,0,0,0,1
-195000000,0,84.54,1,796.0,796,8,102.48,384,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,81.8788,9,105.0,105,2,111.04,72,3.0,2.0,0,1,0,0,1,0,0,1
-260000000,0,84.93,8,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
-272000000,0,84.975,15,808.0,710,9,107.58,292,3.0,2.0,0,1,0,0,1,0,0,1
-795000000,1,50.64,2,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
-720000000,1,65.1,17,783.0,1368,15,88.32,0,2.0,1.0,1,0,0,1,0,1,0,0
-805000000,1,87.05,23,883.0,794,9,111.06,102,3.0,2.0,1,0,0,1,0,0,0,1
-540000000,1,59.89,11,912.0,912,8,76.96,330,2.0,1.0,1,0,0,0,1,1,0,0
-186000000,0,84.98,10,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,84.85,3,139.0,124,2,110.04,83,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,59.4,13,465.0,414,3,89.79,136,3.0,1.0,0,1,0,0,1,1,0,0
-263000000,0,84.95,5,962.0,892,8,104.73,228,3.0,1.0,0,1,0,0,1,0,0,1
-1000000000,1,84.98,10,636.0,547,9,110.47,80,3.0,2.0,1,0,0,1,0,0,0,1
-83750000,0,42.66,11,551.0,1484,14,58.91,54,2.0,1.0,0,1,0,0,1,1,0,0
-156000000,1,40.11,5,1849.0,1541,14,55.23,180,1.0,1.0,0,1,0,0,1,1,0,0
-168000000,0,59.73,20,1070.0,1070,14,75.74,490,2.0,1.0,1,0,0,1,0,0,0,1
-222500000,0,84.6588,12,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
-655000000,1,84.82,17,416.0,590,4,105.81,0,3.0,2.0,1,0,0,1,0,0,0,1
-620000000,1,53.06,10,300.0,1060,9,68.43,220,3.0,1.0,1,0,1,0,0,1,0,0
-220000000,0,59.6054,12,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
-199000000,1,59.77,15,202.0,228,1,80.6,114,3.0,1.0,0,1,0,0,1,0,0,1
-850000000,1,59.9,8,1029.0,888,19,76.26,28,3.0,2.0,0,1,0,0,1,0,0,1
-134000000,1,58.65,3,1402.0,2002,16,81.28,232,2.0,1.0,0,1,0,0,1,1,0,0
-1200000000,1,192.22,6,4190.0,2176,50,235.91,20,5.0,2.0,1,0,0,1,0,0,0,1
-390000000,1,59.95,1,576.0,473,7,86.18,105,3.0,2.0,1,0,0,1,0,0,0,1
-900000000,1,73.26,13,300.0,1060,9,94.18,310,3.0,1.0,1,0,1,0,0,1,0,0
-220000000,0,84.76,13,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
-278000000,1,53.24,3,870.0,725,7,72.5,120,2.0,1.0,0,1,0,0,1,1,0,0
-330000000,1,39.6,2,1410.0,1403,7,56.36,567,2.0,1.0,1,0,0,1,0,1,0,0
-442000000,0,119.009,16,3958.0,2947,29,139.31,486,4.0,2.0,0,1,0,0,1,0,0,1
-360000000,1,59.39,8,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
-400000000,1,49.79,13,237.0,293,1,63.64,8,1.0,1.0,0,1,0,0,1,1,0,0
-1300000000,1,97.92,2,1306.0,1640,37,122.47,234,3.0,1.0,1,0,0,1,0,0,0,1
-250000000,1,44.1,6,241.0,630,5,60.39,630,2.0,1.0,0,1,0,0,1,1,0,0
-80000000,1,49.94,1,676.0,2265,26,71.05,585,2.0,1.0,1,0,0,1,0,1,0,0
-370000000,1,59.97,5,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
-420000000,0,124.47,10,857.0,375,14,152.13,80,4.0,2.0,1,0,0,1,0,0,0,1
-430000000,1,81.05,17,2073.0,1786,24,100.78,1178,3.0,2.0,0,1,0,0,1,0,0,1
-368000000,1,59.98,7,533.0,538,6,87.47,226,3.0,1.0,0,1,0,0,1,1,0,0
-1750000000,1,163.54,38,569.0,264,2,203.7,20,4.0,2.0,1,0,0,1,0,0,0,1
-164000000,1,39.6,2,257.0,660,4,53.54,240,2.0,1.0,1,0,0,1,0,1,0,0
-880000000,1,84.87,13,0.0,1077,13,124.05,10,3.0,2.0,0,1,0,0,1,0,0,1
-750000000,1,59.97,24,4113.0,2678,35,86.43,424,3.0,2.0,1,0,0,1,0,0,0,1
-263000000,1,74.58,4,360.0,1980,12,89.31,180,3.0,2.0,1,0,0,1,0,0,0,1
-83500000,0,42.3,5,460.0,460,12,49.5,460,3.0,1.0,0,1,0,0,1,0,0,1
-180000000,0,58.01,13,2716.0,2716,20,76.81,1,2.0,1.0,0,1,1,0,0,1,0,0
-388500000,1,84.89,9,448.0,403,7,106.79,148,3.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,41.85,8,198.0,505,6,56.83,0,1.0,1.0,1,0,0,1,0,1,0,0
-123000000,0,84.95,5,793.0,793,6,103.73,357,3.0,2.0,0,1,0,0,1,0,0,1
-1135000000,1,84.82,19,4113.0,2678,35,114.8,1012,3.0,2.0,1,0,0,1,0,0,0,1
-273000000,0,84.98,21,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-391000000,1,70.61,6,202.0,197,2,96.17,24,3.0,2.0,0,1,0,0,1,0,0,1
-122000000,0,49.965,16,260.0,999,9,69.76,885,3.0,1.0,0,1,0,0,1,1,0,0
-58000000,0,59.88,12,215.0,299,1,76.29,119,3.0,1.0,0,1,0,0,1,1,0,0
-2450000000,1,216.49,7,6075.0,3410,44,264.8,162,4.0,3.0,1,0,0,1,0,0,0,1
-730000000,1,84.75,3,500.0,400,16,101.29,140,3.0,2.0,0,1,1,0,0,0,0,1
-125000000,0,73.89,17,217.0,358,1,99.17,81,2.0,2.0,0,1,0,0,1,0,0,1
-330000000,1,84.94,16,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
-980000000,1,129.33,7,1879.0,3100,34,148.76,145,4.0,2.0,1,0,0,1,0,0,0,1
-410000000,0,149.5497,4,5755.0,3000,15,197.4,396,4.0,2.0,0,1,0,0,1,0,0,1
-276000000,1,58.14,8,646.0,1045,9,79.9,807,3.0,1.0,1,0,0,1,0,1,0,0
-375000000,1,59.89,9,912.0,912,8,76.96,330,2.0,1.0,1,0,0,0,1,1,0,0
-140000000,1,48.93,2,505.0,700,7,69.7,82,2.0,1.0,1,0,0,1,0,1,0,0
-468000000,1,84.82,6,710.0,629,9,108.98,110,3.0,2.0,1,0,0,1,0,0,0,1
-88700000,0,59.98,9,774.0,763,6,80.54,229,3.0,1.0,0,1,0,0,1,0,0,1
-669000000,1,84.8032,12,745.0,582,6,116.82,42,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,59.89,18,349.0,278,5,84.84,134,2.0,1.0,0,1,0,0,1,1,0,0
-385000000,1,59.78,8,799.0,669,9,78.82,92,3.0,2.0,0,1,0,0,1,0,0,1
-268000000,0,106.064,5,4697.0,3462,49,137.0,0,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,64.05,4,265.0,225,1,82.85,108,3.0,2.0,0,1,0,0,1,1,0,0
-895000000,1,84.5,15,1449.0,1270,13,114.14,77,3.0,2.0,1,0,0,1,0,0,0,1
-323000000,1,59.76,4,652.0,642,9,80.71,342,3.0,1.0,1,0,0,1,0,0,0,1
-595000000,1,84.92,25,516.0,537,3,112.39,94,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,59.075,20,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
-310000000,1,84.781,3,211.0,124,1,109.12,57,3.0,2.0,0,1,0,0,1,0,0,1
-285000000,1,59.7,5,1204.0,712,12,77.28,125,3.0,1.0,0,1,0,0,1,0,0,1
-445000000,1,59.651,10,252.0,243,5,78.02,76,3.0,2.0,0,1,0,0,1,0,1,0
-99500000,0,40.07,3,1000.0,812,18,45.82,232,2.0,1.0,0,1,0,0,1,0,0,1
-1190000000,1,56.57,3,2500.0,5040,124,59.5,65,3.0,1.0,0,1,0,0,1,0,0,1
-155000000,0,59.99,8,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-285000000,1,60.0,7,1985.0,1286,16,80.24,166,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,114.7,4,2772.0,3322,32,147.16,499,4.0,2.0,0,1,0,0,1,0,0,1
-99000000,1,39.6,6,329.0,609,5,55.38,106,2.0,1.0,0,1,1,0,0,1,0,0
-655000000,1,84.99,20,1027.0,847,10,110.29,40,3.0,2.0,0,1,0,1,0,0,0,1
-990000000,1,99.15,5,1104.0,1882,34,120.75,180,3.0,1.0,1,0,0,1,0,1,0,0
-240000000,1,59.94300000000001,1,190.0,210,2,77.92,60,3.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,59.96,3,224.0,212,2,85.67,140,3.0,1.0,0,1,0,0,1,1,0,0
-124000000,0,59.794,17,174.0,298,1,81.44,298,2.0,1.0,0,1,0,0,1,1,0,0
-1700000000,1,149.23,28,321.0,208,2,181.06,25,3.0,2.0,0,1,0,0,1,0,0,1
-1425000000,1,83.06,9,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
-184500000,0,73.5252,19,194.0,191,3,101.37,88,3.0,2.0,0,1,0,0,1,0,0,1
-159000000,0,59.9104,2,509.0,548,7,84.8,70,3.0,1.0,0,1,0,0,1,0,0,1
-755000000,1,83.06,6,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
-720000000,1,59.99,19,7876.0,5563,65,82.16,29,3.0,2.0,1,0,0,1,0,0,0,1
-305000000,1,59.99,5,1177.0,1074,16,82.87,514,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,84.79,13,2328.0,2328,18,104.45,360,3.0,2.0,1,0,0,1,0,0,0,1
-478000000,1,59.99,4,1806.0,1497,25,85.55,268,3.0,2.0,0,1,0,0,1,0,0,1
-51000000,0,31.98,4,380.0,380,8,37.38,199,1.0,1.0,0,1,0,0,1,0,0,1
-600000000,1,62.19,1,5540.0,5539,122,82.65,43,2.0,1.0,1,0,0,1,0,0,0,1
-534500000,1,84.75,3,456.0,811,6,108.45,324,3.0,2.0,0,1,0,0,1,0,0,1
-880000000,1,84.96,13,2173.0,2036,19,111.39,318,3.0,2.0,1,0,0,1,0,0,0,1
-161000000,1,49.5,11,260.0,525,4,64.28,210,2.0,1.0,1,0,0,1,0,1,0,0
-210000000,1,84.98,3,170.0,208,2,102.25,5,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,1,39.84,8,1650.0,1650,12,56.65,337,2.0,1.0,1,0,0,1,0,1,0,0
-350000000,1,84.94,10,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-288000000,1,58.01,2,2123.0,2136,17,80.26,264,2.0,1.0,1,0,0,1,0,1,0,0
-1090000000,1,63.87,4,561.0,936,10,90.98,313,3.0,2.0,0,1,1,0,0,1,0,0
-195000000,1,58.46,1,681.0,1362,10,80.48,135,2.0,1.0,0,1,0,0,1,1,0,0
-140000000,0,84.96,4,1109.0,1094,9,105.92,400,3.0,2.0,0,1,0,0,1,0,0,1
-236000000,0,120.82,12,541.0,987,13,141.69,130,4.0,2.0,0,1,0,0,1,0,0,1
-575500000,1,105.0526,4,250.0,195,5,139.97,16,3.0,2.0,0,1,0,0,1,0,0,1
-444000000,1,84.7,1,524.0,487,7,106.68,186,3.0,2.0,0,1,0,0,1,0,0,1
-188500000,1,59.94,13,1641.0,2336,16,86.18,328,2.0,1.0,1,0,0,1,0,1,0,0
-430000000,1,83.59,12,261.0,435,4,101.08,90,3.0,1.0,0,1,0,0,1,0,0,1
-187000000,0,59.79,13,735.0,722,9,81.42,144,3.0,2.0,0,1,0,0,1,0,0,1
-339000000,1,84.94,4,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
-949000000,1,84.99,19,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
-423000000,1,59.95,4,164.0,170,1,77.88,83,3.0,1.0,0,1,0,0,1,0,0,1
-275000000,0,59.57,17,1440.0,1780,16,80.94,93,3.0,1.0,0,1,0,0,1,0,0,1
-417000000,1,84.689,5,989.0,795,10,116.82,68,3.0,2.0,1,0,0,1,0,0,0,1
-236000000,1,32.8,9,243.0,1376,8,48.73,144,2.0,1.0,0,1,1,0,0,1,0,0
-167000000,0,78.3,25,2169.0,2181,15,98.22,250,3.0,1.0,0,1,1,0,0,1,0,0
-275000000,1,59.9788,4,170.0,155,2,76.42,25,3.0,1.0,0,1,0,0,1,0,0,1
-76000000,0,68.12,4,436.0,576,5,86.84,575,3.0,1.0,0,1,0,0,1,0,0,1
-519600000,0,149.5497,22,5755.0,3000,15,197.4,396,4.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,49.73,19,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-292000000,0,82.61,9,432.0,432,3,108.03,168,3.0,1.0,0,1,0,0,1,1,0,0
-440000000,1,84.97,12,2772.0,3322,32,113.67,876,3.0,2.0,0,1,0,0,1,0,0,1
-15150000,0,35.82,1,0.0,100,2,45.41,100,2.0,1.0,0,1,0,0,1,0,0,1
-279000000,0,110.9382,28,1213.0,840,6,141.87,140,3.0,2.0,0,1,0,0,1,0,0,1
-493000000,1,59.99,16,2924.0,2397,31,84.85,260,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,45.9,6,350.0,750,5,60.52,120,2.0,1.0,0,1,0,0,1,1,0,0
-94000000,0,59.8,24,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
-168000000,0,59.8,8,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-306000000,1,59.73,8,576.0,513,7,81.57,157,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,43.2,10,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
-59000000,0,49.94,15,1600.0,1320,10,72.95,180,2.0,1.0,0,1,0,0,1,1,0,0
-698000000,1,135.0,13,1352.0,1352,15,157.42,280,4.0,2.0,1,0,0,1,0,0,0,1
-115000000,0,84.73,11,234.0,450,3,100.95,150,3.0,2.0,0,1,0,0,1,0,0,1
-389000000,0,123.307,5,5755.0,3000,15,164.91,623,4.0,2.0,0,1,0,0,1,0,0,1
-428000000,1,84.97,14,3940.0,3003,25,109.57,1066,3.0,2.0,0,1,0,0,1,0,0,1
-69230000,0,59.91,8,314.0,480,3,76.03,72,3.0,1.0,0,1,0,0,1,0,0,1
-288000000,1,84.99,10,574.0,574,7,104.99,427,3.0,2.0,0,1,0,0,1,0,0,1
-105000000,0,84.87,13,117.0,235,2,100.38,162,3.0,2.0,0,1,0,0,1,0,0,1
-207500000,1,93.38,9,432.0,864,7,99.94,288,3.0,1.0,0,1,0,0,1,1,0,0
-286000000,1,47.3,11,390.0,390,2,67.28,90,2.0,1.0,0,1,0,0,1,1,0,0
-252500000,1,42.93,1,2300.0,2400,18,59.93,270,2.0,1.0,0,1,1,0,0,1,0,0
-1278000000,1,101.2,2,1285.0,2550,34,121.19,609,4.0,2.0,1,0,0,1,0,0,0,1
-505000000,1,84.3,5,156.0,144,2,106.34,120,3.0,2.0,1,0,0,1,0,0,0,1
-255000000,1,59.93,9,1323.0,1114,14,84.51,157,3.0,1.0,0,1,0,0,1,0,0,1
-181000000,0,49.94,5,1578.0,2544,18,68.94,448,2.0,1.0,0,1,0,0,1,1,0,0
-310000000,1,79.25,11,994.0,3315,21,107.99,840,3.0,1.0,1,0,0,1,0,1,0,0
-690000000,1,84.95100000000002,16,1185.0,882,16,109.48,50,3.0,2.0,0,1,0,0,1,0,0,1
-1100000000,1,84.43,5,5000.0,4424,28,115.54,11,4.0,2.0,1,0,0,1,0,1,0,0
-126500000,0,59.4,7,299.0,299,4,85.14,105,3.0,1.0,0,1,0,0,1,1,0,0
-295000000,0,84.9926,13,829.0,703,7,110.33,254,3.0,2.0,0,1,0,0,1,0,0,1
-1080000000,1,109.49,2,576.0,888,12,115.7,288,3.0,1.0,1,0,0,1,0,1,0,0
-163000000,0,59.94,21,1167.0,1158,13,80.48,626,3.0,1.0,0,1,0,0,1,0,0,1
-280000000,1,50.58,6,494.0,824,8,71.12,177,3.0,1.0,0,1,0,0,1,1,0,0
-289000000,1,59.42,8,517.0,514,6,79.62,284,3.0,1.0,0,1,0,0,1,1,0,0
-645000000,1,84.23,7,174.0,410,5,100.55,254,3.0,2.0,0,1,0,0,1,0,0,1
-435000000,1,59.53,20,1104.0,1174,11,81.16,478,3.0,1.0,0,1,1,0,0,0,0,1
-442000000,1,84.99,12,2251.0,2904,21,110.76,816,3.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,84.75,9,456.0,811,6,105.79,324,3.0,2.0,0,1,0,0,1,0,0,1
-625000000,0,159.8382,14,2733.0,1598,19,201.51,165,4.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,56.11,15,167.0,427,2,75.66,119,2.0,1.0,0,1,0,0,1,1,0,0
-45000000,0,41.3,12,1600.0,1320,10,57.15,180,3.0,2.0,0,1,0,0,1,0,0,1
-190000000,1,59.4,1,154.0,140,1,73.52,63,3.0,1.0,0,1,0,0,1,1,0,0
-325000000,1,59.93,12,815.0,700,10,83.36,255,3.0,1.0,0,1,0,0,1,1,0,0
-338500000,1,59.78,6,481.0,460,2,87.26,233,3.0,1.0,0,1,0,0,1,1,0,0
-792500000,1,116.94,5,567.0,378,5,137.44,168,4.0,2.0,1,0,0,1,0,0,0,1
-305000000,1,84.97,6,3146.0,2810,25,99.67,1240,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,59.92,12,705.0,601,4,86.1,250,3.0,1.0,0,1,0,0,1,1,0,0
-390000000,1,59.82,25,2085.0,1592,15,82.65,300,2.0,1.0,0,1,1,0,0,1,0,0
-82000000,0,62.81,6,206.0,297,2,75.12,25,2.0,1.0,0,1,0,0,1,0,0,1
-342000000,1,89.46,4,1000.0,1000,13,106.59,712,3.0,2.0,1,0,0,1,0,0,0,1
-178000000,0,59.84,23,436.0,436,3,79.71,178,2.0,1.0,0,1,0,0,1,0,0,1
-370000000,0,84.9891,11,382.0,239,3,110.71,68,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,59.68,1,898.0,718,11,80.96,160,3.0,1.0,0,1,0,0,1,0,0,1
-256000000,0,70.1847,20,3400.0,3160,30,95.82,93,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,39.95,1,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
-162500000,0,52.29,7,467.0,648,2,69.97,229,2.0,1.0,0,1,0,0,1,0,0,1
-430000000,1,83.19,13,132.0,104,1,98.07,104,3.0,2.0,1,0,0,1,0,0,0,1
-300000000,1,49.94,4,1980.0,1980,11,69.28,180,2.0,1.0,0,1,1,0,0,1,0,0
-407000000,1,84.89,20,247.0,221,2,109.04,88,3.0,2.0,0,1,0,0,1,0,0,1
-71000000,0,41.85,2,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
-96000000,0,59.944,13,728.0,728,12,79.35,166,3.0,1.0,1,0,0,1,0,0,0,1
-295000000,1,84.89,7,286.0,265,2,109.18,75,3.0,2.0,0,1,0,0,1,0,0,1
-44000000,0,41.3,9,482.0,900,8,57.19,270,2.0,1.0,0,1,0,0,1,1,0,0
-76000000,1,39.6,13,329.0,609,5,55.38,106,2.0,1.0,0,1,1,0,0,1,0,0
-220000000,0,59.997,9,1314.0,1249,16,80.38,240,3.0,2.0,1,0,0,1,0,0,0,1
-162000000,0,58.74,18,350.0,450,2,74.8,90,3.0,1.0,0,1,0,0,1,0,0,1
-320000000,1,59.89,5,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
-168000000,0,59.83,6,518.0,497,3,79.39,125,3.0,1.0,0,1,0,0,1,0,0,1
-540000000,1,79.43,4,1013.0,801,13,109.12,252,3.0,2.0,0,1,0,0,1,0,0,1
-910000000,1,73.41,10,208.0,231,4,92.03,48,3.0,1.0,1,0,0,1,0,0,0,1
-380000000,1,84.9573,6,250.0,195,5,113.35,48,3.0,2.0,0,1,0,0,1,0,0,1
-256000000,0,84.8167,21,1331.0,1395,9,117.3,369,3.0,2.0,0,1,0,0,1,0,1,0
-720000000,1,84.95100000000002,10,1185.0,882,16,112.29,222,3.0,2.0,0,1,0,0,1,0,0,1
-379000000,1,59.98,12,533.0,538,6,87.47,226,3.0,1.0,0,1,0,0,1,1,0,0
-280000000,0,111.74,1,3776.0,3382,35,136.38,348,4.0,2.0,0,1,0,0,1,0,0,1
-168500000,0,59.676,24,1277.0,1110,13,92.16,146,3.0,2.0,0,1,0,0,1,0,0,1
-89000000,0,59.6,13,756.0,842,8,80.0,398,3.0,1.0,1,0,0,1,0,0,0,1
-247000000,1,59.91,9,488.0,429,3,83.31,184,3.0,1.0,0,1,0,0,1,1,0,0
-152000000,0,84.93,24,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-468000000,1,100.35,14,983.0,680,13,122.51,150,3.0,2.0,1,0,0,1,0,0,0,1
-470000000,1,84.87,6,3384.0,3404,35,104.58,1034,3.0,2.0,0,1,0,0,1,0,0,1
-447000000,1,84.37,13,1344.0,1106,16,108.09,90,3.0,2.0,0,1,0,0,1,0,0,1
-456060000,1,84.63,10,407.0,249,2,112.4,21,3.0,2.0,0,1,0,0,1,0,0,1
-388000000,1,59.73,13,997.0,997,9,83.28,365,3.0,1.0,1,0,0,1,0,1,0,0
-340000000,0,134.98,18,300.0,299,3,161.13,25,4.0,2.0,0,1,0,0,1,0,0,1
-295000000,1,60.054,2,635.0,620,22,81.54,64,3.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,59.73,9,434.0,380,9,81.23,68,3.0,2.0,1,0,0,1,0,0,0,1
-850000000,1,121.52,5,360.0,360,4,130.49,360,4.0,2.0,1,0,0,1,0,0,0,1
-250000000,1,48.96,10,502.0,845,8,66.66,236,2.0,1.0,1,0,0,1,0,1,0,0
-95000000,0,41.52,1,3240.0,3060,33,55.33,263,2.0,1.0,0,1,1,0,0,1,0,0
-143000000,0,59.8889,20,1206.0,1176,13,78.96,786,3.0,2.0,0,1,0,0,1,0,0,1
-73000000,0,49.94,3,1418.0,4056,26,68.73,990,2.0,1.0,0,1,0,0,1,1,0,0
-505000000,0,134.94,2,957.0,928,12,168.96,164,4.0,2.0,1,0,0,1,0,0,0,1
-63500000,0,59.12,6,250.0,183,1,79.94,69,3.0,1.0,0,1,0,0,1,1,0,0
-184000000,1,41.22,9,800.0,986,9,58.64,222,2.0,1.0,0,1,0,0,1,1,0,0
-1200000000,1,84.99,13,7876.0,5563,65,109.26,201,3.0,2.0,1,0,0,1,0,0,0,1
-239000000,1,59.62,18,192.0,198,1,82.26,118,3.0,1.0,0,1,0,0,1,1,0,0
-599000000,1,84.69,3,1974.0,1458,15,108.31,544,3.0,2.0,0,1,0,0,1,0,0,1
-474000000,1,84.96,29,643.0,304,3,106.15,166,3.0,2.0,0,1,0,0,1,0,0,1
-196000000,1,49.94,13,676.0,2265,26,71.05,585,2.0,1.0,1,0,0,1,0,1,0,0
-112000000,0,84.96,2,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
-142000000,0,84.93,8,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-353000000,1,84.9,6,815.0,700,10,107.55,256,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,76.78,1,181.0,197,2,93.81,107,3.0,1.0,0,1,0,0,1,0,0,1
-459000000,1,84.98,13,322.0,296,5,112.08,138,3.0,2.0,0,1,0,0,1,0,0,1
-124000000,0,84.7,9,259.0,384,3,102.67,264,3.0,2.0,0,1,0,0,1,0,0,1
-535000000,1,84.9,10,436.0,436,3,101.76,358,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,33.18,1,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
-385000000,1,59.96,9,3384.0,3404,35,83.76,705,3.0,1.0,0,1,0,0,1,1,0,0
-284000000,0,69.9127,17,513.0,511,8,95.11,134,3.0,2.0,0,1,0,0,1,0,0,1
-279000000,1,58.59,9,2561.0,2134,26,76.21,513,3.0,1.0,0,1,0,0,1,1,0,0
-720000000,1,114.666,12,1401.0,1444,11,144.57,273,4.0,2.0,0,1,1,0,0,0,0,1
-130000000,0,55.68,10,676.0,676,9,74.1,304,3.0,1.0,1,0,0,0,1,0,0,1
-193500000,0,84.93,5,144.0,144,1,104.82,1,3.0,1.0,0,1,0,0,1,0,0,1
-398000000,1,84.63,5,150.0,118,2,109.68,40,3.0,2.0,0,1,0,0,1,0,0,1
-116000000,0,84.75,5,220.0,206,3,115.7,100,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,51.38,9,135.0,110,1,66.25,12,3.0,1.0,0,1,0,0,1,1,0,0
-354000000,1,59.83,14,1314.0,1162,7,77.2,278,3.0,1.0,0,1,1,0,0,0,0,1
-87000000,0,49.08,19,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-512500000,1,84.92,17,354.0,380,3,104.14,100,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,0,131.5784,14,950.0,560,7,163.8,119,4.0,2.0,0,1,0,0,1,0,0,1
-768000000,1,127.33,8,600.0,570,7,146.39,270,4.0,2.0,0,1,1,0,0,0,0,1
-269000000,0,84.99,15,1849.0,1691,16,107.53,628,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,0,149.5497,1,5755.0,3000,15,197.4,396,4.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,77.17,10,496.0,423,4,108.9,0,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,49.75,7,800.0,986,9,74.84,427,3.0,1.0,0,1,0,0,1,1,0,0
-233500000,1,59.83,22,5402.0,5387,49,82.91,324,3.0,1.0,0,1,1,0,0,0,1,0
-260000000,0,122.8,5,862.0,831,12,153.26,76,4.0,2.0,0,1,0,0,1,0,0,1
-620000000,1,84.4,17,533.0,538,6,114.15,92,3.0,2.0,0,1,0,0,1,0,0,1
-377500000,1,84.81700000000002,7,383.0,339,8,107.12,13,3.0,2.0,0,1,0,0,1,0,0,1
-723000000,0,92.743,59,3728.0,1631,3,138.57,1,3.0,2.0,0,1,0,0,1,0,0,1
-449000000,1,59.82,27,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
-517000000,1,84.417,14,848.0,758,15,104.9,280,3.0,2.0,0,1,0,0,1,0,0,1
-530000000,1,59.959,5,933.0,794,9,81.57,235,3.0,2.0,0,1,0,0,1,0,0,1
-537000000,1,59.39,3,1285.0,2550,34,72.19,240,2.0,1.0,1,0,0,1,0,1,0,0
-750000000,1,84.9,13,340.0,439,2,101.73,168,3.0,2.0,0,1,0,0,1,0,1,0
-170000000,1,59.96,15,408.0,346,3,79.38,150,2.0,1.0,0,1,0,0,1,1,0,0
-280000000,1,84.9696,12,241.0,212,4,109.25,12,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,101.9176,5,3210.0,2061,25,136.16,411,3.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,114.98,18,192.0,178,1,141.09,38,4.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,84.97,3,265.0,203,2,104.82,148,3.0,2.0,0,1,0,0,1,0,0,1
-278000000,1,84.84,5,709.0,710,8,104.78,650,3.0,2.0,0,1,1,0,0,0,0,1
-95000000,0,49.99,9,735.0,1116,13,69.24,194,2.0,1.0,0,1,0,0,1,1,0,0
-350000000,1,33.18,13,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
-300000000,1,83.27,1,570.0,570,5,110.08,255,3.0,1.0,0,1,0,0,1,1,0,0
-525000000,1,56.9,9,200.0,200,1,62.8,200,2.0,1.0,1,0,0,1,0,1,0,0
-160000000,0,75.0516,10,438.0,408,3,102.18,84,3.0,2.0,0,1,0,0,1,0,0,1
-278000000,1,59.88800000000001,20,989.0,795,10,84.01,73,3.0,2.0,1,0,0,1,0,1,0,0
-500000000,1,84.53,14,831.0,748,10,110.8,76,3.0,2.0,1,0,0,1,0,0,0,1
-500000000,1,84.32,18,981.0,1550,12,101.35,360,3.0,2.0,1,0,0,1,0,0,0,1
-90000000,0,43.9,1,90.0,500,14,51.4,400,2.0,1.0,0,1,0,0,1,0,0,1
-200000000,0,84.949,5,481.0,416,5,105.8,174,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,0,73.09,18,1616.0,1082,10,94.14,104,3.0,2.0,0,1,0,0,1,0,0,1
-495000000,1,84.99,14,492.0,433,6,109.74,24,3.0,2.0,0,1,0,0,1,0,0,1
-60000000,0,44.59,5,321.0,315,7,56.31,70,2.0,1.0,0,1,0,0,1,0,0,1
-519000000,1,84.97,11,1267.0,999,18,112.82,109,3.0,2.0,0,1,0,0,1,0,0,1
-748000000,1,114.87,8,1102.0,683,10,144.17,151,4.0,2.0,0,1,0,0,1,0,0,1
-320000000,0,84.6628,10,360.0,324,3,111.31,216,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,59.61,18,119.0,117,1,79.42,45,3.0,1.0,0,1,0,0,1,1,0,0
-261000000,1,57.63,4,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
-815000000,0,152.88,9,749.0,290,1,179.94,114,4.0,2.0,0,1,0,0,1,0,0,1
-1119000000,1,84.87,12,626.0,464,5,109.21,132,3.0,2.0,1,0,0,1,0,0,0,1
-325000000,0,101.5883,7,1460.0,911,15,128.55,143,3.0,2.0,0,1,0,0,1,0,0,1
-493000000,1,120.11,5,280.0,187,3,148.66,88,4.0,2.0,0,1,0,0,1,0,0,1
-570000000,0,84.6389,29,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-268000000,1,84.97,9,449.0,704,5,100.18,704,3.0,2.0,0,1,0,0,1,0,0,1
-157000000,0,84.98,2,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-192000000,1,58.59,12,448.0,825,5,72.54,226,2.0,1.0,0,1,0,0,1,1,0,0
-169000000,1,40.11,7,1849.0,1541,14,55.23,180,1.0,1.0,0,1,0,0,1,1,0,0
-592000000,0,189.65,4,946.0,414,17,229.5,9,4.0,3.0,1,0,0,1,0,0,0,1
-528000000,1,114.88,12,1855.0,1605,25,143.32,240,4.0,1.0,0,1,0,0,1,0,0,1
-46000000,0,49.08,6,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-600000000,1,115.65,11,1353.0,960,17,137.88,888,4.0,2.0,0,1,1,0,0,0,0,1
-630000000,1,64.66,4,883.0,794,9,88.39,198,3.0,2.0,1,0,0,1,0,0,0,1
-595000000,1,114.92,5,2091.0,2282,19,141.59,358,4.0,2.0,0,1,0,0,1,0,0,1
-192500000,1,59.79,4,517.0,499,5,83.72,257,2.0,1.0,0,1,0,0,1,1,0,0
-125000000,0,63.18,12,79.0,209,1,84.42,45,2.0,1.0,0,1,0,0,1,1,0,0
-300000000,1,84.79,10,567.0,690,5,104.45,120,3.0,2.0,1,0,0,1,0,0,0,1
-225000000,0,84.99,12,1673.0,1424,18,104.25,570,3.0,2.0,0,1,0,0,1,0,0,1
-895000000,1,84.99,22,7876.0,5563,65,109.47,46,3.0,2.0,1,0,0,1,0,0,0,1
-439000000,1,84.97,17,531.0,458,7,110.16,185,3.0,2.0,0,1,0,0,1,0,0,1
-427000000,1,79.58,15,250.0,206,2,106.38,32,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,0,100.945,19,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,59.77,20,819.0,739,11,79.41,118,3.0,2.0,0,1,0,0,1,0,0,1
-295000000,1,59.96,6,352.0,285,2,86.5,118,3.0,1.0,0,1,0,0,1,0,1,0
-170000000,1,56.59,5,354.0,296,3,76.44,168,3.0,1.0,0,1,0,0,1,1,0,0
-1250000000,1,153.58,2,1199.0,1588,30,184.04,15,5.0,2.0,1,0,0,1,0,1,0,0
-180000000,0,121.47,11,243.0,170,2,150.03,58,4.0,2.0,0,1,0,0,1,0,0,1
-111000000,0,84.89,12,885.0,1044,12,105.42,684,3.0,2.0,0,1,0,0,1,0,0,1
-174500000,0,84.9961,10,1989.0,1973,18,114.9,529,3.0,2.0,0,1,0,0,1,0,0,1
-408000000,0,84.945,16,376.0,336,4,111.44,290,3.0,2.0,0,1,0,0,1,0,0,1
-548000000,1,59.85,8,1115.0,947,16,79.54,165,3.0,2.0,1,0,0,1,0,0,0,1
-310000000,1,59.92,1,706.0,1313,9,81.14,630,3.0,1.0,1,0,0,1,0,1,0,0
-580000000,0,125.4155,33,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-315000000,1,84.96,10,907.0,1113,14,109.23,693,3.0,2.0,0,1,0,0,1,0,0,1
-546000000,1,84.97,6,540.0,407,7,103.3,158,3.0,2.0,0,1,0,0,1,0,0,1
-329000000,1,84.97,8,3146.0,2810,25,99.67,1240,3.0,2.0,0,1,0,0,1,0,0,1
-335000000,1,59.64,5,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
-235000000,1,49.94,15,2000.0,2654,27,70.52,540,2.0,1.0,1,0,0,1,0,1,0,0
-430000000,0,115.6,1,3240.0,3060,33,138.31,288,4.0,2.0,0,1,1,0,0,0,0,1
-320000000,1,62.27,1,632.0,632,19,79.34,302,2.0,1.0,0,1,1,0,0,0,0,1
-120000000,0,59.816,3,682.0,682,10,74.03,114,3.0,1.0,1,0,0,1,0,0,0,1
-330000000,1,84.93,1,630.0,561,7,108.83,257,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,114.88,14,1855.0,1605,25,143.32,240,4.0,1.0,0,1,0,0,1,0,0,1
-473000000,1,101.95,19,2251.0,2904,21,132.88,278,4.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,59.77,6,819.0,739,11,79.41,196,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,0,101.8128,17,1693.0,862,8,131.18,141,3.0,2.0,0,1,0,0,1,0,0,1
-83500000,0,59.8,11,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-880000000,1,124.27,13,782.0,337,5,150.14,58,4.0,2.0,0,1,0,0,1,0,0,1
-177000000,0,59.64,22,479.0,531,4,81.4,122,3.0,1.0,0,1,0,0,1,0,0,1
-425000000,1,59.61,13,917.0,782,15,78.54,70,2.0,2.0,0,1,0,0,1,0,0,1
-104500000,0,84.88,1,2169.0,2181,15,106.48,694,3.0,2.0,0,1,1,0,0,0,0,1
-323000000,1,55.59,11,381.0,109,1,72.73,11,1.0,1.0,0,1,0,0,1,1,0,0
-599000000,1,84.94,5,351.0,258,5,110.69,2,3.0,2.0,0,1,0,0,1,0,0,1
-592000000,1,115.65,3,1353.0,960,17,137.88,888,4.0,2.0,0,1,1,0,0,0,0,1
-770000000,0,151.9156,27,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
-463500000,0,155.41,4,952.0,896,10,182.36,46,5.0,2.0,1,0,0,1,0,0,0,1
-163000000,0,99.92,8,592.0,546,4,123.39,150,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,141.075,7,288.0,496,4,164.71,88,4.0,2.0,0,1,0,0,1,0,0,1
-246000000,0,59.91,10,1050.0,1721,16,80.3,480,3.0,1.0,1,0,0,1,0,0,0,1
-130000000,0,84.99,11,198.0,288,2,104.13,48,3.0,2.0,0,1,0,0,1,0,0,1
-156000000,0,83.76,7,102.0,253,3,102.26,191,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,59.98,9,650.0,561,15,80.49,164,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,59.97,14,706.0,700,5,83.44,158,3.0,2.0,0,1,0,0,1,0,0,1
-89000000,0,59.8,8,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
-125000000,0,74.59,4,1673.0,1424,18,92.07,304,3.0,1.0,0,1,0,0,1,0,0,1
-215290000,0,84.78,5,524.0,474,11,110.02,90,3.0,2.0,0,1,0,0,1,0,0,1
-225200000,0,59.1416,12,3400.0,3160,30,82.28,385,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.83,23,1314.0,1162,7,77.2,278,3.0,1.0,0,1,1,0,0,0,0,1
-413000000,0,84.6528,21,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-1110000000,1,72.51,3,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
-275000000,1,58.14,5,646.0,1045,9,79.9,807,3.0,1.0,1,0,0,1,0,1,0,0
-1089000000,1,76.5,9,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
-290000000,1,59.8,6,511.0,318,8,75.6,42,3.0,1.0,1,0,0,0,1,0,0,1
-182000000,0,97.376,4,869.0,671,12,122.95,169,3.0,2.0,0,1,0,0,1,0,0,1
-525000000,0,125.4155,7,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-396000000,1,132.96,3,4932.0,4509,31,164.28,1008,4.0,2.0,0,1,1,0,0,0,0,1
-737000000,1,84.98,15,687.0,616,10,106.04,20,3.0,2.0,0,1,0,0,1,0,0,1
-800000000,1,59.97,27,4113.0,2678,35,86.43,112,3.0,2.0,1,0,0,1,0,0,0,1
-790000000,1,84.9,23,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
-920000000,1,84.79,4,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
-965000000,1,76.79,9,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
-550000000,0,134.6549,13,1428.0,714,14,156.6,116,4.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,84.9623,3,759.0,748,7,108.42,299,3.0,2.0,0,1,0,0,1,0,0,1
-481000000,1,84.88,6,584.0,408,6,114.62,24,3.0,2.0,1,0,0,1,0,0,0,1
-190000000,0,59.92,7,2919.0,2290,20,80.67,467,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,84.92,13,516.0,537,3,112.39,349,3.0,2.0,0,1,0,0,1,0,0,1
-555000000,0,125.4155,38,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-476000000,1,84.94,5,1806.0,1497,25,112.17,176,4.0,2.0,0,1,0,0,1,0,0,1
-377000000,1,60.054,5,635.0,620,22,81.54,256,3.0,2.0,0,1,0,0,1,0,0,1
-328000000,1,84.98,3,234.0,321,3,102.9,321,3.0,2.0,0,1,0,0,1,0,0,1
-548000000,1,84.897,15,1002.0,859,11,108.73,49,3.0,2.0,0,1,0,0,1,0,0,1
-399000000,1,84.96,1,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
-103500000,0,49.42,3,340.0,720,5,69.02,720,2.0,1.0,0,1,0,0,1,1,0,0
-680000000,1,119.47,24,1400.0,776,14,149.47,46,4.0,2.0,0,1,0,0,1,0,0,1
-425000000,1,84.97,3,601.0,522,19,110.22,200,3.0,2.0,0,1,0,0,1,0,0,1
-197000000,0,84.98,21,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-440000000,1,84.955,3,767.0,532,6,111.22,235,3.0,2.0,0,1,0,0,1,0,0,1
-287000000,1,84.9,4,167.0,427,2,111.75,105,3.0,2.0,0,1,0,0,1,1,0,0
-355000000,1,60.26,6,627.0,475,9,79.85,25,3.0,1.0,0,1,0,0,1,0,0,1
-295000000,1,59.96,10,827.0,686,13,82.61,31,3.0,1.0,0,1,0,0,1,0,0,1
-290000000,1,84.69,12,128.0,109,1,104.61,79,3.0,2.0,0,1,0,0,1,1,0,0
-435000000,1,84.98,15,350.0,326,7,107.66,253,3.0,2.0,0,1,0,0,1,0,0,1
-950000000,1,59.22,19,638.0,638,4,85.23,198,2.0,1.0,1,0,0,1,0,1,0,0
-850000000,1,59.993,12,1684.0,1119,9,84.84,113,3.0,2.0,1,0,0,1,0,0,0,1
-125000000,0,59.97,1,227.0,228,2,79.34,130,3.0,1.0,0,1,0,0,1,0,0,1
-395000000,1,59.94,15,267.0,252,4,78.96,48,3.0,1.0,0,1,0,0,1,1,0,0
-94000000,1,33.18,9,522.0,1372,6,44.38,410,2.0,1.0,1,0,0,1,0,1,0,0
-450000000,1,84.77,5,989.0,780,9,104.64,780,3.0,2.0,0,1,1,0,0,0,0,1
-298500000,1,84.741,13,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,1,59.93,12,1352.0,939,15,82.56,298,3.0,1.0,0,1,0,0,1,1,0,0
-370000000,1,114.68,2,243.0,226,1,143.41,27,4.0,2.0,0,1,0,0,1,0,0,1
-90000000,1,36.16,6,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-380000000,1,84.535,11,251.0,222,3,108.46,12,3.0,2.0,0,1,0,0,1,0,0,1
-256000000,0,84.97,17,2252.0,1895,17,106.74,645,3.0,2.0,0,1,0,0,1,0,0,1
-227000000,1,49.5,5,257.0,660,4,66.93,210,3.0,1.0,1,0,0,1,0,1,0,0
-1252500000,1,82.51,12,3930.0,3930,30,119.0,600,4.0,1.0,1,0,0,1,0,1,0,0
-440000000,1,59.95,3,515.0,654,4,91.7,340,3.0,1.0,0,1,0,0,1,1,0,0
-225000000,1,58.43,13,226.0,182,3,84.04,76,2.0,1.0,0,1,0,0,1,1,0,0
-123000000,0,59.8889,15,1206.0,1176,13,78.96,786,3.0,2.0,0,1,0,0,1,0,0,1
-66600000,0,40.5,12,116.0,129,1,52.71,72,2.0,1.0,0,1,0,0,1,1,0,0
-320000000,1,59.58,19,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-629000000,1,84.86,5,481.0,460,2,107.64,156,3.0,2.0,0,1,0,0,1,0,0,1
-1470000000,1,99.79,15,975.0,650,8,121.11,350,3.0,2.0,1,0,0,1,0,0,0,1
-290000000,1,59.88,5,2366.0,1971,28,81.95,520,3.0,1.0,0,1,0,0,1,1,0,0
-760000000,1,84.99,13,4418.0,2603,37,111.24,383,3.0,2.0,1,0,0,1,0,0,0,1
-137000000,0,59.96100000000001,4,393.0,412,3,78.5,77,3.0,1.0,0,1,0,0,1,0,0,1
-980000000,1,131.85,22,250.0,123,3,167.39,102,4.0,2.0,1,0,0,1,0,0,0,1
-852500000,1,84.99,23,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
-222000000,0,84.9926,21,829.0,703,7,109.13,35,3.0,2.0,0,1,0,0,1,0,0,1
-375000000,1,84.9,11,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
-349000000,1,84.969,5,170.0,155,2,106.85,8,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,0,151.2798,15,2446.0,1149,9,185.41,228,4.0,2.0,0,1,0,0,1,0,0,1
-220000000,0,81.03,12,1197.0,798,8,105.6,108,3.0,1.0,0,1,1,0,0,1,0,0
-188000000,1,41.3,4,1999.0,2856,32,60.33,120,2.0,1.0,1,0,0,1,0,1,0,0
-505000000,0,84.77,19,9063.0,5239,48,112.34,790,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,84.35,23,221.0,285,1,119.01,142,3.0,2.0,0,1,0,0,1,0,0,1
-209500000,1,41.85,6,198.0,505,6,56.83,445,1.0,1.0,1,0,0,1,0,1,0,0
-197050000,0,84.9902,2,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-329000000,1,59.98,21,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
-401000000,1,84.93,3,187.0,166,3,109.06,152,3.0,2.0,0,1,0,0,1,0,0,1
-295000000,1,59.96,15,715.0,956,6,82.4,956,3.0,1.0,0,1,0,0,1,1,0,0
-448000000,1,84.98,10,236.0,214,4,105.79,0,3.0,2.0,0,1,0,0,1,0,0,1
-197000000,1,58.59,1,480.0,427,4,81.11,138,2.0,1.0,1,0,0,1,0,1,0,0
-196000000,0,84.98,7,955.0,894,5,104.42,546,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,84.77,11,1704.0,2340,18,105.79,684,3.0,2.0,1,0,0,0,1,0,0,1
-635000000,1,27.68,26,7876.0,5563,65,42.28,124,1.0,1.0,1,0,0,1,0,0,0,1
-248000000,0,58.804,10,655.0,655,10,74.08,289,3.0,1.0,1,0,0,1,0,0,0,1
-327000000,1,72.84,10,341.0,811,9,90.06,360,3.0,1.0,0,1,1,0,0,0,0,1
-384000000,0,126.638,18,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,84.95,8,1535.0,1410,19,108.56,630,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.96,14,408.0,346,3,79.38,150,2.0,1.0,0,1,0,0,1,1,0,0
-400000000,1,66.225,9,1920.0,960,13,87.85,300,3.0,1.0,0,1,1,0,0,1,0,0
-447000000,1,84.98,2,1415.0,1102,14,107.12,429,3.0,2.0,0,1,0,0,1,0,0,1
-190000000,0,84.6,6,510.0,930,11,96.58,480,3.0,2.0,0,1,0,0,1,0,0,1
-563000000,1,84.94,4,720.0,625,10,105.0,214,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,68.12,17,436.0,576,5,86.84,575,3.0,1.0,0,1,0,0,1,0,0,1
-110000000,1,49.5,7,334.0,884,5,63.48,255,2.0,1.0,0,1,0,1,0,1,0,0
-420000000,1,84.84,11,282.0,290,4,107.52,129,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,0,102.38,4,616.0,299,2,130.43,70,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,83.72,7,120.0,117,1,109.13,10,3.0,2.0,0,1,0,0,1,0,0,1
-810000000,1,59.96,24,7712.0,5678,72,84.75,1150,3.0,2.0,1,0,0,1,0,0,0,1
-435000000,0,84.98,9,3410.0,1926,29,110.88,432,3.0,2.0,0,1,0,0,1,0,0,1
-625000000,0,243.35,22,1578.0,922,9,306.83,44,5.0,3.0,0,1,0,0,1,0,0,1
-290000000,1,59.95,14,187.0,186,2,76.68,92,3.0,2.0,0,1,0,0,1,0,0,1
-106000000,1,36.16,6,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-955000000,1,84.99,15,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
-45000000,0,41.85,14,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
-345000000,1,59.85,12,182.0,155,2,80.39,64,3.0,1.0,0,1,0,0,1,0,0,1
-376000000,1,84.08,17,782.0,800,6,108.48,234,3.0,2.0,1,0,0,1,0,0,0,1
-300000000,0,84.956,15,208.0,200,2,106.1,110,3.0,2.0,1,0,0,1,0,0,0,1
-797000000,1,84.9,2,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
-1070000000,1,84.99,25,7876.0,5563,65,110.3,350,3.0,2.0,1,0,0,1,0,0,0,1
-110000000,1,41.04,3,492.0,492,3,56.67,216,2.0,1.0,0,1,0,0,1,1,0,0
-348000000,1,84.99,4,283.0,390,6,110.32,390,3.0,2.0,1,0,0,1,0,0,0,1
-1200000000,1,174.5,2,1244.0,588,10,201.28,85,5.0,2.0,0,1,0,0,1,0,0,1
-372000000,1,84.99,16,787.0,768,4,109.88,459,3.0,2.0,0,1,0,0,1,0,0,1
-640000000,1,84.57,15,160.0,158,1,108.15,68,3.0,2.0,0,1,0,0,1,0,0,1
-339000000,1,84.67,4,188.0,153,3,102.55,58,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,84.95,10,561.0,691,4,101.28,286,3.0,1.0,0,1,0,0,1,0,0,1
-657000000,1,84.94,9,218.0,161,2,105.93,103,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,59.36,11,424.0,496,5,83.36,121,2.0,1.0,0,1,0,0,1,1,0,0
-715000000,1,84.99,10,1027.0,847,10,110.29,40,3.0,2.0,0,1,0,1,0,0,0,1
-171000000,1,41.3,9,1710.0,1710,10,57.15,750,1.0,1.0,0,1,1,0,0,1,0,0
-870000000,0,151.9156,42,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
-190000000,1,83.04,6,188.0,298,2,101.57,228,3.0,2.0,0,1,0,0,1,0,0,1
-508000000,1,114.752,16,2733.0,2197,30,140.05,511,4.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,59.76,10,937.0,1609,16,81.79,502,2.0,1.0,1,0,0,1,0,1,0,0
-99000000,1,49.94,1,4471.0,2634,21,73.22,270,2.0,1.0,1,0,0,1,0,1,0,0
-276000000,1,59.99,4,187.0,206,3,76.18,87,3.0,1.0,0,1,0,0,1,1,0,0
-1290000000,1,132.73,1,184.0,373,4,137.92,4,4.0,2.0,1,0,0,1,0,0,1,0
-190000000,1,49.94,8,469.0,939,9,71.05,225,2.0,1.0,1,0,0,1,0,1,0,0
-920000000,1,84.98,11,945.0,773,8,119.14,62,3.0,2.0,1,0,0,1,0,0,0,1
-248500000,1,59.95,12,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
-500000000,1,84.99,13,1777.0,1370,24,112.28,63,3.0,2.0,0,1,0,0,1,0,0,1
-575000000,0,149.21200000000005,24,3287.0,1360,5,186.8,98,3.0,2.0,1,0,1,0,0,0,0,1
-875000000,0,139.316,39,3728.0,1631,3,200.34,46,4.0,2.0,0,1,0,0,1,0,0,1
-498000000,1,134.94,10,2300.0,1981,18,164.0,352,4.0,2.0,1,0,0,1,0,0,0,1
-194000000,0,84.95,9,672.0,672,13,101.98,135,3.0,2.0,0,1,1,0,0,0,0,1
-305000000,1,59.73,16,351.0,339,5,78.97,38,3.0,1.0,0,1,0,0,1,0,0,1
-466000000,1,84.84299999999998,15,805.0,611,9,109.86,348,3.0,2.0,0,1,0,0,1,0,0,1
-417500000,1,84.78,1,944.0,895,8,104.69,439,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,70.3,7,771.0,783,8,89.22,232,3.0,1.0,0,1,0,0,1,0,0,1
-141500000,0,84.82,7,795.0,795,12,102.28,240,3.0,2.0,0,1,1,0,0,0,0,1
-457000000,1,84.97,11,1560.0,1247,24,113.13,208,3.0,2.0,0,1,0,0,1,0,0,1
-37000000,0,49.23,1,100.0,150,2,59.62,40,2.0,1.0,0,1,0,0,1,0,0,1
-160000000,0,85.0,6,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,1,58.59,7,480.0,427,4,81.11,138,2.0,1.0,1,0,0,1,0,1,0,0
-485000000,0,133.295,11,1548.0,1358,19,161.32,296,4.0,2.0,1,0,0,1,0,0,0,1
-185000000,0,84.87,14,82.0,189,3,103.24,173,3.0,2.0,0,1,0,0,1,0,0,1
-890000000,1,84.92200000000003,4,1185.0,882,16,111.51,33,3.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,59.9772,1,4443.0,3002,34,88.72,228,3.0,1.0,1,0,0,1,0,0,0,1
-285000000,0,84.9402,25,865.0,800,7,107.83,243,3.0,2.0,0,1,0,0,1,0,0,1
-272000000,0,84.939,21,439.0,486,7,107.27,317,3.0,2.0,0,1,0,0,1,0,0,1
-107000000,0,59.96,6,436.0,436,3,79.71,178,2.0,1.0,0,1,0,0,1,0,0,1
-306000000,0,101.92,2,1551.0,1124,21,132.21,216,3.0,2.0,0,1,0,0,1,0,0,1
-72000000,0,59.0604,22,423.0,476,2,81.73,219,2.0,1.0,0,1,0,0,1,1,0,0
-437000000,1,59.58,21,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-360000000,0,84.8,9,2919.0,2290,20,114.17,677,3.0,2.0,0,1,0,0,1,0,0,1
-2080000000,1,145.83,27,1824.0,805,7,178.76,386,3.0,2.0,1,0,0,1,0,0,0,1
-299000000,0,77.1,9,3410.0,1926,29,98.91,130,3.0,2.0,0,1,0,0,1,0,0,1
-990000000,1,84.99,24,7876.0,5563,65,109.35,828,3.0,2.0,1,0,0,1,0,0,0,1
-392000000,0,77.1,11,3410.0,1926,29,98.91,130,3.0,2.0,0,1,0,0,1,0,0,1
-385000000,0,84.6389,43,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,0,82.61,7,432.0,432,3,108.03,168,3.0,1.0,0,1,0,0,1,1,0,0
-220000000,1,43.11,6,648.0,791,7,59.71,283,1.0,1.0,0,1,0,0,1,1,0,0
-177000000,1,39.6,1,677.0,1476,15,51.96,432,2.0,1.0,1,0,0,1,0,1,0,0
-94000000,0,49.08,3,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-635000000,1,84.97,18,470.0,367,6,106.66,1,3.0,2.0,0,1,0,0,1,0,0,1
-69000000,0,64.32,4,43.0,101,1,84.91,89,3.0,2.0,0,1,0,0,1,0,1,0
-780000000,1,121.04,10,453.0,648,9,143.74,264,4.0,2.0,1,0,0,1,0,0,1,0
-260000000,0,84.98,14,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
-159000000,0,59.6,5,756.0,842,8,80.0,398,3.0,1.0,1,0,0,1,0,0,0,1
-920000000,1,95.22,3,1306.0,1640,37,113.0,160,3.0,1.0,1,0,0,1,0,0,0,1
-46000000,0,49.08,19,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-232000000,0,84.9748,15,4697.0,3462,49,109.15,543,3.0,2.0,0,1,0,0,1,0,0,1
-586000000,1,84.97,18,3310.0,2517,42,107.49,116,3.0,2.0,1,0,0,1,0,0,0,1
-258000000,1,46.75,10,912.0,912,8,60.15,135,2.0,1.0,1,0,0,0,1,1,0,0
-550000000,1,84.84,11,486.0,423,6,109.7,79,3.0,2.0,0,1,0,0,1,0,0,1
-184500000,0,79.8,20,2169.0,2181,15,100.11,125,3.0,1.0,0,1,1,0,0,1,0,0
-180000000,1,44.33,9,994.0,3315,21,62.53,525,3.0,1.0,1,0,0,1,0,1,0,0
-505000000,1,84.98,18,1573.0,545,4,106.47,196,3.0,2.0,0,1,0,0,1,0,0,1
-318000000,1,84.99,2,209.0,194,2,108.79,108,3.0,2.0,0,1,0,0,1,0,0,1
-118000000,0,84.36,12,500.0,423,4,107.85,248,3.0,2.0,0,1,0,0,1,0,0,1
-1021000000,1,107.31,8,3300.0,1572,13,115.58,360,4.0,1.0,1,0,0,1,0,1,0,0
-66900000,0,49.94,12,2716.0,2716,20,69.28,630,2.0,1.0,0,1,1,0,0,1,0,0
-78000000,0,59.82,8,422.0,499,3,82.17,205,3.0,1.0,0,1,0,0,1,1,0,0
-800000000,1,84.971,9,2237.0,2407,30,111.98,784,3.0,2.0,1,0,0,1,0,0,0,1
-355000000,1,59.93600000000001,13,848.0,758,15,74.87,339,3.0,1.0,0,1,0,0,1,0,0,1
-90000000,0,84.97,9,50.0,119,1,102.3,118,3.0,1.0,0,1,0,0,1,0,0,1
-530000000,1,84.82,9,1806.0,1497,25,111.43,411,3.0,2.0,0,1,0,0,1,0,0,1
-63000000,0,39.43,15,536.0,1366,14,54.15,267,1.0,1.0,0,1,0,0,1,1,0,0
-177000000,1,41.85,5,486.0,763,11,59.95,59,2.0,1.0,1,0,0,1,0,1,0,0
-255000000,1,70.62,12,4753.0,3169,30,97.67,780,2.0,1.0,0,1,0,0,1,1,0,0
-320000000,1,84.97,11,1602.0,1253,15,109.63,250,3.0,2.0,0,1,0,0,1,0,0,1
-258000000,1,84.79,13,567.0,690,5,104.45,120,3.0,2.0,1,0,0,1,0,0,0,1
-280000000,1,84.94,17,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,84.96,11,816.0,408,4,110.25,408,3.0,2.0,0,1,0,0,1,0,0,1
-330000000,0,104.95,18,775.0,490,8,143.48,190,4.0,2.0,0,1,0,0,1,0,0,1
-490000000,1,84.69,9,319.0,285,2,107.44,91,3.0,2.0,0,1,0,0,1,0,0,1
-547000000,1,110.14,8,1710.0,855,6,124.18,45,4.0,2.0,0,1,1,0,0,0,0,1
-390000000,1,84.99,2,1777.0,1370,24,112.28,63,3.0,2.0,0,1,0,0,1,0,0,1
-297000000,0,84.99,33,1066.0,690,4,107.13,85,3.0,2.0,0,1,0,0,1,0,0,1
-244000000,1,54.74,12,223.0,237,2,77.18,132,3.0,1.0,0,1,0,0,1,1,0,0
-185000000,0,84.92,2,1427.0,1420,13,114.15,520,3.0,2.0,0,1,0,0,1,0,0,1
-948000000,1,74.96,15,1274.0,1082,12,102.58,41,3.0,2.0,0,1,0,0,1,0,0,1
-132500000,0,59.4,2,289.0,332,2,82.65,117,3.0,1.0,0,1,0,0,1,0,0,1
-1005000000,0,157.513,43,3728.0,1631,3,237.11,1,4.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.995,10,1103.0,958,15,105.42,958,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,83.29,7,203.0,185,1,106.84,25,3.0,2.0,0,1,0,0,1,0,0,1
-117000000,0,53.246,12,900.0,936,3,57.63,299,2.0,1.0,0,1,0,0,1,0,0,1
-283000000,0,77.58,10,524.0,470,6,103.85,48,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,0,111.75,10,278.0,202,2,143.68,18,4.0,2.0,0,1,0,0,1,0,0,1
-127000000,0,52.29,1,467.0,648,2,69.97,229,2.0,1.0,0,1,0,0,1,0,0,1
-120000000,0,84.86,13,155.0,322,1,110.42,64,3.0,1.0,0,1,0,0,1,0,0,1
-90000000,0,84.84,16,231.0,307,2,109.92,150,3.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,84.96,8,708.0,823,5,103.2,260,3.0,2.0,0,1,0,0,1,0,0,1
-192000000,1,67.41,14,413.0,591,4,93.03,290,2.0,1.0,0,1,0,0,1,1,0,0
-135000000,1,48.6,1,140.0,220,4,64.8,60,2.0,1.0,0,1,0,0,1,0,0,1
-149000000,0,59.9329,6,413.0,430,8,83.4,245,3.0,2.0,0,1,0,0,1,0,0,1
-690000000,1,114.86,7,417.0,375,5,141.57,71,4.0,2.0,0,1,0,0,1,0,0,1
-168080000,0,84.6588,11,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
-527000000,1,109.7,4,1299.0,1080,8,128.16,90,4.0,2.0,0,1,1,0,0,0,0,1
-452000000,0,129.3472,3,1693.0,862,8,164.51,204,4.0,2.0,0,1,0,0,1,0,0,1
-132000000,0,59.82,1,528.0,451,5,75.16,192,3.0,1.0,0,1,0,0,1,0,0,1
-396000000,1,59.58,20,2110.0,2496,23,79.89,522,3.0,1.0,0,1,0,0,1,0,1,0
-510000000,1,101.9,13,648.0,274,2,132.24,112,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,84.994,7,671.0,600,7,107.41,410,3.0,2.0,0,1,0,0,1,0,0,1
-255000000,1,59.94,5,793.0,951,11,79.96,176,3.0,1.0,0,1,0,0,1,0,0,1
-287000000,1,59.76,15,1664.0,1261,10,86.19,262,2.0,1.0,0,1,0,0,1,1,0,0
-500000000,1,84.95,9,247.0,157,3,111.41,46,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,1,84.92,2,1225.0,960,9,107.52,383,3.0,2.0,0,1,0,0,1,0,0,1
-810000000,1,84.5978,18,4580.0,3885,51,112.7,501,3.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,59.95,4,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
-220000000,1,43.2,11,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
-144500000,0,84.92,6,55.0,100,1,113.81,44,3.0,2.0,0,1,0,0,1,0,0,1
-553000000,1,84.68,9,150.0,125,3,113.93,64,3.0,2.0,0,1,0,0,1,0,0,1
-115000000,1,44.1,3,238.0,600,4,60.41,600,2.0,1.0,0,1,1,0,0,1,0,0
-450000000,1,66.225,5,1920.0,960,13,87.85,300,3.0,1.0,0,1,1,0,0,1,0,0
-280000000,1,84.978,6,122.0,114,1,104.43,88,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,115.84,18,610.0,532,6,141.14,92,4.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,59.983,13,753.0,635,15,83.67,155,3.0,2.0,0,1,0,0,1,0,0,1
-438000000,1,84.96,6,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
-990000000,1,130.93,3,1316.0,1316,21,152.51,658,4.0,2.0,1,0,0,1,0,0,0,1
-400000000,0,84.93,10,625.0,654,8,107.75,250,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,59.97,7,340.0,439,2,78.95,41,3.0,1.0,0,1,0,0,1,1,0,0
-449000000,1,84.77,7,1704.0,2340,18,105.79,684,3.0,2.0,1,0,0,0,1,0,0,1
-249000000,0,59.9794,5,303.0,298,5,80.21,36,3.0,2.0,0,1,0,0,1,0,1,0
-286000000,0,84.986,18,382.0,239,3,110.71,68,3.0,2.0,0,1,0,0,1,0,0,1
-269360000,0,101.88,9,1690.0,1122,16,128.8,266,3.0,2.0,0,1,0,0,1,0,0,1
-128000000,0,84.6,19,486.0,486,4,105.74,50,3.0,2.0,0,1,0,0,1,0,0,1
-673690000,1,167.14,2,595.0,434,13,209.28,58,4.0,2.0,1,0,0,1,0,0,1,0
-240000000,0,84.9902,13,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-351000000,0,84.9501,24,1582.0,1149,8,111.11,56,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,84.99,26,643.0,304,3,106.19,56,3.0,2.0,0,1,0,0,1,0,0,1
-327000000,0,118.6193,7,1213.0,840,6,159.89,166,4.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,51.98,9,169.0,184,3,75.78,70,3.0,1.0,1,0,0,1,0,0,0,1
-214000000,0,141.51,3,2716.0,2302,24,170.78,200,4.0,2.0,0,1,0,0,1,0,0,1
-360000000,0,84.8626,15,1213.0,840,6,127.89,34,3.0,2.0,0,1,0,0,1,0,0,1
-190000000,1,49.77,4,424.0,626,9,69.75,154,2.0,1.0,1,0,0,1,0,1,0,0
-779000000,1,84.84,3,805.0,655,10,107.79,78,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,1,35.277,10,488.0,488,2,47.62,125,2.0,1.0,0,1,1,0,0,1,0,0
-280000000,1,85.92,2,128.0,160,1,109.94,110,3.0,1.0,0,1,0,0,1,1,0,0
-495000000,0,134.314,8,3958.0,2947,29,162.78,336,4.0,2.0,0,1,0,0,1,0,0,1
-124480000,0,59.9971,12,726.0,650,6,88.96,222,3.0,1.0,0,1,0,0,1,0,0,1
-758000000,1,59.96,22,7712.0,5678,72,84.75,1150,3.0,2.0,1,0,0,1,0,0,0,1
-207500000,0,84.9848,1,1024.0,989,10,116.0,469,3.0,2.0,0,1,0,0,1,0,0,1
-565000000,1,84.97,4,3310.0,2517,42,107.49,73,3.0,2.0,1,0,0,1,0,0,0,1
-128000000,1,51.03,6,407.0,930,8,66.1,390,3.0,1.0,1,0,0,1,0,1,0,0
-300000000,1,59.94,3,308.0,2934,21,85.04,144,3.0,1.0,1,0,0,1,0,0,0,1
-97000000,0,84.93,12,144.0,144,1,104.82,1,3.0,1.0,0,1,0,0,1,0,0,1
-279500000,0,84.975,14,808.0,710,9,107.58,150,3.0,2.0,0,1,0,0,1,0,0,1
-445000000,1,84.93,8,243.0,213,4,109.0,108,3.0,2.0,0,1,0,0,1,0,0,1
-997500000,1,84.21,9,1056.0,867,13,109.68,168,3.0,2.0,1,0,1,0,0,0,0,1
-860000000,1,76.79,8,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
-370000000,1,114.84,14,3146.0,2810,25,129.52,799,4.0,2.0,0,1,0,0,1,0,0,1
-210000000,0,59.94,5,1422.0,1422,15,75.18,648,3.0,1.0,1,0,0,1,0,1,0,0
-625000000,1,40.553,23,1291.0,926,12,54.23,22,1.0,1.0,0,1,0,0,1,0,0,1
-198000000,0,84.98,15,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,57.33,7,167.0,166,1,76.94,84,3.0,1.0,0,1,0,0,1,0,0,1
-350000000,1,59.928,9,1002.0,859,11,78.53,48,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,47.25,9,757.0,1382,16,63.18,330,2.0,1.0,1,0,0,1,0,1,0,0
-169000000,0,59.34,19,946.0,648,1,80.92,273,3.0,1.0,0,1,0,0,1,0,0,1
-397200000,0,179.97,4,946.0,414,17,218.24,55,5.0,2.0,1,0,0,1,0,0,0,1
-90000000,0,59.585,23,512.0,512,7,77.76,230,3.0,1.0,1,0,0,1,0,0,0,1
-289000000,1,84.94,14,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-1500000000,1,189.81,16,721.0,141,3,273.03,1,5.0,2.0,0,1,0,0,1,0,0,1
-427000000,1,84.9909,17,220.0,193,2,112.4,114,3.0,2.0,0,1,0,0,1,0,0,1
-389000000,1,59.855,16,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
-880000000,1,83.69,6,641.0,802,15,105.58,0,3.0,1.0,1,0,0,1,0,0,0,1
-279500000,1,84.98,14,600.0,558,5,104.31,532,3.0,2.0,0,1,0,0,1,0,0,1
-1420000000,1,120.8233,13,4443.0,3002,34,143.87,320,4.0,2.0,1,0,0,1,0,0,0,1
-530000000,1,84.9,3,521.0,529,3,111.23,240,3.0,2.0,0,1,0,0,1,0,0,1
-68000000,0,36.33,5,560.0,560,11,43.53,110,2.0,1.0,0,1,0,0,1,0,0,1
-280000000,0,84.9926,18,829.0,703,7,110.33,254,3.0,2.0,0,1,0,0,1,0,0,1
-395000000,1,84.98,9,466.0,1018,16,112.43,28,3.0,2.0,0,1,0,0,1,0,0,1
-585000000,1,84.78,22,638.0,638,4,112.16,264,3.0,2.0,1,0,0,1,0,0,0,1
-340000000,1,84.92,23,4804.0,3830,54,111.06,442,3.0,2.0,0,1,0,0,1,0,0,1
-770000000,1,52.72,2,930.0,620,8,73.66,234,2.0,1.0,1,0,0,1,0,1,0,0
-515000000,1,118.381,16,1024.0,603,11,162.08,298,4.0,2.0,0,1,0,0,1,0,0,1
-636000000,1,84.93,16,1204.0,712,12,109.94,152,3.0,2.0,0,1,0,0,1,0,0,1
-142000000,0,59.98,10,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
-137000000,0,84.795,10,314.0,430,2,104.78,45,3.0,2.0,0,1,0,0,1,0,0,1
-303610000,0,115.7319,2,916.0,559,5,154.09,32,4.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,59.65,6,729.0,714,15,79.72,78,3.0,2.0,0,1,0,0,1,0,0,1
-74500000,0,41.27,2,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
-950000000,1,84.99,10,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
-230000000,0,59.445,29,2269.0,1950,15,87.37,232,3.0,1.0,0,1,0,0,1,0,0,1
-407000000,1,84.95,11,1346.0,1168,17,107.66,473,3.0,2.0,0,1,0,0,1,0,0,1
-644000000,1,119.91,1,981.0,1550,12,133.97,180,4.0,2.0,1,0,0,1,0,0,0,1
-549000000,1,84.99,22,1262.0,1220,10,110.64,485,3.0,2.0,0,1,1,0,0,0,0,1
-318000000,1,59.86,17,1188.0,952,7,76.26,460,3.0,1.0,0,1,0,0,1,0,0,1
-135000000,1,36.16,8,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-438000000,0,84.6528,20,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,0,84.99,6,1066.0,690,4,107.13,85,3.0,2.0,0,1,0,0,1,0,0,1
-512000000,0,84.92,23,3030.0,2100,12,113.99,408,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,59.4,5,384.0,384,4,85.95,80,3.0,1.0,1,0,0,1,0,1,0,0
-390000000,1,60.054,2,635.0,620,22,81.54,64,3.0,2.0,0,1,0,0,1,0,0,1
-232000000,0,59.997,9,1314.0,1249,16,80.38,240,3.0,2.0,1,0,0,1,0,0,0,1
-556000000,0,84.6389,37,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-90000000,0,59.8,2,1833.0,1812,20,78.79,755,3.0,1.0,0,1,0,0,1,1,0,0
-143500000,0,57.06,18,200.0,269,1,69.23,115,3.0,1.0,0,1,0,0,1,0,0,1
-248000000,1,59.34,16,244.0,245,1,80.23,104,3.0,1.0,0,1,0,0,1,1,0,0
-275000000,1,57.09,3,76.0,226,2,71.86,140,3.0,1.0,0,1,0,0,1,1,0,0
-555000000,0,83.012,43,3728.0,1631,3,121.05,56,2.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,49.94,2,4471.0,2634,21,71.02,480,2.0,1.0,1,0,0,1,0,0,0,1
-1030000000,1,84.99,23,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
-417000000,1,84.99,7,763.0,763,8,106.4,240,3.0,2.0,1,0,0,1,0,0,0,1
-146480000,0,59.97,14,408.0,402,4,85.14,50,3.0,1.0,0,1,0,0,1,0,0,1
-530000000,1,94.75,3,749.0,468,6,117.98,122,3.0,2.0,0,1,0,0,1,0,0,1
-74000000,0,37.62,7,104.0,400,3,52.32,225,2.0,1.0,0,1,0,0,1,1,0,0
-760000000,1,84.6099,16,1971.0,1559,22,109.19,649,3.0,2.0,0,1,0,0,1,0,0,1
-269000000,1,59.93,18,1323.0,1114,14,84.51,157,3.0,1.0,0,1,0,0,1,0,0,1
-159000000,1,39.6,6,272.0,840,4,51.55,360,2.0,1.0,1,0,0,1,0,1,0,0
-145000000,0,84.97,11,153.0,128,1,105.92,128,3.0,2.0,0,1,0,0,1,0,0,1
-638000000,0,126.9004,17,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
-245000000,1,83.72,9,120.0,117,1,109.13,10,3.0,2.0,0,1,0,0,1,0,0,1
-128000000,0,84.93,8,201.0,224,1,109.6,96,3.0,2.0,0,1,0,0,1,0,0,1
-103000000,0,59.8889,10,1206.0,1176,13,78.96,786,3.0,2.0,0,1,0,0,1,0,0,1
-169000000,1,43.35,3,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
-305000000,0,55.68,24,676.0,676,9,74.1,304,3.0,1.0,1,0,0,0,1,0,0,1
-1190000000,1,50.38,5,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
-730000000,1,84.85,15,588.0,510,10,106.89,206,3.0,2.0,0,1,0,0,1,0,0,1
-226000000,0,59.89,16,2252.0,1895,17,79.43,553,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,84.98,13,1430.0,1500,10,104.56,616,3.0,2.0,0,1,0,0,1,0,0,1
-448000000,0,100.945,14,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,84.94,3,765.0,795,7,100.83,90,3.0,2.0,0,1,0,0,1,0,0,1
-152500000,0,59.98,9,1427.0,1420,13,81.65,292,3.0,2.0,0,1,0,0,1,0,0,1
-348000000,1,84.98,9,371.0,225,4,112.85,188,3.0,2.0,0,1,0,0,1,0,0,1
-648000000,1,113.52,5,193.0,139,2,148.52,20,4.0,2.0,0,1,0,0,1,0,0,1
-182000000,0,75.33,4,223.0,478,3,93.73,214,3.0,1.0,0,1,0,0,1,0,0,1
-600000000,1,59.22,5,638.0,638,4,85.23,198,2.0,1.0,1,0,0,1,0,1,0,0
-242500000,1,59.82,2,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
-445000000,1,84.4516,5,3210.0,2061,25,112.09,890,3.0,2.0,0,1,0,0,1,0,0,1
-265000000,0,122.76,3,702.0,848,11,148.77,128,4.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,59.63,6,172.0,170,2,85.44,64,2.0,1.0,0,1,0,0,1,1,0,0
-395000000,1,59.39,9,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
-185000000,0,59.98,14,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
-78000000,0,41.4,5,100.0,220,4,48.28,30,2.0,1.0,0,1,0,0,1,0,0,1
-150000000,1,39.6,9,486.0,1624,10,56.91,626,2.0,1.0,1,0,0,1,0,1,0,0
-250000000,1,59.96,1,715.0,956,6,82.4,956,3.0,1.0,0,1,0,0,1,1,0,0
-655500000,1,84.86399999999998,6,745.0,582,6,113.22,59,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,84.9,15,618.0,508,5,108.86,308,3.0,2.0,1,0,0,1,0,0,0,1
-185000000,1,49.77,10,781.0,1391,10,68.41,405,2.0,1.0,1,0,0,1,0,1,0,0
-528000000,1,84.9,16,521.0,529,3,111.23,240,3.0,2.0,0,1,0,0,1,0,0,1
-845000000,1,84.9,13,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
-85000000,0,59.8,4,321.0,315,7,73.39,70,2.0,1.0,0,1,0,0,1,0,0,1
-610000000,1,84.32,25,464.0,487,3,103.08,487,3.0,2.0,0,1,0,0,1,0,0,1
-199330000,0,84.9902,15,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,84.87,23,1351.0,1300,12,108.4,559,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,114.24,11,715.0,673,5,141.71,77,4.0,2.0,0,1,0,0,1,0,0,1
-405000000,0,84.97200000000002,3,1174.0,680,7,113.06,116,3.0,2.0,0,1,0,0,1,0,1,0
-320000000,0,134.94,18,1984.0,1848,24,161.58,456,4.0,2.0,1,0,0,1,0,0,0,1
-136000000,0,57.78,15,600.0,600,6,80.51,150,2.0,1.0,0,1,0,0,1,1,0,0
-360000000,1,84.94,15,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-737000000,1,59.97,10,2275.0,1656,28,76.8,116,3.0,2.0,0,1,0,0,1,0,0,1
-214000000,0,88.8,2,499.0,462,4,113.87,233,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,1,31.78,11,154.0,216,1,45.98,22,1.0,1.0,0,1,0,0,1,0,0,1
-322000000,0,84.7737,17,1858.0,1828,17,106.64,521,3.0,2.0,0,1,0,0,1,0,0,1
-80000000,1,34.44,3,486.0,1624,10,49.93,384,2.0,1.0,1,0,0,1,0,1,0,0
-1375000000,1,147.74,10,500.0,478,4,159.71,72,5.0,2.0,1,0,0,1,0,1,0,0
-188000000,0,77.82,7,375.0,988,6,94.2,180,3.0,2.0,0,1,0,0,1,0,0,1
-510000000,1,66.87,11,2300.0,2400,18,90.97,663,3.0,1.0,0,1,1,0,0,1,0,0
-468600000,0,121.6761,26,2733.0,1598,19,153.39,160,3.0,2.0,0,1,0,0,1,0,0,1
-125000000,1,36.16,5,1710.0,1710,10,52.55,300,2.0,1.0,0,1,1,0,0,1,0,0
-193000000,1,74.66,8,510.0,735,6,93.1,135,3.0,1.0,1,0,0,1,0,0,0,1
-638000000,1,84.98,12,695.0,571,11,119.35,34,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,1,41.85,12,198.0,505,6,56.83,0,1.0,1.0,1,0,0,1,0,1,0,0
-166500000,0,105.42,14,1167.0,1158,13,129.01,84,4.0,2.0,0,1,0,0,1,0,0,1
-343000000,1,117.9794,15,336.0,245,3,149.85,18,4.0,2.0,0,1,0,0,1,0,0,1
-378000000,0,84.9702,23,1026.0,792,6,115.7,496,3.0,2.0,0,1,0,0,1,0,0,1
-196500000,1,49.2,5,233.0,387,3,65.58,149,3.0,1.0,1,0,0,1,0,1,0,0
-192000000,0,59.816,13,682.0,682,10,74.03,194,3.0,1.0,1,0,0,1,0,0,0,1
-120000000,0,84.96,3,144.0,140,1,99.87,140,3.0,1.0,0,1,1,0,0,0,0,1
-270000000,0,116.024,3,1162.0,690,14,145.15,203,3.0,2.0,0,1,0,1,0,0,0,1
-229670000,0,84.6588,3,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
-518000000,1,84.97,12,533.0,538,6,114.84,86,3.0,2.0,0,1,0,0,1,0,0,1
-392000000,1,84.96,8,1376.0,1140,15,106.16,717,3.0,2.0,1,0,0,1,0,0,0,1
-843190000,1,114.32,18,1027.0,847,10,149.92,112,4.0,2.0,0,1,0,1,0,0,0,1
-590000000,1,84.87799999999999,11,1054.0,886,11,110.77,436,3.0,2.0,0,1,0,0,1,0,0,1
-490000000,1,81.39,2,1000.0,420,3,85.95,276,2.0,1.0,1,0,0,1,0,1,0,0
-240000000,0,73.09,14,1616.0,1082,10,94.14,104,3.0,2.0,0,1,0,0,1,0,0,1
-1240000000,1,111.32,15,1821.0,1129,13,146.45,418,4.0,2.0,1,0,0,0,1,0,0,1
-273700000,0,84.98,20,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-144500000,1,59.34,16,700.0,791,5,86.46,317,3.0,1.0,0,1,0,0,1,1,0,0
-292000000,1,84.69,5,373.0,658,8,103.27,168,3.0,2.0,0,1,0,0,1,0,0,1
-59000000,0,45.5,20,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
-63550000,0,49.82,18,1440.0,1780,16,67.69,320,2.0,1.0,0,1,0,0,1,1,0,0
-70000000,0,59.99,3,345.0,352,2,79.34,160,3.0,1.0,0,1,0,0,1,0,0,1
-213640000,0,109.6398,12,1362.0,763,15,131.85,84,4.0,2.0,0,1,0,1,0,0,0,1
-171000000,0,84.98,5,126.0,263,2,102.52,173,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,0,84.975,15,306.0,200,3,106.18,98,3.0,2.0,0,1,0,0,1,0,0,1
-368000000,0,84.6528,11,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-723000000,1,71.58,17,883.0,794,9,94.72,33,3.0,2.0,1,0,0,1,0,0,0,1
-600000000,0,84.8721,18,270.0,240,1,121.63,80,3.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,73.55,8,150.0,129,3,91.2,43,3.0,2.0,0,1,0,0,1,0,0,1
-730000000,1,84.53,13,450.0,450,5,103.75,420,3.0,2.0,1,0,0,1,0,0,0,1
-1020000000,1,84.99,8,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
-313500000,0,84.9749,15,829.0,703,7,113.91,234,3.0,2.0,0,1,0,0,1,0,0,1
-353000000,1,83.66,4,116.0,103,1,103.21,15,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,0,116.9662,8,624.0,607,8,158.43,40,4.0,2.0,0,1,0,0,1,0,0,1
-695000000,1,84.946,10,1239.0,963,14,111.25,148,3.0,2.0,0,1,0,0,1,0,0,1
-363000000,1,84.85,4,360.0,1980,12,100.99,60,3.0,2.0,1,0,0,1,0,0,0,1
-398000000,1,59.92,19,2721.0,2002,25,82.27,709,3.0,1.0,0,1,0,0,1,0,0,1
-3700000000,1,167.72,46,1253.0,449,3,209.43,46,4.0,2.0,1,0,0,1,0,0,1,0
-101000000,0,51.86,8,1427.0,1420,13,66.28,208,2.0,1.0,0,1,0,0,1,0,0,1
-660000000,1,84.74,10,900.0,900,8,101.0,180,3.0,1.0,0,1,1,0,0,0,0,1
-600000000,1,84.98,16,4596.0,3226,40,112.47,422,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,59.97,4,931.0,953,8,83.31,439,2.0,1.0,0,1,0,0,1,1,0,0
-478000000,1,59.87,5,440.0,341,7,82.97,56,3.0,2.0,0,1,0,0,1,0,0,1
-234500000,1,70.62,3,4753.0,3169,30,97.67,780,2.0,1.0,0,1,0,0,1,1,0,0
-465000000,0,145.918,25,1578.0,922,9,178.06,100,4.0,2.0,0,1,0,0,1,0,0,1
-770000000,1,87.98,17,1382.0,845,13,119.48,86,3.0,2.0,1,0,0,1,0,0,0,1
-150000000,0,59.8,10,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
-88000000,1,38.64,2,840.0,840,5,50.4,300,2.0,1.0,0,1,1,0,0,0,0,1
-360000000,1,84.98,14,993.0,689,11,107.97,280,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,59.54,13,329.0,314,4,82.23,72,3.0,1.0,0,1,0,0,1,1,0,0
-93500000,0,61.2,11,830.0,1741,16,74.45,225,2.0,1.0,0,1,0,0,1,1,0,0
-678000000,1,84.95,8,1010.0,895,15,110.11,180,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,84.962,1,344.0,334,6,105.08,66,3.0,1.0,1,0,0,1,0,0,0,1
-500000000,1,84.84,16,918.0,901,7,109.39,54,3.0,2.0,0,1,1,0,0,0,0,1
-205000000,0,84.96,14,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
-183000000,0,59.98,1,540.0,630,6,79.85,40,3.0,1.0,0,1,0,0,1,0,0,1
-135000000,0,83.5,1,1037.0,1026,12,112.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,102.45,13,1351.0,1300,12,127.7,184,4.0,2.0,0,1,0,0,1,0,0,1
-720000000,1,83.06,19,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
-329000000,1,84.99,17,708.0,823,5,102.93,339,3.0,2.0,0,1,0,0,1,0,0,1
-93000000,0,56.4,5,130.0,130,2,65.0,1,3.0,1.0,0,1,0,0,1,0,1,0
-450000000,1,49.86,15,1753.0,1753,11,67.75,577,2.0,1.0,1,0,0,1,0,1,0,0
-920000000,1,96.48,3,1212.0,1212,12,103.57,220,3.0,1.0,1,0,0,1,0,1,0,0
-178000000,0,59.9,18,388.0,383,3,74.31,42,2.0,1.0,0,1,0,0,1,0,0,1
-1550000000,1,223.75,1,534.0,170,5,250.13,60,4.0,3.0,0,1,0,0,1,0,0,1
-170000000,0,84.91,5,758.0,570,7,109.06,330,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,0,98.3975,16,3400.0,3160,30,131.28,174,3.0,2.0,0,1,0,0,1,0,0,1
-179000000,1,39.58,7,407.0,930,8,51.19,270,2.0,1.0,1,0,0,1,0,1,0,0
-177000000,0,59.937,12,3958.0,2947,29,79.38,518,3.0,2.0,0,1,0,0,1,0,0,1
-293000000,1,59.92,5,409.0,353,6,82.63,75,3.0,1.0,1,0,0,1,0,1,0,0
-667000000,1,84.04899999999998,5,1257.0,977,12,104.2,302,3.0,2.0,0,1,0,0,1,0,0,1
-388500000,0,84.9673,18,457.0,497,8,113.65,228,3.0,2.0,0,1,0,0,1,0,0,1
-228000000,0,84.94,14,187.0,178,1,98.18,15,3.0,2.0,0,1,0,0,1,0,0,1
-185000000,0,84.285,11,189.0,336,5,104.66,196,3.0,2.0,0,1,0,0,1,0,0,1
-183000000,1,49.77,15,329.0,609,5,69.62,215,2.0,1.0,0,1,1,0,0,1,0,0
-298000000,1,59.95,12,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
-137000000,0,74.655,14,342.0,420,3,101.31,30,3.0,2.0,0,1,0,0,1,0,0,1
-107000000,0,48.39,3,104.0,400,3,67.57,120,2.0,1.0,0,1,0,0,1,1,0,0
-365000000,0,84.92,19,1427.0,1420,13,114.15,520,3.0,2.0,0,1,0,0,1,0,0,1
-104000000,0,49.82,1,100.0,193,8,55.8,35,2.0,1.0,0,1,0,0,1,0,0,1
-118000000,0,59.775,5,112.0,260,2,79.31,130,3.0,1.0,0,1,0,0,1,0,0,1
-289000000,0,144.48,20,4515.0,2637,30,178.11,490,4.0,2.0,0,1,0,0,1,0,0,1
-145000000,1,42.93,12,714.0,476,4,62.81,84,1.0,1.0,0,1,0,0,1,1,0,0
-109500000,0,49.32,15,202.0,504,4,68.13,141,2.0,1.0,0,1,0,0,1,1,0,0
-460000000,0,73.13,20,717.0,674,5,93.18,98,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,84.44,5,517.0,514,6,113.14,94,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.4,15,1704.0,2340,18,79.34,324,3.0,1.0,1,0,0,0,1,1,0,0
-235000000,0,125.16,13,1346.0,988,12,155.62,216,4.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,59.55,8,1415.0,1102,14,75.06,343,3.0,1.0,0,1,0,0,1,1,0,0
-890000000,1,59.96,14,1122.0,732,10,81.35,144,3.0,1.0,1,0,0,1,0,0,0,1
-738000000,1,101.65,6,3310.0,2517,42,125.24,156,3.0,2.0,1,0,0,1,0,0,0,1
-114000000,0,84.93,12,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,65.25,7,1306.0,1640,37,84.22,180,2.0,1.0,1,0,0,1,0,1,0,0
-365000000,0,119.738,33,961.0,623,4,151.29,34,4.0,2.0,0,1,0,0,1,0,0,1
-848000000,1,59.97,10,4113.0,2678,35,86.43,424,3.0,2.0,1,0,0,1,0,0,0,1
-355000000,1,84.99600000000002,4,161.0,141,1,105.83,12,3.0,2.0,0,1,0,0,1,0,0,1
-137500000,0,48.8,4,21.0,132,2,58.17,24,3.0,1.0,0,1,0,0,1,0,0,1
-247000000,0,84.9864,4,1846.0,1638,16,112.39,240,3.0,2.0,0,1,0,0,1,0,0,1
-525000000,1,84.04899999999998,2,1257.0,977,12,104.2,302,3.0,2.0,0,1,0,0,1,0,0,1
-75000000,0,44.6,5,90.0,232,1,56.89,71,2.0,1.0,0,1,0,0,1,1,0,0
-275000000,0,84.8948,6,250.0,250,3,116.48,68,3.0,2.0,0,1,0,0,1,0,0,1
-185000000,0,61.56,8,2050.0,2038,23,79.34,323,2.0,1.0,0,1,0,0,1,1,0,0
-549500000,1,59.89,10,167.0,168,1,84.24,74,3.0,1.0,0,1,0,0,1,1,0,0
-125000000,0,59.4,16,75.0,101,1,90.73,101,2.0,1.0,0,1,0,0,1,1,0,0
-255000000,1,49.95,8,997.0,997,9,69.64,258,2.0,1.0,1,0,0,1,0,1,0,0
-267270000,0,117.59,2,4697.0,3462,49,140.5,258,4.0,2.0,0,1,0,0,1,0,0,1
-345000000,0,84.85,21,1263.0,916,14,110.37,333,3.0,2.0,0,1,0,0,1,0,0,1
-180000000,0,59.91,12,1050.0,1721,16,80.3,480,3.0,1.0,1,0,0,1,0,0,0,1
-734000000,1,84.98,13,2024.0,1142,14,113.15,186,3.0,2.0,1,0,0,1,0,0,0,1
-260000000,1,59.7,6,1800.0,3481,25,84.22,22,2.0,1.0,1,0,0,1,0,1,0,0
-378000000,0,84.9835,6,749.0,542,5,107.46,136,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,84.95,24,2084.0,1830,16,109.64,752,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,0,126.638,4,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-855000000,1,84.52,8,540.0,540,7,112.4,540,3.0,2.0,1,0,0,1,0,0,0,1
-510000000,1,84.87,11,1215.0,1215,10,109.97,605,3.0,2.0,0,1,1,0,0,0,0,1
-340000000,1,59.95,4,460.0,442,3,75.57,146,3.0,1.0,0,1,0,0,1,0,0,1
-360000000,1,50.54,14,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
-678000000,1,41.99,4,1136.0,2841,58,42.55,1580,2.0,1.0,0,1,0,0,1,0,0,1
-173000000,1,77.02,8,208.0,260,3,82.5,78,2.0,1.0,0,1,0,0,1,1,0,0
-405000000,1,59.97,4,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
-440000000,1,84.9,14,819.0,772,2,112.4,58,3.0,1.0,0,1,0,0,1,0,0,1
-229540000,0,84.988,13,1162.0,690,14,123.97,120,3.0,2.0,0,1,0,1,0,0,0,1
-465000000,1,59.58,16,2110.0,2496,23,79.89,522,3.0,1.0,0,1,0,0,1,0,1,0
-598000000,1,84.94,14,423.0,393,7,109.73,70,3.0,2.0,0,1,0,0,1,0,0,1
-895000000,1,118.1759,14,1971.0,1559,22,143.72,79,4.0,2.0,0,1,0,0,1,0,0,1
-265000000,1,59.96,1,1179.0,987,13,84.66,365,3.0,1.0,1,0,0,1,0,1,0,0
-50000000,0,45.5,2,800.0,1000,9,62.48,400,3.0,1.0,0,1,0,0,1,1,0,0
-540000000,1,84.38,15,782.0,782,7,104.94,664,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,84.98,1,350.0,326,7,107.66,253,3.0,2.0,0,1,0,0,1,0,0,1
-116000000,1,33.28,1,2455.0,3930,32,43.84,500,2.0,1.0,1,0,0,1,0,0,0,1
-550000000,1,84.98,8,492.0,455,6,110.04,78,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,1,44.52,13,1402.0,2002,16,59.2,540,2.0,1.0,0,1,0,0,1,1,0,0
-429000000,1,84.4516,3,3210.0,2061,25,112.09,890,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,0,103.528,24,4515.0,2637,30,131.85,398,3.0,2.0,0,1,0,0,1,0,0,1
-594000000,1,84.81,19,4596.0,3226,40,113.0,154,3.0,2.0,0,1,0,0,1,0,0,1
-143000000,0,59.81,2,2277.0,1728,25,81.37,123,3.0,2.0,0,1,0,0,1,0,0,1
-323000000,0,84.698,11,655.0,305,2,110.75,34,3.0,2.0,0,1,0,0,1,0,0,1
-575000000,0,84.6389,25,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-422000000,1,84.89,2,1630.0,1613,16,108.76,50,3.0,2.0,0,1,0,0,1,0,0,1
-177000000,0,49.74,7,1578.0,2544,18,69.08,1,2.0,1.0,0,1,0,0,1,1,0,0
-135000000,0,59.82,2,422.0,499,3,82.17,205,3.0,1.0,0,1,0,0,1,1,0,0
-538000000,0,196.858,2,4515.0,2637,30,239.85,49,5.0,2.0,0,1,0,0,1,0,0,1
-574130000,1,114.9,3,1344.0,1106,16,141.34,56,4.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,84.9393,17,1024.0,591,6,110.05,196,3.0,2.0,0,1,0,0,1,0,0,1
-394000000,1,59.88,3,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
-435000000,1,84.53,5,831.0,748,10,110.8,76,3.0,2.0,1,0,0,1,0,0,0,1
-348000000,0,84.6528,4,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-404000000,1,84.99600000000002,9,140.0,118,1,110.51,24,0.0,0.0,0,1,0,0,1,0,0,1
-295000000,1,84.95,15,784.0,778,5,106.9,251,3.0,2.0,0,1,0,0,1,0,0,1
-310000000,0,84.96,4,1351.0,1127,11,109.09,471,3.0,2.0,0,1,0,0,1,0,0,1
-286000000,0,84.98100000000002,9,1162.0,690,14,122.64,116,3.0,2.0,0,1,0,1,0,0,0,1
-407000000,1,84.46,1,981.0,1550,12,101.35,360,3.0,2.0,1,0,0,1,0,0,0,1
-332000000,1,84.95,2,1346.0,1168,17,107.66,473,3.0,2.0,0,1,0,0,1,0,0,1
-459000000,0,145.918,5,2381.0,1391,14,179.62,93,4.0,2.0,0,1,0,0,1,0,0,1
-395000000,0,131.27,11,3240.0,3060,33,157.99,576,4.0,2.0,0,1,1,0,0,0,0,1
-383000000,0,140.72899999999998,25,1277.0,1110,13,184.83,104,4.0,2.0,0,1,0,0,1,0,0,1
-440000000,1,59.97,6,2275.0,1656,28,76.8,116,3.0,2.0,0,1,0,0,1,0,0,1
-327000000,1,58.59,13,2561.0,2134,26,76.18,0,3.0,1.0,0,1,0,0,1,1,0,0
-268000000,0,59.6,15,756.0,842,8,80.0,398,3.0,1.0,1,0,0,1,0,0,0,1
-220000000,0,84.84200000000001,3,1323.0,1190,11,108.88,329,3.0,2.0,0,1,0,0,1,0,0,1
-180000000,1,33.15,16,288.0,160,1,47.32,16,1.0,1.0,0,1,0,0,1,0,0,1
-1270000000,1,84.93,24,3893.0,2444,28,113.71,198,3.0,2.0,1,0,0,1,0,0,0,1
-2300000000,1,127.75,3,1254.0,1034,12,148.6,180,4.0,2.0,0,1,1,0,0,0,1,0
-815000000,1,115.78,13,2504.0,1391,25,142.49,500,4.0,2.0,0,1,0,0,1,0,0,1
-545000000,1,101.61,10,459.0,379,7,134.96,60,4.0,2.0,1,0,0,1,0,0,0,1
-163200000,0,84.78,1,447.0,676,4,103.66,230,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,114.99,7,3060.0,2412,31,146.14,685,4.0,2.0,0,1,0,0,1,0,0,1
-445000000,1,104.89,1,243.0,213,4,134.04,28,3.0,2.0,0,1,0,0,1,0,0,1
-310000000,1,84.87,4,802.0,860,8,108.75,0,3.0,2.0,0,1,0,0,1,0,0,1
-86000000,0,45.5,11,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
-497000000,1,50.64,13,182.0,182,1,55.0,144,2.0,1.0,1,0,0,1,0,1,0,0
-600000000,1,84.69,8,2022.0,2065,14,110.67,1032,3.0,2.0,0,1,1,0,0,0,0,1
-377500000,1,75.2,6,672.0,480,5,91.03,141,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,84.99,15,513.0,589,4,100.56,196,3.0,2.0,0,1,0,0,1,0,0,1
-455000000,1,84.9877,5,224.0,213,3,119.51,9,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,1,84.91,1,510.0,735,6,102.76,450,3.0,1.0,1,0,0,1,0,0,0,1
-305000000,1,59.788,10,576.0,503,10,84.16,214,3.0,2.0,0,1,0,0,1,0,0,1
-367000000,1,59.25,11,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
-339000000,1,59.96,20,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
-600000000,1,68.94,6,1230.0,1222,15,92.4,305,3.0,1.0,0,1,1,0,0,1,0,0
-695000000,1,84.72,9,400.0,357,3,105.55,27,3.0,2.0,0,1,0,0,1,0,1,0
-447000000,1,84.89,9,477.0,400,7,110.51,181,3.0,2.0,0,1,0,0,1,0,0,1
-88000000,0,59.98,4,774.0,763,6,80.54,229,3.0,1.0,0,1,0,0,1,0,0,1
-710000000,1,84.884,10,1185.0,882,16,111.79,301,3.0,2.0,0,1,0,0,1,0,0,1
-181000000,1,59.76,5,659.0,579,8,78.04,71,2.0,1.0,0,1,0,0,1,0,0,1
-680000000,1,84.96,11,275.0,195,4,109.2,13,3.0,2.0,0,1,0,0,1,0,0,1
-202000000,0,84.93,6,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
-184000000,0,84.95,18,957.0,928,12,106.37,188,3.0,2.0,1,0,0,1,0,0,0,1
-178000000,0,59.997,17,1058.0,1028,13,81.74,240,3.0,2.0,0,1,0,0,1,0,0,1
-492000000,1,59.82,27,2085.0,1592,15,82.65,300,2.0,1.0,0,1,1,0,0,1,0,0
-162000000,0,84.96,5,328.0,618,6,103.95,390,3.0,1.0,0,1,0,0,1,0,0,1
-715000000,1,84.71,24,2615.0,2123,21,108.47,805,3.0,2.0,0,1,0,0,1,0,0,1
-530000000,1,84.97,7,3310.0,2517,42,107.49,55,3.0,2.0,1,0,0,1,0,0,0,1
-146500000,0,59.9,1,1167.0,1158,13,79.82,122,3.0,1.0,0,1,0,0,1,0,0,1
-930000000,1,84.83,20,4900.0,3696,46,110.54,1404,3.0,2.0,1,0,0,1,0,0,0,1
-438000000,1,47.94,19,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-92000000,0,59.99,9,1050.0,1721,16,80.41,780,3.0,1.0,1,0,0,1,0,0,0,1
-257000000,0,85.0,13,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-143000000,0,59.816,7,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
-72000000,0,58.01,15,2716.0,2716,20,76.68,90,2.0,1.0,0,1,1,0,0,1,0,0
-390000000,0,84.6528,27,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-179000000,0,59.983,24,328.0,408,3,80.99,280,3.0,2.0,0,1,0,0,1,0,0,1
-254000000,1,50.67,6,680.0,2256,20,69.59,938,2.0,1.0,1,0,0,1,0,1,0,0
-695000000,0,151.9156,32,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,79.5359,15,330.0,256,4,99.19,105,3.0,2.0,0,1,0,0,1,0,0,1
-1270000000,1,73.26,15,300.0,1060,9,94.18,310,3.0,1.0,1,0,1,0,0,1,0,0
-750000000,1,116.41,11,315.0,222,4,146.02,64,4.0,2.0,0,1,0,0,1,0,0,1
-71000000,0,49.08,11,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-790000000,1,104.32,7,741.0,484,14,132.3,326,3.0,2.0,1,0,0,1,0,0,0,1
-290000000,1,39.98,8,308.0,2934,21,58.75,228,2.0,1.0,1,0,0,1,0,1,0,0
-390000000,1,59.94,1,1992.0,1601,14,77.68,476,3.0,1.0,0,1,0,0,1,0,0,1
-255000000,1,44.1,5,241.0,630,5,60.39,630,2.0,1.0,0,1,0,0,1,1,0,0
-590000000,1,114.82,6,546.0,472,9,139.18,79,4.0,2.0,0,1,0,0,1,0,0,1
-940000000,1,84.9097,3,753.0,738,11,104.4,362,3.0,2.0,1,0,0,1,0,0,0,1
-405000000,1,84.96,12,816.0,408,4,110.25,408,3.0,2.0,0,1,0,0,1,0,0,1
-253000000,1,59.95,20,1602.0,1253,15,87.96,427,3.0,1.0,0,1,0,0,1,1,0,0
-460000000,1,59.96,14,715.0,956,6,82.4,956,3.0,1.0,0,1,0,0,1,1,0,0
-288000000,0,100.7622,9,1888.0,1500,17,130.35,300,3.0,2.0,1,0,0,1,0,0,0,1
-900000000,1,84.8,19,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
-321000000,1,84.86,1,4804.0,3830,54,111.31,292,3.0,2.0,0,1,0,0,1,0,0,1
-310000000,1,59.584,15,637.0,562,7,85.69,206,3.0,1.0,0,1,0,0,1,1,0,0
-185000000,0,68.7,5,600.0,600,6,95.73,210,3.0,1.0,0,1,0,0,1,1,0,0
-418000000,1,124.41,6,176.0,170,2,147.07,36,4.0,2.0,1,0,0,1,0,0,0,1
-206000000,0,68.6486,1,223.0,221,3,95.87,42,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,71.2,5,654.0,768,10,94.38,96,3.0,1.0,0,1,0,0,1,1,0,0
-210000000,0,124.5622,2,1875.0,1627,13,146.75,200,4.0,2.0,0,1,0,0,1,0,0,1
-272000000,1,59.98,9,181.0,170,2,77.25,44,3.0,2.0,0,1,0,0,1,0,0,1
-1000000000,1,116.19,1,4113.0,2678,35,144.32,678,4.0,2.0,1,0,0,1,0,0,0,1
-545000000,1,64.08,3,360.0,360,5,90.01,80,3.0,1.0,0,1,0,0,1,1,0,0
-830000000,1,59.96,6,1171.0,768,11,78.71,150,3.0,2.0,1,0,0,1,0,0,0,1
-530000000,1,84.42,19,1349.0,1150,14,107.7,441,3.0,2.0,0,1,0,0,1,0,0,1
-258000000,1,49.95,12,997.0,997,9,69.64,258,2.0,1.0,1,0,0,1,0,1,0,0
-480000000,1,84.98,10,280.0,187,3,105.59,92,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,84.94,9,281.0,370,3,105.89,237,3.0,2.0,0,1,0,0,1,0,0,1
-525000000,1,114.98,13,1306.0,1125,15,136.16,224,4.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,84.99,24,1573.0,1733,13,102.69,628,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,0,59.9074,1,1306.0,1011,13,85.67,159,3.0,2.0,0,1,0,0,1,0,0,1
-233000000,1,32.34,7,255.0,350,1,40.54,298,1.0,1.0,0,1,0,0,1,1,0,0
-560000000,1,84.91,7,1391.0,1606,15,104.75,958,3.0,2.0,0,1,0,0,1,0,0,1
-498000000,1,59.99,5,4596.0,3226,40,87.41,442,3.0,2.0,0,1,0,0,1,0,0,1
-377000000,1,57.63,10,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
-600000000,1,114.93,20,935.0,787,11,137.03,199,4.0,2.0,0,1,0,0,1,0,0,1
-365180000,0,80.5341,10,163.0,147,2,109.16,145,3.0,2.0,1,0,0,1,0,0,0,1
-1230000000,1,140.04,5,320.0,320,3,153.62,160,4.0,2.0,1,0,0,1,0,0,0,1
-705000000,1,83.06,6,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
-565000000,1,84.95,15,4890.0,3293,51,112.45,66,3.0,2.0,1,0,0,1,0,0,0,1
-299000000,1,84.94,16,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-568000000,1,112.78,11,2990.0,2182,22,142.0,460,4.0,2.0,0,1,0,0,1,0,0,1
-287500000,1,84.96,15,1459.0,1371,13,110.12,715,3.0,2.0,0,1,0,0,1,0,0,1
-242400000,0,59.9962,17,1194.0,1033,9,82.96,156,3.0,2.0,1,0,0,1,0,0,0,1
-320000000,1,57.1,1,456.0,811,6,76.88,198,2.0,1.0,0,1,0,0,1,1,0,0
-115000000,0,84.72,1,237.0,328,2,110.61,158,3.0,2.0,0,1,0,0,1,1,0,0
-317000000,1,47.94,5,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-495000000,1,84.88,6,2123.0,1696,7,109.8,786,3.0,2.0,0,1,1,0,0,0,0,1
-900000000,1,84.3884,9,4580.0,3885,51,110.94,167,3.0,2.0,0,1,0,0,1,0,0,1
-322000000,1,59.88,16,348.0,278,3,84.42,72,3.0,1.0,0,1,0,0,1,1,0,0
-779000000,1,84.82,17,416.0,590,4,105.81,0,3.0,2.0,1,0,0,1,0,0,0,1
-400000000,0,110.72,24,2277.0,1728,25,138.36,682,4.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,44.64,1,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
-73000000,0,59.99,7,345.0,352,2,79.34,160,3.0,1.0,0,1,0,0,1,0,0,1
-244000000,0,84.93,10,1690.0,1122,16,110.63,206,3.0,2.0,0,1,0,0,1,0,0,1
-468000000,1,59.9,8,635.0,597,12,84.91,315,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.98,2,350.0,326,7,107.66,253,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,59.9666,9,402.0,392,4,81.58,169,3.0,2.0,0,1,0,0,1,0,0,1
-850000000,1,84.79,35,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
-700000000,1,83.42,11,635.0,597,12,104.1,104,3.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,84.3,15,299.0,299,5,116.93,42,3.0,2.0,0,1,0,0,1,1,0,0
-69000000,0,61.56,7,765.0,795,7,79.34,300,3.0,2.0,0,1,0,0,1,0,1,0
-200000000,0,84.93,20,1187.0,1084,11,106.77,438,3.0,1.0,0,1,0,0,1,0,0,1
-215000000,0,84.9571,9,368.0,298,4,109.09,148,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,59.817,12,677.0,603,11,85.43,36,3.0,2.0,0,1,0,0,1,0,0,1
-545000000,1,84.87799999999999,20,1054.0,886,11,110.77,436,3.0,2.0,0,1,0,0,1,0,0,1
-93000000,0,45.5,7,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
-108000000,0,59.99,3,1430.0,1500,10,75.55,600,3.0,1.0,0,1,0,0,1,0,0,1
-390000000,0,84.6389,26,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-495000000,1,84.74,11,831.0,748,10,110.52,80,3.0,2.0,1,0,0,1,0,0,0,1
-180130000,0,84.9985,19,726.0,650,6,111.31,384,3.0,2.0,0,1,0,0,1,0,0,1
-265000000,0,77.14,22,296.0,288,1,99.75,118,3.0,2.0,0,1,0,0,1,0,0,1
-177300000,0,59.9438,34,1331.0,1395,9,81.18,177,3.0,2.0,0,1,0,0,1,0,1,0
-525000000,1,59.96,13,2657.0,2652,32,82.92,165,3.0,2.0,0,1,0,0,1,0,0,1
-257500000,1,69.82,10,270.0,386,5,85.01,120,3.0,1.0,0,1,0,0,1,0,0,1
-83000000,0,48.89,17,202.0,504,4,67.85,111,2.0,1.0,0,1,0,0,1,1,0,0
-203000000,0,59.72,22,431.0,654,4,77.1,344,3.0,1.0,0,1,0,0,1,0,0,1
-369000000,0,134.93,5,622.0,789,5,161.98,154,4.0,2.0,0,1,0,0,1,0,0,1
-395000000,1,59.54,15,329.0,314,4,82.23,72,3.0,1.0,0,1,0,0,1,1,0,0
-430000000,0,125.04,24,543.0,431,3,156.57,86,4.0,2.0,0,1,0,0,1,0,0,1
-246000000,1,59.27,5,120.0,117,1,77.26,43,3.0,2.0,0,1,0,0,1,0,0,1
-50000000,0,49.965,12,260.0,999,9,69.76,885,3.0,1.0,0,1,0,0,1,1,0,0
-698000000,1,84.959,14,777.0,517,7,120.16,0,3.0,2.0,0,1,0,0,1,0,0,1
-581000000,1,156.876,2,4190.0,2176,50,204.78,345,5.0,2.0,1,0,0,1,0,0,0,1
-565000000,1,95.84,2,277.0,555,7,105.52,300,3.0,1.0,1,0,0,1,0,0,0,1
-433000000,0,102.52,17,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
-1220000000,1,84.79,27,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
-600000000,1,59.96,6,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
-203000000,0,84.87,22,1789.0,1669,10,106.77,594,3.0,2.0,0,1,1,0,0,0,0,1
-208000000,1,59.58,1,4932.0,4509,31,81.7,684,2.0,1.0,0,1,1,0,0,1,0,0
-339000000,1,84.78,5,1188.0,1329,16,102.5,384,3.0,2.0,0,1,0,0,1,0,0,1
-158000000,0,59.87,14,194.0,241,3,86.39,181,3.0,1.0,0,1,0,0,1,0,0,1
-980000000,1,105.18,22,246.0,142,3,136.53,64,4.0,2.0,1,0,0,1,0,0,0,1
-745000000,1,84.88,5,2382.0,1702,21,110.52,361,3.0,2.0,0,1,0,0,1,0,0,1
-328000000,1,84.84,6,794.0,671,8,106.21,207,3.0,2.0,0,1,0,0,1,0,0,1
-297000000,1,59.97,1,428.0,437,5,81.15,223,3.0,1.0,0,1,0,0,1,0,0,1
-307000000,0,84.935,9,1592.0,1344,11,117.79,528,3.0,2.0,0,1,0,0,1,0,0,1
-439000000,1,59.97,6,1102.0,683,10,80.89,160,3.0,2.0,0,1,0,0,1,0,0,1
-455000000,1,84.96,9,5402.0,5387,49,106.86,792,3.0,2.0,0,1,1,0,0,0,0,1
-310000000,0,119.009,8,3958.0,2947,29,139.31,486,4.0,2.0,0,1,0,0,1,0,0,1
-329000000,1,59.25,3,489.0,448,7,79.06,168,3.0,1.0,0,1,0,0,1,0,0,1
-117000000,0,84.93,11,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-1935000000,1,162.71,8,692.0,577,5,176.06,20,3.0,1.0,0,1,0,1,0,0,1,0
-401000000,1,73.73,1,632.0,632,19,92.56,50,3.0,1.0,0,1,1,0,0,0,0,1
-50000000,0,35.9877,10,144.0,176,1,56.32,13,2.0,1.0,0,1,1,0,0,1,0,0
-65000000,0,59.916,19,431.0,764,6,79.34,764,3.0,1.0,0,1,0,0,1,0,0,1
-447000000,1,84.97,6,1560.0,1247,24,110.25,165,3.0,2.0,0,1,0,0,1,0,0,1
-78000000,1,27.0,14,840.0,1200,4,35.39,540,1.0,1.0,1,0,0,1,0,1,0,0
-330000000,1,60.0,16,5402.0,5387,49,80.43,312,3.0,1.0,0,1,1,0,0,0,0,1
-1630000000,1,84.69,5,498.0,476,6,102.48,224,3.0,1.0,1,0,0,1,0,0,0,1
-290000000,1,39.98,5,308.0,2934,21,58.75,228,2.0,1.0,1,0,0,1,0,1,0,0
-415000000,1,25.52,4,959.0,1372,47,25.52,50,1.0,1.0,0,1,1,0,0,0,0,1
-875000000,1,88.26,5,959.0,1372,47,88.26,130,3.0,2.0,0,1,1,0,0,0,0,1
-605000000,1,84.98,7,643.0,304,3,106.18,82,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,59.81,8,250.0,248,2,84.91,83,2.0,1.0,1,0,1,0,0,1,0,0
-250000000,1,103.11,12,444.0,704,6,129.31,81,4.0,2.0,0,1,0,0,1,0,0,1
-139000000,0,59.82,6,529.0,900,6,80.81,900,2.0,1.0,0,1,0,0,1,1,0,0
-229350000,0,84.6588,3,918.0,712,15,111.33,152,3.0,2.0,0,1,0,0,1,0,0,1
-780000000,1,105.04,1,264.0,481,6,113.05,117,3.0,1.0,1,0,0,1,0,1,0,0
-970000000,1,117.585,7,4494.0,4494,56,138.73,900,4.0,2.0,1,0,0,1,0,0,0,1
-254000000,1,49.94,5,4471.0,2634,21,73.22,270,2.0,1.0,1,0,0,1,0,1,0,0
-187500000,1,45.77,15,1196.0,2392,18,63.68,720,2.0,1.0,1,0,0,1,0,1,0,0
-513000000,1,84.87,9,551.0,461,4,107.77,170,3.0,2.0,0,1,0,0,1,0,0,1
-1600000000,1,82.5,4,864.0,432,4,108.88,422,3.0,1.0,1,0,0,1,0,1,0,0
-670000000,1,84.96,11,3258.0,1696,31,111.46,342,3.0,2.0,1,0,0,1,0,0,0,1
-380000000,1,59.76,9,1803.0,1597,8,87.63,440,2.0,1.0,0,1,1,0,0,1,0,0
-453000000,1,59.88,18,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
-77500000,0,75.83,3,70.0,240,2,90.54,72,3.0,1.0,0,1,0,0,1,0,0,1
-385000000,1,84.97,5,3940.0,3003,25,109.57,1066,3.0,2.0,0,1,0,0,1,0,0,1
-108000000,0,70.75,2,367.0,418,2,101.02,45,3.0,1.0,0,1,0,0,1,0,0,1
-680000000,1,84.6099,6,1971.0,1559,22,109.19,649,3.0,2.0,0,1,0,0,1,0,0,1
-85500000,0,59.8,5,810.0,604,11,76.04,108,3.0,2.0,0,1,0,0,1,0,0,1
-36000000,0,44.59,2,321.0,315,7,56.31,70,2.0,1.0,0,1,0,0,1,0,0,1
-465000000,1,59.907,2,672.0,707,12,76.03,100,3.0,2.0,0,1,0,0,1,0,0,1
-705000000,1,59.9236,13,4580.0,3885,51,80.39,21,3.0,2.0,0,1,0,0,1,0,0,1
-385980000,0,145.64,25,948.0,540,4,171.72,128,4.0,2.0,0,1,0,0,1,0,0,1
-776000000,1,59.98,6,6075.0,3410,44,84.74,284,3.0,2.0,1,0,0,1,0,0,0,1
-275000000,1,59.76,7,397.0,319,4,89.12,109,3.0,1.0,0,1,0,0,1,0,1,0
-900000000,1,84.97,10,7712.0,5678,72,109.47,556,3.0,2.0,1,0,0,1,0,0,0,1
-135000000,1,59.64,7,200.0,167,3,79.23,68,3.0,1.0,0,1,0,0,1,0,0,1
-285000000,1,84.83,19,853.0,996,10,108.33,484,3.0,2.0,0,1,0,0,1,0,0,1
-245000000,1,59.83,12,708.0,570,8,72.45,131,3.0,1.0,0,1,0,0,1,1,0,0
-740000000,1,84.82,10,416.0,590,4,105.81,0,3.0,2.0,1,0,0,1,0,0,0,1
-520000000,1,84.97,19,297.0,283,5,108.7,187,3.0,2.0,0,1,0,0,1,0,0,1
-263000000,0,84.85,7,1576.0,1112,17,109.86,240,3.0,2.0,0,1,1,0,0,0,0,1
-509000000,0,115.03,34,9063.0,5239,48,144.33,528,4.0,2.0,0,1,0,0,1,0,0,1
-418000000,1,59.74,2,470.0,605,6,81.12,516,2.0,1.0,1,0,0,1,0,1,0,0
-220000000,0,72.2103,38,1331.0,1395,9,97.3,185,3.0,2.0,0,1,0,0,1,0,1,0
-174000000,0,59.96,17,1152.0,998,9,79.32,192,3.0,1.0,0,1,0,0,1,0,0,1
-525000000,1,101.4,13,1985.0,1286,16,127.14,122,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,84.96,9,339.0,299,5,106.12,120,3.0,2.0,0,1,0,0,1,0,0,1
-440000000,1,53.01,15,352.0,299,2,72.72,60,2.0,1.0,1,0,0,1,0,1,0,0
-114000000,0,59.82,13,529.0,900,6,80.81,900,2.0,1.0,0,1,0,0,1,1,0,0
-341000000,0,84.961,10,573.0,508,11,110.46,69,3.0,2.0,0,1,0,0,1,0,0,1
-498000000,1,84.95,10,1017.0,914,10,107.98,514,3.0,2.0,0,1,1,0,0,0,0,1
-155000000,1,41.3,5,1710.0,1710,10,60.33,30,2.0,1.0,0,1,1,0,0,1,0,0
-160000000,0,59.807,8,2269.0,1950,15,87.22,313,3.0,2.0,0,1,0,0,1,0,0,1
-238000000,1,59.9,10,454.0,406,3,87.41,210,3.0,1.0,0,1,0,0,1,1,0,0
-870000000,1,84.92,10,744.0,744,10,105.3,192,3.0,1.0,1,0,0,1,0,1,0,0
-508000000,1,142.98,5,1188.0,1329,16,164.95,270,4.0,2.0,0,1,0,0,1,0,0,1
-455000000,0,84.9982,17,829.0,703,7,110.33,254,3.0,2.0,0,1,0,0,1,0,0,1
-1140000000,1,84.99799999999998,19,6075.0,3410,44,116.71,190,3.0,2.0,1,0,0,1,0,0,0,1
-480000000,1,84.92,7,238.0,298,2,100.26,268,3.0,2.0,0,1,1,0,0,0,0,1
-620000000,1,84.98,11,1216.0,949,12,110.78,181,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,1,59.4,16,630.0,561,7,84.87,232,3.0,1.0,0,1,0,0,1,1,0,0
-160000000,0,84.94,20,367.0,418,2,105.69,200,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,1,59.5,5,353.0,1829,13,86.62,90,3.0,1.0,0,1,1,0,0,1,0,0
-174000000,0,59.94600000000001,10,1093.0,1002,12,79.59,444,3.0,1.0,1,0,0,1,0,0,0,1
-645000000,0,151.9156,15,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
-319000000,1,67.43,14,486.0,763,11,92.08,60,3.0,1.0,1,0,0,1,0,1,0,0
-393000000,1,59.91,12,597.0,516,7,83.44,228,3.0,2.0,0,1,0,0,1,0,0,1
-245000000,0,84.98,1,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,0,102.52,13,4515.0,2637,30,131.85,398,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,84.35,15,221.0,285,1,119.01,142,3.0,2.0,0,1,0,0,1,0,0,1
-750000000,1,96.65,1,1842.0,1842,26,104.6,0,3.0,1.0,1,0,0,1,0,0,0,1
-305000000,0,101.76,19,952.0,896,10,124.78,88,4.0,2.0,1,0,0,1,0,0,0,1
-137500000,0,40.13,5,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
-319000000,1,83.97,8,492.0,942,10,111.11,240,3.0,2.0,0,1,0,0,1,1,0,0
-314610000,0,105.1831,31,1367.0,935,9,137.4,220,4.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,58.01,5,823.0,2646,28,80.26,1300,2.0,1.0,1,0,0,1,0,1,0,0
-1500000000,1,110.2,10,216.0,177,1,136.11,15,4.0,2.0,0,1,0,0,1,0,0,1
-820000000,1,126.3,30,392.0,208,2,153.27,104,4.0,2.0,0,1,0,0,1,0,0,1
-109000000,0,84.945,13,471.0,450,3,103.74,370,3.0,2.0,0,1,0,0,1,0,0,1
-960000000,1,84.9984,17,4443.0,3002,34,111.08,673,3.0,2.0,1,0,0,1,0,0,0,1
-198000000,0,84.7287,26,443.0,436,4,110.3,100,3.0,2.0,0,1,0,0,1,0,0,1
-233000000,1,59.99,16,2251.0,2904,21,78.18,753,3.0,2.0,0,1,0,0,1,1,0,0
-490000000,1,119.7,16,160.0,110,1,151.59,60,3.0,2.0,0,1,0,0,1,0,0,1
-337500000,0,115.28,13,507.0,270,2,155.92,112,3.0,2.0,0,1,0,0,1,0,0,1
-179000000,0,59.7,13,994.0,868,10,79.93,336,3.0,1.0,0,1,0,0,1,0,0,1
-348000000,0,84.976,28,1198.0,648,3,112.96,94,3.0,2.0,0,1,0,0,1,0,1,0
-247000000,0,84.9902,1,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
-375000000,1,59.595,9,779.0,655,5,85.86,220,3.0,1.0,0,1,0,0,1,1,0,0
-209500000,0,84.3263,20,443.0,436,4,111.91,112,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,84.97,8,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
-386500000,0,84.8502,29,1213.0,840,6,123.03,68,3.0,2.0,0,1,0,0,1,0,0,1
-207000000,1,49.77,10,2450.0,2462,16,72.73,1268,3.0,1.0,0,1,0,1,0,1,0,0
-160000000,1,59.595,1,209.0,200,2,74.47,98,3.0,1.0,0,1,0,0,1,0,0,1
-900000000,1,101.29,10,692.0,577,5,108.5,128,3.0,1.0,0,1,0,1,0,0,1,0
-1080000000,1,84.99,30,7876.0,5563,65,110.3,350,3.0,2.0,1,0,0,1,0,0,0,1
-275000000,0,73.405,8,1323.0,1190,11,96.98,361,3.0,2.0,0,1,0,0,1,0,0,1
-375000000,1,59.7,11,247.0,242,2,81.3,82,3.0,1.0,0,1,0,0,1,1,0,0
-281000000,0,84.9402,25,865.0,800,7,107.83,434,3.0,2.0,0,1,0,0,1,0,0,1
-1345000000,1,84.99,20,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
-103000000,0,59.4,2,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
-145000000,0,115.53,25,2169.0,2181,15,142.14,350,4.0,2.0,0,1,1,0,0,0,0,1
-82500000,0,39.95,8,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
-695000000,1,59.96,9,1122.0,732,10,81.35,144,3.0,1.0,1,0,0,1,0,0,0,1
-790000000,1,128.81,13,4418.0,2603,37,161.86,39,4.0,2.0,1,0,0,1,0,0,0,1
-330000000,1,59.94,16,1215.0,1215,10,83.98,610,3.0,1.0,0,1,1,0,0,1,0,0
-305000000,1,59.91,2,369.0,410,3,81.29,156,2.0,1.0,0,1,0,0,1,1,0,0
-440000000,1,59.7,12,247.0,242,2,81.3,82,3.0,1.0,0,1,0,0,1,1,0,0
-170000000,1,39.84,11,389.0,520,4,54.93,74,1.0,1.0,1,0,0,1,0,1,0,0
-258000000,1,94.36,2,354.0,296,3,115.15,60,3.0,1.0,0,1,0,0,1,1,0,0
-310000000,0,84.97,21,2252.0,1895,17,106.74,645,3.0,2.0,0,1,0,0,1,0,0,1
-929500000,1,101.29,9,692.0,577,5,108.5,128,3.0,1.0,0,1,0,1,0,0,1,0
-280000000,1,84.94,9,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-368000000,1,84.9,5,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,84.66,6,981.0,1550,12,101.35,360,3.0,2.0,1,0,0,1,0,0,0,1
-1300000000,1,157.43,5,534.0,170,5,179.81,24,4.0,2.0,0,1,0,0,1,0,0,1
-349000000,1,59.6983,5,588.0,528,12,79.61,232,3.0,2.0,0,1,0,0,1,0,0,1
-276070000,0,84.9222,14,916.0,559,5,118.18,68,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,1,58.65,11,426.0,1747,10,80.74,261,2.0,1.0,0,1,1,0,0,1,0,0
-245000000,0,84.975,13,1497.0,1280,11,116.28,382,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,84.955,11,345.0,238,5,109.42,34,3.0,2.0,0,1,0,0,1,0,0,1
-795000000,1,99.61,5,1468.0,1480,25,109.58,520,3.0,1.0,0,1,1,0,0,1,0,0
-700000000,1,84.94,11,364.0,333,9,109.81,138,3.0,2.0,0,1,0,0,1,0,0,1
-277000000,0,84.9943,6,840.0,743,8,108.56,294,3.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,59.77,9,819.0,739,11,79.41,118,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,59.96,4,436.0,362,5,86.0,61,3.0,2.0,0,1,0,1,0,0,0,1
-355000000,0,137.11,20,377.0,125,1,167.45,27,4.0,2.0,0,1,0,0,1,0,0,1
-461500000,1,84.39,3,298.0,359,4,106.55,178,3.0,2.0,0,1,0,0,1,0,0,1
-417500000,1,84.97,11,1777.0,1370,24,110.94,263,3.0,2.0,0,1,0,0,1,0,0,1
-78000000,0,72.63,17,240.0,298,4,97.33,72,3.0,1.0,0,1,0,0,1,0,0,1
-1320000000,1,85.0,6,421.0,317,4,108.28,76,3.0,2.0,1,0,0,1,0,0,0,1
-500000000,1,84.99,5,474.0,415,8,106.15,15,3.0,2.0,0,1,0,0,1,0,0,1
-490000000,1,84.7,14,228.0,200,2,106.88,186,3.0,2.0,0,1,0,0,1,0,0,1
-151000000,0,84.96,15,584.0,730,5,105.79,490,3.0,2.0,0,1,0,0,1,0,0,1
-388000000,1,114.88,10,730.0,845,8,139.17,204,4.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,84.96,13,153.0,204,2,104.35,118,3.0,2.0,0,1,0,0,1,0,0,1
-186200000,0,84.7182,2,298.0,258,4,108.84,51,3.0,2.0,0,1,0,0,1,0,0,1
-104670000,0,59.87,8,194.0,241,3,86.39,181,3.0,1.0,0,1,0,0,1,0,0,1
-266000000,0,84.81,11,941.0,652,11,114.35,90,3.0,2.0,1,0,0,1,0,0,0,1
-146500000,0,84.5689,3,270.0,239,3,110.66,199,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,0,84.9793,12,2595.0,1564,14,111.89,298,3.0,2.0,0,1,0,0,1,0,0,1
-220000000,0,84.97,12,479.0,432,4,109.46,177,3.0,2.0,0,1,0,0,1,0,0,1
-483000000,1,59.96,14,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
-470000000,1,84.9829,12,224.0,213,3,119.51,9,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,84.9287,13,224.0,228,3,107.01,117,3.0,2.0,0,1,0,0,1,0,0,1
-171000000,1,59.95,12,200.0,185,1,85.18,74,3.0,1.0,0,1,0,0,1,1,0,0
-60000000,0,84.505,14,85.0,365,4,100.88,60,3.0,2.0,0,1,0,0,1,0,0,1
-269000000,0,84.15,4,2050.0,2038,23,109.09,499,3.0,1.0,0,1,0,0,1,1,0,0
-344000000,0,84.9636,29,5755.0,3000,15,118.61,816,3.0,2.0,0,1,0,0,1,0,0,1
-233000000,0,59.99,1,1430.0,1500,10,75.55,600,3.0,1.0,0,1,0,0,1,0,0,1
-568000000,1,75.51,12,855.0,855,10,103.06,360,3.0,1.0,0,1,1,0,0,1,0,0
-159900000,0,84.99799999999998,10,869.0,671,12,109.69,352,3.0,2.0,0,1,0,0,1,0,0,1
-309500000,1,56.9217,9,330.0,256,4,71.31,38,3.0,1.0,0,1,0,0,1,0,0,1
-200000000,0,84.99,6,194.0,458,4,104.11,204,3.0,2.0,0,1,0,0,1,0,0,1
-331500000,1,84.97,2,449.0,704,5,100.18,704,3.0,2.0,0,1,0,0,1,0,0,1
-228000000,1,49.2,14,471.0,639,6,68.08,2,2.0,1.0,1,0,0,1,0,1,0,0
-590000000,1,144.123,9,4190.0,2176,50,186.61,391,4.0,2.0,1,0,0,1,0,0,0,1
-519000000,1,84.29,18,1580.0,1330,22,110.34,65,3.0,2.0,0,1,0,0,1,0,0,1
-263000000,1,59.25,9,981.0,1550,12,75.2,240,2.0,1.0,1,0,0,1,0,1,0,0
-383000000,1,84.64,11,1855.0,1605,25,109.23,792,3.0,2.0,0,1,0,0,1,0,0,1
-54000000,0,44.87,7,1383.0,640,5,64.9,640,2.0,1.0,0,1,0,0,1,1,0,0
-220000000,1,59.96,11,2084.0,1830,16,81.16,178,3.0,1.0,0,1,0,0,1,0,0,1
-510000000,0,84.9636,13,5755.0,3000,15,118.61,816,3.0,2.0,0,1,0,0,1,0,0,1
-435000000,1,84.98299999999998,3,635.0,620,22,109.83,60,3.0,2.0,0,1,0,0,1,0,0,1
-388000000,1,59.73,16,366.0,320,5,78.41,132,3.0,2.0,0,1,0,0,1,0,0,1
-1543000000,1,104.63,12,576.0,888,12,115.7,288,4.0,1.0,1,0,0,1,0,1,0,0
-288000000,1,59.72,2,231.0,196,3,83.07,30,3.0,1.0,0,1,0,0,1,1,0,0
-193000000,0,59.76,10,1789.0,1669,10,80.01,675,3.0,1.0,0,1,1,0,0,1,0,0
-620000000,1,59.97,7,4113.0,2678,35,86.43,424,3.0,2.0,1,0,0,1,0,0,0,1
-222000000,0,59.6054,15,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
-500000000,0,80.794,56,3728.0,1631,3,124.45,2,2.0,2.0,0,1,0,0,1,0,0,1
-353000000,1,84.09,9,2366.0,1971,28,105.32,394,3.0,2.0,0,1,0,0,1,0,0,1
-279000000,1,68.13,14,4932.0,4509,31,92.46,507,3.0,1.0,0,1,1,0,0,1,0,0
-202000000,1,59.82,1,311.0,380,4,81.7,212,3.0,1.0,0,1,0,0,1,1,0,0
-270000000,1,41.3,11,2000.0,2654,27,60.56,60,2.0,1.0,1,0,0,1,0,1,0,0
-63250000,0,62.59,3,321.0,315,7,76.53,90,3.0,1.0,0,1,0,0,1,0,0,1
-477110000,0,117.908,36,1198.0,648,3,154.62,94,4.0,2.0,0,1,0,0,1,0,1,0
-227500000,0,84.88799999999998,12,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,84.84,11,417.0,381,5,101.53,144,3.0,2.0,0,1,0,0,1,0,0,1
-770000000,1,84.96,2,317.0,211,3,102.54,211,3.0,2.0,1,0,0,1,0,1,0,0
-141410000,0,84.84,12,403.0,280,2,108.55,56,3.0,2.0,0,1,0,0,1,0,0,1
-1675000000,1,144.2,11,1120.0,1288,15,156.13,168,5.0,2.0,1,0,0,1,0,0,0,1
-350000000,0,117.27,5,1576.0,1112,17,153.13,214,4.0,2.0,0,1,1,0,0,0,0,1
-313000000,0,84.98,15,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,59.87,3,440.0,341,7,82.97,56,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.26,6,877.0,895,9,79.85,315,2.0,1.0,0,1,0,0,1,1,0,0
-279000000,0,84.97,14,2252.0,1895,17,106.74,645,3.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,84.99,1,1157.0,1070,15,119.49,106,3.0,2.0,0,1,0,0,1,0,0,1
-322500000,1,68.13,13,4932.0,4509,31,92.46,507,3.0,1.0,0,1,1,0,0,1,0,0
-422000000,1,71.1203,9,18.0,107,6,89.07,32,3.0,2.0,0,1,0,0,1,0,0,1
-50000000,0,41.85,14,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
-273000000,1,59.9,14,1590.0,1590,9,85.16,330,3.0,1.0,0,1,1,0,0,0,0,1
-195000000,1,36.16,7,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-98800000,1,38.64,12,840.0,840,5,50.4,300,2.0,1.0,0,1,1,0,0,0,0,1
-810000000,0,111.07,24,3942.0,1788,3,162.69,336,3.0,2.0,1,0,1,0,0,0,0,1
-160000000,1,34.44,11,486.0,1624,10,49.93,384,2.0,1.0,1,0,0,1,0,1,0,0
-950000000,1,137.53,7,606.0,233,2,170.98,50,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,83.97,3,176.0,126,4,102.09,14,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,84.975,15,217.0,454,5,105.81,138,3.0,2.0,0,1,0,0,1,0,1,0
-1800000000,1,94.49,12,2454.0,1278,13,125.95,230,3.0,2.0,1,0,0,1,0,0,0,1
-390000000,1,79.777,8,2554.0,2462,31,109.8,901,3.0,2.0,0,1,0,0,1,0,0,1
-183000000,1,43.35,12,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
-264000000,0,84.9971,14,1967.0,1758,19,111.22,180,3.0,2.0,1,0,0,1,0,0,0,1
-262500000,0,84.5011,8,333.0,284,4,109.63,165,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,59.97,13,203.0,288,1,85.5,110,2.0,1.0,0,1,0,0,1,1,0,0
-75000000,0,45.46,2,150.0,360,8,55.21,72,2.0,1.0,0,1,0,0,1,0,0,1
-287000000,0,101.316,7,766.0,464,7,129.34,119,4.0,2.0,1,0,0,1,0,0,0,1
-260000000,1,62.1,5,2123.0,2136,17,88.21,92,2.0,1.0,1,0,0,1,0,1,0,0
-560000000,0,219.5,1,857.0,375,14,257.52,19,4.0,2.0,1,0,0,1,0,0,0,1
-1525000000,1,156.91,10,500.0,448,5,181.72,84,5.0,2.0,0,1,1,0,0,0,0,1
-590000000,1,84.94,7,657.0,540,9,108.59,276,3.0,2.0,1,0,0,1,0,0,0,1
-259000000,0,59.94,24,513.0,589,4,75.85,265,2.0,1.0,0,1,0,0,1,0,0,1
-400000000,1,84.32,1,1299.0,1080,8,111.96,150,3.0,2.0,0,1,1,0,0,1,0,0
-102000000,0,44.87,1,789.0,825,8,65.87,465,3.0,1.0,0,1,0,0,1,1,0,0
-340000000,1,59.96,18,224.0,212,2,85.67,140,3.0,1.0,0,1,0,0,1,1,0,0
-415000000,1,59.67,11,455.0,430,6,79.2,227,3.0,1.0,1,0,0,1,0,0,0,1
-400000000,1,59.98,1,136.0,116,1,80.16,47,3.0,1.0,0,1,0,0,1,1,0,0
-242500000,0,84.99,8,1673.0,1424,18,104.25,570,3.0,2.0,0,1,0,0,1,0,0,1
-516750000,1,101.97,31,2090.0,497,3,146.73,4,3.0,2.0,0,1,0,0,1,0,0,1
-1980000000,1,144.77,23,9766.0,6864,66,174.08,574,4.0,2.0,1,0,0,1,0,0,0,1
-80000000,0,41.3,6,1600.0,1320,10,57.15,180,3.0,2.0,0,1,0,0,1,0,0,1
-645000000,1,76.67,10,410.0,408,2,99.73,72,3.0,1.0,1,0,0,1,0,1,0,0
-438000000,1,114.85,4,4804.0,3830,54,142.21,849,4.0,2.0,0,1,0,0,1,0,0,1
-249500000,1,70.69,8,638.0,978,10,86.53,36,3.0,1.0,0,1,0,0,1,0,0,1
-528000000,1,119.49,10,150.0,220,3,149.02,80,4.0,2.0,0,1,0,0,1,0,0,1
-173000000,0,84.92,1,716.0,422,6,103.75,126,3.0,2.0,0,1,0,0,1,0,0,1
-1170000000,1,84.99,16,7876.0,5563,65,109.2,1201,3.0,2.0,1,0,0,1,0,0,0,1
-200000000,0,84.91,15,830.0,1741,16,101.13,630,3.0,2.0,0,1,0,0,1,0,0,1
-1660000000,1,82.61,13,3930.0,3930,30,119.0,750,4.0,1.0,1,0,0,1,0,1,0,0
-600000000,1,84.95,21,4890.0,3293,51,110.34,790,3.0,2.0,1,0,0,1,0,0,0,1
-395000000,1,53.46,8,873.0,1860,26,68.38,236,2.0,1.0,1,0,0,1,0,0,0,1
-138000000,1,35.3,11,681.0,1362,10,48.34,300,2.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,47.94,2,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-445000000,1,114.885,6,1357.0,1070,12,141.84,264,4.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.99,4,244.0,215,3,106.19,112,3.0,2.0,0,1,0,0,1,0,0,1
-363000000,0,103.528,3,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
-316500000,1,49.75,2,800.0,986,9,74.84,427,3.0,1.0,0,1,0,0,1,1,0,0
-695000000,1,114.07,16,682.0,568,9,141.8,100,4.0,2.0,0,1,0,0,1,0,0,1
-113000000,1,50.18,9,1225.0,910,7,67.76,630,2.0,1.0,0,1,1,0,0,1,0,0
-100000000,0,84.994,1,902.0,807,8,112.4,807,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,55.04,4,240.0,356,11,61.22,110,2.0,1.0,0,1,0,0,1,0,0,1
-189000000,0,84.98,21,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,1,43.35,12,1590.0,1590,9,59.11,390,2.0,1.0,0,1,1,0,0,1,0,0
-460000000,1,76.8,8,877.0,686,9,94.14,164,3.0,1.0,1,0,0,1,0,0,0,1
-460000000,1,84.83,3,1126.0,864,22,103.42,336,3.0,2.0,0,1,0,0,1,0,0,1
-168000000,0,83.7711,2,1024.0,989,10,116.07,117,3.0,2.0,0,1,0,0,1,0,0,1
-357500000,1,59.98,2,417.0,375,5,81.69,162,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,39.53,12,700.0,822,6,56.5,322,3.0,1.0,1,0,0,1,0,1,0,0
-110000000,0,84.76,18,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,1,59.99,16,119.0,111,2,79.61,32,3.0,1.0,0,1,0,0,1,1,0,0
-173000000,0,59.9438,23,1331.0,1395,9,81.18,177,3.0,2.0,0,1,0,0,1,0,1,0
-673000000,1,80.35,11,1842.0,1842,26,86.13,0,2.0,1.0,1,0,0,1,0,1,0,0
-440000000,1,84.96,9,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
-270000000,0,84.59,5,662.0,588,10,112.64,150,3.0,2.0,1,0,0,1,0,0,0,1
-60900000,0,59.959,6,193.0,261,1,79.33,219,3.0,1.0,0,1,0,0,1,0,0,1
-280000000,1,71.85,6,270.0,270,2,90.0,270,3.0,2.0,0,1,0,0,1,1,0,0
-355000000,1,39.6,10,677.0,1476,15,51.96,432,2.0,1.0,1,0,0,1,0,1,0,0
-199000000,0,59.86,16,955.0,926,7,85.42,506,3.0,1.0,0,1,0,0,1,1,0,0
-95000000,0,59.99,3,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-293000000,1,59.9,7,496.0,423,4,84.09,196,3.0,1.0,0,1,0,0,1,1,0,0
-890000000,1,84.87,5,275.0,198,1,108.31,56,3.0,2.0,0,1,0,0,1,0,0,1
-735000000,0,100.945,39,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
-123000000,1,49.5,5,257.0,660,4,66.93,210,3.0,1.0,1,0,0,1,0,1,0,0
-53000000,0,49.77,1,551.0,1484,14,67.92,240,2.0,1.0,0,1,0,0,1,1,0,0
-1355000000,1,124.22,11,7876.0,5563,65,158.69,236,4.0,2.0,1,0,0,1,0,0,0,1
-115000000,0,57.78,4,600.0,600,6,80.51,150,2.0,1.0,0,1,0,0,1,1,0,0
-240000000,0,94.412,6,1018.0,718,8,121.36,535,3.0,2.0,0,1,0,0,1,0,0,1
-659000000,1,108.08,10,1710.0,855,6,124.18,45,4.0,2.0,0,1,1,0,0,0,0,1
-325000000,0,84.95,8,1367.0,1408,10,104.32,520,3.0,2.0,0,1,0,0,1,0,0,1
-455000000,1,114.78,19,1803.0,1597,8,143.28,410,4.0,2.0,0,1,1,0,0,0,0,1
-132000000,0,59.93,10,1351.0,1127,11,78.45,348,3.0,1.0,0,1,0,0,1,0,0,1
-548000000,1,114.65,13,965.0,643,4,140.2,118,4.0,2.0,0,1,0,0,1,0,0,1
-265000000,1,84.94,1,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,84.93,1,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,74.54,2,962.0,740,22,90.12,480,3.0,1.0,1,0,0,1,0,0,0,1
-450000000,1,84.955,10,345.0,238,5,109.42,100,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,84.9572,3,567.0,499,9,107.39,185,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,84.83,8,571.0,442,9,110.04,44,3.0,2.0,1,0,0,1,0,0,0,1
-294000000,0,101.92,7,1551.0,1124,21,132.21,216,3.0,2.0,0,1,0,0,1,0,0,1
-75000000,0,44.1,8,1500.0,1963,15,59.67,120,2.0,1.0,0,1,1,0,0,1,0,0
-1045000000,1,89.88,23,1122.0,732,10,119.54,48,3.0,2.0,1,0,0,1,0,0,0,1
-93000000,0,59.75,10,217.0,454,5,78.55,158,3.0,1.0,1,0,0,0,1,0,1,0
-895000000,1,89.844,12,207.0,216,3,117.07,84,3.0,2.0,1,0,0,1,0,0,0,1
-88000000,0,58.01,5,2716.0,2716,20,76.68,90,2.0,1.0,0,1,1,0,0,1,0,0
-670000000,1,59.98,15,2780.0,2198,40,79.32,515,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,56.7,5,170.0,619,6,79.34,80,3.0,1.0,0,1,0,0,1,0,0,1
-230000000,1,59.855,15,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
-226050000,0,84.9945,1,195.0,114,2,118.74,26,3.0,2.0,0,1,0,0,1,0,0,1
-328000000,1,59.49,7,480.0,431,8,79.1,69,3.0,1.0,0,1,0,0,1,1,0,0
-588000000,1,84.79,20,627.0,490,4,109.85,157,3.0,2.0,0,1,0,0,1,0,0,1
-124000000,0,84.26,14,140.0,302,3,103.78,282,3.0,2.0,0,1,0,0,1,0,0,1
-124800000,0,84.994,9,902.0,807,8,112.4,1,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,59.816,2,500.0,477,6,75.63,109,2.0,1.0,1,0,0,1,0,0,0,1
-159000000,0,59.73,3,421.0,413,2,85.23,81,3.0,1.0,0,1,0,0,1,1,0,0
-365000000,1,109.63,1,301.0,160,8,135.56,80,3.0,2.0,0,1,0,0,1,0,0,1
-638000000,1,114.63,8,944.0,895,8,136.74,72,4.0,2.0,0,1,0,0,1,0,0,1
-74500000,0,59.84,11,375.0,988,6,73.97,598,2.0,1.0,0,1,0,0,1,0,0,1
-123000000,0,136.65,2,651.0,937,6,159.56,74,4.0,2.0,0,1,0,0,1,0,0,1
-265000000,1,96.24,16,188.0,133,1,115.7,19,3.0,2.0,0,1,0,0,1,0,0,1
-478000000,1,59.82,22,2085.0,1592,15,82.65,300,2.0,1.0,0,1,1,0,0,1,0,0
-198000000,0,59.4,11,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
-177700000,0,59.8869,9,658.0,600,6,79.38,200,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,0,100.945,6,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,59.25,7,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
-86250000,0,59.8,4,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
-81000000,0,59.76,7,682.0,824,9,80.55,272,3.0,1.0,1,0,0,1,0,0,0,1
-270000000,1,59.77,13,819.0,739,11,79.41,196,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,79.25,11,994.0,3315,21,107.99,840,3.0,1.0,1,0,0,1,0,1,0,0
-490000000,1,84.86,3,1391.0,1606,15,104.0,216,3.0,2.0,0,1,0,0,1,0,0,1
-103000000,0,59.96,10,670.0,661,6,79.77,0,3.0,1.0,0,1,0,0,1,0,0,1
-567000000,1,84.98,11,173.0,159,3,107.95,100,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,0,84.99,3,932.0,841,29,112.25,135,3.0,2.0,0,1,0,0,1,0,0,1
-693040000,1,128.76,9,296.0,171,3,154.09,26,4.0,2.0,0,1,0,0,1,0,0,1
-124000000,0,59.85,16,612.0,1131,9,76.13,528,3.0,1.0,0,1,0,0,1,1,0,0
-250000000,1,49.77,5,781.0,1391,10,68.41,405,2.0,1.0,1,0,0,1,0,1,0,0
-745000000,1,84.885,8,1209.0,919,14,106.64,250,3.0,2.0,1,0,0,1,0,0,0,1
-440000000,0,117.27,13,1576.0,1112,17,153.13,214,4.0,2.0,0,1,1,0,0,0,0,1
-350000000,0,118.47,20,1849.0,1691,16,142.95,154,4.0,2.0,0,1,0,0,1,0,0,1
-530000000,1,115.801,28,2270.0,1764,19,153.16,222,4.0,2.0,0,1,0,0,1,0,0,1
-690000000,1,84.92,7,438.0,438,2,110.51,46,3.0,2.0,0,1,1,0,0,0,0,1
-708500000,1,84.99,18,4418.0,2603,37,112.03,149,3.0,2.0,1,0,0,1,0,0,0,1
-650000000,1,84.96,2,1426.0,1332,20,110.67,100,3.0,2.0,0,1,0,0,1,0,0,1
-522000000,1,84.99,2,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
-140000000,0,59.9942,24,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,84.61,7,136.0,123,2,112.45,21,3.0,2.0,0,1,0,0,1,0,0,1
-409000000,1,79.98,4,290.0,290,2,94.15,202,3.0,1.0,0,1,0,0,1,0,0,1
-420000000,1,59.37,2,936.0,659,13,75.47,122,3.0,1.0,1,0,0,1,0,0,1,0
-160000000,1,64.02,8,198.0,493,4,79.59,55,2.0,1.0,0,1,0,0,1,1,0,0
-359000000,1,59.85,10,5402.0,5387,49,82.93,324,3.0,1.0,0,1,1,0,0,0,1,0
-267500000,1,59.98,5,322.0,296,5,84.74,45,3.0,1.0,0,1,0,0,1,0,0,1
-44500000,0,48.72,14,169.0,449,2,69.09,449,3.0,1.0,0,1,0,0,1,1,0,0
-70000000,1,27.0,14,840.0,1200,4,35.39,540,1.0,1.0,1,0,0,1,0,1,0,0
-75140000,0,37.62,3,104.0,400,3,52.32,225,2.0,1.0,0,1,0,0,1,1,0,0
-364000000,1,39.6,13,1410.0,1403,7,56.36,567,2.0,1.0,1,0,0,1,0,1,0,0
-340000000,1,84.95,4,329.0,276,7,106.53,223,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,84.89,2,1875.0,2075,21,102.49,648,3.0,2.0,0,1,0,0,1,0,0,1
-50000000,0,49.77,13,236.0,713,7,67.92,120,2.0,1.0,0,1,0,0,1,0,0,1
-523000000,1,84.54899999999998,16,989.0,795,10,117.84,161,3.0,2.0,1,0,0,1,0,0,0,1
-357000000,1,80.01,7,379.0,450,3,95.93,450,3.0,2.0,0,1,0,0,1,0,0,1
-547000000,1,59.98,5,650.0,561,15,80.49,164,3.0,2.0,0,1,0,0,1,0,0,1
-104000000,0,49.32,20,202.0,504,4,68.13,141,2.0,1.0,0,1,0,0,1,1,0,0
-415000000,1,114.75,8,339.0,297,2,144.42,54,4.0,2.0,0,1,0,0,1,0,0,1
-202000000,0,84.78,9,289.0,332,2,115.7,108,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,84.9,16,815.0,700,10,107.55,256,3.0,2.0,0,1,0,0,1,0,0,1
-238300000,0,84.84,20,110.0,102,1,106.67,17,3.0,2.0,0,1,0,0,1,0,0,1
-795000000,1,114.533,9,348.0,258,4,136.12,82,4.0,2.0,0,1,0,0,1,0,0,1
-450000000,0,127.489,33,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,59.76,2,560.0,1070,12,81.09,312,3.0,1.0,1,0,0,1,0,1,0,0
-420000000,1,84.94,6,182.0,155,2,109.43,59,3.0,2.0,0,1,0,0,1,0,0,1
-168000000,1,44.1,6,241.0,630,5,60.39,630,2.0,1.0,0,1,0,0,1,1,0,0
-110000000,0,49.14,15,82.0,180,2,68.25,180,2.0,1.0,0,1,1,0,0,1,0,0
-61000000,0,59.99,10,90.0,232,1,76.51,59,3.0,1.0,0,1,0,0,1,1,0,0
-554500000,1,84.84,6,684.0,580,13,107.65,221,3.0,2.0,0,1,0,0,1,0,0,1
-387500000,1,59.97,11,784.0,778,5,85.4,319,3.0,1.0,0,1,0,0,1,1,0,0
-448000000,1,114.7,6,2772.0,3322,32,147.16,499,4.0,2.0,0,1,0,0,1,0,0,1
-291000000,1,60.0,15,2366.0,1971,28,81.91,112,3.0,1.0,0,1,0,0,1,0,0,1
-175000000,0,84.93,7,303.0,299,2,106.38,107,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,0,106.68,11,1552.0,1035,9,125.42,180,4.0,2.0,0,1,1,0,0,0,0,1
-111000000,0,44.64,24,265.0,512,1,59.78,8,1.0,1.0,0,1,0,0,1,0,0,1
-284000000,1,63.78,1,878.0,1454,13,84.85,452,3.0,1.0,0,1,1,0,0,1,0,0
-360000000,1,84.97,6,1602.0,1253,15,109.63,250,3.0,2.0,0,1,0,0,1,0,0,1
-330000000,0,126.93,11,1430.0,1500,10,149.18,284,4.0,2.0,0,1,0,0,1,0,0,1
-164000000,0,59.6054,20,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
-677000000,1,84.87100000000002,8,933.0,794,9,112.66,155,3.0,2.0,0,1,0,0,1,0,0,1
-295000000,1,59.92,20,705.0,601,4,86.1,250,3.0,1.0,0,1,0,0,1,1,0,0
-750000000,1,99.61,6,1468.0,1480,25,109.58,520,3.0,1.0,0,1,1,0,0,1,0,0
-760000000,1,84.98,15,2024.0,1142,14,114.16,102,3.0,2.0,1,0,0,1,0,0,0,1
-283500000,1,84.99,10,121.0,106,1,111.22,95,3.0,2.0,0,1,0,0,1,0,0,1
-80000000,0,59.58,14,64.0,126,1,80.22,126,2.0,1.0,0,1,0,0,1,1,0,0
-360000000,1,71.91,10,477.0,417,3,94.42,54,3.0,1.0,0,1,0,0,1,0,0,1
-447000000,1,84.73,9,251.0,203,4,105.96,165,3.0,2.0,0,1,0,0,1,0,0,1
-760000000,1,83.7,1,400.0,900,8,114.72,270,3.0,1.0,1,0,1,0,0,1,0,0
-675000000,1,84.92200000000003,11,1185.0,882,16,111.51,33,3.0,2.0,0,1,0,0,1,0,0,1
-835000000,1,84.79,12,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
-179500000,0,84.96,13,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
-70000000,0,59.85,25,612.0,1131,9,76.13,528,3.0,1.0,0,1,0,0,1,1,0,0
-452880000,0,142.5818,3,754.0,478,6,177.79,142,4.0,2.0,0,1,0,0,1,0,0,1
-285000000,1,59.33,6,1048.0,1213,13,79.35,170,3.0,1.0,0,1,0,0,1,0,1,0
-450000000,1,59.91,23,735.0,915,8,81.11,117,2.0,1.0,0,1,0,1,0,1,0,0
-220000000,1,59.97,6,215.0,205,4,79.45,21,3.0,2.0,0,1,0,0,1,0,0,1
-1135000000,1,120.0,8,1302.0,1302,10,151.04,126,4.0,2.0,1,0,0,1,0,1,0,0
-545000000,1,84.76,10,1352.0,1352,15,107.95,520,3.0,2.0,1,0,0,1,0,0,0,1
-260000000,0,84.94,16,507.0,270,2,116.09,25,3.0,2.0,0,1,0,0,1,0,0,1
-999000000,1,84.885,4,1209.0,919,14,106.64,250,3.0,2.0,1,0,0,1,0,0,0,1
-290000000,0,59.9,10,481.0,799,6,79.54,40,3.0,1.0,1,0,0,1,0,0,0,1
-324930000,0,139.93,7,1158.0,655,13,162.0,30,4.0,2.0,1,0,0,1,0,0,0,1
-88300000,0,59.91,22,622.0,789,5,82.65,330,3.0,1.0,0,1,0,0,1,1,0,0
-260000000,1,59.91,2,349.0,297,3,77.82,140,3.0,1.0,0,1,0,0,1,1,0,0
-134000000,0,84.93,4,381.0,518,3,103.28,89,3.0,2.0,0,1,0,0,1,0,0,1
-181000000,0,59.937,10,3958.0,2947,29,79.38,518,3.0,2.0,0,1,0,0,1,0,0,1
-304500000,1,59.84,23,524.0,514,5,77.94,40,3.0,1.0,0,1,0,0,1,1,0,0
-105000000,0,53.58,2,177.0,181,7,69.83,35,2.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,59.75,16,1140.0,976,13,74.98,246,3.0,1.0,0,1,1,0,0,0,0,1
-580000000,1,61.19,5,912.0,940,6,85.39,190,3.0,1.0,1,0,0,1,0,1,0,0
-168080000,0,84.6588,12,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
-475000000,1,84.78,15,944.0,895,8,104.69,439,3.0,2.0,0,1,0,0,1,0,0,1
-490000000,1,139.08,20,3940.0,3003,25,168.89,328,4.0,2.0,0,1,0,0,1,0,0,1
-495000000,1,84.88,19,713.0,652,8,108.42,259,3.0,2.0,1,0,0,1,0,0,0,1
-126500000,0,59.97,11,590.0,584,5,78.47,209,3.0,1.0,0,1,0,0,1,0,0,1
-247500000,0,84.9944,18,204.0,165,4,112.5,23,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,59.82,5,918.0,901,7,83.79,255,2.0,1.0,0,1,1,0,0,1,0,0
-278000000,0,110.7,9,389.0,256,3,176.04,77,4.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,132.248,3,1162.0,690,14,164.57,108,4.0,2.0,0,1,0,1,0,0,0,1
-1100000000,1,84.236,22,1291.0,926,12,109.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-845000000,1,78.7,1,796.0,398,4,84.45,5,3.0,2.0,1,0,0,1,0,1,0,0
-432000000,1,84.87,5,2990.0,2182,22,107.62,981,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,1,84.4,12,1092.0,876,5,103.34,141,3.0,2.0,0,1,0,0,1,0,0,1
-145000000,0,84.81,9,584.0,730,5,105.79,490,3.0,2.0,0,1,0,0,1,0,0,1
-229000000,0,84.5059,11,620.0,432,5,105.77,278,3.0,2.0,0,1,0,0,1,0,0,1
-486000000,1,84.76,3,354.0,354,3,98.48,240,3.0,2.0,0,1,0,0,1,0,0,1
-942000000,1,66.6,6,1285.0,2550,34,89.88,959,3.0,1.0,1,0,0,1,0,1,0,0
-158400000,0,88.8,7,499.0,462,4,113.87,233,3.0,2.0,0,1,0,0,1,0,0,1
-481000000,1,114.85,8,4804.0,3830,54,142.21,849,4.0,2.0,0,1,0,0,1,0,0,1
-146000000,0,59.8,14,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-970000000,1,84.99,18,7876.0,5563,65,109.47,46,3.0,2.0,1,0,0,1,0,0,0,1
-254000000,1,49.94,5,4471.0,2634,21,71.02,480,2.0,1.0,1,0,0,1,0,0,0,1
-648500000,1,84.86399999999998,4,745.0,582,6,117.37,170,3.0,2.0,0,1,0,0,1,0,0,1
-93000000,0,59.73,3,421.0,413,2,85.23,81,3.0,1.0,0,1,0,0,1,1,0,0
-127000000,0,84.994,8,902.0,807,8,112.4,1,3.0,2.0,0,1,0,0,1,0,0,1
-1070000000,1,84.99,33,7876.0,5563,65,110.3,350,3.0,2.0,1,0,0,1,0,0,0,1
-320000000,0,75.57,18,2919.0,2290,20,101.75,231,3.0,2.0,0,1,0,0,1,0,0,1
-236000000,0,84.956,11,208.0,200,2,106.1,110,3.0,2.0,1,0,0,1,0,0,0,1
-88000000,0,70.965,4,230.0,160,3,78.0,34,3.0,2.0,0,1,0,0,1,0,0,1
-780000000,0,151.9156,39,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
-229000000,0,85.76,13,684.0,522,6,104.61,331,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,0,59.676,5,1277.0,1110,13,92.16,146,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,59.91,2,369.0,410,3,81.29,156,2.0,1.0,0,1,0,0,1,1,0,0
-210000000,0,59.9905,19,1875.0,1627,13,87.52,498,3.0,2.0,0,1,0,0,1,0,0,1
-1245000000,1,120.42,1,5540.0,5539,122,155.37,50,3.0,2.0,1,0,0,1,0,0,0,1
-140000000,1,41.3,6,1710.0,1710,10,57.15,0,2.0,1.0,0,1,1,0,0,1,0,0
-398000000,1,59.99,14,1177.0,1074,16,82.87,514,3.0,2.0,0,1,0,0,1,0,0,1
-695000000,1,133.65,4,600.0,572,8,153.78,320,4.0,2.0,0,1,1,0,0,0,0,1
-562000000,0,125.4155,9,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,84.6,8,809.0,703,7,108.26,260,3.0,2.0,0,1,0,0,1,0,0,1
-585000000,0,112.135,4,3728.0,1631,3,161.81,27,3.0,2.0,0,1,0,0,1,0,0,1
-126000000,0,44.1,14,1500.0,1963,15,58.42,285,2.0,1.0,0,1,1,0,0,1,0,0
-348000000,1,62.91,8,1102.0,1092,12,69.93,301,3.0,1.0,0,1,0,0,1,1,0,0
-598000000,1,84.94,4,263.0,221,7,106.64,50,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,59.98,13,551.0,526,5,86.97,194,3.0,1.0,0,1,0,0,1,1,0,0
-422500000,1,114.97,2,2251.0,2904,21,149.84,61,4.0,2.0,0,1,0,0,1,0,0,1
-770000000,0,147.69,11,749.0,290,1,173.84,148,4.0,2.0,0,1,0,0,1,0,0,1
-359800000,1,84.49,4,1115.0,947,16,110.85,30,3.0,2.0,1,0,0,1,0,0,0,1
-394500000,0,147.97,5,946.0,414,17,180.67,120,4.0,2.0,1,0,0,1,0,0,0,1
-1210000000,1,114.7,10,4900.0,3696,46,143.14,330,4.0,2.0,1,0,0,1,0,0,0,1
-177500000,0,85.0,25,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-880000000,1,167.69,11,601.0,300,13,210.81,72,3.0,2.0,1,0,0,1,0,0,0,1
-170000000,0,59.6,14,756.0,842,8,80.0,398,3.0,1.0,1,0,0,1,0,0,0,1
-600000000,1,84.99,2,616.0,299,6,109.95,19,3.0,2.0,0,1,0,0,1,0,0,1
-163000000,0,75.585,8,274.0,256,1,99.56,100,3.0,2.0,0,1,0,0,1,0,0,1
-453000000,1,84.96,8,688.0,650,12,109.77,252,3.0,2.0,0,1,0,0,1,0,0,1
-920000000,1,84.84,3,1148.0,912,16,113.7,10,3.0,2.0,1,0,0,1,0,0,0,1
-78500000,1,45.9,4,2800.0,2830,23,64.82,360,2.0,1.0,1,0,0,1,0,1,0,0
-477000000,1,93.13,2,538.0,538,4,111.35,269,3.0,2.0,1,0,0,1,0,0,0,1
-150000000,0,84.52,13,99.0,173,2,102.74,173,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,0,84.9913,20,3400.0,3160,30,113.39,659,3.0,2.0,0,1,0,0,1,0,0,1
-785000000,0,92.743,57,3728.0,1631,3,135.6,10,3.0,2.0,0,1,0,0,1,0,0,1
-490000000,1,84.902,7,530.0,448,8,108.54,397,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,82.96,5,280.0,280,3,100.76,280,3.0,2.0,0,1,0,0,1,0,0,1
-944040000,1,136.18,13,613.0,132,2,168.15,26,3.0,2.0,0,1,0,0,1,0,0,1
-182500000,1,59.96,10,1179.0,987,13,84.66,365,3.0,1.0,1,0,0,1,0,1,0,0
-443500000,0,84.6389,17,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-2297000000,1,144.2,5,1120.0,1288,15,156.13,167,5.0,2.0,1,0,0,1,0,0,0,1
-370000000,1,84.73,3,917.0,782,15,105.2,419,3.0,2.0,0,1,0,0,1,0,0,1
-228000000,1,62.22,13,4753.0,3169,30,82.38,464,2.0,1.0,0,1,0,0,1,1,0,0
-210000000,1,59.98,22,551.0,526,5,78.29,17,3.0,1.0,0,1,0,0,1,0,0,1
-165000000,0,71.14,7,120.0,228,3,92.47,108,3.0,1.0,0,1,0,0,1,0,0,1
-190000000,0,59.8,6,1992.0,1680,19,79.22,360,3.0,1.0,0,1,0,0,1,0,0,1
-301000000,1,34.44,12,619.0,1556,12,45.34,476,2.0,1.0,1,0,0,1,0,1,0,0
-160000000,0,59.94,3,1167.0,1158,13,80.48,626,3.0,1.0,0,1,0,0,1,0,0,1
-672000000,1,98.66,1,1468.0,1480,25,107.06,72,3.0,1.0,0,1,1,0,0,1,0,0
-583000000,1,84.96,11,2275.0,1656,28,106.45,1019,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,0,84.984,30,400.0,381,2,116.01,119,3.0,2.0,0,1,0,0,1,0,0,1
-81000000,0,59.85,1,612.0,1131,9,76.13,528,3.0,1.0,0,1,0,0,1,1,0,0
-98000000,0,59.95,4,1989.0,1901,15,77.24,809,3.0,1.0,0,1,0,0,1,0,0,1
-580000000,1,59.9818,6,4443.0,3002,34,88.72,228,3.0,1.0,1,0,0,1,0,0,0,1
-119000000,0,59.95,4,1989.0,1901,15,77.24,809,3.0,1.0,0,1,0,0,1,0,0,1
-75000000,0,40.66,1,1000.0,812,18,46.28,576,1.0,1.0,0,1,0,0,1,0,0,1
-210000000,1,44.1,14,1800.0,3481,25,62.22,344,3.0,1.0,1,0,0,1,0,1,0,0
-1100000000,1,84.77600000000002,9,672.0,707,12,109.09,119,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,0,59.816,2,682.0,682,10,74.03,114,3.0,1.0,1,0,0,1,0,0,0,1
-158000000,0,84.4,2,105.0,144,3,99.42,70,3.0,2.0,0,1,0,0,1,1,0,0
-1080000000,1,59.98,1,6075.0,3410,44,84.74,284,3.0,2.0,1,0,0,1,0,0,0,1
-1020000000,1,84.97,10,4900.0,3696,46,110.86,339,3.0,2.0,1,0,0,1,0,0,0,1
-81000000,0,40.44,2,0.0,159,4,50.21,10,3.0,2.0,0,1,0,0,1,0,0,1
-278000000,1,68.12,12,832.0,858,9,91.4,738,3.0,1.0,1,0,0,1,0,1,0,0
-287000000,0,84.9949,17,1875.0,1627,13,109.62,929,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,0,84.93,15,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,1,59.94,7,1974.0,1458,15,81.58,42,3.0,1.0,0,1,0,0,1,0,0,1
-625000000,1,84.96,4,1356.0,1260,8,110.46,1260,3.0,1.0,1,0,0,1,0,1,0,0
-300000000,0,84.84200000000001,18,1323.0,1190,11,108.88,329,3.0,2.0,0,1,0,0,1,0,0,1
-855000000,1,84.84,11,1424.0,1251,17,112.06,134,3.0,2.0,0,1,0,0,1,0,0,1
-654000000,1,92.56,11,692.0,577,5,99.3,1,3.0,1.0,0,1,0,1,0,0,0,1
-259500000,1,84.98,11,467.0,433,7,107.08,307,3.0,2.0,0,1,0,0,1,0,0,1
-264000000,1,59.89,1,1377.0,1542,16,78.45,200,3.0,1.0,0,1,0,0,1,0,0,1
-411300000,1,84.98,2,319.0,192,6,109.83,64,3.0,2.0,0,1,0,0,1,0,0,1
-30000000,0,33.1,14,115.0,118,1,43.25,72,1.0,1.0,0,1,0,0,1,0,0,1
-405000000,1,84.303,16,494.0,484,8,103.82,298,3.0,2.0,0,1,0,0,1,0,0,1
-590000000,0,100.945,14,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,1,59.88800000000001,6,989.0,795,10,84.01,73,3.0,2.0,1,0,0,1,0,1,0,0
-128000000,0,84.96,3,197.0,228,2,111.63,66,3.0,2.0,0,1,0,1,0,0,0,1
-214000000,0,59.76,2,1673.0,1424,18,74.85,284,3.0,1.0,0,1,0,0,1,0,0,1
-285000000,1,59.96,2,1267.0,999,18,82.61,156,3.0,2.0,0,1,0,0,1,0,0,1
-255000000,1,58.01,6,1500.0,2029,23,80.26,562,2.0,1.0,1,0,0,1,0,1,0,0
-244000000,1,59.88,18,344.0,363,3,78.79,19,3.0,1.0,0,1,0,0,1,0,0,1
-790000000,1,84.91,13,1643.0,1004,14,110.12,30,3.0,2.0,1,0,0,1,0,0,0,1
-138000000,0,59.075,22,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
-231000000,1,36.88,10,579.0,660,9,53.61,401,2.0,1.0,0,1,0,0,1,0,0,1
-1590000000,1,110.2,6,216.0,177,1,136.11,75,4.0,2.0,0,1,0,0,1,0,0,1
-327000000,1,50.25,3,140.0,112,5,62.28,49,2.0,1.0,0,1,0,0,1,1,0,0
-209000000,1,50.67,2,680.0,2256,20,69.59,938,2.0,1.0,1,0,0,1,0,1,0,0
-385000000,1,114.6,14,217.0,193,2,144.49,48,4.0,2.0,0,1,0,0,1,0,0,1
-651500000,1,84.8624,4,745.0,582,6,113.22,59,3.0,2.0,0,1,0,0,1,0,0,1
-363000000,1,84.88,4,581.0,548,7,111.7,55,3.0,2.0,1,0,0,1,0,0,0,1
-119000000,0,48.89,17,202.0,504,4,67.85,111,2.0,1.0,0,1,0,0,1,1,0,0
-336500000,1,39.6,13,1410.0,1403,7,56.36,567,2.0,1.0,1,0,0,1,0,1,0,0
-580000000,1,114.91,8,1643.0,1004,14,147.07,20,4.0,2.0,1,0,0,1,0,0,0,1
-275000000,0,59.9934,26,2675.0,1852,18,82.2,96,3.0,2.0,0,1,0,0,1,0,0,1
-1980000000,1,165.446,19,6075.0,3410,44,200.12,224,4.0,3.0,1,0,0,1,0,0,0,1
-1200000000,1,109.53,2,421.0,317,4,142.19,140,4.0,2.0,1,0,0,1,0,0,0,1
-140000000,0,59.9942,22,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,84.03,4,1544.0,1544,9,108.91,144,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,84.78,17,1000.0,865,5,104.83,614,3.0,2.0,0,1,0,0,1,0,0,1
-1118400000,1,124.62,7,616.0,299,6,158.43,19,4.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,59.49,5,480.0,431,8,79.1,69,3.0,1.0,0,1,0,0,1,1,0,0
-137000000,0,59.12,9,250.0,183,1,79.94,69,3.0,1.0,0,1,0,0,1,1,0,0
-340000000,1,84.936,4,545.0,466,6,98.39,204,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,84.65,3,537.0,436,11,105.95,436,3.0,2.0,1,0,0,1,0,0,0,1
-248000000,0,84.9944,11,204.0,165,4,113.8,17,3.0,2.0,0,1,0,0,1,0,0,1
-675000000,1,114.93,8,1953.0,1992,16,142.97,374,4.0,2.0,1,0,0,1,0,0,0,1
-400000000,0,84.9073,16,608.0,548,7,112.12,376,3.0,2.0,0,1,0,0,1,0,0,1
-128000000,1,44.64,17,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
-375000000,1,84.93,8,331.0,284,3,108.11,80,3.0,2.0,0,1,0,0,1,0,0,1
-214000000,0,84.81,8,948.0,540,4,99.99,142,3.0,2.0,0,1,0,0,1,0,0,1
-309000000,1,59.88,3,2776.0,2298,27,82.5,384,3.0,1.0,0,1,0,0,1,1,0,0
-71000000,0,49.86,3,64.0,100,2,59.59,100,3.0,1.0,0,1,0,0,1,0,0,1
-200000000,1,84.96,2,169.0,165,1,111.28,60,3.0,2.0,0,1,0,0,1,0,0,1
-165000000,1,59.98,16,648.0,791,7,83.23,82,3.0,1.0,0,1,0,0,1,0,0,1
-174000000,0,59.9675,17,513.0,528,8,81.22,218,3.0,2.0,0,1,0,0,1,0,0,1
-212000000,1,84.17,10,282.0,445,5,97.41,224,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,84.99,4,463.0,417,7,110.26,366,3.0,2.0,0,1,0,0,1,0,0,1
-111500000,0,84.88,9,2169.0,2181,15,106.48,694,3.0,2.0,0,1,1,0,0,0,0,1
-1100000000,1,59.78,6,2530.0,1976,25,82.68,82,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,0,84.6528,16,1405.0,998,6,115.61,92,3.0,2.0,0,1,0,0,1,0,0,1
-224000000,0,84.9943,2,840.0,743,8,108.56,294,3.0,2.0,0,1,0,0,1,0,0,1
-555000000,1,51.82,11,1198.0,1139,12,74.0,75,2.0,1.0,1,0,0,1,0,0,0,1
-276500000,1,59.22,11,2455.0,3930,32,78.87,1260,3.0,1.0,1,0,0,1,0,1,0,0
-1690000000,1,121.74,20,1824.0,805,7,152.54,198,4.0,2.0,1,0,0,1,0,0,0,1
-598000000,0,196.858,10,2381.0,1391,14,239.88,147,5.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.99,12,440.0,341,7,106.76,120,3.0,2.0,0,1,0,0,1,0,0,1
-303000000,0,83.505,20,294.0,241,2,105.5,88,3.0,2.0,0,1,0,0,1,0,0,1
-239000000,1,49.54,2,893.0,2433,14,71.07,743,3.0,1.0,1,0,0,1,0,1,0,0
-507500000,1,59.89,14,1710.0,855,6,76.51,165,2.0,1.0,0,1,1,0,0,1,0,0
-240000000,1,73.98,1,305.0,610,6,91.17,90,3.0,1.0,0,1,0,0,1,0,0,1
-700000000,1,59.88,14,239.0,224,2,92.22,136,3.0,1.0,1,0,0,1,0,1,0,0
-727000000,1,84.96,11,554.0,391,8,106.46,86,3.0,2.0,1,0,0,1,0,0,0,1
-147000000,0,59.98,13,287.0,387,2,85.83,106,3.0,1.0,0,1,0,0,1,1,0,0
-246000000,0,119.25,10,4515.0,2637,30,144.25,340,4.0,2.0,0,1,0,0,1,0,0,1
-354000000,0,101.73,1,676.0,676,9,124.13,78,4.0,2.0,1,0,0,0,1,0,0,1
-900000000,1,84.99,22,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
-220000000,0,84.9748,2,4697.0,3462,49,109.15,0,3.0,2.0,0,1,0,0,1,0,0,1
-180000000,0,41.52,9,3240.0,3060,33,55.33,263,2.0,1.0,0,1,1,0,0,1,0,0
-410000000,0,84.6389,14,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-505000000,1,84.98299999999998,5,635.0,620,22,109.83,60,3.0,2.0,0,1,0,0,1,0,0,1
-135000000,0,46.78,12,66.0,130,1,62.15,39,2.0,1.0,0,1,0,0,1,0,0,1
-252580000,0,122.9131,3,1362.0,763,15,148.59,188,4.0,2.0,0,1,0,1,0,0,0,1
-590000000,1,84.97,17,3310.0,2517,42,107.49,116,3.0,2.0,1,0,0,1,0,0,0,1
-185000000,1,84.96,14,178.0,247,2,107.76,134,3.0,2.0,0,1,0,0,1,0,0,1
-174000000,0,59.94,18,513.0,589,4,75.85,265,2.0,1.0,0,1,0,0,1,0,0,1
-720000000,1,59.959,8,933.0,794,9,81.57,235,3.0,2.0,0,1,0,0,1,0,0,1
-220000000,1,44.1,3,238.0,600,4,60.41,600,2.0,1.0,0,1,1,0,0,1,0,0
-164000000,1,59.4,7,138.0,139,1,84.1,87,2.0,1.0,0,1,0,0,1,1,0,0
-1155000000,1,130.17,19,692.0,453,5,157.45,75,4.0,2.0,0,1,0,0,1,0,0,1
-700000000,0,125.4155,29,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-137000000,1,61.32,8,238.0,238,2,80.68,140,2.0,1.0,0,1,0,0,1,1,0,0
-169000000,0,59.94,19,1167.0,1158,13,80.48,626,3.0,1.0,0,1,0,0,1,0,0,1
-425000000,1,84.88,1,713.0,652,8,108.42,259,3.0,2.0,1,0,0,1,0,0,0,1
-735000000,1,134.77,6,629.0,469,9,174.59,26,3.0,2.0,1,0,0,1,0,0,0,1
-127000000,1,44.35,15,565.0,565,4,58.4,140,3.0,1.0,0,1,0,0,1,1,0,0
-190000000,0,84.15,12,2050.0,2038,23,109.09,499,3.0,1.0,0,1,0,0,1,1,0,0
-305000000,1,84.98,15,424.0,496,5,106.5,276,3.0,2.0,0,1,0,0,1,0,0,1
-299000000,0,84.9876,9,658.0,600,6,113.07,300,3.0,2.0,0,1,0,0,1,0,0,1
-379000000,1,84.98,11,327.0,499,5,107.6,142,3.0,2.0,0,1,0,0,1,0,0,1
-408000000,1,59.86,16,1154.0,978,10,85.35,30,3.0,2.0,0,1,0,0,1,0,0,1
-145000000,0,83.77,5,186.0,441,4,102.13,60,3.0,2.0,0,1,0,0,1,0,0,1
-180130000,0,84.9985,22,726.0,650,6,111.31,384,3.0,2.0,0,1,0,0,1,0,0,1
-210500000,0,39.95,9,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
-178000000,1,49.77,10,2450.0,2462,16,72.73,4,3.0,1.0,0,1,0,1,0,1,0,0
-181000000,0,84.93,10,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
-16000000,0,36.36,2,50.0,220,3,36.3,220,2.0,1.0,0,1,0,0,1,1,0,0
-167000000,0,59.98,4,540.0,630,6,79.85,40,3.0,1.0,0,1,0,0,1,0,0,1
-210000000,1,84.54,10,389.0,520,4,108.17,133,3.0,2.0,1,0,0,1,0,0,0,1
-318700000,0,114.49,3,1551.0,1124,21,143.99,109,4.0,2.0,0,1,0,0,1,0,0,1
-290000000,0,84.91,11,1500.0,1963,15,102.05,360,3.0,1.0,0,1,1,0,0,0,0,1
-267000000,1,49.77,11,562.0,804,6,68.15,326,2.0,1.0,1,0,0,1,0,1,0,0
-200000000,1,54.54,3,149.0,299,4,72.06,91,2.0,1.0,0,1,0,0,1,1,0,0
-775000000,1,59.96,8,7712.0,5678,72,84.75,1150,3.0,2.0,1,0,0,1,0,0,0,1
-280000000,1,49.94,12,550.0,1430,14,72.73,210,2.0,1.0,0,1,1,0,0,1,0,0
-342700000,0,119.3506,1,2595.0,1564,14,153.52,244,4.0,2.0,0,1,0,0,1,0,0,1
-970000000,1,76.5,8,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
-658000000,1,114.88,13,779.0,651,5,142.76,134,4.0,2.0,0,1,0,0,1,0,0,1
-435000000,1,84.96,15,2772.0,3322,32,105.09,114,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,84.87,12,4753.0,3169,30,114.51,424,3.0,1.0,0,1,0,0,1,1,0,0
-187000000,1,49.93,1,1650.0,1650,12,71.0,492,3.0,1.0,1,0,0,1,0,1,0,0
-635000000,1,84.98,28,4596.0,3226,40,112.47,422,3.0,2.0,0,1,0,0,1,0,0,1
-543000000,1,84.98,3,890.0,640,7,108.75,308,3.0,2.0,0,1,0,0,1,0,0,1
-1610080000,1,165.5725,6,563.0,190,4,207.48,104,4.0,2.0,0,1,0,0,1,0,0,1
-845000000,1,48.69,10,757.0,1382,16,65.1,264,2.0,1.0,1,0,0,1,0,1,0,0
-473000000,1,84.98899999999998,17,664.0,456,7,110.8,287,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,84.95,13,561.0,691,4,101.28,286,3.0,1.0,0,1,0,0,1,0,0,1
-393000000,1,79.984,4,384.0,352,4,106.22,153,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,1,24.74,5,66.0,111,1,34.62,6,1.0,1.0,0,1,0,0,1,1,0,0
-1390000000,1,84.99,23,7876.0,5563,65,109.2,1201,3.0,2.0,1,0,0,1,0,0,0,1
-548000000,1,101.9176,22,3210.0,2061,25,136.16,411,3.0,2.0,0,1,0,0,1,0,0,1
-118000000,0,73.08,7,516.0,1118,14,88.94,286,3.0,1.0,0,1,0,0,1,0,0,1
-405000000,1,84.57,5,880.0,880,6,107.25,600,3.0,2.0,0,1,0,0,1,0,0,1
-900000000,1,50.38,1,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
-335000000,1,84.77,16,401.0,172,2,111.79,76,4.0,2.0,0,1,0,0,1,0,0,1
-225000000,0,84.9923,9,1967.0,1758,19,111.22,180,3.0,2.0,1,0,0,1,0,0,0,1
-120000000,0,59.8,25,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
-250000000,1,49.75,1,800.0,986,9,74.84,427,3.0,1.0,0,1,0,0,1,1,0,0
-180000000,1,53.16,7,4753.0,3169,30,73.43,605,2.0,1.0,0,1,0,0,1,1,0,0
-600000000,1,84.94,6,351.0,258,5,105.82,64,3.0,2.0,0,1,0,0,1,0,0,1
-515000000,1,84.56,14,450.0,266,3,102.48,28,3.0,2.0,0,1,0,0,1,1,0,0
-408000000,0,84.98,7,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-423000000,0,119.3506,18,2595.0,1564,14,153.52,244,4.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,39.53,12,700.0,822,6,56.5,322,3.0,1.0,1,0,0,1,0,1,0,0
-328000000,1,59.99,12,1177.0,1074,16,82.87,514,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,59.99,12,2088.0,1634,28,78.94,134,3.0,2.0,0,1,0,0,1,1,0,0
-415000000,1,84.93,3,454.0,430,5,110.28,162,3.0,2.0,0,1,1,0,0,0,0,1
-195000000,0,59.6068,10,438.0,408,3,84.05,80,3.0,1.0,0,1,0,0,1,0,0,1
-415000000,1,59.98,7,533.0,538,6,87.47,226,3.0,1.0,0,1,0,0,1,1,0,0
-1095000000,1,108.89,12,1164.0,1140,15,117.59,308,4.0,1.0,1,0,0,1,0,1,0,0
-445000000,1,84.2,11,2110.0,2496,23,112.93,255,3.0,2.0,0,1,0,0,1,0,1,0
-160000000,0,59.9329,16,413.0,430,8,83.4,245,3.0,2.0,0,1,0,0,1,0,0,1
-1750000000,1,142.39,9,783.0,1368,15,179.54,96,5.0,2.0,1,0,0,1,0,0,0,1
-468000000,1,84.88,9,535.0,649,6,109.71,137,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,59.82,7,918.0,901,7,83.79,255,2.0,1.0,0,1,1,0,0,1,0,0
-330000000,1,66.87,3,320.0,432,9,84.1,216,3.0,1.0,0,1,0,0,1,0,0,1
-272500000,0,94.412,9,1018.0,718,8,121.36,535,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,84.64,11,1855.0,1605,25,109.23,792,3.0,2.0,0,1,0,0,1,0,0,1
-698000000,1,42.55,1,1136.0,2841,58,42.55,1580,2.0,1.0,0,1,0,0,1,0,0,1
-225000000,0,84.99,23,469.0,477,3,107.22,223,3.0,2.0,0,1,0,0,1,0,0,1
-565000000,1,101.92,2,811.0,486,13,126.31,54,4.0,2.0,1,0,0,1,0,0,0,1
-565000000,1,59.88,5,348.0,278,3,84.42,72,3.0,1.0,0,1,0,0,1,1,0,0
-340000000,1,114.85,16,4804.0,3830,54,142.21,849,4.0,2.0,0,1,0,0,1,0,0,1
-170000000,0,59.73,3,1070.0,1070,14,75.74,490,2.0,1.0,1,0,0,1,0,0,0,1
-318000000,1,84.83,11,1104.0,1174,11,108.52,100,3.0,2.0,0,1,1,0,0,0,0,1
-217000000,0,84.965,6,3958.0,2947,29,105.89,1464,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,84.3,7,121.0,107,1,95.37,107,3.0,2.0,0,1,0,0,1,1,0,0
-220000000,1,23.32,12,83.0,110,1,30.84,11,1.0,1.0,0,1,0,0,1,1,0,0
-268000000,0,59.8915,12,475.0,470,8,77.83,135,3.0,2.0,0,1,0,0,1,0,0,1
-598000000,1,101.61,8,459.0,379,7,134.96,60,4.0,2.0,1,0,0,1,0,0,0,1
-302000000,1,59.65,13,729.0,714,15,79.72,78,3.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,84.99,12,417.0,363,7,111.99,64,3.0,2.0,0,1,0,0,1,0,0,1
-690000000,1,84.86,20,515.0,654,4,109.1,314,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,74.18,11,450.0,474,3,108.06,133,4.0,1.0,0,1,1,0,0,1,0,0
-175000000,0,84.98,11,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-422000000,1,84.98,12,611.0,757,8,109.32,176,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,84.69,3,2022.0,2065,14,110.67,1032,3.0,2.0,0,1,1,0,0,0,0,1
-170000000,0,84.9149,15,1206.0,1176,13,113.17,350,3.0,2.0,0,1,0,0,1,0,0,1
-96500000,1,39.7,12,706.0,1313,9,53.72,275,1.0,1.0,1,0,0,1,0,1,0,0
-1040000000,1,111.32,1,1821.0,1129,13,146.45,418,4.0,2.0,1,0,0,0,1,0,0,1
-330000000,1,39.6,6,486.0,1624,10,56.91,626,2.0,1.0,1,0,0,1,0,1,0,0
-160000000,0,59.67,13,239.0,280,1,87.4,120,3.0,1.0,0,1,0,0,1,1,0,0
-135000000,0,84.99,8,451.0,450,6,105.73,286,3.0,2.0,0,1,0,0,1,0,0,1
-429000000,1,84.955,5,345.0,238,5,109.42,34,3.0,2.0,0,1,0,0,1,0,0,1
-1540000000,1,146.53,11,631.0,421,3,176.74,74,3.0,2.0,0,1,1,0,0,0,0,1
-176000000,0,99.92,17,984.0,546,5,124.36,150,3.0,2.0,0,1,0,0,1,0,0,1
-220000000,0,59.99,3,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-400000000,1,50.03,10,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
-645000000,1,84.61,9,192.0,131,2,109.24,23,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,110.14,13,1710.0,855,6,124.18,45,4.0,2.0,0,1,1,0,0,0,0,1
-783000000,1,84.95,12,567.0,378,5,103.19,56,3.0,1.0,1,0,0,1,0,0,0,1
-830000000,1,72.51,1,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
-437500000,1,84.97,11,632.0,573,4,107.28,222,3.0,2.0,0,1,0,0,1,0,0,1
-91150000,1,39.98,1,1200.0,800,7,57.61,325,2.0,1.0,0,1,0,0,1,1,0,0
-308000000,0,73.405,11,1323.0,1190,11,96.98,361,3.0,2.0,0,1,0,0,1,0,0,1
-255000000,1,59.4,16,1322.0,1155,10,86.34,532,3.0,1.0,0,1,0,0,1,1,0,0
-368000000,1,84.99,2,256.0,268,3,106.52,268,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,0,58.01,15,2716.0,2716,20,80.26,352,2.0,1.0,0,1,1,0,0,1,0,0
-264000000,0,52.7659,8,1331.0,1395,9,78.49,96,1.0,1.0,0,1,0,0,1,1,0,0
-985000000,1,107.31,9,3300.0,1572,13,115.58,360,4.0,1.0,1,0,0,1,0,1,0,0
-430000000,1,59.885,7,380.0,372,6,83.25,178,3.0,1.0,0,1,0,0,1,1,0,0
-105000000,0,49.83,11,1984.0,1848,24,70.1,406,2.0,1.0,1,0,0,1,0,1,0,0
-1655000000,1,142.06,16,582.0,476,8,172.22,74,4.0,2.0,1,0,0,1,0,0,0,1
-878000000,1,133.385,3,836.0,680,15,158.92,13,4.0,2.0,0,1,0,0,1,0,0,1
-563000000,1,84.9958,6,2697.0,1653,29,105.25,615,3.0,2.0,0,1,0,0,1,0,0,1
-1270000000,1,84.9231,2,4443.0,3002,34,110.94,65,3.0,2.0,1,0,0,1,0,0,0,1
-500000000,1,84.97,16,1777.0,1370,24,111.79,55,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,1,59.2,12,600.0,1944,16,76.58,90,2.0,1.0,1,0,0,1,0,1,0,0
-258500000,0,84.49,26,383.0,394,4,109.09,99,3.0,2.0,0,1,0,0,1,0,0,1
-389000000,0,84.9805,13,524.0,470,6,113.66,126,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,1,62.91,6,1102.0,1092,12,69.93,301,3.0,1.0,0,1,0,0,1,1,0,0
-490000000,1,85.0,6,1979.0,1164,21,109.27,610,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,84.46,13,1299.0,1080,8,111.96,150,3.0,2.0,0,1,1,0,0,1,0,0
-470000000,1,64.98,6,1199.0,1588,30,88.92,600,2.0,1.0,1,0,0,1,0,1,0,0
-340000000,1,84.99,11,480.0,427,4,104.19,110,3.0,1.0,1,0,0,1,0,0,0,1
-205000000,1,53.16,12,4753.0,3169,30,73.43,605,2.0,1.0,0,1,0,0,1,1,0,0
-650000000,1,84.99,13,304.0,284,5,110.68,40,3.0,2.0,1,0,0,1,0,0,0,1
-330000000,1,114.99,12,1525.0,1281,11,143.66,296,4.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,73.15,3,1500.0,848,12,89.42,284,3.0,1.0,0,1,1,0,0,0,0,1
-62000000,0,59.88,12,215.0,299,1,76.29,119,3.0,1.0,0,1,0,0,1,1,0,0
-63000000,0,59.94,2,206.0,287,2,81.44,102,3.0,1.0,0,1,0,0,1,0,0,1
-1050000000,1,59.9937,7,4443.0,3002,34,86.76,46,2.0,1.0,1,0,0,1,0,0,0,1
-239000000,0,125.16,5,1346.0,988,12,155.62,216,4.0,2.0,0,1,0,0,1,0,0,1
-695000000,1,84.85799999999998,8,1108.0,810,17,109.08,49,3.0,2.0,0,1,0,0,1,0,0,1
-351000000,1,59.91,15,608.0,520,7,86.64,208,3.0,1.0,0,1,1,0,0,1,0,0
-250000000,1,49.94,13,550.0,1430,14,72.73,210,2.0,1.0,0,1,1,0,0,1,0,0
-188000000,1,59.98,19,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,59.97,12,1323.0,1114,14,79.34,106,3.0,1.0,0,1,0,0,1,0,0,1
-105500000,0,59.8,17,1833.0,1812,20,78.79,755,3.0,1.0,0,1,0,0,1,1,0,0
-375000000,0,149.93,14,1346.0,988,12,182.16,126,4.0,2.0,0,1,0,0,1,0,0,1
-348000000,1,84.3819,6,229.0,154,2,111.0,58,3.0,2.0,0,1,0,0,1,0,0,1
-386000000,0,84.98,5,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-229000000,1,59.34,5,151.0,154,2,87.26,80,3.0,1.0,0,1,0,0,1,1,0,0
-423000000,1,54.94,17,617.0,1352,12,75.55,834,2.0,1.0,1,0,0,1,0,1,0,0
-195000000,1,51.03,9,407.0,930,8,66.1,390,3.0,1.0,1,0,0,1,0,1,0,0
-540000000,1,84.9,17,427.0,350,6,110.33,163,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,83.73,8,212.0,214,2,112.82,114,3.0,2.0,0,1,0,0,1,0,0,1
-398000000,1,47.94,10,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-305000000,1,84.94,7,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-867000000,1,106.93,6,1466.0,2030,32,125.62,492,4.0,1.0,1,0,0,1,0,0,0,1
-1060000000,1,88.26,3,959.0,1372,47,88.26,130,3.0,2.0,0,1,1,0,0,0,0,1
-339000000,1,59.76,10,392.0,392,4,89.05,168,3.0,1.0,0,1,0,0,1,1,0,0
-280000000,1,84.97200000000002,8,161.0,141,1,105.83,12,3.0,2.0,0,1,0,0,1,0,0,1
-1045000000,1,59.88,5,2530.0,1976,25,83.38,253,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,118.25,3,981.0,1550,12,137.62,144,4.0,2.0,1,0,0,1,0,0,0,1
-560000000,1,84.69,20,1974.0,1458,15,108.31,544,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,110.718,13,211.0,124,1,141.41,21,4.0,2.0,0,1,0,0,1,0,0,1
-192000000,1,59.93,18,815.0,700,10,83.36,255,3.0,1.0,0,1,0,0,1,1,0,0
-310000000,1,59.4,9,384.0,384,4,85.95,80,3.0,1.0,1,0,0,1,0,1,0,0
-255000000,1,59.39,11,567.0,690,5,82.53,270,2.0,1.0,1,0,0,1,0,1,0,0
-345000000,0,121.1904,27,1024.0,591,6,147.46,192,4.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,84.22,18,399.0,357,6,110.66,78,3.0,2.0,0,1,0,0,1,0,0,1
-397000000,1,114.95,16,1225.0,960,9,140.57,301,4.0,2.0,0,1,0,0,1,0,0,1
-1060000000,1,114.96,13,2173.0,2036,19,142.63,509,4.0,2.0,1,0,0,1,0,0,0,1
-253000000,1,49.6,12,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
-190000000,0,77.67,2,1152.0,998,9,98.55,320,3.0,2.0,0,1,0,0,1,0,0,1
-965000000,1,118.0151,3,1102.0,550,6,149.78,53,4.0,2.0,0,1,0,0,1,0,0,1
-180000000,0,40.95,9,1599.0,1270,13,58.21,144,1.0,1.0,0,1,0,0,1,1,0,0
-181500000,0,59.98,8,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
-350000000,0,117.8027,22,808.0,710,9,146.11,76,4.0,2.0,0,1,0,0,1,0,0,1
-180000000,0,68.76,5,590.0,1180,11,85.13,330,3.0,1.0,0,1,0,0,1,0,0,1
-797000000,1,84.98,5,1289.0,1156,10,110.61,16,3.0,2.0,0,1,0,0,1,0,0,1
-343000000,1,84.9852,2,305.0,245,11,109.36,34,3.0,2.0,0,1,0,0,1,0,0,1
-90000000,0,59.94600000000001,8,334.0,303,2,79.97,50,3.0,1.0,0,1,0,0,1,0,0,1
-522000000,1,84.93299999999998,13,195.0,165,3,106.72,45,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,84.73,5,527.0,480,8,109.18,289,3.0,2.0,0,1,0,0,1,0,0,1
-417000000,0,84.7841,13,2446.0,1149,9,128.83,87,3.0,2.0,0,1,0,0,1,0,0,1
-267000000,0,84.6588,3,918.0,712,15,111.33,152,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,75.03,1,1590.0,1590,9,99.17,325,3.0,1.0,0,1,1,0,0,0,0,1
-226500000,1,39.6,6,554.0,1004,6,55.81,322,2.0,1.0,1,0,0,1,0,1,0,0
-174000000,0,84.9056,16,150.0,148,2,112.01,128,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,59.92,10,559.0,848,3,80.44,598,3.0,2.0,0,1,0,0,1,0,0,1
-1177500000,1,58.08,1,2500.0,5040,124,59.5,65,3.0,1.0,0,1,0,0,1,0,0,1
-115500000,0,59.983,4,328.0,408,3,80.99,280,3.0,2.0,0,1,0,0,1,0,0,1
-444000000,1,101.97,15,319.0,285,2,129.37,46,3.0,2.0,0,1,0,0,1,0,0,1
-89000000,0,59.9942,12,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
-118000000,0,59.9926,18,1265.0,1090,10,83.74,250,3.0,2.0,0,1,0,0,1,0,0,1
-1170000000,1,133.31,17,518.0,206,5,165.14,44,4.0,2.0,0,1,0,0,1,0,0,1
-338000000,1,68.161,8,258.0,246,4,86.18,96,3.0,2.0,0,1,0,0,1,0,0,1
-440000000,1,59.99,25,4596.0,3226,40,87.41,442,3.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,123.6025,14,716.0,544,10,151.86,103,4.0,2.0,0,1,0,0,1,0,0,1
-182000000,0,84.9825,8,498.0,1153,11,101.52,748,3.0,1.0,0,1,0,0,1,0,0,1
-298500000,0,84.88799999999998,10,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-156000000,0,59.62,16,423.0,420,7,79.12,130,3.0,1.0,0,1,0,0,1,1,0,0
-98500000,0,52.11,14,258.0,714,9,71.74,714,3.0,1.0,0,1,0,0,1,1,0,0
-550000000,1,84.66,17,320.0,333,4,109.29,69,4.0,2.0,0,1,1,0,0,0,0,1
-191000000,0,74.209,5,520.0,499,7,94.46,90,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,84.9956,12,778.0,662,15,110.73,343,3.0,2.0,0,1,0,0,1,0,0,1
-239000000,0,84.8834,3,1128.0,978,13,107.37,156,3.0,2.0,1,0,0,1,0,0,0,1
-720000000,1,84.92,6,1096.0,548,6,102.55,380,3.0,1.0,0,1,0,1,0,0,0,1
-320000000,0,84.98,18,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-126000000,0,56.12,5,56.0,127,1,78.78,42,3.0,1.0,0,1,0,0,1,1,0,0
-87000000,0,59.97,1,931.0,953,8,83.31,439,2.0,1.0,0,1,0,0,1,1,0,0
-275000000,0,84.5849,9,431.0,388,5,113.73,144,3.0,2.0,0,1,0,0,1,0,0,1
-398000000,1,82.2,3,2124.0,1634,12,94.83,330,3.0,1.0,0,1,1,0,0,0,0,1
-638000000,0,158.8408,12,733.0,364,3,192.37,132,4.0,2.0,0,1,0,0,1,0,0,1
-308000000,1,59.99,15,1630.0,1613,16,81.19,580,3.0,1.0,0,1,0,0,1,0,0,1
-220000000,0,76.56,6,1721.0,1374,17,97.89,286,3.0,1.0,0,1,0,0,1,0,0,1
-218000000,1,48.6,3,505.0,700,7,69.23,356,2.0,1.0,1,0,0,1,0,1,0,0
-620000000,1,113.226,9,1257.0,977,12,134.05,108,4.0,2.0,0,1,0,0,1,0,0,1
-77000000,0,42.29,15,536.0,1366,14,58.9,413,2.0,1.0,0,1,0,0,1,1,0,0
-250000000,0,84.6389,20,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-477000000,1,84.99,15,566.0,449,6,112.14,109,3.0,2.0,0,1,0,0,1,0,0,1
-510000000,1,84.9958,1,2697.0,1653,29,105.25,615,3.0,2.0,0,1,0,0,1,0,0,1
-625000000,1,86.4,1,713.0,969,11,92.56,108,2.0,1.0,0,1,1,0,0,1,0,0
-104500000,0,49.08,10,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-72000000,0,61.56,11,765.0,795,7,79.34,300,3.0,2.0,0,1,0,0,1,0,1,0
-143000000,0,59.86,4,955.0,926,7,85.42,506,3.0,1.0,0,1,0,0,1,1,0,0
-310000000,1,84.65,8,270.0,270,2,99.94,270,3.0,2.0,1,0,0,1,0,0,0,1
-538000000,1,84.98,9,682.0,568,9,111.87,346,3.0,2.0,0,1,0,0,1,0,0,1
-143500000,0,60.0,1,300.0,420,8,72.28,160,3.0,1.0,0,1,0,0,1,0,0,1
-680000000,1,84.99,11,1027.0,847,10,110.29,40,3.0,2.0,0,1,0,1,0,0,0,1
-360000000,1,59.79,7,244.0,232,1,86.3,117,3.0,1.0,0,1,0,0,1,1,0,0
-530000000,0,219.11,2,946.0,414,17,261.53,5,5.0,3.0,1,0,0,1,0,0,0,1
-108500000,1,41.3,3,1710.0,1710,10,57.15,750,1.0,1.0,0,1,1,0,0,1,0,0
-750000000,1,84.74,7,247.0,242,2,115.42,160,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,59.97,6,428.0,437,5,81.15,223,3.0,1.0,0,1,0,0,1,0,0,1
-311000000,1,39.6,13,677.0,1476,15,51.96,432,2.0,1.0,1,0,0,1,0,1,0,0
-626000000,1,114.84,10,337.0,339,6,144.34,83,4.0,2.0,0,1,0,0,1,0,0,1
-227000000,0,111.74,20,3776.0,3382,35,136.38,348,4.0,2.0,0,1,0,0,1,0,0,1
-192000000,1,49.72,4,315.0,696,6,70.89,696,3.0,1.0,1,0,0,1,0,1,0,0
-397500000,1,59.817,8,2270.0,1764,19,82.29,228,3.0,2.0,0,1,0,0,1,0,0,1
-139000000,0,55.77,6,789.0,825,8,75.03,360,3.0,1.0,0,1,0,0,1,1,0,0
-360000000,0,84.98700000000002,21,529.0,470,5,117.41,259,3.0,2.0,0,1,0,0,1,0,0,1
-528500000,1,84.4,7,638.0,527,10,115.56,138,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,0,127.489,3,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
-118000000,0,59.985,21,957.0,928,12,75.11,416,3.0,1.0,1,0,0,1,0,0,0,1
-466000000,1,84.96,15,335.0,192,3,111.6,150,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,0,182.09,3,716.0,422,6,215.96,126,4.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,84.92,4,516.0,537,3,112.39,349,3.0,2.0,0,1,0,0,1,0,0,1
-159000000,0,59.99,13,663.0,893,11,76.57,683,3.0,1.0,0,1,0,0,1,0,0,1
-440000000,0,141.2661,16,1875.0,1156,10,179.95,128,4.0,2.0,0,1,0,0,1,0,0,1
-103500000,0,59.99,9,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-196000000,0,115.02,18,1109.0,1094,9,139.89,100,4.0,2.0,0,1,0,0,1,0,0,1
-108000000,0,59.88,7,843.0,788,13,75.81,356,3.0,1.0,1,0,0,1,0,0,0,1
-550000000,1,84.9,8,183.0,144,1,107.96,117,3.0,2.0,0,1,0,0,1,0,0,1
-246000000,0,84.98,15,624.0,632,6,107.17,264,3.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,84.91,12,250.0,242,4,108.34,166,3.0,2.0,0,1,0,0,1,0,0,1
-257000000,1,58.5,13,195.0,390,3,72.87,150,3.0,1.0,0,1,0,0,1,1,0,0
-315000000,1,47.94,12,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-82500000,0,40.13,3,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
-126000000,0,84.86,4,270.0,210,1,98.39,119,3.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,59.92,13,551.0,657,7,83.98,251,3.0,2.0,1,0,0,1,0,0,0,1
-662830000,1,166.98,4,1119.0,571,15,203.62,84,5.0,2.0,1,0,0,1,0,0,0,1
-465000000,1,84.96,11,175.0,150,2,106.36,150,3.0,2.0,0,1,0,0,1,0,0,1
-262500000,0,84.977,9,625.0,530,4,108.6,424,3.0,2.0,0,1,0,0,1,0,0,1
-75000000,1,44.52,13,1402.0,2002,16,59.2,540,2.0,1.0,0,1,0,0,1,1,0,0
-265000000,0,59.1416,28,3400.0,3160,30,82.28,385,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,73.94,9,1120.0,2213,26,78.22,46,3.0,1.0,1,0,0,1,0,1,0,0
-197990000,0,84.9748,19,4697.0,3462,49,109.15,0,3.0,2.0,0,1,0,0,1,0,0,1
-159000000,0,84.69,2,1469.0,1468,16,101.41,718,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,0,59.73,23,979.0,880,13,79.8,396,2.0,1.0,1,0,0,1,0,0,0,1
-408000000,1,84.98,9,262.0,206,4,104.7,19,3.0,2.0,0,1,0,0,1,0,0,1
-89500000,0,59.94,7,1167.0,1158,13,80.48,626,3.0,1.0,0,1,0,0,1,0,0,1
-362000000,1,59.89,8,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
-900000000,1,59.78,4,626.0,464,5,86.0,35,3.0,2.0,1,0,0,1,0,0,0,1
-255000000,1,58.14,2,646.0,1045,9,79.9,807,3.0,1.0,1,0,0,1,0,1,0,0
-490000000,0,117.908,18,1198.0,648,3,154.62,94,4.0,2.0,0,1,0,0,1,0,1,0
-65000000,0,59.88,12,181.0,257,3,79.55,257,3.0,1.0,0,1,0,0,1,0,0,1
-835000000,1,64.98,5,1199.0,1588,30,88.92,600,2.0,1.0,1,0,0,1,0,1,0,0
-320000000,1,59.58,24,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-410000000,0,84.9887,36,1274.0,1079,4,112.33,361,3.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,59.55,17,205.0,340,2,91.48,340,3.0,1.0,1,0,0,1,0,0,0,1
-650000000,1,84.95,8,4890.0,3293,51,112.13,36,3.0,2.0,1,0,0,1,0,0,0,1
-78000000,0,59.9,9,320.0,511,4,83.6,367,3.0,1.0,0,1,0,0,1,1,0,0
-390000000,1,84.92,20,354.0,380,3,104.14,258,3.0,2.0,0,1,0,0,1,0,0,1
-485000000,1,84.98,3,576.0,473,7,110.66,60,3.0,2.0,1,0,0,1,0,0,0,1
-388000000,1,59.86,15,294.0,237,3,86.65,99,3.0,1.0,0,1,0,0,1,1,0,0
-450000000,1,79.777,16,2554.0,2462,31,109.8,901,3.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,84.99,2,787.0,768,4,109.88,459,3.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,134.74,2,690.0,468,7,157.6,240,4.0,2.0,0,1,0,0,1,0,0,1
-380000000,0,126.638,21,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,84.7556,4,427.0,342,6,107.93,239,3.0,2.0,0,1,0,0,1,0,0,1
-440000000,1,82.08,7,126.0,208,2,94.11,99,3.0,1.0,0,1,0,0,1,0,0,1
-117000000,1,46.8,9,1590.0,1590,9,63.74,455,2.0,1.0,0,1,1,0,0,1,0,0
-345500000,1,84.92,7,681.0,1362,10,101.07,290,3.0,2.0,0,1,0,0,1,0,0,1
-394000000,0,84.9804,26,316.0,299,4,113.28,49,3.0,2.0,0,1,0,0,1,0,0,1
-730000000,1,102.48,4,250.0,250,5,104.3,250,4.0,2.0,0,1,1,0,0,0,0,1
-70000000,0,84.135,4,162.0,299,2,102.34,186,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.87,12,1800.0,3481,25,84.45,172,2.0,1.0,1,0,0,1,0,1,0,0
-447000000,1,84.84299999999998,16,2733.0,2197,30,109.94,628,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,84.9,8,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
-105000000,0,59.74,4,91.0,174,1,79.1,102,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,66.24,5,646.0,1595,19,94.45,795,2.0,1.0,1,0,0,1,0,1,0,0
-180130000,0,84.9985,21,726.0,650,6,111.31,384,3.0,2.0,0,1,0,0,1,0,0,1
-95000000,0,84.92,23,175.0,274,1,116.71,100,3.0,2.0,0,1,0,0,1,1,0,0
-130000000,0,84.83,19,191.0,330,2,106.6,125,3.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,84.76,5,354.0,354,3,98.45,12,3.0,2.0,0,1,0,0,1,0,0,1
-325000000,1,60.0,10,2366.0,1971,28,79.8,80,3.0,1.0,0,1,0,0,1,1,0,0
-522000000,1,65.08,10,1444.0,1848,36,84.64,480,2.0,1.0,1,0,0,1,0,1,0,0
-119000000,0,59.99,24,1430.0,1500,10,75.55,600,3.0,1.0,0,1,0,0,1,0,0,1
-74000000,0,30.49,18,265.0,512,1,40.83,270,1.0,1.0,0,1,0,0,1,0,0,1
-72680000,0,59.83,7,565.0,702,10,87.14,310,3.0,1.0,0,1,0,0,1,0,0,1
-260000000,0,84.9891,15,382.0,239,3,110.71,68,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,51.82,25,1198.0,1139,12,74.0,23,2.0,1.0,1,0,0,1,0,0,0,1
-520000000,1,84.734,11,677.0,603,11,113.71,12,3.0,2.0,0,1,0,0,1,0,0,1
-1300000000,1,84.705,2,4494.0,4494,56,103.12,900,3.0,1.0,1,0,0,1,0,0,0,1
-1555000000,1,84.943,16,6075.0,3410,44,116.87,682,3.0,2.0,1,0,0,1,0,0,0,1
-445000000,0,116.03,12,9063.0,5239,48,144.5,106,4.0,2.0,0,1,0,0,1,0,0,1
-660000000,1,84.71,14,2615.0,2123,21,108.47,805,3.0,2.0,0,1,0,0,1,0,0,1
-63000000,0,49.14,4,260.0,416,2,74.17,145,2.0,1.0,0,1,0,0,1,0,0,1
-380000000,1,84.57,10,238.0,397,3,111.49,129,3.0,1.0,0,1,0,0,1,1,0,0
-170000000,1,45.55,8,469.0,939,9,60.07,120,2.0,1.0,1,0,0,1,0,1,0,0
-416000000,1,59.96,18,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
-410000000,1,55.02,1,1879.0,3100,34,75.22,720,2.0,1.0,1,0,0,1,0,1,0,0
-375000000,1,59.92,15,2721.0,2002,25,82.27,709,3.0,1.0,0,1,0,0,1,0,0,1
-268000000,0,78.2467,1,118.0,118,2,99.74,118,3.0,2.0,0,1,0,0,1,0,0,1
-146890000,0,49.94,8,1578.0,2544,18,68.94,448,2.0,1.0,0,1,0,0,1,1,0,0
-550000000,1,89.975,11,1020.0,680,8,113.91,296,3.0,2.0,1,0,0,1,0,0,0,1
-1480000000,1,152.7,8,950.0,628,9,179.36,15,4.0,2.0,1,0,0,1,0,0,0,1
-90000000,0,34.29,16,220.0,448,1,52.89,270,1.0,1.0,0,1,0,0,1,0,0,1
-125000000,0,59.99,1,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-60000000,0,28.2,13,178.0,432,1,38.47,150,1.0,1.0,0,1,1,0,0,1,0,0
-342000000,0,84.42,32,383.0,394,4,105.79,130,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,83.34,6,96.0,120,2,96.8,54,3.0,1.0,0,1,0,0,1,0,0,1
-323000000,1,63.48,4,1314.0,1162,7,85.95,26,3.0,1.0,0,1,1,0,0,0,0,1
-81200000,1,45.9,4,2800.0,2830,23,60.78,180,2.0,1.0,1,0,0,1,0,0,0,1
-330000000,1,80.1913,5,178.0,161,2,102.66,161,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,0,73.13,26,717.0,674,5,93.18,98,3.0,2.0,0,1,0,0,1,0,0,1
-677000000,1,84.42,20,1349.0,1150,14,107.7,441,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,0,84.9171,18,1875.0,1156,10,110.81,307,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,101.88,10,796.0,457,6,120.65,228,3.0,2.0,1,0,0,1,0,0,0,1
-284000000,1,59.98,13,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
-246000000,1,59.39,9,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
-1050000000,1,84.99,6,238.0,160,3,107.25,17,3.0,2.0,1,0,0,1,0,0,1,0
-340000000,1,59.55,6,205.0,340,2,91.48,340,3.0,1.0,1,0,0,1,0,0,0,1
-352000000,0,84.9746,17,323.0,242,3,115.9,83,3.0,2.0,1,0,0,1,0,0,0,1
-267000000,1,59.76,3,136.0,132,2,81.12,84,2.0,1.0,0,1,0,0,1,1,0,0
-690000000,1,50.38,4,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
-230000000,0,84.76,19,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,84.87,12,111.0,107,1,109.94,50,3.0,2.0,0,1,0,0,1,0,0,1
-324500000,0,84.9,22,774.0,544,2,114.92,155,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.985,5,432.0,423,7,109.28,122,3.0,2.0,0,1,0,0,1,0,0,1
-185000000,0,59.99,17,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-570000000,1,84.96,4,281.0,330,5,105.47,132,3.0,2.0,0,1,1,0,0,0,0,1
-56000000,0,42.75,16,236.0,713,7,62.72,357,2.0,1.0,0,1,0,0,1,0,0,1
-195000000,0,126.65,17,728.0,710,9,152.17,132,4.0,2.0,0,1,0,0,1,0,0,1
-255000000,0,106.3564,17,481.0,416,5,134.35,38,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,84.98299999999998,4,635.0,620,22,109.83,240,3.0,2.0,0,1,0,0,1,0,0,1
-377500000,1,59.99,14,386.0,323,3,80.96,153,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,76.53,5,207.0,202,2,96.67,22,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,1,84.9829,10,224.0,213,3,107.84,26,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,0,84.98,6,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,1,59.99,2,1426.0,1332,20,79.34,133,3.0,2.0,0,1,0,0,1,0,0,1
-435000000,0,119.009,7,3958.0,2947,29,139.31,486,4.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,59.91,9,1050.0,1721,16,80.3,480,3.0,1.0,1,0,0,1,0,0,0,1
-132500000,0,83.58,1,165.0,204,2,103.76,14,3.0,2.0,0,1,0,0,1,0,1,0
-655000000,1,83.34,5,674.0,1320,14,108.82,62,3.0,1.0,0,1,1,0,0,0,1,0
-230000000,0,77.85,5,1500.0,1963,15,93.0,330,3.0,1.0,0,1,1,0,0,0,0,1
-190000000,1,84.92,12,259.0,408,3,98.26,150,3.0,2.0,0,1,0,0,1,0,0,1
-41000000,0,39.72,10,765.0,795,7,52.03,120,1.0,1.0,0,1,0,0,1,0,0,1
-559000000,0,120.6366,21,2733.0,1598,19,152.08,55,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,59.8,25,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-280000000,1,59.4,11,275.0,458,4,81.74,134,2.0,1.0,1,0,0,1,0,1,0,0
-1821500000,1,84.93,11,3893.0,2444,28,114.62,56,3.0,2.0,1,0,0,1,0,0,0,1
-262710000,0,100.7622,8,1888.0,1500,17,130.35,300,3.0,2.0,1,0,0,1,0,0,0,1
-150000000,0,59.9425,22,998.0,950,7,78.57,700,3.0,1.0,0,1,0,0,1,0,0,1
-95000000,0,39.95,17,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
-270000000,0,77.58,2,524.0,470,6,103.85,48,3.0,2.0,0,1,0,0,1,0,0,1
-294000000,1,84.92,4,347.0,488,6,103.92,413,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,81.83,13,168.0,129,1,100.5,68,3.0,1.0,0,1,0,0,1,0,0,1
-600000000,1,84.98,12,619.0,564,7,105.46,114,3.0,2.0,0,1,0,0,1,0,0,1
-209000000,0,84.88,14,2169.0,2181,15,106.48,694,3.0,2.0,0,1,1,0,0,0,0,1
-90000000,0,40.13,3,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
-1700000000,1,197.22,6,490.0,122,2,238.87,2,3.0,2.0,0,1,0,0,1,0,0,1
-129000000,1,45.9,7,2800.0,2830,23,60.78,180,2.0,1.0,1,0,0,1,0,0,0,1
-390000000,0,84.88799999999998,24,2381.0,1391,14,107.97,134,3.0,2.0,0,1,0,0,1,0,0,1
-335000000,1,59.76,9,937.0,1609,16,81.79,502,2.0,1.0,1,0,0,1,0,1,0,0
-315000000,1,59.92,5,186.0,166,4,81.72,35,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,0,59.84,17,1351.0,1127,11,78.37,108,3.0,1.0,0,1,0,0,1,0,0,1
-382000000,0,84.965,24,3958.0,2947,29,105.89,1464,3.0,2.0,0,1,0,0,1,0,0,1
-397000000,0,84.6528,8,1405.0,998,6,115.61,92,3.0,2.0,0,1,0,0,1,0,0,1
-332500000,1,59.99,12,2088.0,1634,28,78.94,105,3.0,2.0,0,1,0,0,1,1,0,0
-331000000,1,84.89,2,182.0,189,3,110.51,84,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,105.88,6,528.0,660,6,125.62,76,4.0,2.0,0,1,1,0,0,0,0,1
-325000000,1,43.79,10,430.0,839,7,62.51,410,2.0,1.0,1,0,0,1,0,1,0,0
-720000000,1,84.84,5,657.0,540,9,108.46,264,3.0,2.0,1,0,0,1,0,0,0,1
-197000000,1,59.95,4,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,84.869,13,129.0,102,2,104.53,45,3.0,2.0,0,1,0,0,1,0,0,1
-615000000,1,84.9,3,1453.0,1148,14,107.1,162,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,1,59.97,11,412.0,373,7,76.13,40,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,49.94,7,676.0,2265,26,71.05,585,2.0,1.0,1,0,0,1,0,1,0,0
-700000000,1,81.83,10,168.0,129,1,100.5,68,3.0,1.0,0,1,0,0,1,0,0,1
-365000000,1,84.8,6,186.0,170,2,109.29,89,3.0,2.0,0,1,0,0,1,0,0,1
-125000000,0,84.64,3,134.0,209,1,103.93,60,3.0,1.0,0,1,0,0,1,0,0,1
-1140000000,1,84.99,29,7876.0,5563,65,109.47,46,3.0,2.0,1,0,0,1,0,0,0,1
-630000000,1,114.19,1,799.0,669,9,135.93,88,4.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,39.53,11,700.0,822,6,56.5,322,3.0,1.0,1,0,0,1,0,1,0,0
-140000000,0,84.87,13,117.0,235,2,100.38,162,3.0,2.0,0,1,0,0,1,0,0,1
-820000000,1,119.738,4,1239.0,963,14,151.3,86,4.0,2.0,0,1,0,0,1,0,0,1
-159000000,0,84.99,24,1989.0,1901,15,103.02,748,3.0,2.0,0,1,0,0,1,0,0,1
-900000000,1,84.99,20,7876.0,5563,65,109.2,1201,3.0,2.0,1,0,0,1,0,0,0,1
-1285000000,1,116.285,13,914.0,541,7,145.61,144,4.0,2.0,1,0,0,1,0,0,0,1
-186000000,0,59.816,8,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
-655000000,1,141.45,5,600.0,400,6,166.33,180,4.0,2.0,0,1,1,0,0,0,0,1
-92000000,1,39.6,7,272.0,840,4,51.55,360,2.0,1.0,1,0,0,1,0,1,0,0
-645000000,1,59.39,5,1285.0,2550,34,72.19,240,2.0,1.0,1,0,0,1,0,1,0,0
-680000000,1,73.91199999999998,18,660.0,580,6,95.56,44,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,59.9236,12,4580.0,3885,51,80.39,21,3.0,2.0,0,1,0,0,1,0,0,1
-758000000,1,84.81,13,545.0,545,5,103.86,485,3.0,2.0,1,0,0,1,0,0,0,1
-190000000,0,59.98,6,1427.0,1420,13,81.65,292,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,1,84.97,14,1602.0,1253,15,109.63,250,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,59.82,3,550.0,552,3,81.95,247,3.0,1.0,0,1,0,0,1,0,0,1
-850000000,1,84.83,8,4900.0,3696,46,110.54,1404,3.0,2.0,1,0,0,1,0,0,0,1
-301950000,0,123.35,15,1180.0,761,17,151.26,180,4.0,2.0,0,1,0,1,0,0,0,1
-398000000,1,71.26,3,448.0,299,2,85.23,60,3.0,1.0,1,0,0,1,0,0,0,1
-250000000,0,84.985,9,612.0,1131,9,108.1,505,3.0,2.0,0,1,0,0,1,1,0,0
-139000000,0,84.76,14,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
-145000000,0,59.99,3,663.0,893,11,76.57,683,3.0,1.0,0,1,0,0,1,0,0,1
-655000000,1,84.96,5,75.0,108,2,105.92,40,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,101.93,18,1119.0,571,15,126.43,64,3.0,2.0,1,0,0,1,0,0,0,1
-147000000,0,101.92,9,248.0,240,3,124.18,30,4.0,2.0,0,1,0,0,1,0,0,1
-510000000,1,84.9,13,337.0,339,6,111.23,98,3.0,2.0,0,1,0,0,1,0,0,1
-422000000,1,47.94,10,783.0,1368,15,65.01,594,2.0,1.0,1,0,0,1,0,1,0,0
-365000000,1,84.99,2,708.0,823,5,102.93,339,3.0,2.0,0,1,0,0,1,0,0,1
-207000000,0,84.95,5,1599.0,1270,13,108.62,200,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,39.76,5,984.0,2547,18,52.16,387,2.0,1.0,1,0,0,1,0,1,0,0
-145000000,0,84.945,17,288.0,496,4,104.97,386,3.0,2.0,0,1,0,0,1,0,0,1
-248000000,1,59.99,6,421.0,440,6,82.65,122,3.0,1.0,1,0,0,1,0,1,0,0
-774000000,1,59.96,17,7712.0,5678,72,84.75,1150,3.0,2.0,1,0,0,1,0,0,0,1
-61000000,0,78.88,14,234.0,450,3,94.66,90,3.0,1.0,0,1,0,0,1,1,0,0
-365000000,1,78.941,9,211.0,199,3,99.39,86,3.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,59.845,11,175.0,171,1,92.32,78,3.0,1.0,0,1,0,0,1,1,0,0
-333350000,1,84.79,4,459.0,379,7,108.12,98,3.0,2.0,1,0,0,1,0,0,0,1
-195000000,0,59.445,21,997.0,957,12,73.77,430,3.0,1.0,1,0,0,1,0,0,0,1
-545000000,1,58.14,12,1016.0,1016,9,79.91,838,3.0,1.0,1,0,0,1,0,1,0,0
-198000000,0,84.97,8,153.0,128,1,105.92,128,3.0,2.0,0,1,0,0,1,0,0,1
-496500000,0,116.817,3,2269.0,1950,15,151.86,528,4.0,2.0,0,1,0,0,1,0,0,1
-598000000,1,84.85799999999998,5,1108.0,810,17,111.38,343,3.0,2.0,0,1,0,0,1,0,0,1
-223000000,1,45.77,14,286.0,910,13,63.64,120,1.0,1.0,1,0,0,1,0,1,0,0
-487000000,1,101.88,11,796.0,457,6,120.65,228,3.0,2.0,1,0,0,1,0,0,0,1
-113000000,0,59.98,3,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
-484000000,0,120.6366,15,2733.0,1598,19,152.08,55,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,59.82,1,200.0,390,4,81.76,390,3.0,1.0,0,1,0,0,1,1,0,0
-112000000,0,67.73,3,92.0,232,1,88.26,97,3.0,1.0,0,1,0,0,1,0,0,1
-830000000,1,92.24,12,937.0,495,3,131.23,79,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,0,84.96,11,77.0,180,1,102.66,60,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,41.3,7,1710.0,1710,10,57.15,0,2.0,1.0,0,1,1,0,0,1,0,0
-765000000,1,84.885,14,1209.0,919,14,106.64,250,3.0,2.0,1,0,0,1,0,0,0,1
-308000000,1,68.86,3,1120.0,2213,26,95.34,152,3.0,1.0,1,0,0,1,0,1,0,0
-178000000,0,121.05,19,200.0,252,2,151.56,40,4.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,129.37,11,457.0,478,4,153.8,84,4.0,2.0,1,0,0,1,0,0,0,1
-133000000,1,44.35,10,565.0,565,4,58.4,140,3.0,1.0,0,1,0,0,1,1,0,0
-263400000,0,84.8439,2,176.0,163,3,110.06,90,3.0,2.0,0,1,0,0,1,0,0,1
-173000000,0,74.6,10,1282.0,1166,10,95.44,340,3.0,1.0,0,1,0,0,1,0,0,1
-158000000,0,84.54,14,91.0,102,1,109.99,66,3.0,2.0,0,1,1,0,0,0,0,1
-191000000,0,84.76899999999998,12,2269.0,1950,15,116.38,781,3.0,2.0,0,1,0,0,1,0,0,1
-234000000,0,59.1416,16,3400.0,3160,30,81.9,195,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.91,11,374.0,470,5,85.56,102,3.0,1.0,1,0,0,1,0,1,0,0
-300000000,1,59.39,9,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
-410000000,0,119.6398,8,1761.0,1326,9,154.33,140,4.0,2.0,0,1,0,0,1,0,0,1
-183000000,0,84.94,13,495.0,714,7,102.94,714,3.0,1.0,0,1,0,0,1,0,0,1
-780000000,1,84.76,8,1359.0,1512,15,103.22,1512,3.0,2.0,1,0,0,1,0,0,0,1
-457500000,1,51.12,7,700.0,822,6,70.83,262,2.0,1.0,1,0,0,1,0,1,0,0
-260000000,0,84.98,15,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
-53000000,0,40.13,2,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
-120000000,0,59.61,3,231.0,307,2,81.87,157,2.0,1.0,0,1,0,0,1,0,0,1
-283000000,0,59.9074,16,1306.0,1011,13,85.67,159,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,143.51,10,993.0,689,11,170.96,108,4.0,2.0,0,1,0,0,1,0,0,1
-108000000,0,59.73,18,226.0,273,3,79.34,124,3.0,1.0,0,1,0,0,1,0,0,1
-145000000,0,59.66,7,61.0,116,1,77.85,18,3.0,1.0,0,1,0,0,1,0,0,1
-334500000,1,84.705,4,1665.0,2017,22,105.19,805,3.0,2.0,0,1,0,0,1,0,0,1
-294500000,1,49.8,1,554.0,1004,6,70.18,494,2.0,1.0,1,0,0,1,0,1,0,0
-340000000,1,84.79,3,255.0,295,4,102.18,130,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,84.51,1,450.0,225,2,107.37,74,3.0,2.0,0,1,0,0,1,0,0,1
-890000000,1,84.97,24,1821.0,1129,13,113.66,108,3.0,2.0,1,0,0,0,1,0,0,1
-213000000,0,84.49,30,383.0,394,4,109.09,33,3.0,2.0,0,1,0,0,1,0,0,1
-1150000000,1,120.0,3,2100.0,2100,21,150.05,308,3.0,2.0,1,0,0,1,0,1,0,0
-468000000,1,59.75,14,1140.0,976,13,74.98,246,3.0,1.0,0,1,1,0,0,0,0,1
-400000000,1,84.8681,1,588.0,528,12,105.73,206,3.0,2.0,0,1,0,0,1,0,0,1
-138500000,0,84.5909,4,457.0,465,5,110.73,186,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,1,59.855,13,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
-520000000,0,125.4155,37,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-208000000,1,59.34,9,3146.0,2810,25,76.73,770,3.0,1.0,0,1,0,0,1,1,0,0
-452000000,1,84.98,7,214.0,141,3,113.13,52,3.0,2.0,0,1,0,0,1,0,0,1
-453000000,1,159.28,14,574.0,574,7,182.73,28,5.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,60.0,2,1064.0,813,9,81.63,244,3.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,114.62,19,2615.0,2123,21,144.37,570,4.0,2.0,0,1,0,0,1,0,0,1
-103000000,0,49.73,19,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-235430000,0,84.99,17,1066.0,690,4,107.13,58,3.0,2.0,0,1,0,0,1,0,0,1
-205200000,0,79.6526,1,1058.0,1028,13,101.13,274,3.0,2.0,0,1,0,0,1,0,0,1
-143000000,0,84.52,1,99.0,173,2,102.74,173,3.0,2.0,0,1,0,0,1,0,0,1
-435000000,0,147.52,10,857.0,375,14,180.12,40,4.0,2.0,1,0,0,1,0,0,0,1
-200000000,0,59.816,10,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
-505000000,1,84.96,13,5402.0,5387,49,106.86,792,3.0,2.0,0,1,1,0,0,0,0,1
-235000000,0,59.85,4,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
-336000000,0,59.91,9,1427.0,1420,13,81.56,116,3.0,1.0,0,1,0,0,1,0,0,1
-620000000,1,115.47,5,1353.0,960,17,137.88,888,4.0,2.0,0,1,1,0,0,0,0,1
-270000000,0,84.9807,14,1449.0,1256,16,113.0,60,3.0,2.0,0,1,0,0,1,0,0,1
-185000000,0,84.42,3,339.0,350,6,103.04,81,3.0,2.0,0,1,0,0,1,0,0,1
-180000000,1,69.26,11,286.0,465,4,85.16,30,3.0,1.0,0,1,0,0,1,0,0,1
-239000000,1,41.04,2,492.0,492,3,56.67,216,2.0,1.0,0,1,0,0,1,1,0,0
-580650000,0,179.4912,3,1693.0,862,8,221.16,52,5.0,2.0,0,1,0,0,1,0,0,1
-725000000,1,114.98,12,1011.0,837,10,143.33,90,4.0,2.0,0,1,0,0,1,0,1,0
-365000000,1,84.86,6,497.0,497,5,102.89,30,3.0,2.0,1,0,0,1,0,0,0,1
-547000000,1,84.97,22,470.0,367,6,106.66,1,3.0,2.0,0,1,0,0,1,0,0,1
-31000000,0,41.27,2,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
-307000000,1,33.06,30,1127.0,589,3,47.79,64,1.0,1.0,1,0,0,1,0,0,0,1
-300000000,0,84.91,4,231.0,230,3,113.25,230,3.0,2.0,0,1,0,0,1,0,0,1
-508000000,1,84.98,25,984.0,656,11,106.94,236,3.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,50.14,2,2455.0,3930,32,68.59,1120,2.0,1.0,1,0,0,1,0,1,0,0
-328000000,0,124.71,6,857.0,375,14,152.13,80,4.0,2.0,1,0,0,1,0,0,0,1
-305000000,1,84.91,15,463.0,390,4,109.71,0,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,84.87,14,4932.0,4509,31,109.64,986,3.0,2.0,0,1,1,0,0,0,0,1
-868870000,1,167.69,10,601.0,300,13,210.81,72,3.0,2.0,1,0,0,1,0,0,0,1
-459000000,1,84.98,4,827.0,684,11,115.61,457,3.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,59.95,3,1126.0,864,22,75.88,180,3.0,2.0,0,1,0,0,1,0,0,1
-215000000,0,84.93,2,1187.0,1084,11,106.77,438,3.0,1.0,0,1,0,0,1,0,0,1
-368000000,1,84.9,6,659.0,579,8,110.87,266,3.0,2.0,0,1,0,0,1,0,0,1
-850000000,1,133.97,15,4596.0,3226,40,169.22,159,4.0,2.0,0,1,0,0,1,0,0,1
-280000000,0,131.07,1,2252.0,1895,17,157.42,338,4.0,2.0,0,1,0,0,1,0,0,1
-396000000,1,59.99,6,1426.0,1332,20,79.34,252,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,84.99,12,650.0,561,15,107.86,28,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,84.75,3,500.0,400,16,101.29,140,3.0,2.0,0,1,1,0,0,0,0,1
-390000000,1,59.89,2,912.0,912,8,76.96,330,2.0,1.0,1,0,0,0,1,1,0,0
-72500000,0,59.95,2,367.0,418,2,84.6,173,3.0,1.0,0,1,0,0,1,0,0,1
-900000000,1,96.48,9,1212.0,1212,12,103.57,220,3.0,1.0,1,0,0,1,0,1,0,0
-495000000,1,60.0,6,650.0,645,5,86.96,315,3.0,1.0,1,0,0,1,0,1,0,0
-455000000,1,84.93,3,706.0,600,8,108.05,162,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,33.06,25,1127.0,589,3,47.79,64,1.0,1.0,1,0,0,1,0,0,0,1
-130000000,0,84.75,8,200.0,199,1,108.26,88,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,49.82,7,1440.0,1780,16,67.69,320,2.0,1.0,0,1,0,0,1,1,0,0
-1150000000,1,130.93,5,1316.0,1316,21,152.51,658,4.0,2.0,1,0,0,1,0,0,0,1
-557000000,1,84.92,14,354.0,380,3,104.14,100,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,0,84.8734,18,1967.0,1758,19,110.61,477,3.0,2.0,1,0,0,1,0,0,0,1
-372000000,1,84.99,26,437.0,372,3,104.34,104,3.0,2.0,0,1,0,0,1,0,0,1
-166500000,0,59.8432,13,104.0,118,1,78.76,80,3.0,1.0,0,1,0,0,1,0,0,1
-312000000,1,70.52,5,500.0,579,6,91.3,225,3.0,1.0,0,1,1,0,0,1,0,0
-450000000,1,47.94,4,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-175000000,1,39.84,5,1650.0,1650,12,56.65,337,2.0,1.0,1,0,0,1,0,1,0,0
-570000000,0,126.9004,14,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
-331000000,1,60.0,3,659.0,579,8,78.35,131,3.0,1.0,0,1,0,0,1,0,0,1
-346000000,1,66.57300000000001,8,137.0,131,1,87.79,15,3.0,1.0,0,1,0,0,1,1,0,0
-270000000,1,84.94,5,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,1,46.75,13,1710.0,855,6,59.13,210,2.0,1.0,0,1,1,0,0,1,0,0
-199000000,0,84.91,15,830.0,1741,16,101.13,630,3.0,2.0,0,1,0,0,1,0,0,1
-408000000,1,84.87,13,1252.0,1668,18,105.99,1180,3.0,2.0,1,0,0,1,0,0,0,1
-335000000,1,59.25,15,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
-118900000,1,41.04,3,390.0,390,2,59.49,150,2.0,1.0,0,1,0,0,1,1,0,0
-505000000,1,114.752,19,2733.0,2197,30,140.05,511,4.0,2.0,0,1,0,0,1,0,0,1
-249000000,0,59.89,24,2252.0,1895,17,79.43,553,3.0,2.0,0,1,0,0,1,0,0,1
-330000000,1,84.9,3,209.0,200,2,102.28,52,3.0,1.0,0,1,0,0,1,0,0,1
-314000000,1,84.09,1,626.0,626,4,104.62,506,3.0,2.0,0,1,0,0,1,0,0,1
-598000000,1,84.99,23,1011.0,837,10,108.06,222,3.0,2.0,0,1,0,0,1,0,1,0
-650000000,1,114.72,2,815.0,700,10,140.6,189,4.0,2.0,0,1,0,0,1,0,0,1
-638000000,1,84.77,14,266.0,253,3,111.42,115,3.0,2.0,0,1,0,0,1,0,0,1
-125000000,0,59.95,15,367.0,418,2,84.6,173,3.0,1.0,0,1,0,0,1,0,0,1
-299000000,0,84.971,16,572.0,502,5,116.75,218,3.0,2.0,0,1,0,0,1,0,0,1
-164000000,1,53.16,1,4753.0,3169,30,73.43,605,2.0,1.0,0,1,0,0,1,1,0,0
-201500000,0,85.76,12,684.0,522,6,104.61,331,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,84.51,8,131.0,160,2,102.1,91,3.0,1.0,0,1,0,0,1,0,0,1
-250000000,1,58.01,3,1999.0,2856,32,80.17,616,2.0,1.0,1,0,0,1,0,1,0,0
-384500000,1,59.99,16,856.0,745,9,87.09,18,3.0,2.0,0,1,0,0,1,1,0,0
-73000000,0,80.32,1,113.0,216,2,96.7,38,3.0,1.0,0,1,0,0,1,0,0,1
-290000000,0,84.94,7,1690.0,1122,16,109.36,350,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,0,78.9596,19,324.0,299,3,102.77,48,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,0,93.041,21,3728.0,1631,3,136.19,46,2.0,2.0,0,1,0,0,1,0,0,1
-226000000,1,41.3,1,1710.0,1710,10,60.33,30,2.0,1.0,0,1,1,0,0,1,0,0
-860000000,1,84.99,9,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
-339940000,1,84.79,6,883.0,707,11,105.77,72,3.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,84.4909,12,189.0,165,1,111.63,31,3.0,2.0,0,1,0,0,1,0,0,1
-478000000,1,84.12,9,137.0,140,1,113.59,84,3.0,2.0,0,1,0,0,1,1,0,0
-755000000,1,80.29,4,137.0,127,1,108.27,75,3.0,2.0,0,1,0,0,1,0,0,1
-518000000,1,59.67,10,2123.0,1696,7,85.02,386,2.0,1.0,0,1,1,0,0,1,0,0
-659000000,1,53.06,9,400.0,900,8,73.43,180,3.0,1.0,1,0,1,0,0,1,0,0
-455000000,1,114.3,22,2084.0,1830,16,141.81,482,4.0,2.0,0,1,0,0,1,0,0,1
-166000000,1,39.6,3,257.0,660,4,53.54,240,2.0,1.0,1,0,0,1,0,1,0,0
-358000000,1,59.93600000000001,16,848.0,758,15,74.87,339,3.0,1.0,0,1,0,0,1,0,0,1
-84000000,0,45.5,9,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
-190000000,0,84.97,6,100.0,140,2,103.93,126,3.0,2.0,0,1,0,0,1,0,0,1
-231500000,0,59.9011,20,1024.0,989,10,88.27,275,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,84.96,5,175.0,150,2,106.36,150,3.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,59.91,22,245.0,243,2,86.3,124,3.0,1.0,0,1,0,0,1,1,0,0
-1259460000,1,190.743,1,375.0,112,6,220.24,20,5.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,117.95,25,955.0,894,5,139.52,200,4.0,2.0,0,1,0,0,1,0,0,1
-172200000,0,84.9788,3,785.0,499,9,109.37,245,3.0,2.0,0,1,0,0,1,0,0,1
-317500000,1,58.14,14,1016.0,1016,9,79.91,838,3.0,1.0,1,0,0,1,0,1,0,0
-249000000,1,49.93,10,1650.0,1650,12,71.0,492,3.0,1.0,1,0,0,1,0,1,0,0
-560000000,1,125.4,11,1152.0,1152,12,145.4,420,4.0,2.0,0,1,0,0,1,0,0,1
-169000000,0,84.95,18,631.0,680,1,117.1,76,3.0,2.0,0,1,0,0,1,0,0,1
-720000000,1,97.06,4,1267.0,1230,22,144.72,36,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,60.06,4,1425.0,998,10,76.88,538,2.0,1.0,0,1,0,0,1,1,0,0
-464000000,1,59.713,8,475.0,447,8,77.56,72,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,0,84.6,5,245.0,245,6,97.33,30,3.0,2.0,0,1,0,0,1,0,0,1
-180500000,1,59.91,9,339.0,299,5,80.66,120,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,0,84.98,13,2276.0,1758,14,113.57,34,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,1,45.55,7,676.0,2265,26,60.07,210,2.0,1.0,1,0,0,1,0,1,0,0
-566000000,0,196.858,2,2381.0,1391,14,239.88,147,5.0,2.0,0,1,0,0,1,0,0,1
-400000000,1,84.82,1,299.0,783,7,101.94,336,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,1,43.35,9,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
-390000000,1,84.741,7,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
-70000000,1,38.64,7,1402.0,2002,16,50.4,540,2.0,1.0,0,1,0,0,1,1,0,0
-1180000000,1,116.285,11,914.0,541,7,145.61,144,4.0,2.0,1,0,0,1,0,0,0,1
-638000000,0,89.49600000000002,30,3728.0,1631,3,133.45,1,3.0,2.0,0,1,0,0,1,0,0,1
-352000000,1,59.886,5,491.0,431,9,76.5,173,3.0,1.0,0,1,0,0,1,0,0,1
-805000000,1,84.98,8,1316.0,1316,21,102.27,364,3.0,1.0,1,0,0,1,0,0,0,1
-598000000,1,84.98,6,2780.0,2198,40,109.07,584,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,1,84.85,3,195.0,130,1,106.47,1,3.0,2.0,0,1,0,0,1,0,0,1
-227000000,0,84.9902,17,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-510000000,1,81.14,15,277.0,555,7,89.29,105,2.0,1.0,1,0,0,1,0,1,0,0
-759000000,1,133.275,14,1002.0,859,11,165.96,46,4.0,2.0,0,1,0,0,1,0,0,1
-320000000,0,84.15,2,2050.0,2038,23,109.09,499,3.0,1.0,0,1,0,0,1,1,0,0
-898000000,1,84.99,23,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
-175000000,1,39.6,12,390.0,713,6,52.08,238,2.0,1.0,1,0,0,1,0,1,0,0
-680000000,1,114.76,8,877.0,895,9,138.86,252,4.0,2.0,0,1,0,0,1,0,0,1
-248000000,1,82.08,4,84.0,224,2,106.31,58,3.0,1.0,0,1,0,0,1,1,0,0
-190000000,1,34.44,7,297.0,1005,6,46.87,300,2.0,1.0,1,0,0,1,0,1,0,0
-399000000,1,77.41,12,304.0,288,2,105.65,43,3.0,2.0,0,1,0,0,1,0,0,1
-272000000,1,59.98,1,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
-92000000,0,59.98,12,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
-310000000,1,74.22,9,492.0,492,3,107.94,60,3.0,1.0,0,1,0,0,1,1,0,0
-275000000,0,59.816,10,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
-115000000,0,59.99,8,1849.0,1691,16,80.81,441,3.0,1.0,0,1,0,0,1,0,0,1
-414000000,0,145.918,25,2381.0,1391,14,179.62,93,4.0,2.0,0,1,0,0,1,0,0,1
-238500000,1,84.552,3,531.0,384,8,112.82,237,3.0,2.0,0,1,0,0,1,0,0,1
-296000000,1,59.59,15,1323.0,1114,14,84.14,162,3.0,1.0,0,1,0,0,1,0,0,1
-1200000000,1,116.39,12,300.0,408,4,126.25,192,3.0,2.0,1,0,0,1,0,0,0,1
-170000000,0,84.88799999999998,19,2381.0,1391,14,107.97,134,3.0,2.0,0,1,0,0,1,0,0,1
-66500000,0,48.51,16,640.0,640,4,66.94,640,2.0,1.0,0,1,0,0,1,1,0,0
-310000000,0,84.86,19,624.0,632,6,107.17,264,3.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,97.08,2,170.0,130,2,123.49,29,3.0,2.0,0,1,0,0,1,0,0,1
-529000000,1,84.89,11,1314.0,1162,7,112.39,352,3.0,2.0,0,1,1,0,0,0,0,1
-42500000,0,41.27,10,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
-195000000,0,85.76,1,684.0,522,6,104.61,331,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.74,14,877.0,725,10,80.73,37,3.0,2.0,0,1,0,0,1,0,0,1
-265000000,1,59.94,3,824.0,1236,10,81.41,192,2.0,1.0,0,1,0,0,1,1,0,0
-450000000,1,114.73,8,2088.0,1634,28,135.74,393,4.0,2.0,0,1,0,0,1,0,0,1
-367000000,1,59.98,15,1307.0,994,14,80.15,156,2.0,1.0,0,1,0,0,1,0,0,1
-1740000000,1,172.27,6,388.0,130,4,202.76,50,4.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,58.96,8,246.0,367,2,80.24,225,3.0,1.0,0,1,0,0,1,1,0,0
-450000000,0,94.457,23,3728.0,1631,3,136.64,27,2.0,2.0,0,1,0,0,1,0,0,1
-236000000,1,51.84,5,774.0,1285,10,72.73,280,3.0,1.0,0,1,1,0,0,1,0,0
-250310000,0,113.9881,7,454.0,430,7,138.91,60,4.0,2.0,0,1,0,0,1,0,0,1
-369500000,1,84.9696,10,241.0,212,4,108.95,10,3.0,2.0,0,1,0,0,1,0,0,1
-167000000,0,84.94,16,728.0,710,9,107.83,254,3.0,2.0,0,1,0,0,1,0,0,1
-294000000,0,84.977,4,625.0,530,4,108.6,424,3.0,2.0,0,1,0,0,1,0,0,1
-665000000,1,84.85799999999998,12,1108.0,810,17,111.38,343,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,0,84.5849,19,431.0,388,5,113.73,144,3.0,2.0,0,1,0,0,1,0,0,1
-399800000,1,84.89,10,274.0,232,5,113.15,165,3.0,2.0,0,1,0,0,1,0,0,1
-895000000,0,157.513,37,3728.0,1631,3,237.11,1,4.0,2.0,0,1,0,0,1,0,0,1
-705000000,1,59.88,8,4900.0,3696,46,84.7,740,3.0,2.0,1,0,0,1,0,0,0,1
-285000000,1,59.98,13,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
-310000000,0,85.0,14,4515.0,2637,30,107.27,276,3.0,2.0,0,1,0,0,1,0,0,1
-303000000,1,84.77,10,320.0,317,3,101.16,38,3.0,2.0,0,1,0,0,1,0,0,1
-376000000,1,59.94,4,1535.0,1410,19,80.99,188,2.0,1.0,0,1,0,0,1,0,0,1
-330000000,1,59.94,5,1992.0,1601,14,77.68,476,3.0,1.0,0,1,0,0,1,0,0,1
-595000000,1,84.96,1,153.0,166,2,103.18,102,3.0,2.0,1,0,0,1,0,0,0,1
-255000000,0,72.18,8,215.0,431,2,92.29,87,3.0,1.0,0,1,0,0,1,0,0,1
-273000000,0,84.9807,6,1449.0,1256,16,113.0,60,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,0,84.9999,18,524.0,470,6,113.18,25,3.0,2.0,0,1,0,0,1,0,0,1
-721000000,1,134.87,11,236.0,126,3,167.28,57,4.0,2.0,1,0,0,1,0,0,0,1
-120000000,0,41.54,9,3240.0,3060,33,55.37,1,2.0,1.0,0,1,1,0,0,1,0,0
-435000000,1,72.85,2,3012.0,2938,16,99.67,521,3.0,1.0,0,1,0,0,1,1,0,0
-99500000,0,59.67,8,1282.0,1166,10,79.28,400,2.0,1.0,0,1,0,0,1,0,0,1
-215000000,0,72.2103,20,1331.0,1395,9,97.3,185,3.0,2.0,0,1,0,0,1,0,1,0
-582000000,1,84.93,6,600.0,572,8,103.8,252,3.0,1.0,0,1,1,0,0,0,0,1
-520000000,1,84.69,6,97.0,150,1,102.54,150,3.0,2.0,0,1,1,0,0,0,0,1
-71000000,0,41.3,9,1600.0,1320,10,60.33,60,2.0,1.0,0,1,0,0,1,1,0,0
-850000000,0,160.63,26,616.0,299,2,203.33,64,4.0,2.0,0,1,0,0,1,0,0,1
-1300000000,1,123.673,23,1049.0,559,3,169.09,88,3.0,3.0,0,1,0,0,1,0,0,1
-600000000,1,84.87,9,293.0,258,6,110.15,172,3.0,2.0,0,1,0,0,1,0,0,1
-680000000,1,84.98,6,2657.0,2652,32,109.21,358,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,0,60.83,5,3240.0,3060,33,83.12,504,3.0,1.0,0,1,1,0,0,1,0,0
-130000000,0,59.8,18,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-845000000,0,126.9004,49,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
-598000000,1,137.29,6,230.0,174,3,159.26,35,4.0,2.0,0,1,0,0,1,0,0,1
-295000000,1,84.96,15,169.0,165,1,111.28,60,3.0,2.0,0,1,0,0,1,0,0,1
-74500000,0,59.99,4,663.0,893,11,76.57,683,3.0,1.0,0,1,0,0,1,0,0,1
-248000000,1,59.4,20,1953.0,1992,16,83.98,464,3.0,1.0,1,0,0,1,0,1,0,0
-856000000,1,84.89,14,2173.0,2036,19,111.3,308,3.0,2.0,1,0,0,1,0,0,0,1
-700000000,1,84.99,25,2085.0,1592,15,104.38,542,3.0,2.0,0,1,1,0,0,0,0,1
-390000000,1,84.76,12,1352.0,1352,15,107.95,520,3.0,2.0,1,0,0,1,0,0,0,1
-66650000,0,37.62,5,104.0,400,3,52.32,225,2.0,1.0,0,1,0,0,1,1,0,0
-118000000,0,49.14,27,260.0,416,2,74.17,145,2.0,1.0,0,1,0,0,1,0,0,1
-310000000,1,84.09,2,2366.0,1971,28,105.32,394,3.0,2.0,0,1,0,0,1,0,0,1
-835000000,1,59.91,3,2530.0,1976,25,83.63,213,3.0,2.0,0,1,0,0,1,0,0,1
-620000000,1,84.99,9,1262.0,1220,10,110.64,485,3.0,2.0,0,1,1,0,0,0,0,1
-398000000,1,100.35,7,983.0,680,13,122.51,150,3.0,2.0,1,0,0,1,0,0,0,1
-400000000,1,59.91,6,245.0,243,2,86.3,124,3.0,1.0,0,1,0,0,1,1,0,0
-810000000,1,84.79,27,9766.0,6864,66,108.82,1762,3.0,2.0,1,0,0,1,0,0,0,1
-135000000,0,59.76,15,1673.0,1424,18,74.85,284,3.0,1.0,0,1,0,0,1,0,0,1
-104000000,0,84.96,24,651.0,937,6,104.15,643,3.0,2.0,0,1,0,0,1,0,0,1
-377000000,1,84.6,14,730.0,845,8,106.11,300,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,84.99,3,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
-44000000,0,42.98,5,250.0,270,8,42.98,270,2.0,1.0,0,1,0,0,1,0,0,1
-355000000,1,59.96,3,228.0,194,4,82.89,24,3.0,2.0,0,1,0,0,1,0,0,1
-395000000,1,59.99,10,1177.0,1074,16,82.87,514,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,0,84.88799999999998,14,2381.0,1391,14,107.97,134,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,84.87,13,52.0,118,1,105.38,76,3.0,2.0,0,1,0,0,1,0,0,1
-232930000,0,84.99,14,1066.0,690,4,107.13,85,3.0,2.0,0,1,0,0,1,0,0,1
-610000000,1,109.5,8,469.0,600,6,127.79,90,4.0,2.0,1,0,0,1,0,0,0,1
-700000000,1,84.72,13,460.0,355,2,103.99,355,3.0,2.0,0,1,0,0,1,0,0,1
-431000000,1,84.89,6,530.0,412,14,108.83,195,3.0,2.0,1,0,0,1,0,0,0,1
-550000000,0,127.489,24,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
-335000000,1,83.66,1,477.0,477,5,100.85,218,3.0,1.0,0,1,0,0,1,0,0,1
-840000000,1,126.66,1,2085.0,1592,15,155.37,168,4.0,2.0,0,1,1,0,0,0,0,1
-386000000,0,132.49200000000002,3,2918.0,1536,18,157.01,84,4.0,2.0,0,1,0,0,1,1,0,0
-200000000,1,39.84,9,937.0,1609,16,54.53,534,2.0,1.0,1,0,0,1,0,1,0,0
-473000000,0,100.945,5,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,84.789,10,411.0,362,6,107.67,362,3.0,2.0,0,1,0,0,1,0,0,1
-80000000,0,82.094,1,282.0,296,2,106.48,239,3.0,1.0,0,1,0,0,1,0,0,1
-1455000000,1,50.64,4,2500.0,5040,124,56.2,1055,3.0,1.0,0,1,0,0,1,0,0,1
-503000000,1,84.87,15,3384.0,3404,35,104.58,1034,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,0,101.927,6,1026.0,792,6,135.54,180,3.0,2.0,0,1,0,0,1,0,0,1
-79800000,0,49.99,22,735.0,1116,13,69.24,194,2.0,1.0,0,1,0,0,1,1,0,0
-133000000,0,59.808,6,1592.0,1344,11,85.49,388,3.0,1.0,0,1,0,0,1,0,0,1
-205000000,1,35.38,8,168.0,168,3,51.0,83,1.0,1.0,0,1,0,0,1,1,0,0
-795000000,1,120.95,13,4890.0,3293,51,151.71,64,4.0,2.0,1,0,0,1,0,0,0,1
-258000000,0,84.99,21,2716.0,2302,24,107.86,1028,3.0,2.0,0,1,0,0,1,0,0,1
-131000000,0,84.86,15,155.0,322,1,110.42,64,3.0,1.0,0,1,0,0,1,0,0,1
-970000000,1,73.26,11,400.0,900,8,100.38,270,3.0,1.0,1,0,1,0,0,1,0,0
-119500000,1,41.3,6,1710.0,1710,10,57.15,750,1.0,1.0,0,1,1,0,0,1,0,0
-200000000,1,54.54,5,2000.0,2654,27,60.69,80,2.0,1.0,1,0,0,1,0,1,0,0
-438000000,0,84.77,30,9063.0,5239,48,112.34,790,3.0,2.0,0,1,0,0,1,0,0,1
-190000000,0,83.61,7,420.0,410,4,101.41,354,3.0,2.0,0,1,0,0,1,0,0,1
-77000000,0,59.97,8,931.0,953,8,83.31,439,2.0,1.0,0,1,0,0,1,1,0,0
-1150000000,1,100.92,13,479.0,309,4,132.48,100,4.0,2.0,1,0,0,1,0,0,0,1
-1085000000,1,84.96700000000001,30,1684.0,1119,9,113.23,256,3.0,2.0,1,0,0,1,0,0,0,1
-355000000,0,84.98,14,1616.0,1082,10,107.94,104,3.0,2.0,0,1,0,0,1,0,0,1
-365000000,0,84.76899999999998,17,2269.0,1950,15,116.38,781,3.0,2.0,0,1,0,0,1,0,0,1
-215000000,0,84.77,11,159.0,211,1,104.36,96,3.0,2.0,0,1,0,0,1,0,0,1
-1900000000,1,94.49,14,2454.0,1278,13,125.49,250,3.0,2.0,1,0,0,1,0,0,0,1
-890000000,1,59.96,3,3893.0,2444,28,86.97,238,3.0,2.0,1,0,0,1,0,0,0,1
-430000000,1,59.99,13,1306.0,1125,15,78.45,452,3.0,1.0,0,1,0,0,1,0,0,1
-520000000,1,84.95,1,758.0,758,6,108.31,757,3.0,2.0,1,0,0,1,0,0,0,1
-845000000,1,122.01,4,567.0,498,7,146.88,150,4.0,2.0,0,1,0,0,1,0,0,1
-190000000,1,59.71,14,1188.0,952,7,76.06,19,2.0,1.0,0,1,0,0,1,0,0,1
-96000000,1,49.77,11,2450.0,2462,16,72.73,4,3.0,1.0,0,1,0,1,0,1,0,0
-167000000,0,59.813,12,2651.0,1898,16,79.89,386,3.0,1.0,0,1,0,0,1,0,0,1
-365000000,1,39.53,14,1753.0,1753,11,56.4,640,2.0,1.0,1,0,0,1,0,1,0,0
-334500000,1,59.754,9,1678.0,1372,26,79.42,378,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,84.9,9,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
-347000000,0,84.98,4,3410.0,1926,29,110.88,432,3.0,2.0,0,1,0,0,1,0,0,1
-106500000,0,59.8889,20,1206.0,1176,13,78.96,786,3.0,2.0,0,1,0,0,1,0,0,1
-162000000,1,59.27,2,120.0,117,1,77.26,43,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,0,163.967,5,2918.0,1536,18,187.54,184,4.0,2.0,0,1,0,0,1,0,0,1
-412000000,1,59.6,5,1560.0,1247,24,86.77,306,3.0,2.0,0,1,0,0,1,0,0,1
-840000000,1,84.96,4,1356.0,1260,8,110.46,1260,3.0,1.0,1,0,0,1,0,1,0,0
-280000000,1,53.9,12,1625.0,2280,33,66.12,240,2.0,1.0,1,0,0,1,0,1,0,0
-140000000,0,84.992,6,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
-214000000,0,75.29,4,970.0,874,10,93.6,84,3.0,1.0,0,1,0,0,1,0,0,1
-295000000,0,84.977,4,503.0,301,5,106.42,19,3.0,2.0,0,1,0,0,1,0,0,1
-718500000,0,182.7637,24,2733.0,1598,19,230.41,165,4.0,2.0,0,1,0,0,1,0,0,1
-500000000,0,125.8297,19,333.0,284,4,159.1,1,4.0,2.0,0,1,0,0,1,0,0,1
-845000000,1,84.82,11,416.0,590,4,105.8,446,3.0,2.0,1,0,0,1,0,0,0,1
-189000000,0,84.96,3,2651.0,1898,16,107.55,396,3.0,2.0,0,1,0,0,1,0,0,1
-367000000,1,84.93,5,827.0,686,13,104.59,248,3.0,2.0,0,1,0,0,1,0,0,1
-950000000,1,74.4,2,1093.0,911,9,95.27,459,3.0,1.0,0,1,0,1,0,1,0,0
-272000000,1,49.94,13,4471.0,2634,21,71.02,480,2.0,1.0,1,0,0,1,0,0,0,1
-146000000,0,84.86,13,363.0,352,3,104.19,148,3.0,2.0,0,1,0,0,1,0,0,1
-118000000,0,49.8,25,287.0,387,2,65.64,281,2.0,1.0,0,1,0,0,1,1,0,0
-225000000,1,59.87,1,379.0,1192,8,84.11,60,3.0,1.0,0,1,1,0,0,1,0,0
-555000000,1,84.66,12,1299.0,1080,8,111.96,150,3.0,2.0,0,1,1,0,0,1,0,0
-298000000,1,59.76,7,407.0,456,3,80.53,209,2.0,1.0,1,0,0,1,0,0,0,1
-323200000,1,59.94,17,1215.0,1215,10,83.98,610,3.0,1.0,0,1,1,0,0,1,0,0
-390000000,1,84.58,3,329.0,306,6,110.6,168,3.0,2.0,0,1,0,0,1,0,0,1
-400000000,0,84.99700000000001,20,1306.0,1306,15,113.61,504,3.0,2.0,0,1,0,0,1,0,0,1
-590000000,1,104.99,12,716.0,324,2,131.17,8,3.0,2.0,0,1,0,0,1,0,0,1
-183500000,0,59.9115,8,4697.0,3462,49,81.59,314,3.0,2.0,0,1,0,0,1,0,0,1
-900000000,1,84.98,14,1442.0,990,15,106.52,346,3.0,2.0,1,0,0,1,0,0,0,1
-103680000,0,59.6054,15,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
-690000000,1,84.99,11,1239.0,963,14,111.29,142,3.0,2.0,0,1,0,0,1,0,0,1
-655000000,1,84.98,22,4596.0,3226,40,112.47,422,3.0,2.0,0,1,0,0,1,0,0,1
-1180000000,1,110.2,4,216.0,177,1,136.11,36,4.0,2.0,0,1,0,0,1,0,0,1
-400000000,0,110.9382,12,1213.0,840,6,141.87,140,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,59.9465,17,201.0,207,2,76.73,24,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,84.96,12,271.0,264,2,107.48,18,3.0,2.0,0,1,0,0,1,0,1,0
-229000000,0,77.9555,29,431.0,388,5,102.59,108,3.0,2.0,0,1,0,0,1,0,0,1
-276500000,1,49.56,8,486.0,1624,10,69.98,414,3.0,1.0,1,0,0,1,0,1,0,0
-230000000,0,59.997,5,1314.0,1249,16,80.38,240,3.0,2.0,1,0,0,1,0,0,0,1
-870020000,1,120.81,14,345.0,140,2,163.64,39,3.0,2.0,0,1,0,0,1,0,0,1
-180500000,0,59.9094,4,468.0,451,4,84.99,116,3.0,2.0,0,1,0,0,1,0,0,1
-202500000,1,49.94,5,600.0,1944,16,70.35,486,2.0,1.0,1,0,0,1,0,1,0,0
-675000000,1,84.99,24,222.0,214,3,110.42,75,3.0,2.0,0,1,0,0,1,0,0,1
-487000000,1,102.7,2,2488.0,1244,28,126.48,492,4.0,2.0,1,0,0,1,0,0,0,1
-241000000,0,84.93,14,436.0,436,3,107.63,150,3.0,2.0,0,1,0,0,1,0,0,1
-213500000,1,43.2,5,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
-475500000,1,84.94,11,202.0,197,2,112.21,0,3.0,2.0,0,1,0,0,1,0,0,1
-3550000000,1,208.478,1,1732.0,600,32,268.54,3,6.0,3.0,0,1,0,0,1,0,1,0
-567000000,1,114.752,4,2733.0,2197,30,140.05,511,4.0,2.0,0,1,0,0,1,0,0,1
-890000000,1,76.79,1,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
-540000000,1,81.233,11,201.0,154,1,95.69,40,3.0,2.0,0,1,0,0,1,0,0,1
-58500000,0,49.42,14,340.0,720,5,69.02,720,2.0,1.0,0,1,0,0,1,1,0,0
-160000000,1,44.52,12,78.0,1800,10,59.2,1800,2.0,1.0,0,1,1,0,0,1,0,0
-1450000000,1,121.931,1,1335.0,713,11,142.15,313,4.0,2.0,1,0,0,1,0,0,0,1
-455000000,1,83.02,15,381.0,708,6,101.17,456,3.0,2.0,1,0,0,1,0,0,0,1
-500000000,1,84.88,15,802.0,860,8,108.75,209,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,59.91,10,400.0,466,6,74.91,216,2.0,1.0,0,1,0,0,1,0,0,1
-530000000,1,84.96,12,506.0,400,6,107.15,324,3.0,2.0,0,1,0,0,1,0,0,1
-103500000,0,48.8,3,21.0,132,2,58.17,24,3.0,1.0,0,1,0,0,1,0,0,1
-197000000,1,39.82,5,893.0,2433,14,56.98,372,2.0,1.0,1,0,0,1,0,1,0,0
-3878340000,1,217.86,28,1504.0,230,2,299.48,33,4.0,3.0,0,1,0,0,1,0,0,1
-420000000,1,59.94,3,4329.0,5150,42,85.9,864,3.0,1.0,0,1,0,0,1,1,0,0
-420000000,1,59.92,10,2721.0,2002,25,82.27,709,3.0,1.0,0,1,0,0,1,0,0,1
-480000000,1,84.88,3,2123.0,1696,7,109.8,786,3.0,2.0,0,1,1,0,0,0,0,1
-380000000,1,59.91,4,105.0,111,1,83.17,47,3.0,1.0,0,1,0,0,1,1,0,0
-440000000,1,59.76,7,1803.0,1597,8,87.63,440,2.0,1.0,0,1,1,0,0,1,0,0
-204500000,0,84.7287,5,443.0,436,4,110.3,100,3.0,2.0,0,1,0,0,1,0,0,1
-237000000,1,51.48,7,2455.0,3930,32,72.81,1050,2.0,1.0,1,0,0,1,0,1,0,0
-362000000,1,84.166,6,158.0,139,2,109.61,15,3.0,2.0,0,1,0,0,1,0,0,1
-750000000,1,84.97,5,1077.0,1094,10,112.0,674,3.0,1.0,1,0,0,1,0,1,0,0
-150000000,1,41.04,7,492.0,492,3,56.67,216,2.0,1.0,0,1,0,0,1,1,0,0
-308000000,1,72.8129,16,436.0,342,4,99.17,38,3.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,32.34,3,255.0,350,1,40.54,298,1.0,1.0,0,1,0,0,1,1,0,0
-530000000,1,93.05,12,274.0,232,5,126.99,21,3.0,2.0,0,1,0,0,1,0,0,1
-172500000,0,59.62,13,467.0,648,2,80.12,231,2.0,1.0,0,1,0,0,1,0,0,1
-635000000,1,84.98,2,461.0,401,4,111.32,101,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,84.928,15,562.0,417,6,107.87,274,3.0,2.0,0,1,0,0,1,0,0,1
-1720000000,1,84.43,10,5000.0,4424,28,115.54,11,4.0,2.0,1,0,0,1,0,1,0,0
-350000000,1,59.58,11,427.0,361,7,77.41,103,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,84.99,10,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
-306000000,0,84.9891,1,382.0,239,3,110.56,53,3.0,2.0,0,1,0,0,1,0,0,1
-176000000,1,59.39,14,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
-402000000,0,84.93,15,1552.0,1035,9,101.49,330,3.0,2.0,0,1,1,0,0,0,0,1
-458000000,1,84.806,4,576.0,503,10,111.24,208,3.0,2.0,0,1,0,0,1,0,0,1
-680000000,1,59.97,13,4113.0,2678,35,86.43,112,3.0,2.0,1,0,0,1,0,0,0,1
-171500000,0,53.76,7,424.0,424,4,70.6,92,2.0,1.0,0,1,0,0,1,1,0,0
-569000000,1,84.97,8,1208.0,844,10,112.33,228,3.0,2.0,0,1,0,0,1,0,0,1
-44000000,1,32.39,13,1500.0,2029,23,45.95,270,1.0,1.0,1,0,0,1,0,1,0,0
-480000000,1,71.64,10,873.0,1860,26,88.99,1179,3.0,1.0,1,0,0,1,0,0,0,1
-485000000,1,84.87799999999999,19,1054.0,886,11,110.77,250,3.0,2.0,0,1,0,0,1,0,0,1
-249000000,0,84.86,4,672.0,672,13,95.52,120,3.0,2.0,0,1,1,0,0,0,0,1
-200000000,1,31.0,4,438.0,438,2,42.84,79,2.0,1.0,0,1,1,0,0,1,0,0
-719000000,1,84.76,4,214.0,214,2,97.75,50,3.0,1.0,1,0,0,1,0,0,0,1
-380000000,1,84.97,3,330.0,660,5,100.62,360,3.0,2.0,1,0,0,1,0,0,0,1
-650000000,1,84.99,15,4418.0,2603,37,111.24,383,3.0,2.0,1,0,0,1,0,0,0,1
-280000000,1,64.66,9,902.0,919,7,87.3,284,2.0,1.0,0,1,0,0,1,1,0,0
-655000000,1,84.75,8,200.0,179,1,106.64,71,3.0,2.0,1,0,0,1,0,0,0,1
-278000000,1,84.99,16,1641.0,2336,16,105.15,616,3.0,2.0,1,0,0,1,0,0,0,1
-620000000,1,121.987,12,81.0,120,1,142.56,45,4.0,2.0,0,1,1,0,0,0,0,1
-498000000,1,84.79,4,883.0,707,11,105.77,72,3.0,2.0,0,1,0,0,1,0,0,1
-189000000,1,39.96,10,893.0,2433,14,57.07,451,2.0,1.0,1,0,0,1,0,1,0,0
-610000000,1,84.98,1,263.0,178,5,106.26,72,3.0,2.0,0,1,0,0,1,0,0,1
-125000000,1,49.77,5,459.0,602,7,70.41,345,2.0,1.0,0,1,1,0,0,1,0,0
-660000000,1,84.85799999999998,13,1108.0,810,17,109.08,49,3.0,2.0,0,1,0,0,1,0,0,1
-625000000,1,84.985,13,507.0,391,6,109.44,225,3.0,2.0,0,1,0,0,1,0,0,1
-246000000,1,59.4,15,1704.0,2340,18,79.34,324,3.0,1.0,1,0,0,0,1,1,0,0
-389000000,1,84.97,13,2772.0,3322,32,113.67,876,3.0,2.0,0,1,0,0,1,0,0,1
-388000000,1,84.85,2,360.0,1980,12,100.99,60,3.0,2.0,1,0,0,1,0,0,0,1
-180000000,0,72.87,4,830.0,1741,16,86.76,346,3.0,1.0,0,1,0,0,1,0,0,1
-145000000,1,44.52,14,1402.0,2002,16,59.2,540,2.0,1.0,0,1,0,0,1,1,0,0
-289000000,0,84.99,2,932.0,841,29,112.25,135,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,0,84.98,7,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-544000000,0,84.6389,9,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-1500000000,1,84.99,19,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
-170000000,0,40.13,1,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
-275000000,1,84.741,17,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
-335000000,1,73.68,9,1400.0,1400,13,92.43,240,3.0,1.0,0,1,1,0,0,1,0,0
-280000000,1,59.08,2,593.0,363,5,70.07,30,2.0,1.0,1,0,0,1,0,0,0,1
-645000000,1,83.34,4,674.0,1320,14,108.82,62,3.0,1.0,0,1,1,0,0,0,1,0
-695000000,1,59.74,4,1129.0,945,16,79.1,138,3.0,2.0,0,1,0,0,1,0,0,1
-164000000,0,84.99,3,241.0,201,2,109.09,16,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,1,59.9,6,463.0,417,7,80.85,51,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,106.65,4,654.0,768,10,127.76,66,4.0,2.0,0,1,0,0,1,1,0,0
-610000000,1,71.4,11,1879.0,3100,34,93.2,390,3.0,1.0,1,0,0,1,0,1,0,0
-795000000,1,122.43,8,351.0,258,5,148.17,36,4.0,2.0,0,1,0,0,1,0,0,1
-62000000,0,30.49,9,265.0,512,1,40.83,270,1.0,1.0,0,1,0,0,1,0,0,1
-415000000,1,70.49,13,285.0,365,1,101.38,52,2.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,59.86,10,82.0,127,1,81.48,110,3.0,1.0,0,1,0,0,1,1,0,0
-580000000,1,59.4,17,551.0,461,4,82.8,207,3.0,1.0,0,1,0,0,1,1,0,0
-460000000,1,84.84,15,486.0,423,6,109.7,79,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,134.95,15,1762.0,1495,18,162.82,174,4.0,2.0,0,1,0,0,1,0,0,1
-390000000,1,59.82,28,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
-500000000,1,84.87,18,1351.0,1300,12,108.4,559,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,32.8,13,243.0,1376,8,48.73,144,2.0,1.0,0,1,1,0,0,1,0,0
-547500000,1,84.98,3,173.0,159,3,107.95,100,3.0,2.0,0,1,0,0,1,0,0,1
-413000000,1,84.95,2,198.0,150,2,106.29,85,3.0,2.0,0,1,0,0,1,0,0,1
-147000000,1,68.86,1,600.0,1944,16,96.8,312,3.0,1.0,1,0,0,1,0,1,0,0
-645000000,1,114.62,11,2615.0,2123,21,144.37,570,4.0,2.0,0,1,0,0,1,0,0,1
-275000000,0,59.676,13,1277.0,1110,13,92.16,146,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.99,8,1651.0,1122,22,79.98,254,3.0,2.0,0,1,0,0,1,0,0,1
-1880000000,1,164.46,1,937.0,496,9,210.7,30,4.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,114.93,14,517.0,499,5,142.34,1,4.0,2.0,0,1,0,0,1,0,0,1
-382500000,1,84.87,11,4932.0,4509,31,109.64,986,3.0,2.0,0,1,1,0,0,0,0,1
-635000000,1,42.55,5,1136.0,2841,58,42.55,1580,2.0,1.0,0,1,0,0,1,0,0,1
-1120000000,1,136.325,8,4494.0,4494,56,158.84,1416,4.0,2.0,1,0,0,1,0,0,0,1
-1320000000,1,84.96700000000001,11,1684.0,1119,9,113.42,58,3.0,1.0,1,0,0,1,0,0,0,1
-255000000,1,55.77,11,254.0,230,2,81.79,56,3.0,1.0,0,1,0,0,1,1,0,0
-123700000,0,59.99,8,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-415000000,1,84.97,20,2772.0,3322,32,113.67,876,3.0,2.0,0,1,0,0,1,0,0,1
-510000000,1,84.04899999999998,8,1257.0,977,12,104.2,302,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,39.95,14,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
-275000000,1,73.08,11,1400.0,1400,13,96.07,412,3.0,1.0,0,1,1,0,0,1,0,0
-300000000,1,84.6,2,234.0,285,3,107.17,140,3.0,2.0,0,1,0,0,1,0,0,1
-189000000,1,35.44,2,565.0,565,4,46.51,140,2.0,1.0,0,1,0,0,1,1,0,0
-595000000,0,118.56,12,1915.0,987,13,147.13,116,4.0,2.0,0,1,0,0,1,0,1,0
-755000000,1,83.7,11,400.0,900,8,114.72,270,3.0,1.0,1,0,1,0,0,1,0,0
-155000000,1,49.94,10,1999.0,2856,32,72.95,360,2.0,1.0,1,0,0,1,0,1,0,0
-899900000,1,114.9,6,1365.0,964,12,141.72,302,4.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,54.94,5,617.0,1352,12,75.55,834,2.0,1.0,1,0,0,1,0,1,0,0
-430000000,0,144.48,7,1578.0,922,9,178.06,100,4.0,2.0,0,1,0,0,1,0,0,1
-180000000,1,39.98,15,308.0,2934,21,58.75,228,2.0,1.0,1,0,0,1,0,1,0,0
-66500000,0,49.94,14,1600.0,1320,10,72.95,180,2.0,1.0,0,1,0,0,1,1,0,0
-295000000,1,59.86,10,1691.0,1317,6,81.69,230,3.0,1.0,0,1,1,0,0,1,0,0
-416000000,1,83.805,9,1400.0,1400,13,110.17,206,3.0,1.0,0,1,1,0,0,1,0,0
-415000000,1,84.96,3,819.0,772,2,107.96,101,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,59.34,14,371.0,479,2,86.27,188,3.0,1.0,0,1,0,0,1,0,0,1
-230000000,0,134.4,4,550.0,552,3,159.63,92,4.0,2.0,0,1,0,0,1,0,0,1
-286000000,1,59.96,9,205.0,274,4,79.01,104,3.0,1.0,0,1,0,0,1,1,0,0
-870000000,1,84.99,10,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
-482000000,1,59.983,3,2185.0,1622,22,79.65,328,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,59.94,5,3940.0,3003,25,82.42,145,2.0,1.0,0,1,0,0,1,0,0,1
-50250000,0,27.36,23,220.0,448,1,42.98,107,1.0,1.0,0,1,0,0,1,0,0,1
-285000000,1,33.18,10,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
-330000000,1,84.93,13,827.0,686,13,104.59,248,3.0,2.0,0,1,0,0,1,0,0,1
-425000000,1,84.88,10,530.0,448,7,107.09,402,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,39.98,1,308.0,2934,21,58.75,228,2.0,1.0,1,0,0,1,0,1,0,0
-160000000,1,59.73,9,240.0,215,2,80.94,73,3.0,1.0,0,1,0,0,1,1,0,0
-548000000,1,114.96,23,618.0,508,5,142.63,176,4.0,2.0,1,0,0,1,0,0,0,1
-410000000,1,111.69,19,561.0,561,2,131.81,148,4.0,2.0,0,1,1,0,0,0,0,1
-245000000,1,59.4,19,1953.0,1992,16,83.98,464,3.0,1.0,1,0,0,1,0,1,0,0
-128000000,0,59.98,16,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
-145000000,0,84.9,25,318.0,420,4,107.0,240,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,84.87,6,293.0,258,6,110.15,172,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,59.73,10,529.0,423,4,77.54,187,3.0,1.0,0,1,0,0,1,0,0,1
-205000000,1,39.78,2,1800.0,3481,25,56.12,479,2.0,1.0,1,0,0,1,0,1,0,0
-360000000,1,59.97,6,242.0,434,4,81.64,210,2.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,54.81,6,2300.0,2400,18,76.44,495,3.0,1.0,0,1,1,0,0,1,0,0
-358000000,0,59.5925,17,194.0,168,3,82.5,116,2.0,1.0,1,0,0,1,0,0,0,1
-210000000,0,84.99,11,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,59.93,14,1204.0,712,12,77.58,53,3.0,1.0,0,1,0,0,1,0,0,1
-265000000,1,59.2,6,2123.0,2136,17,76.58,90,2.0,1.0,1,0,0,1,0,1,0,0
-75140000,0,59.075,3,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
-215000000,1,59.73,15,502.0,845,8,81.33,389,3.0,1.0,1,0,0,1,0,1,0,0
-257000000,1,59.88,1,194.0,202,2,77.35,32,3.0,2.0,0,1,0,0,1,0,0,1
-318000000,0,84.98,24,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-318000000,1,59.57,15,2504.0,1983,26,80.22,828,3.0,1.0,0,1,0,0,1,0,0,1
-310000000,1,84.84,13,794.0,671,8,106.21,207,3.0,2.0,0,1,0,0,1,0,0,1
-104500000,0,59.816,4,500.0,477,6,75.63,102,3.0,1.0,1,0,0,1,0,0,0,1
-242500000,0,85.0,3,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-197330000,0,84.9902,13,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-805000000,1,59.95,14,9766.0,6864,66,86.85,600,3.0,2.0,1,0,0,1,0,0,0,1
-630000000,1,60.0,11,650.0,645,5,86.96,315,3.0,1.0,1,0,0,1,0,1,0,0
-620000000,0,147.69,32,749.0,290,1,173.84,148,4.0,2.0,0,1,0,0,1,0,0,1
-320210000,0,116.8112,7,766.0,464,7,149.42,150,4.0,2.0,1,0,0,1,0,0,0,1
-440000000,1,59.88,11,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
-352000000,1,59.96,1,411.0,366,6,79.46,168,3.0,2.0,0,1,0,0,1,0,0,1
-59000000,0,44.87,17,1383.0,640,5,64.9,640,2.0,1.0,0,1,0,0,1,1,0,0
-700000000,1,134.9883,7,2697.0,1653,29,171.13,150,4.0,2.0,0,1,0,0,1,0,0,1
-234000000,1,59.34,7,407.0,930,8,75.37,270,3.0,1.0,1,0,0,1,0,1,0,0
-502000000,1,84.95,20,489.0,220,2,104.55,10,3.0,2.0,0,1,0,0,1,0,0,1
-234850000,0,84.9788,2,785.0,499,9,109.37,245,3.0,2.0,0,1,0,0,1,0,0,1
-256000000,1,50.14,11,2455.0,3930,32,68.59,1120,2.0,1.0,1,0,0,1,0,1,0,0
-138000000,0,84.99,7,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
-253000000,1,72.41,11,320.0,317,3,88.5,1,3.0,1.0,0,1,0,0,1,0,0,1
-380000000,1,84.78,3,120.0,140,2,106.94,81,3.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,84.988,5,753.0,635,15,107.64,396,3.0,2.0,0,1,0,0,1,0,0,1
-108000000,0,42.3,2,460.0,460,12,49.5,460,3.0,1.0,0,1,0,0,1,0,0,1
-409000000,1,59.89,15,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
-410000000,1,68.46,4,540.0,407,7,80.6,45,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,134.94,15,959.0,492,12,158.52,197,4.0,2.0,1,0,0,1,0,0,0,1
-285000000,1,55.32,17,266.0,247,4,74.19,105,3.0,1.0,0,1,0,0,1,1,0,0
-393000000,1,74.94,12,243.0,213,4,97.76,36,3.0,2.0,0,1,0,0,1,0,0,1
-337000000,1,84.91,13,1096.0,1017,11,108.11,334,3.0,2.0,0,1,1,0,0,0,0,1
-337000000,1,59.94,15,3060.0,2412,31,82.67,545,3.0,1.0,0,1,0,0,1,0,0,1
-240000000,1,44.64,22,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
-675000000,1,84.98,15,2024.0,1142,14,113.15,186,3.0,2.0,1,0,0,1,0,0,0,1
-1250000000,1,112.5,3,217.0,142,3,137.37,10,4.0,2.0,0,1,0,0,1,0,0,1
-95000000,0,67.97,1,359.0,576,6,86.63,576,3.0,1.0,0,1,0,0,1,0,0,1
-88000000,0,72.87,2,830.0,1741,16,86.76,346,3.0,1.0,0,1,0,0,1,0,0,1
-64000000,0,48.598,13,423.0,476,2,72.0,114,2.0,1.0,0,1,0,0,1,1,0,0
-303000000,1,73.18,1,332.0,340,13,86.81,170,3.0,1.0,1,0,0,1,0,0,0,1
-599000000,1,84.97,14,3310.0,2517,42,107.49,116,3.0,2.0,1,0,0,1,0,0,0,1
-70680000,0,59.6,16,325.0,402,2,80.38,96,3.0,1.0,0,1,0,0,1,0,0,1
-520000000,1,84.822,13,1401.0,1444,11,106.94,429,3.0,2.0,0,1,1,0,0,0,0,1
-650000000,1,84.97,12,512.0,1056,10,106.3,636,3.0,2.0,0,1,0,0,1,0,0,1
-313000000,0,84.9171,12,1875.0,1156,10,110.81,307,3.0,2.0,0,1,0,0,1,0,0,1
-186000000,0,84.77,23,1721.0,1374,17,107.7,344,3.0,2.0,0,1,0,0,1,0,0,1
-53330000,0,32.25,16,178.0,432,1,44.0,45,1.0,1.0,0,1,1,0,0,1,0,0
-428000000,1,59.15,20,338.0,457,1,77.96,39,1.0,1.0,1,0,0,1,0,1,0,0
-310000000,1,75.02,8,371.0,742,6,93.51,382,3.0,1.0,1,0,0,1,0,0,0,1
-73000000,0,47.34,4,220.0,160,4,56.96,15,1.0,1.0,0,1,0,0,1,0,0,1
-400000000,1,84.93,10,371.0,366,5,108.43,210,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,0,84.99,14,260.0,416,2,107.67,116,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,59.85,2,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
-363000000,1,59.76,21,1803.0,1597,8,87.63,440,2.0,1.0,0,1,1,0,0,1,0,0
-121000000,0,61.85,11,132.0,270,2,77.4,45,2.0,1.0,0,1,0,0,1,0,0,1
-720000000,1,131.85,3,250.0,123,3,167.39,102,4.0,2.0,1,0,0,1,0,0,0,1
-580000000,1,84.99,14,1011.0,837,10,108.06,222,3.0,2.0,0,1,0,0,1,0,1,0
-140000000,1,59.94,13,293.0,271,2,85.17,126,3.0,1.0,0,1,0,0,1,1,0,0
-250000000,0,134.82,13,994.0,868,10,162.2,96,4.0,2.0,0,1,0,0,1,0,0,1
-265000000,1,57.63,6,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
-335000000,1,83.21,4,1930.0,1482,9,107.43,670,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,0,84.97200000000002,28,1174.0,680,7,113.06,116,3.0,2.0,0,1,0,0,1,0,1,0
-474000000,1,84.98,1,1525.0,1281,11,109.36,441,3.0,2.0,0,1,0,0,1,0,0,1
-394000000,0,84.6389,13,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-383000000,1,27.68,8,7876.0,5563,65,42.28,124,1.0,1.0,1,0,0,1,0,0,0,1
-240000000,1,59.94,1,3940.0,3003,25,82.42,145,2.0,1.0,0,1,0,0,1,0,0,1
-400000000,1,115.53,7,902.0,919,7,138.21,84,4.0,2.0,0,1,0,0,1,0,0,1
-249000000,1,49.77,6,459.0,602,7,70.41,345,2.0,1.0,0,1,1,0,0,1,0,0
-515000000,1,84.90799999999999,5,779.0,655,5,109.49,339,3.0,2.0,0,1,0,0,1,0,0,1
-1952000000,1,145.83,12,1824.0,805,7,178.76,386,3.0,2.0,1,0,0,1,0,0,0,1
-55200000,0,27.36,10,220.0,448,1,42.98,107,1.0,1.0,0,1,0,0,1,0,0,1
-245000000,1,59.56,1,300.0,254,2,88.58,18,3.0,1.0,0,1,0,0,1,1,0,0
-270000000,1,59.34,2,1239.0,1676,21,82.99,256,3.0,1.0,1,0,0,1,0,0,1,0
-380000000,1,82.65,5,88.0,176,2,109.69,99,3.0,1.0,0,1,0,0,1,1,0,0
-91500000,0,59.98,13,547.0,928,9,74.8,2,3.0,1.0,1,0,0,1,0,1,0,0
-800000000,1,131.4,11,1200.0,540,6,154.17,540,4.0,2.0,1,0,0,1,0,0,0,1
-550000000,0,129.64,4,1915.0,987,13,161.17,64,4.0,2.0,0,1,0,0,1,0,1,0
-145000000,1,44.89,1,840.0,840,5,59.04,150,2.0,1.0,0,1,1,0,0,0,0,1
-790000000,1,141.515,10,1230.0,1222,15,168.22,280,5.0,2.0,0,1,1,0,0,0,0,1
-85000000,0,59.9,1,320.0,511,4,83.6,367,3.0,1.0,0,1,0,0,1,1,0,0
-617000000,1,116.94,14,567.0,378,5,137.44,168,4.0,2.0,1,0,0,1,0,0,0,1
-296000000,1,84.82,8,434.0,619,3,102.69,55,3.0,2.0,0,1,0,0,1,0,1,0
-350000000,0,85.0,3,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,82.19,18,749.0,468,6,105.39,85,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,1,50.2,13,692.0,807,8,60.95,82,2.0,1.0,0,1,0,0,1,1,0,0
-110000000,1,45.563,7,488.0,488,2,61.5,126,2.0,1.0,0,1,1,0,0,1,0,0
-365000000,0,84.9341,24,330.0,298,3,120.2,198,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,1,84.86,19,4804.0,3830,54,111.31,292,3.0,2.0,0,1,0,0,1,0,0,1
-335000000,0,84.977,26,625.0,530,4,108.6,424,3.0,2.0,0,1,0,0,1,0,0,1
-205000000,0,84.9471,16,327.0,315,5,113.14,1,3.0,2.0,0,1,0,0,1,0,0,1
-174000000,0,59.91,14,735.0,1116,13,81.29,490,3.0,1.0,0,1,0,0,1,1,0,0
-330000000,1,59.99800000000001,3,671.0,600,7,83.24,124,3.0,2.0,0,1,0,0,1,0,0,1
-179000000,0,84.975,8,313.0,480,3,102.46,168,3.0,2.0,0,1,0,0,1,0,0,1
-72800000,0,84.6,21,156.0,273,1,107.0,42,4.0,2.0,0,1,0,0,1,0,0,1
-201000000,0,59.6572,25,453.0,466,3,81.09,191,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,49.94,4,823.0,2646,28,69.05,270,2.0,1.0,1,0,0,1,0,1,0,0
-493000000,1,47.25,20,757.0,1382,16,63.18,330,2.0,1.0,1,0,0,1,0,1,0,0
-843000000,1,84.92,6,678.0,530,8,107.71,157,3.0,2.0,1,0,0,1,0,0,0,1
-129000000,1,36.16,5,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-164500000,0,111.74,16,3776.0,3382,35,136.38,348,4.0,2.0,0,1,0,0,1,0,0,1
-419000000,1,59.47,3,188.0,174,2,74.55,69,3.0,1.0,0,1,1,0,0,1,0,0
-1040000000,1,101.45,24,937.0,495,3,143.77,79,3.0,2.0,0,1,0,0,1,0,0,1
-1000000000,1,108.68,9,744.0,744,10,131.05,144,4.0,2.0,1,0,0,1,0,0,0,1
-213000000,1,58.01,4,2123.0,2136,17,80.26,264,2.0,1.0,1,0,0,1,0,1,0,0
-196000000,0,84.88,25,2169.0,2181,15,106.48,694,3.0,2.0,0,1,1,0,0,0,0,1
-347500000,1,59.34,17,228.0,297,3,75.76,104,3.0,1.0,0,1,0,0,1,0,0,1
-275000000,1,59.89,10,748.0,719,9,81.42,36,3.0,1.0,0,1,0,0,1,1,0,0
-380000000,1,84.88,15,255.0,225,4,109.88,225,3.0,2.0,0,1,0,0,1,0,0,1
-302000000,1,59.79,4,142.0,150,1,85.95,70,4.0,1.0,0,1,0,0,1,1,0,0
-340000000,1,74.895,18,211.0,124,1,98.02,23,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,0,166.578,16,1578.0,922,9,202.5,196,4.0,2.0,0,1,0,0,1,0,0,1
-605000000,1,101.83,13,513.0,330,13,128.78,136,3.0,2.0,1,0,0,1,0,0,0,1
-140000000,0,59.85,14,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
-790000000,1,81.84,12,400.0,271,4,102.47,7,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,1,56.83,3,414.0,377,9,74.13,152,3.0,2.0,0,1,0,0,1,0,0,1
-90000000,0,84.81,11,584.0,730,5,105.79,490,3.0,2.0,0,1,0,0,1,0,0,1
-610000000,1,119.1731,22,3210.0,2061,25,154.44,422,4.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,73.805,11,600.0,600,6,88.99,90,3.0,1.0,0,1,1,0,0,0,0,1
-335000000,1,77.41,8,304.0,288,2,105.65,43,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,44.1,9,241.0,630,5,60.39,630,2.0,1.0,0,1,0,0,1,1,0,0
-390000000,1,50.54,11,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
-268000000,0,71.6577,7,1309.0,1048,11,98.36,277,3.0,2.0,0,1,0,0,1,0,0,1
-184000000,0,59.78,17,355.0,355,2,78.12,276,2.0,1.0,0,1,0,0,1,0,0,1
-650000000,1,84.82,1,416.0,590,4,105.81,0,3.0,2.0,1,0,0,1,0,0,0,1
-300000000,1,80.1498,15,390.0,300,6,107.46,160,3.0,2.0,0,1,0,0,1,0,0,1
-215000000,0,84.0896,6,381.0,373,6,107.3,221,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,83.38,8,517.0,855,10,100.08,465,3.0,1.0,0,1,0,0,1,0,0,1
-178000000,1,35.3,6,681.0,1362,10,48.34,300,2.0,1.0,0,1,0,0,1,1,0,0
-710000000,1,119.69,9,184.0,151,2,147.82,11,4.0,2.0,0,1,0,0,1,0,0,1
-220000000,1,57.66,5,150.0,204,5,72.52,84,3.0,1.0,0,1,0,0,1,0,0,1
-1480000000,1,152.85,2,1444.0,1848,36,178.12,60,5.0,2.0,1,0,0,1,0,0,0,1
-1400000000,1,146.68,33,623.0,284,2,188.43,30,3.0,2.0,0,1,0,1,0,1,0,0
-42000000,0,32.39,4,2716.0,2716,20,45.8,180,1.0,1.0,0,1,1,0,0,1,0,0
-645000000,1,84.946,13,1239.0,963,14,111.25,148,3.0,2.0,0,1,0,0,1,0,0,1
-505000000,1,84.96,8,156.0,114,3,105.97,72,3.0,2.0,0,1,0,0,1,0,0,1
-395000000,1,59.9,5,329.0,306,6,78.63,110,3.0,2.0,0,1,0,0,1,0,0,1
-68000000,0,39.6,2,100.0,220,4,46.18,30,1.0,1.0,0,1,0,0,1,0,0,1
-165000000,0,84.98,5,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-318000000,0,84.9998,6,554.0,286,5,113.4,55,3.0,2.0,0,1,0,0,1,0,1,0
-312000000,1,84.94,17,281.0,370,3,105.89,237,3.0,2.0,0,1,0,0,1,0,0,1
-222000000,0,84.96,3,125.0,132,1,107.19,132,3.0,2.0,0,1,0,0,1,0,0,1
-165000000,0,59.78,7,219.0,215,3,75.37,85,3.0,1.0,0,1,0,0,1,0,0,1
-498000000,1,84.9,15,1140.0,948,12,105.77,948,3.0,2.0,0,1,1,0,0,0,0,1
-75100000,0,59.8,11,422.0,424,4,79.5,238,3.0,1.0,0,1,0,0,1,0,0,1
-638000000,1,134.91,4,572.0,298,11,165.94,43,4.0,2.0,1,0,0,1,0,0,0,1
-420000000,1,84.73,13,251.0,203,4,105.96,165,3.0,2.0,0,1,0,0,1,0,0,1
-748000000,1,101.995,22,884.0,604,7,126.97,285,4.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,84.89,6,1314.0,1162,7,112.39,352,3.0,2.0,0,1,1,0,0,0,0,1
-159000000,0,82.094,10,282.0,296,2,106.48,239,3.0,1.0,0,1,0,0,1,0,0,1
-348000000,1,84.63,17,448.0,825,5,102.87,336,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,0,58.01,7,2716.0,2716,20,76.68,90,2.0,1.0,0,1,1,0,0,1,0,0
-74000000,1,41.3,7,550.0,1430,14,59.5,300,2.0,1.0,0,1,1,0,0,1,0,0
-130000000,1,36.34,6,1980.0,1980,11,52.81,270,2.0,1.0,0,1,1,0,0,1,0,0
-400000000,1,84.9,1,337.0,339,6,111.23,98,3.0,2.0,0,1,0,0,1,0,0,1
-770000000,1,84.4623,15,2282.0,1743,11,115.81,139,3.0,2.0,0,1,0,0,1,0,0,1
-215000000,1,59.86600000000001,15,316.0,341,5,83.68,242,3.0,1.0,0,1,0,0,1,1,0,0
-355000000,1,84.99,2,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
-1680000000,1,84.9231,12,4443.0,3002,34,110.94,65,3.0,2.0,1,0,0,1,0,0,0,1
-648000000,1,84.98,10,2657.0,2652,32,109.21,358,3.0,2.0,0,1,0,0,1,0,0,1
-184500000,1,49.98,2,471.0,639,6,69.16,75,2.0,1.0,1,0,0,1,0,1,0,0
-157000000,0,84.992,12,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
-334500000,1,84.6,11,730.0,845,8,106.11,300,3.0,2.0,0,1,0,0,1,0,0,1
-451000000,1,84.589,5,1678.0,1372,26,107.22,796,3.0,2.0,0,1,0,0,1,0,0,1
-193000000,1,33.15,19,288.0,160,1,47.32,16,1.0,1.0,0,1,0,0,1,0,0,1
-232000000,1,59.4,7,554.0,529,7,93.69,86,3.0,1.0,0,1,0,0,1,1,0,0
-240420000,0,70.3067,20,916.0,559,5,98.13,64,3.0,2.0,0,1,0,0,1,0,0,1
-648000000,1,84.94,7,364.0,333,9,109.81,138,3.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,82.96,3,280.0,280,3,100.76,280,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,0,84.85,2,1167.0,1158,13,108.22,254,3.0,2.0,0,1,0,0,1,0,0,1
-830000000,1,114.272,13,2185.0,1622,22,142.75,380,4.0,2.0,0,1,0,0,1,0,0,1
-950000000,1,142.17,27,589.0,384,2,175.21,17,4.0,2.0,0,1,0,0,1,0,0,1
-268000000,1,59.65,6,1102.0,1092,12,63.35,84,1.0,1.0,0,1,0,0,1,1,0,0
-255000000,0,102.5561,5,1331.0,1395,9,129.09,47,3.0,2.0,0,1,0,0,1,0,0,1
-637500000,0,128.2,23,832.0,299,2,166.43,65,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,1,59.98,3,809.0,770,9,72.64,260,3.0,1.0,0,1,0,0,1,0,0,1
-430000000,1,84.97,16,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
-112000000,0,79.44,2,184.0,245,6,93.69,36,3.0,1.0,0,1,0,0,1,0,0,1
-325000000,1,59.76,5,796.0,777,9,75.31,452,3.0,1.0,0,1,0,0,1,0,0,1
-246000000,1,59.86,16,965.0,643,4,83.81,140,3.0,1.0,0,1,0,0,1,1,0,0
-195000000,1,34.44,15,297.0,1005,6,46.87,300,2.0,1.0,1,0,0,1,0,1,0,0
-95000000,0,59.99,25,780.0,725,6,77.46,290,3.0,1.0,0,1,0,0,1,0,0,1
-187000000,0,84.96,1,461.0,564,2,108.25,228,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,1,59.38,5,1239.0,1676,21,83.04,0,3.0,1.0,1,0,0,1,0,0,1,0
-135000000,1,59.59,10,154.0,153,1,80.38,81,3.0,1.0,0,1,0,0,1,1,0,0
-535000000,1,83.52,1,674.0,1320,14,109.06,720,3.0,1.0,0,1,1,0,0,0,1,0
-265000000,1,84.69,12,373.0,658,8,103.27,168,3.0,2.0,0,1,0,0,1,0,0,1
-397000000,1,84.76,4,1352.0,1352,15,107.95,520,3.0,2.0,1,0,0,1,0,0,0,1
-325000000,1,115.53,5,902.0,919,7,138.21,84,4.0,2.0,0,1,0,0,1,0,0,1
-99000000,0,59.9425,4,998.0,950,7,78.57,700,3.0,1.0,0,1,0,0,1,0,0,1
-510580000,0,119.932,46,1198.0,648,3,154.52,92,4.0,2.0,0,1,0,0,1,0,1,0
-620000000,1,101.995,13,884.0,604,7,126.97,285,4.0,2.0,0,1,0,0,1,0,0,1
-431000000,1,59.983,2,2185.0,1622,22,79.65,328,3.0,2.0,0,1,0,0,1,0,0,1
-90500000,0,84.94,14,495.0,714,7,102.94,714,3.0,1.0,0,1,0,0,1,0,0,1
-820000000,1,84.9,1,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
-429000000,0,84.98,3,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,0,84.84,2,269.0,261,2,127.72,78,3.0,2.0,0,1,0,0,1,0,0,1
-245000000,1,59.99,7,421.0,440,6,82.65,122,3.0,1.0,1,0,0,1,0,1,0,0
-58000000,0,38.64,7,1600.0,1320,10,49.67,360,2.0,1.0,0,1,0,0,1,1,0,0
-545000000,1,59.58,1,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-590000000,1,114.83,20,535.0,649,6,142.15,30,4.0,2.0,0,1,0,0,1,0,0,1
-104500000,0,59.67,13,99.0,146,1,75.13,26,3.0,2.0,0,1,0,0,1,0,0,1
-447000000,0,132.49200000000002,8,2918.0,1536,18,155.04,472,4.0,2.0,0,1,0,0,1,1,0,0
-270000000,1,49.94,8,550.0,1430,14,72.73,210,2.0,1.0,0,1,1,0,0,1,0,0
-66000000,0,29.775,7,178.0,432,1,40.62,90,1.0,1.0,0,1,1,0,0,1,0,0
-255000000,1,63.98,14,118.0,591,5,86.81,149,3.0,1.0,0,1,0,0,1,1,0,0
-445000000,1,59.98,10,1011.0,837,10,82.54,119,3.0,2.0,0,1,0,0,1,0,1,0
-650000000,1,59.88,5,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
-557000000,1,59.97,14,2657.0,2652,32,84.12,213,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,84.98,2,827.0,684,11,115.61,457,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,0,166.578,13,2381.0,1391,14,204.48,198,4.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,105.72,8,588.0,588,8,112.53,131,4.0,1.0,1,0,0,1,0,1,0,0
-310000000,0,84.98,6,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-194000000,0,84.94,3,765.0,795,7,100.83,90,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,1,84.87,4,181.0,157,2,103.03,130,3.0,2.0,0,1,0,0,1,0,0,1
-1250000000,1,114.98,12,2024.0,1142,14,147.9,170,4.0,2.0,1,0,0,1,0,0,0,1
-390000000,0,84.6389,17,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-111000000,0,59.97,15,225.0,343,1,92.56,123,3.0,1.0,0,1,0,0,1,1,0,0
-875000000,1,103.34,10,641.0,344,4,125.49,88,3.0,2.0,0,1,0,0,1,0,0,1
-63000000,0,83.36,2,85.0,365,4,110.28,56,3.0,2.0,0,1,0,0,1,0,0,1
-302000000,1,84.94,11,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-237000000,1,49.5,7,1800.0,3481,25,69.83,1177,3.0,1.0,1,0,0,1,0,1,0,0
-340000000,1,84.9,18,2195.0,1998,25,108.12,805,3.0,2.0,0,1,0,0,1,0,0,1
-800000000,1,31.402,18,1529.0,1144,17,47.93,211,1.0,1.0,1,0,0,1,0,0,0,1
-298000000,1,59.93,6,96.0,114,1,83.06,57,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.92,1,354.0,380,3,104.14,258,3.0,2.0,0,1,0,0,1,0,0,1
-268000000,1,59.74,17,222.0,201,3,86.05,108,3.0,1.0,0,1,0,0,1,1,0,0
-1570000000,1,138.54,14,665.0,288,5,158.68,44,4.0,2.0,1,0,0,1,0,0,0,1
-280000000,1,84.96,1,227.0,181,4,108.69,122,3.0,2.0,0,1,0,0,1,0,0,1
-685000000,1,84.91,4,835.0,464,7,103.44,195,3.0,2.0,0,1,0,0,1,0,0,1
-169000000,0,185.23,17,2169.0,2181,15,227.99,150,6.0,2.0,0,1,1,0,0,0,0,1
-1020000000,1,84.99,15,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
-383000000,1,84.83,15,853.0,996,10,108.33,484,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,1,84.89,2,114.0,111,1,105.85,51,3.0,2.0,0,1,0,0,1,0,0,1
-254000000,1,44.64,25,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
-280000000,1,58.87,7,287.0,356,5,79.25,178,3.0,1.0,0,1,0,0,1,1,0,0
-215000000,0,59.816,19,682.0,682,10,74.03,194,3.0,1.0,1,0,0,1,0,0,0,1
-870000000,1,71.37,5,1466.0,2030,32,89.26,300,3.0,1.0,1,0,0,1,0,1,0,0
-680000000,1,84.75,2,181.0,284,3,102.58,269,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,0,134.97,12,2651.0,1898,16,160.89,338,4.0,2.0,0,1,0,0,1,0,0,1
-91000000,0,59.92,4,561.0,885,5,78.02,693,2.0,1.0,0,1,0,0,1,0,0,1
-355000000,1,59.9,16,337.0,339,6,85.93,158,3.0,1.0,0,1,0,0,1,1,0,0
-507000000,1,59.99,21,2251.0,2904,21,78.18,753,3.0,2.0,0,1,0,0,1,1,0,0
-366000000,1,43.79,7,430.0,839,7,62.51,410,2.0,1.0,1,0,0,1,0,1,0,0
-410000000,1,84.96,18,1376.0,1140,15,106.16,717,3.0,2.0,1,0,0,1,0,0,0,1
-605000000,0,151.9156,7,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
-149500000,1,43.35,14,1590.0,1590,9,59.11,390,2.0,1.0,0,1,1,0,0,1,0,0
-420000000,1,84.71,16,141.0,134,2,109.06,74,3.0,2.0,0,1,0,0,1,0,0,1
-356000000,1,79.8,2,515.0,644,9,104.56,336,3.0,1.0,0,1,0,0,1,1,0,0
-405000000,1,84.89,9,617.0,490,7,116.28,206,3.0,2.0,0,1,0,0,1,0,0,1
-528000000,1,118.25,2,1299.0,1080,8,137.65,180,0.0,0.0,0,1,1,0,0,0,0,1
-520000000,1,109.7,18,981.0,1550,12,131.01,120,3.0,2.0,1,0,0,1,0,0,0,1
-930000000,1,148.23,1,900.0,900,8,170.42,180,5.0,2.0,0,1,1,0,0,0,0,1
-165000000,1,39.6,9,550.0,571,4,55.75,178,2.0,1.0,0,1,1,0,0,1,0,0
-227000000,0,84.84,9,110.0,102,1,106.67,17,3.0,2.0,0,1,0,0,1,0,0,1
-184000000,1,43.2,7,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
-117000000,0,42.93,8,1552.0,1035,9,61.47,180,2.0,1.0,0,1,1,0,0,1,0,0
-147000000,1,61.23,9,434.0,619,3,85.7,58,3.0,1.0,0,1,0,0,1,0,1,0
-420000000,1,59.64,17,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
-1041500000,1,91.96,3,1554.0,1020,20,118.8,419,4.0,2.0,1,0,0,1,0,0,0,1
-755000000,1,84.84,12,805.0,655,10,107.79,78,3.0,2.0,0,1,0,0,1,0,0,1
-294000000,1,84.15,9,630.0,630,8,105.79,510,3.0,2.0,0,1,0,0,1,0,0,1
-667500000,1,84.98,12,2024.0,1142,14,114.14,186,3.0,2.0,1,0,0,1,0,0,0,1
-369000000,1,59.993,6,1153.0,850,21,80.97,114,3.0,2.0,0,1,0,0,1,0,0,1
-140000000,0,52.7659,15,1331.0,1395,9,78.49,96,1.0,1.0,0,1,0,0,1,1,0,0
-558000000,1,84.93,26,4890.0,3293,51,109.64,133,3.0,2.0,1,0,0,1,0,0,0,1
-285000000,1,59.993,2,1153.0,850,21,80.97,114,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,0,127.845,6,379.0,231,2,159.2,48,4.0,2.0,0,1,0,0,1,0,0,1
-317000000,0,84.7841,29,2446.0,1149,9,128.83,87,3.0,2.0,0,1,0,0,1,0,0,1
-365000000,1,84.84,8,2513.0,1224,13,110.48,160,3.0,2.0,0,1,0,0,1,0,0,1
-208500000,1,45.77,9,802.0,860,8,65.69,42,2.0,1.0,0,1,0,0,1,1,0,0
-500000000,1,59.9,4,382.0,303,9,78.51,7,3.0,2.0,0,1,0,0,1,0,0,1
-242000000,1,59.88,11,194.0,202,2,77.35,54,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,59.52,12,344.0,424,3,76.44,209,3.0,1.0,0,1,0,0,1,1,0,0
-390000000,1,84.92,22,397.0,355,7,112.66,314,3.0,2.0,0,1,0,0,1,0,0,1
-1030000000,1,58.08,5,2500.0,5040,124,59.5,65,3.0,1.0,0,1,0,0,1,0,0,1
-415000000,1,68.28,10,285.0,284,3,93.51,72,3.0,2.0,0,1,0,0,1,0,0,1
-625000000,1,84.94,16,364.0,333,9,109.81,71,3.0,2.0,0,1,0,0,1,0,0,1
-800000000,1,84.87,13,221.0,293,2,108.05,22,3.0,2.0,0,1,0,0,1,0,0,1
-373000000,1,59.96,2,1267.0,999,18,82.61,156,3.0,2.0,0,1,0,0,1,0,0,1
-228000000,0,84.8404,13,775.0,846,8,103.41,163,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,59.95,10,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
-288000000,1,59.94,16,461.0,453,6,81.97,177,3.0,1.0,0,1,0,0,1,1,0,0
-407000000,1,84.97,5,2772.0,3322,32,113.67,876,3.0,2.0,0,1,0,0,1,0,0,1
-99730000,0,84.975,3,422.0,424,4,106.74,186,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,84.91,3,1391.0,1606,15,104.75,958,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,84.43,13,1163.0,967,11,108.63,154,3.0,2.0,0,1,0,0,1,0,0,1
-215000000,0,84.6588,11,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
-339000000,1,84.97,20,3940.0,3003,25,109.57,280,3.0,2.0,0,1,0,0,1,0,1,0
-700000000,1,59.55,8,205.0,340,2,91.48,340,3.0,1.0,1,0,0,1,0,0,0,1
-445000000,1,110.56,5,290.0,216,7,134.04,108,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,84.87,9,1252.0,1668,18,105.79,56,3.0,2.0,1,0,0,1,0,0,0,1
-93000000,1,39.6,3,486.0,1624,10,56.91,626,2.0,1.0,1,0,0,1,0,1,0,0
diff --git a/DS/data/trainPrice.csv.zip b/DS/data/trainPrice.csv.zip
index e1526c0..b18997c 100644
Binary files a/DS/data/trainPrice.csv.zip and b/DS/data/trainPrice.csv.zip differ
diff --git a/DS/data/trainPriceCleaned.csv b/DS/data/trainPriceCleaned.csv
index b5926b8..2c4ff49 100644
--- a/DS/data/trainPriceCleaned.csv
+++ b/DS/data/trainPriceCleaned.csv
@@ -1,4466 +1,7421 @@
transaction_real_price,city,exclusive_use_area,floor,total_parking_capacity_in_site,total_household_count_in_sites,apartment_building_count_in_sites,supply_area,total_household_count_of_area_type,room_count,bathroom_count,heat_fuel_cogeneration,heat_fuel_gas,heat_type_central,heat_type_district,heat_type_individual,front_door_structure_corridor,front_door_structure_mixed,front_door_structure_stairway
-570000000,1,84.91,15,1391.0,1606,15,104.75,958,3.0,2.0,0,1,0,0,1,0,0,1
-1050000000,1,84.99,17,7876.0,5563,65,109.35,828,3.0,2.0,1,0,0,1,0,0,0,1
-586050000,0,156.7997,13,857.0,390,4,198.7,154,3.0,2.0,0,1,0,0,1,0,0,1
-389370000,1,84.93,9,492.0,455,6,109.81,78,3.0,2.0,0,1,0,0,1,0,0,1
-1130000000,1,76.5,6,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
-128000000,0,84.92,10,225.0,343,1,125.62,164,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,59.54,26,2990.0,2182,22,76.62,176,3.0,1.0,0,1,0,0,1,0,0,1
-305000000,1,84.96,9,169.0,165,1,111.28,60,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,1,60.054,4,635.0,620,22,81.54,256,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,84.99,6,209.0,194,2,108.79,108,3.0,2.0,0,1,0,0,1,0,0,1
-1400000000,1,177.255,18,1662.0,490,2,244.63,62,4.0,2.0,0,1,1,0,0,0,0,1
-480000000,1,84.51,2,465.0,387,5,116.84,34,3.0,2.0,1,0,0,1,0,0,0,1
-350000000,0,134.92,9,1849.0,1691,16,162.74,182,4.0,2.0,0,1,0,0,1,0,0,1
-720000000,0,98.55,33,3728.0,1631,3,147.52,2,4.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,60.06,6,1425.0,998,10,76.88,538,2.0,1.0,0,1,0,0,1,1,0,0
-460000000,1,84.99,9,2251.0,2904,21,110.76,816,3.0,2.0,0,1,0,0,1,0,0,1
-685000000,1,59.99,2,1027.0,847,10,85.02,76,3.0,2.0,0,1,0,1,0,0,0,1
-175000000,0,57.0,2,1197.0,798,8,74.27,228,2.0,1.0,0,1,1,0,0,1,0,0
-164000000,0,84.7504,7,712.0,705,7,107.51,409,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,84.3,7,156.0,144,2,106.34,120,3.0,2.0,1,0,0,1,0,0,0,1
-1247000000,1,58.08,3,2500.0,5040,124,59.5,65,3.0,1.0,0,1,0,0,1,0,0,1
-200000000,0,84.962,13,1093.0,1002,12,106.79,224,3.0,2.0,1,0,0,1,0,0,0,1
-950000000,1,59.88,22,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
-590000000,1,83.475,9,1920.0,960,13,100.04,270,3.0,1.0,0,1,1,0,0,0,0,1
-449000000,1,84.98,4,321.0,293,5,109.66,15,3.0,2.0,0,1,0,0,1,0,0,1
-325330000,0,115.28,26,507.0,270,2,155.92,112,3.0,2.0,0,1,0,0,1,0,0,1
-495000000,1,59.817,6,677.0,603,11,85.43,213,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,167.66,8,994.0,868,10,201.31,48,4.0,2.0,0,1,0,0,1,0,0,1
-117000000,0,84.99,22,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,1,59.4,17,709.0,783,6,85.82,313,3.0,1.0,0,1,1,0,0,1,0,0
-405000000,0,124.9736,23,1367.0,935,9,159.48,134,4.0,2.0,0,1,0,0,1,0,0,1
-535000000,1,114.73,11,2513.0,1224,13,149.41,255,4.0,3.0,0,1,0,0,1,0,0,1
-249000000,1,59.95,13,781.0,1391,10,82.41,690,3.0,1.0,1,0,0,1,0,1,0,0
-460000000,1,47.94,3,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-450000000,1,102.7,4,2488.0,1244,28,126.48,492,4.0,2.0,1,0,0,1,0,0,0,1
-76860000,0,45.15,25,265.0,512,1,60.46,20,1.0,1.0,0,1,0,0,1,0,0,1
-364000000,1,59.91,14,262.0,256,2,86.05,115,3.0,1.0,0,1,0,0,1,1,0,0
-183500000,0,40.95,13,1599.0,1270,13,58.21,144,1.0,1.0,0,1,0,0,1,1,0,0
-532000000,1,84.93,25,571.0,481,5,108.44,197,3.0,2.0,0,1,1,0,0,0,0,1
-680000000,1,59.68,6,346.0,378,12,85.94,8,3.0,2.0,0,1,0,0,1,0,0,1
-99000000,0,53.76,9,424.0,424,4,70.6,92,2.0,1.0,0,1,0,0,1,1,0,0
-545000000,1,84.92,19,1174.0,800,10,113.47,202,3.0,2.0,0,1,0,0,1,0,0,1
-163000000,1,44.33,13,994.0,3315,21,62.53,525,3.0,1.0,1,0,0,1,0,1,0,0
-687000000,1,59.9772,22,4443.0,3002,34,86.43,46,2.0,1.0,1,0,0,1,0,0,0,1
-114500000,1,49.93,4,1650.0,1650,12,71.0,492,3.0,1.0,1,0,0,1,0,1,0,0
-725000000,1,84.96,14,239.0,224,2,108.51,44,3.0,2.0,1,0,0,1,0,0,0,1
-730000000,1,73.02,15,400.0,900,8,100.38,270,3.0,1.0,1,0,1,0,0,1,0,0
-1140000000,1,84.9231,17,4443.0,3002,34,110.94,65,3.0,2.0,1,0,0,1,0,0,0,1
-508000000,1,59.95,2,1129.0,945,16,80.11,147,3.0,2.0,0,1,0,0,1,0,0,1
-655000000,1,84.82,3,416.0,590,4,105.81,0,3.0,2.0,1,0,0,1,0,0,0,1
-267000000,1,49.5,14,1800.0,3481,25,69.83,1177,3.0,1.0,1,0,0,1,0,1,0,0
-140000000,0,84.99,5,810.0,604,11,104.65,80,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,0,84.99,8,469.0,477,3,107.22,223,3.0,2.0,0,1,0,0,1,0,0,1
-712000000,1,97.63,3,996.0,498,7,120.76,233,3.0,2.0,1,0,0,1,0,0,0,1
-680000000,1,84.96,10,554.0,391,8,106.46,86,3.0,2.0,1,0,0,1,0,0,0,1
-305000000,1,80.1498,5,390.0,300,6,107.46,160,3.0,2.0,0,1,0,0,1,0,0,1
-401000000,0,84.6528,22,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-220000000,0,60.0,17,4515.0,2637,30,80.31,92,3.0,1.0,0,1,0,0,1,0,0,1
-423000000,0,134.25,8,2136.0,1424,19,168.94,200,4.0,2.0,1,0,0,1,0,1,0,0
-500000000,1,84.88,6,977.0,596,12,110.62,262,3.0,2.0,0,1,0,0,1,0,0,1
-336000000,1,84.896,9,810.0,730,12,106.58,384,3.0,2.0,0,1,1,0,0,0,0,1
-232730000,0,70.3067,9,916.0,559,5,98.13,64,3.0,2.0,0,1,0,0,1,0,0,1
-285000000,0,84.34,21,1440.0,1780,16,114.6,510,3.0,2.0,0,1,0,0,1,0,0,1
-113500000,0,44.87,17,1383.0,640,5,64.9,640,2.0,1.0,0,1,0,0,1,1,0,0
-349000000,1,84.87,13,1252.0,1668,18,105.79,56,3.0,2.0,1,0,0,1,0,0,0,1
-1865000000,1,151.93,2,192.0,144,2,164.59,48,5.0,2.0,0,1,0,0,1,1,0,0
-1280000000,1,125.71,39,1129.0,580,4,156.97,76,3.0,2.0,1,0,0,1,0,0,0,1
-388000000,1,59.92,22,2721.0,2002,25,82.27,709,3.0,1.0,0,1,0,0,1,0,0,1
-246000000,0,59.94,4,1422.0,1422,15,75.18,648,3.0,1.0,1,0,0,1,0,1,0,0
-525000000,1,59.96,21,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
-329000000,0,142.539,3,1592.0,1344,11,178.33,123,4.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.89,7,1710.0,855,6,76.51,165,2.0,1.0,0,1,1,0,0,1,0,0
-309500000,0,84.99,16,1573.0,1733,13,102.69,628,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,0,84.98,16,955.0,894,5,104.42,546,3.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,59.7,13,1401.0,1444,11,85.69,412,3.0,1.0,0,1,1,0,0,1,0,0
-46000000,0,40.13,1,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
-435000000,1,84.95,8,2084.0,1830,16,109.64,752,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,0,84.9357,14,482.0,480,6,107.2,480,3.0,2.0,0,1,0,0,1,0,0,1
-249000000,0,84.93,13,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-965000000,1,84.79,2,9766.0,6864,66,108.82,1762,3.0,2.0,1,0,0,1,0,0,0,1
-299000000,1,57.63,7,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
-513000000,0,131.9004,4,2733.0,1598,19,166.28,164,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,59.9382,2,1213.0,790,10,87.31,116,3.0,2.0,0,1,0,0,1,0,0,1
-1068000000,1,193.03,5,588.0,588,8,210.48,1,6.0,2.0,1,0,0,1,0,0,0,1
-100000000,0,84.99,4,1110.0,1206,12,104.72,547,3.0,2.0,0,1,0,0,1,0,0,1
-242000000,1,49.77,7,424.0,626,9,69.75,154,2.0,1.0,1,0,0,1,0,1,0,0
-474000000,1,114.93,7,517.0,499,5,144.07,7,4.0,2.0,0,1,0,0,1,0,0,1
-277000000,1,67.93,5,511.0,639,5,73.42,99,2.0,1.0,0,1,1,0,0,1,0,0
-400000000,1,39.53,13,325.0,1162,8,61.27,268,3.0,1.0,1,0,0,1,0,1,0,0
-395000000,1,50.03,13,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
-130000000,0,84.97,12,516.0,1118,14,101.97,818,3.0,2.0,0,1,0,0,1,0,0,1
-555000000,1,84.96700000000001,19,1275.0,896,18,114.06,466,3.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,49.5,14,260.0,525,4,64.28,210,2.0,1.0,1,0,0,1,0,1,0,0
-227500000,0,59.9905,15,1875.0,1627,13,87.52,1,3.0,1.0,0,1,0,0,1,0,0,1
-200000000,1,49.6,3,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
-230000000,0,84.7737,7,1858.0,1828,17,106.64,521,3.0,2.0,0,1,0,0,1,0,0,1
-1580000000,1,50.38,1,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
-290000000,1,59.76,1,560.0,1070,12,81.09,312,3.0,1.0,1,0,0,1,0,1,0,0
-1700000000,1,114.7,13,4900.0,3696,46,143.14,330,4.0,2.0,1,0,0,1,0,0,0,1
-412000000,1,59.26,6,877.0,895,9,79.85,315,2.0,1.0,0,1,0,0,1,1,0,0
-80000000,0,49.94,9,326.0,1080,7,72.95,270,2.0,1.0,0,1,0,0,1,1,0,0
-681000000,0,244.19,3,857.0,375,14,288.83,3,4.0,3.0,1,0,0,1,0,0,0,1
-700000000,1,84.81,13,1767.0,1264,26,112.5,16,3.0,2.0,0,1,0,0,1,0,0,1
-332510000,0,107.63,17,774.0,544,2,144.73,156,4.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,59.9905,25,1875.0,1627,13,87.52,498,3.0,2.0,0,1,0,0,1,0,0,1
-409000000,1,84.73,6,273.0,240,3,109.62,157,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,59.76,21,392.0,392,4,89.05,168,3.0,1.0,0,1,0,0,1,1,0,0
-74470000,0,59.8,8,422.0,424,4,79.5,238,3.0,1.0,0,1,0,0,1,0,0,1
-465000000,1,84.95,6,193.0,177,3,105.11,144,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,0,126.638,11,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,84.96700000000001,4,721.0,526,7,113.97,312,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,0,149.98,12,1263.0,916,14,184.75,188,4.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,84.9,5,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
-85000000,0,59.1,5,486.0,486,4,78.2,25,3.0,1.0,0,1,0,0,1,0,0,1
-275000000,1,64.55,10,290.0,290,2,78.37,88,3.0,1.0,0,1,0,0,1,0,0,1
-680000000,1,66.6,11,1285.0,2550,34,89.88,959,3.0,1.0,1,0,0,1,0,1,0,0
-95000000,0,84.9825,5,498.0,1153,11,101.52,748,3.0,1.0,0,1,0,0,1,0,0,1
-103000000,0,60.0,12,1849.0,1691,16,80.63,252,3.0,1.0,0,1,0,0,1,0,0,1
-82000000,0,75.83,7,70.0,240,2,90.54,72,3.0,1.0,0,1,0,0,1,0,0,1
-340000000,1,114.84,11,648.0,791,7,141.2,112,4.0,2.0,0,1,0,0,1,0,0,1
-530000000,1,84.53,1,1581.0,1421,16,107.45,172,3.0,2.0,1,0,0,1,0,0,0,1
-710000000,1,82.45,1,2100.0,2100,21,108.43,672,3.0,2.0,1,0,0,1,0,1,0,0
-244000000,0,84.93,16,665.0,662,11,103.62,138,3.0,2.0,1,0,0,1,0,0,0,1
-240000000,1,59.85,11,128.0,346,5,80.99,176,3.0,1.0,0,1,0,0,1,0,0,1
-325000000,1,45.9,3,4471.0,2634,21,60.78,420,2.0,1.0,1,0,0,1,0,1,0,0
-309000000,0,101.96,7,1551.0,1124,21,129.74,168,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,132.96,18,4932.0,4509,31,164.28,1008,4.0,2.0,0,1,1,0,0,0,0,1
-843000000,1,84.5978,20,4580.0,3885,51,112.7,501,3.0,2.0,0,1,0,0,1,0,0,1
-378000000,1,59.89,13,748.0,719,9,81.42,74,3.0,1.0,0,1,0,0,1,1,0,0
-134000000,1,59.77,6,610.0,532,6,77.64,174,3.0,1.0,0,1,0,0,1,1,0,0
-173000000,0,59.9645,4,712.0,705,7,81.16,254,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,108.08,2,981.0,1550,12,131.01,120,3.0,2.0,1,0,0,1,0,0,0,1
-640000000,1,118.25,11,1710.0,855,6,136.64,90,0.0,0.0,0,1,1,0,0,0,0,1
-108000000,0,79.8,5,2169.0,2181,15,100.11,125,3.0,1.0,0,1,1,0,0,1,0,0
-243000000,1,47.81,6,632.0,573,4,67.48,18,2.0,1.0,0,1,0,0,1,1,0,0
-175000000,0,72.0,23,294.0,445,3,91.44,100,3.0,1.0,0,1,0,0,1,0,0,1
-450000000,1,59.7,18,1204.0,712,12,77.28,125,3.0,1.0,0,1,0,0,1,0,0,1
-215000000,0,104.76,19,284.0,297,1,134.7,27,3.0,2.0,0,1,0,0,1,1,0,0
-375000000,1,59.94,18,1974.0,1458,15,81.58,420,3.0,1.0,0,1,0,0,1,0,0,1
-470000000,1,84.97,6,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
-642500000,0,89.49600000000002,45,3728.0,1631,3,133.45,1,3.0,2.0,0,1,0,0,1,0,0,1
-870000000,1,131.06,15,1920.0,960,13,150.8,120,4.0,2.0,0,1,1,0,0,0,0,1
-425000000,1,114.84,2,117.0,100,1,141.12,32,4.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.97,6,426.0,1747,10,82.56,270,3.0,1.0,0,1,1,0,0,1,0,0
-54000000,0,41.0,2,252.0,246,3,57.31,12,2.0,1.0,0,1,0,0,1,0,1,0
-230000000,0,84.9902,7,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-162750000,0,84.91,14,830.0,1741,16,101.13,630,3.0,2.0,0,1,0,0,1,0,0,1
-82000000,0,37.62,12,104.0,400,3,52.32,225,2.0,1.0,0,1,0,0,1,1,0,0
-318000000,1,84.63,2,448.0,825,5,102.87,336,3.0,2.0,0,1,0,0,1,0,0,1
-69500000,0,49.73,3,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-369000000,1,59.58,10,1351.0,1300,12,80.63,350,3.0,1.0,0,1,0,0,1,0,0,1
-387000000,1,84.99,1,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
-535000000,0,174.107,46,5755.0,3000,15,231.27,389,4.0,2.0,0,1,0,0,1,0,0,1
-75000000,0,59.959,10,193.0,261,1,79.33,2,3.0,1.0,0,1,0,0,1,0,0,1
-425000000,1,84.89,14,1630.0,1613,16,108.76,400,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,0,59.34,19,946.0,648,1,80.92,273,3.0,1.0,0,1,0,0,1,0,0,1
-335000000,1,84.9661,7,241.0,212,4,109.25,116,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,84.97,18,625.0,537,8,109.87,537,3.0,2.0,1,0,0,1,0,0,0,1
-247000000,0,84.986,9,208.0,200,2,106.53,90,3.0,2.0,1,0,0,1,0,0,0,1
-286000000,1,84.94,3,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,84.9864,11,1846.0,1638,16,112.39,240,3.0,2.0,0,1,0,0,1,0,0,1
-1100000000,1,76.67,13,410.0,408,2,99.73,72,3.0,1.0,1,0,0,1,0,1,0,0
-273000000,1,49.94,1,600.0,1944,16,70.35,486,2.0,1.0,1,0,0,1,0,1,0,0
-600000000,1,59.82,16,2085.0,1592,15,82.65,300,2.0,1.0,0,1,1,0,0,1,0,0
-405000000,1,84.8382,2,149.0,129,3,103.44,97,3.0,2.0,0,1,0,0,1,0,0,1
-140000000,0,84.21,14,136.0,217,2,101.43,114,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,53.46,5,78.0,156,1,58.06,132,2.0,1.0,1,0,0,1,0,1,0,0
-323000000,1,111.55,2,323.0,345,3,145.2,67,4.0,2.0,0,1,0,0,1,0,0,1
-515000000,1,84.9958,6,2697.0,1653,29,105.25,615,3.0,2.0,0,1,0,0,1,0,0,1
-324000000,1,59.4,15,401.0,388,5,82.28,88,3.0,1.0,0,1,0,0,1,0,0,1
-290000000,1,72.63,14,626.0,626,4,89.6,40,3.0,1.0,0,1,0,0,1,0,0,1
-247500000,0,112.4493,13,950.0,560,7,144.03,40,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,1,43.35,6,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
-337590000,0,128.6563,1,785.0,499,9,155.69,118,4.0,2.0,0,1,0,0,1,0,0,1
-397000000,1,59.97,16,329.0,348,4,80.55,128,3.0,1.0,0,1,0,0,1,0,0,1
-400000000,1,114.57,11,234.0,270,2,139.02,30,4.0,2.0,0,1,0,0,1,0,0,1
-117000000,0,59.94,19,643.0,632,9,74.14,284,3.0,1.0,1,0,0,1,0,0,0,1
-479000000,1,84.99,9,279.0,279,5,105.9,279,3.0,2.0,1,0,0,1,0,0,0,1
-181500000,0,84.99799999999998,1,869.0,671,12,109.69,352,3.0,2.0,0,1,0,0,1,0,0,1
-152000000,1,84.69,4,373.0,658,8,103.27,168,3.0,2.0,0,1,0,0,1,0,0,1
-465000000,0,84.98,15,1009.0,564,4,113.1,54,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,59.91,5,112.0,112,1,86.89,48,3.0,1.0,0,1,0,0,1,1,0,0
-451000000,1,84.9351,15,231.0,208,4,108.91,15,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,0,84.7737,14,1858.0,1828,17,106.64,521,3.0,2.0,0,1,0,0,1,0,0,1
-843000000,1,84.43,3,5000.0,4424,28,115.54,11,4.0,2.0,1,0,0,1,0,1,0,0
-440000000,1,59.82,4,918.0,901,7,83.79,255,2.0,1.0,0,1,1,0,0,1,0,0
-298000000,1,84.94,11,130.0,146,3,98.59,131,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,79.8,4,515.0,644,9,104.56,336,3.0,1.0,0,1,0,0,1,1,0,0
-155000000,1,45.44,3,681.0,1362,10,63.52,112,2.0,1.0,0,1,0,0,1,1,0,0
-182500000,0,84.9706,13,2023.0,1330,14,106.92,360,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,59.96,1,898.0,718,11,81.27,80,2.0,1.0,0,1,0,0,1,0,0,1
-47500000,0,47.14,2,240.0,356,11,53.32,100,2.0,1.0,0,1,0,0,1,0,0,1
-390000000,1,84.85,10,298.0,157,3,110.67,3,3.0,2.0,0,1,0,0,1,0,0,1
-255000000,0,84.961,2,573.0,508,11,110.46,231,3.0,2.0,0,1,0,0,1,0,0,1
-317000000,0,125.12,20,399.0,266,3,164.74,99,4.0,2.0,0,1,0,0,1,0,0,1
-200000000,0,84.99799999999998,13,869.0,671,12,109.69,352,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,84.87,15,1252.0,1668,18,105.99,1180,3.0,2.0,1,0,0,1,0,0,0,1
-243000000,1,47.88,1,448.0,299,2,62.96,90,2.0,1.0,1,0,0,1,0,1,0,0
-290000000,1,59.99,4,1306.0,1125,15,78.45,452,3.0,1.0,0,1,0,0,1,0,0,1
-190000000,1,39.6,7,297.0,1005,6,57.46,405,2.0,1.0,1,0,0,1,0,1,0,0
-140000000,0,59.997,22,2716.0,2302,24,80.84,536,3.0,1.0,0,1,0,0,1,0,0,1
-220000000,0,84.96,6,239.0,232,3,106.8,4,3.0,2.0,0,1,0,0,1,0,0,1
-413280000,0,179.97,10,857.0,375,14,218.21,70,3.0,2.0,1,0,0,1,0,0,0,1
-465000000,1,84.53,10,1105.0,987,13,110.62,96,3.0,2.0,1,0,0,1,0,0,0,1
-305000000,0,84.999,2,1314.0,1249,16,106.15,383,3.0,2.0,1,0,0,1,0,0,0,1
-1230000000,1,82.5,9,864.0,432,4,108.88,422,3.0,1.0,1,0,0,1,0,1,0,0
-700000000,1,114.98,4,650.0,561,15,138.64,86,4.0,2.0,0,1,0,0,1,0,0,1
-167000000,0,84.7504,21,712.0,705,7,107.51,409,3.0,2.0,0,1,0,0,1,0,0,1
-262500000,1,46.75,5,1530.0,765,9,60.24,141,2.0,1.0,0,1,1,0,0,1,0,0
-310000000,1,41.3,15,550.0,1430,14,59.5,300,2.0,1.0,0,1,1,0,0,1,0,0
-250000000,1,59.96,12,305.0,610,6,79.55,90,3.0,1.0,0,1,0,0,1,0,0,1
-138000000,0,84.83,15,225.0,299,1,119.01,1,3.0,2.0,0,1,0,0,1,1,0,0
-204000000,1,51.03,8,407.0,930,8,66.1,390,3.0,1.0,1,0,0,1,0,1,0,0
-485000000,1,84.88,2,977.0,596,12,110.62,262,3.0,2.0,0,1,0,0,1,0,0,1
-194000000,1,44.52,3,2328.0,2328,18,59.2,540,2.0,1.0,1,0,0,1,0,1,0,0
-223000000,0,59.4,10,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
-597000000,1,84.92,11,516.0,537,3,112.39,349,3.0,2.0,0,1,0,0,1,0,0,1
-745000000,1,84.99,21,2657.0,2652,32,111.47,486,3.0,2.0,0,1,0,0,1,0,0,1
-1200000000,1,84.87,5,1029.0,888,19,102.79,232,3.0,2.0,0,1,0,0,1,0,0,1
-269000000,0,134.12,7,1367.0,1408,10,159.9,120,4.0,2.0,0,1,0,0,1,0,0,1
-130000000,1,54.7,6,902.0,919,7,74.75,156,2.0,1.0,0,1,0,0,1,1,0,0
-92000000,0,59.76,16,1789.0,1669,10,80.01,675,3.0,1.0,0,1,1,0,0,1,0,0
-410000000,1,59.63,3,1344.0,1106,16,83.95,215,3.0,2.0,0,1,0,0,1,0,0,1
-176000000,1,39.78,3,379.0,1192,8,55.88,183,2.0,1.0,0,1,1,0,0,1,0,0
-330000000,1,84.71,10,4804.0,3830,54,111.12,292,3.0,2.0,0,1,0,0,1,0,0,1
-387000000,1,84.96,4,1459.0,1371,13,110.12,19,3.0,2.0,0,1,0,0,1,0,0,1
-179000000,1,49.77,2,424.0,626,9,69.75,154,2.0,1.0,1,0,0,1,0,1,0,0
-710000000,1,71.2,2,2100.0,2100,21,92.59,532,3.0,1.0,1,0,0,1,0,1,0,0
-971000000,1,84.9,11,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
-234500000,1,59.4,1,203.0,290,4,79.78,290,2.0,1.0,0,1,0,0,1,1,0,0
-800000000,1,59.25,12,1920.0,1511,18,79.61,554,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,61.19,10,912.0,940,6,85.39,190,3.0,1.0,1,0,0,1,0,1,0,0
-255000000,0,109.5492,33,1213.0,840,6,143.89,72,3.0,2.0,0,1,0,0,1,0,0,1
-375000000,0,84.9474,2,333.0,299,3,110.68,77,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,0,59.87,13,812.0,738,8,78.15,156,3.0,1.0,0,1,0,0,1,0,0,1
-110000000,0,59.959,3,193.0,261,1,79.33,219,3.0,1.0,0,1,0,0,1,0,0,1
-500000000,0,84.6389,27,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,39.53,3,1753.0,1753,11,56.4,640,2.0,1.0,1,0,0,1,0,1,0,0
-915000000,1,99.26,2,1625.0,2280,33,115.7,696,3.0,1.0,1,0,0,1,0,1,0,0
-600000000,1,104.62,11,488.0,241,4,127.69,20,3.0,2.0,0,1,0,0,1,0,0,1
-205000000,1,36.66,22,340.0,461,1,48.96,154,1.0,1.0,0,1,0,0,1,1,0,0
-270000000,1,58.14,1,330.0,330,3,79.12,330,3.0,1.0,1,0,0,1,0,1,0,0
-245000000,1,58.59,12,323.0,345,3,76.27,204,2.0,1.0,0,1,0,0,1,0,0,1
-493120000,1,101.83,1,513.0,330,13,128.78,136,3.0,2.0,1,0,0,1,0,0,0,1
-147500000,0,50.85,4,150.0,149,4,64.03,18,2.0,1.0,0,1,0,0,1,0,1,0
-1590000000,1,135.82,6,4113.0,2678,35,166.86,308,4.0,2.0,1,0,0,1,0,0,0,1
-519000000,1,59.96,18,2300.0,1981,18,81.41,204,2.0,1.0,1,0,0,1,0,1,0,0
-230000000,1,59.97,10,228.0,189,6,83.16,24,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,84.69,21,1974.0,1458,15,108.31,544,3.0,2.0,0,1,0,0,1,0,0,1
-278000000,1,89.46,13,1000.0,1000,13,106.59,712,3.0,2.0,1,0,0,1,0,0,0,1
-218000000,1,58.01,15,600.0,1944,16,80.26,264,2.0,1.0,1,0,0,1,0,1,0,0
-86000000,1,39.7,1,781.0,1391,10,54.56,296,1.0,1.0,1,0,0,1,0,1,0,0
-530000000,1,84.92,3,1400.0,776,14,111.39,172,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,49.77,15,275.0,458,4,68.5,235,2.0,1.0,1,0,0,1,0,1,0,0
-330000000,1,59.96,1,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
-230000000,1,76.405,3,282.0,414,3,97.59,100,3.0,1.0,0,1,0,0,1,0,0,1
-357000000,1,39.53,1,325.0,1162,8,61.27,268,3.0,1.0,1,0,0,1,0,1,0,0
-293500000,0,85.0,6,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-43500000,0,41.85,12,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
-216000000,0,84.939,10,439.0,486,7,107.27,317,3.0,2.0,0,1,0,0,1,0,0,1
-428000000,1,59.78,22,799.0,669,9,78.82,92,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,39.53,11,700.0,822,6,56.5,322,3.0,1.0,1,0,0,1,0,1,0,0
-435000000,0,102.52,25,2381.0,1391,14,133.32,336,3.0,2.0,0,1,0,0,1,0,0,1
-71000000,0,47.14,5,240.0,356,11,53.32,100,2.0,1.0,0,1,0,0,1,0,0,1
-340000000,1,59.817,1,677.0,603,11,85.43,213,3.0,2.0,0,1,0,0,1,0,0,1
-945000000,1,114.78,18,790.0,774,10,139.68,254,4.0,2.0,0,1,1,0,0,0,0,1
-73000000,1,44.52,14,1402.0,2002,16,59.2,540,2.0,1.0,0,1,0,0,1,1,0,0
-288000000,1,59.97,7,639.0,555,7,79.46,50,3.0,1.0,0,1,0,0,1,0,0,1
-525000000,1,84.99,20,1262.0,1220,10,110.64,485,3.0,2.0,0,1,1,0,0,0,0,1
-260000000,1,112.49,1,4753.0,3169,30,133.47,192,4.0,2.0,0,1,0,0,1,0,0,1
-375000000,0,119.25,5,619.0,362,3,144.25,96,4.0,2.0,0,1,0,0,1,0,0,1
-131000000,1,39.6,3,550.0,571,4,55.75,178,2.0,1.0,0,1,1,0,0,1,0,0
-1340000000,1,76.79,8,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
-745000000,1,59.99,12,7876.0,5563,65,82.32,104,3.0,2.0,1,0,0,1,0,0,0,1
-682500000,0,117.745,40,3728.0,1631,3,172.0,50,4.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,55.44,3,145.0,230,7,69.42,50,3.0,1.0,0,1,0,0,1,0,0,1
-716000000,1,84.92,9,225.0,197,4,114.35,110,3.0,2.0,0,1,0,0,1,0,0,1
-413000000,1,82.3019,20,617.0,597,5,110.4,405,3.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,59.92,9,409.0,353,6,82.63,75,3.0,1.0,1,0,0,1,0,1,0,0
-124000000,0,59.6,11,325.0,402,2,80.38,96,3.0,1.0,0,1,0,0,1,0,0,1
-335000000,1,84.94,2,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,0,115.08,13,716.0,422,6,135.64,106,4.0,2.0,0,1,0,0,1,0,0,1
-175000000,1,39.84,6,560.0,1070,12,54.07,420,2.0,1.0,1,0,0,1,0,1,0,0
-900000000,1,84.97,7,4900.0,3696,46,110.86,339,3.0,2.0,1,0,0,1,0,0,0,1
-600000000,1,84.99,8,650.0,561,15,108.37,236,3.0,2.0,0,1,0,0,1,0,0,1
-324000000,1,59.58,20,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-150000000,0,84.9706,1,2023.0,1330,14,106.92,360,3.0,2.0,0,1,0,0,1,0,0,1
-283000000,1,59.83,17,5402.0,5387,49,82.91,324,3.0,1.0,0,1,1,0,0,0,1,0
-470000000,1,134.97,5,2195.0,1998,25,163.1,296,4.0,2.0,0,1,0,0,1,0,0,1
-530000000,1,84.98,6,173.0,159,3,107.95,100,3.0,2.0,0,1,0,0,1,0,0,1
-723000000,0,84.97,28,1009.0,564,4,113.47,68,3.0,2.0,0,1,0,0,1,0,0,1
-192000000,0,59.98,20,540.0,630,6,79.85,40,3.0,1.0,0,1,0,0,1,0,0,1
-214000000,1,84.96,9,907.0,1113,14,109.23,693,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,0,157.8562,12,1875.0,1156,10,186.36,140,4.0,2.0,0,1,0,0,1,0,0,1
-1545000000,1,126.33,9,2906.0,2435,21,148.17,448,4.0,2.0,1,0,0,1,0,0,0,1
-663000000,1,84.69,14,2022.0,2065,14,110.67,1032,3.0,2.0,0,1,1,0,0,0,0,1
-925000000,1,165.1717,5,3210.0,2061,25,210.42,160,5.0,2.0,0,1,0,0,1,0,0,1
-288000000,0,71.57,21,334.0,328,2,98.34,58,3.0,2.0,0,1,0,0,1,0,0,1
-207360000,0,84.85,3,941.0,652,11,109.99,50,3.0,2.0,1,0,0,1,0,0,0,1
-639000000,1,84.81,16,4596.0,3226,40,113.0,154,3.0,2.0,0,1,0,0,1,0,0,1
-585000000,0,101.95,7,2276.0,1758,14,137.36,230,4.0,2.0,0,1,0,0,1,0,0,1
-202000000,0,49.73,7,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-415000000,1,59.91,3,735.0,915,8,81.11,117,2.0,1.0,0,1,0,1,0,1,0,0
-166000000,1,84.94,1,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-1175000000,1,135.5,20,1162.0,834,10,166.73,47,4.0,2.0,1,0,0,1,0,0,0,1
-142000000,0,84.992,8,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
-820000000,1,84.53,11,450.0,450,5,103.75,420,3.0,2.0,1,0,0,1,0,0,0,1
-307270000,0,115.28,7,507.0,270,2,155.92,112,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,0,101.79,23,1984.0,1848,24,125.81,48,4.0,2.0,1,0,0,1,0,0,0,1
-363000000,1,84.72,23,1691.0,1317,6,109.56,524,3.0,2.0,0,1,1,0,0,0,0,1
-915000000,1,84.5978,11,4580.0,3885,51,113.04,253,3.0,2.0,0,1,0,0,1,0,0,1
-217000000,1,71.16,5,133.0,211,3,90.21,89,3.0,1.0,0,1,0,0,1,0,0,1
-820000000,1,96.65,1,1842.0,1842,26,104.6,810,3.0,1.0,1,0,0,1,0,0,0,1
-1150000000,1,107.31,5,3300.0,1572,13,115.58,360,4.0,1.0,1,0,0,1,0,1,0,0
-79000000,0,50.13,3,188.0,230,4,58.09,7,2.0,1.0,0,1,0,0,1,0,0,1
-250000000,1,60.0,11,136.0,127,1,80.49,41,3.0,1.0,0,1,0,0,1,0,0,1
-164000000,0,59.8,18,194.0,190,1,79.52,92,3.0,1.0,0,1,0,0,1,0,0,1
-190000000,1,49.94,11,2800.0,2830,23,70.52,870,2.0,1.0,1,0,0,1,0,1,0,0
-215000000,1,36.66,7,340.0,461,1,48.96,66,1.0,1.0,0,1,0,0,1,1,0,0
-280000000,1,58.59,9,2561.0,2134,26,76.21,513,3.0,1.0,0,1,0,0,1,1,0,0
-890000000,1,73.02,9,300.0,1060,9,94.18,310,3.0,1.0,1,0,1,0,0,1,0,0
-398820000,1,84.92,5,209.0,180,4,111.69,24,3.0,2.0,0,1,0,0,1,0,0,1
-153000000,1,59.34,11,700.0,791,5,86.46,317,3.0,1.0,0,1,0,0,1,1,0,0
-70000000,0,26.9625,10,457.0,465,5,37.39,49,1.0,1.0,0,1,0,0,1,0,0,1
-210000000,0,59.997,20,1314.0,1249,16,80.38,240,3.0,2.0,1,0,0,1,0,0,0,1
-199000000,1,59.88,15,2366.0,1971,28,81.95,520,3.0,1.0,0,1,0,0,1,1,0,0
-345000000,1,58.14,5,1016.0,1016,9,79.91,838,3.0,1.0,1,0,0,1,0,1,0,0
-195000000,1,54.59,1,994.0,3315,21,77.01,810,3.0,1.0,1,0,0,1,0,1,0,0
-335000000,0,69.98,15,1120.0,800,9,90.7,32,3.0,2.0,0,1,0,0,1,0,0,1
-238500000,1,59.77,1,610.0,532,6,77.64,174,3.0,1.0,0,1,0,0,1,1,0,0
-578000000,1,84.81,11,545.0,545,5,103.86,485,3.0,2.0,1,0,0,1,0,0,0,1
-547000000,1,114.93,24,1953.0,1992,16,142.97,374,4.0,2.0,1,0,0,1,0,0,0,1
-92000000,0,84.945,3,100.0,352,2,103.0,194,3.0,2.0,0,1,0,0,1,0,0,1
-227000000,1,51.03,15,407.0,930,8,66.1,390,3.0,1.0,1,0,0,1,0,1,0,0
-410000000,1,59.96,15,344.0,329,2,82.65,83,2.0,1.0,0,1,0,0,1,1,0,0
-477500000,1,100.35,7,983.0,680,13,122.51,150,3.0,2.0,1,0,0,1,0,0,0,1
-175000000,0,85.0,1,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-188500000,0,84.9902,8,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-375000000,1,84.74,14,2561.0,2134,26,98.48,240,3.0,1.0,0,1,0,0,1,0,0,1
-176000000,0,84.98,16,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-507000000,0,166.578,1,2381.0,1391,14,204.48,198,4.0,2.0,0,1,0,0,1,0,0,1
-1139000000,1,76.5,7,3930.0,3930,30,112.39,1110,3.0,1.0,1,0,0,1,0,1,0,0
-194000000,0,59.916,13,318.0,420,4,80.01,180,3.0,1.0,0,1,0,0,1,0,0,1
-670000000,0,108.51,19,1009.0,564,4,140.48,64,4.0,2.0,0,1,0,0,1,0,0,1
-540000000,0,99.4067,23,3942.0,1788,3,148.11,1,3.0,2.0,1,0,1,0,0,0,0,1
-102000000,0,73.07,21,120.0,214,2,92.55,48,3.0,1.0,0,1,0,0,1,0,0,1
-535000000,1,84.92,13,354.0,380,3,104.14,100,3.0,2.0,0,1,0,0,1,0,0,1
-510000000,0,163.967,8,2918.0,1536,18,187.54,184,4.0,2.0,0,1,0,0,1,0,0,1
-263000000,0,84.9644,2,834.0,756,8,110.9,400,3.0,2.0,1,0,0,1,0,0,0,1
-196000000,0,84.96,19,1044.0,2132,24,102.96,1004,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,0,126.638,19,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,39.98,11,308.0,2934,21,58.75,228,2.0,1.0,1,0,0,1,0,1,0,0
-191000000,0,84.9,7,318.0,420,4,107.0,240,3.0,2.0,0,1,0,0,1,0,0,1
-342500000,1,54.81,4,2300.0,2400,18,76.44,495,3.0,1.0,0,1,1,0,0,1,0,0
-398000000,0,84.9393,27,1024.0,591,6,110.05,196,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,84.55,10,500.0,448,5,105.26,140,3.0,1.0,0,1,1,0,0,0,0,1
-780000000,1,84.5978,3,4580.0,3885,51,112.7,501,3.0,2.0,0,1,0,0,1,0,0,1
-180000000,0,84.9341,8,330.0,298,3,120.2,198,3.0,2.0,0,1,0,0,1,0,0,1
-980000000,1,117.585,14,4494.0,4494,56,138.73,900,4.0,2.0,1,0,0,1,0,0,0,1
-259000000,0,84.99,24,1573.0,1733,13,102.69,628,3.0,2.0,0,1,0,0,1,0,0,1
-440000000,1,59.89,1,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
-600000000,1,84.85799999999998,8,1108.0,810,17,109.08,49,3.0,2.0,0,1,0,0,1,0,0,1
-128000000,0,29.24,7,717.0,674,5,43.53,60,1.0,1.0,0,1,0,0,1,1,0,0
-390000000,1,84.948,1,223.0,180,2,109.57,150,3.0,2.0,0,1,0,0,1,0,0,1
-1197000000,1,98.63,8,1625.0,2280,33,115.7,696,3.0,1.0,1,0,0,1,0,1,0,0
-325000000,0,77.85,5,1500.0,1963,15,95.12,104,3.0,1.0,0,1,1,0,0,0,0,1
-187000000,0,84.96,14,125.0,132,1,107.19,132,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,60.0,14,470.0,466,7,75.0,214,3.0,1.0,1,0,0,1,0,0,0,1
-600000000,1,113.71,4,855.0,855,10,133.53,270,4.0,2.0,0,1,1,0,0,0,0,1
-465000000,1,60.0,5,226.0,226,3,83.26,72,3.0,1.0,1,0,0,1,0,1,0,0
-140000000,0,59.9942,23,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.63,8,172.0,170,2,85.44,64,2.0,1.0,0,1,0,0,1,1,0,0
-410000000,1,84.88,1,4329.0,5150,42,106.63,1298,3.0,2.0,0,1,0,0,1,0,0,1
-861000000,0,157.513,13,3728.0,1631,3,237.11,1,4.0,2.0,0,1,0,0,1,0,0,1
-507000000,1,83.02,5,381.0,708,6,101.17,456,3.0,2.0,1,0,0,1,0,0,0,1
-454500000,1,59.74,11,877.0,725,10,80.73,37,3.0,2.0,0,1,0,0,1,0,0,1
-517000000,1,126.28,7,2488.0,1244,28,151.72,672,4.0,2.0,1,0,0,1,0,0,0,1
-460000000,1,84.84,13,498.0,498,5,102.77,13,3.0,2.0,0,1,0,0,1,0,0,1
-78160000,0,59.075,5,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
-940000000,1,84.99,10,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
-230000000,0,89.4689,11,324.0,158,3,103.66,2,2.0,1.0,0,1,0,0,1,0,0,1
-352000000,1,59.73,5,554.0,1004,6,84.17,172,3.0,1.0,1,0,0,1,0,1,0,0
-190000000,0,59.9905,11,1875.0,1627,13,87.52,1,3.0,1.0,0,1,0,0,1,0,0,1
-2500000000,1,194.515,6,6075.0,3410,44,232.68,194,4.0,3.0,1,0,0,1,0,0,0,1
-1020000000,1,84.236,20,1291.0,926,12,109.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-3451720000,1,195.2,31,1504.0,230,2,268.35,32,5.0,3.0,0,1,0,0,1,0,0,1
-219000000,1,49.85,1,1800.0,3481,25,70.32,468,3.0,1.0,1,0,0,1,0,0,0,1
-94000000,0,84.9825,14,498.0,1153,11,101.52,748,3.0,1.0,0,1,0,0,1,0,0,1
-758000000,1,108.43,11,323.0,257,5,140.48,76,4.0,2.0,0,1,0,0,1,0,0,1
-97000000,0,72.87,12,830.0,1741,16,86.76,346,3.0,1.0,0,1,0,0,1,0,0,1
-780000000,1,84.015,1,380.0,372,6,102.61,184,3.0,2.0,0,1,0,0,1,0,0,1
-93000000,0,73.34,12,440.0,326,4,89.37,102,3.0,1.0,0,1,0,0,1,0,0,1
-355000000,1,84.66,18,297.0,228,3,107.85,104,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,84.87,15,4932.0,4509,31,109.64,986,3.0,2.0,0,1,1,0,0,0,0,1
-310000000,1,59.91,6,369.0,410,3,81.29,156,2.0,1.0,0,1,0,0,1,1,0,0
-1250000000,1,114.9,9,387.0,256,9,153.03,63,4.0,2.0,0,1,0,0,1,0,0,1
-465000000,1,84.82,17,2513.0,1224,13,110.46,145,3.0,2.0,0,1,0,0,1,0,1,0
-453000000,0,100.945,38,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.86,2,834.0,417,3,106.24,102,3.0,2.0,0,1,0,0,1,0,0,1
-331000000,1,84.88,10,113.0,112,1,114.33,32,3.0,2.0,0,1,0,0,1,1,0,0
-236000000,0,83.52,3,420.0,410,4,101.41,354,3.0,2.0,0,1,0,0,1,0,0,1
-1495000000,1,76.5,10,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
-164000000,1,36.16,8,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-308000000,1,84.3,19,416.0,203,1,124.64,51,3.0,2.0,0,1,0,0,1,1,0,0
-95000000,0,54.0,1,210.0,210,4,64.33,30,2.0,1.0,0,1,0,0,1,0,0,1
-643000000,1,84.87,2,416.0,590,4,105.86,0,3.0,2.0,1,0,0,1,0,0,0,1
-940000000,1,84.8,4,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
-482500000,1,59.92,9,2022.0,2065,14,81.21,1032,3.0,1.0,0,1,1,0,0,0,0,1
-510000000,0,84.6389,19,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-310000000,1,71.01,3,448.0,825,5,87.91,60,3.0,1.0,0,1,0,0,1,0,0,1
-184500000,0,59.91,5,1050.0,1721,16,80.3,480,3.0,1.0,1,0,0,1,0,0,0,1
-230000000,0,84.96,5,424.0,424,4,111.5,2,3.0,2.0,0,1,0,0,1,0,0,1
-463000000,1,59.9,8,635.0,597,12,84.91,315,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.76,12,1803.0,1597,8,87.63,440,2.0,1.0,0,1,1,0,0,1,0,0
-203000000,1,49.94,8,823.0,2646,28,69.05,270,2.0,1.0,1,0,0,1,0,1,0,0
-530000000,1,84.88,9,530.0,448,7,107.09,402,3.0,2.0,0,1,0,0,1,0,0,1
-164500000,0,84.91,11,862.0,831,12,108.9,288,3.0,2.0,0,1,0,0,1,0,0,1
-197500000,0,84.98,3,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
-187000000,0,84.97,19,1357.0,1166,12,109.12,579,3.0,2.0,0,1,0,0,1,0,0,1
-400000000,1,84.75,10,181.0,284,3,102.58,269,3.0,2.0,0,1,0,0,1,0,0,1
-312000000,0,84.8348,10,132.0,113,3,106.26,95,3.0,2.0,0,1,0,1,0,0,0,1
-543000000,1,59.94,11,221.0,293,2,76.56,25,2.0,1.0,0,1,0,0,1,1,0,0
-437000000,0,128.5315,9,1582.0,1149,8,154.85,227,4.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,59.67,4,455.0,430,6,79.2,227,3.0,1.0,1,0,0,1,0,0,0,1
-379000000,1,84.03,16,1544.0,1544,9,108.6,296,3.0,2.0,0,1,0,0,1,0,0,1
-378000000,0,77.3048,14,305.0,298,2,102.11,160,3.0,2.0,0,1,0,0,1,0,0,1
-158000000,0,84.9623,3,759.0,748,7,108.42,299,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,58.2,14,258.0,243,2,80.88,153,2.0,1.0,1,0,0,1,0,1,0,0
-137000000,0,46.265,30,274.0,256,1,63.21,28,2.0,1.0,0,1,0,0,1,0,0,1
-108000000,0,59.862,24,646.0,634,7,84.85,50,3.0,2.0,0,1,0,0,1,0,0,1
-800000000,1,156.876,1,4190.0,2176,50,204.78,345,5.0,2.0,1,0,0,1,0,0,0,1
-315500000,1,84.66,4,771.0,783,8,101.99,378,3.0,2.0,0,1,0,0,1,0,0,1
-498000000,1,84.98,1,1440.0,1067,13,107.43,176,3.0,2.0,1,0,0,1,0,0,0,1
-255000000,1,84.83,5,328.0,278,6,100.17,113,3.0,2.0,1,0,0,1,0,0,0,1
-465000000,1,59.92,21,2022.0,2065,14,81.21,1032,3.0,1.0,0,1,1,0,0,0,0,1
-424000000,1,84.27,6,936.0,659,13,107.65,30,3.0,2.0,1,0,0,1,0,0,1,0
-246000000,0,59.997,12,1314.0,1249,16,80.38,240,3.0,2.0,1,0,0,1,0,0,0,1
-84000000,0,41.3,4,1418.0,4056,26,56.84,570,2.0,1.0,0,1,0,0,1,1,0,0
-129000000,1,49.6,12,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
-177500000,0,66.15,11,220.0,315,1,88.18,135,2.0,1.0,0,1,0,0,1,1,0,0
-1150000000,1,84.8,10,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
-238000000,1,59.9,3,496.0,423,4,84.09,196,3.0,1.0,0,1,0,0,1,1,0,0
-139000000,0,59.813,9,1187.0,1084,11,80.63,162,3.0,1.0,0,1,0,0,1,0,0,1
-230000000,1,59.98,1,551.0,526,5,86.97,194,3.0,1.0,0,1,0,0,1,1,0,0
-95000000,0,42.3,3,460.0,460,12,49.5,460,3.0,1.0,0,1,0,0,1,0,0,1
-50000000,0,42.98,1,250.0,270,8,42.98,270,2.0,1.0,0,1,0,0,1,0,0,1
-278000000,1,84.85,12,272.0,273,3,107.83,130,3.0,2.0,0,1,0,0,1,0,0,1
-64000000,0,55.77,5,789.0,825,8,75.03,360,3.0,1.0,0,1,0,0,1,1,0,0
-250000000,0,73.09,24,1616.0,1082,10,94.14,104,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,1,75.66,13,944.0,895,8,94.9,216,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,59.97,13,302.0,636,9,81.55,323,2.0,1.0,0,1,0,0,1,1,0,0
-860000000,1,84.95,1,1821.0,1129,13,112.73,234,3.0,2.0,1,0,0,0,1,0,0,1
-1129000000,1,84.99,15,7876.0,5563,65,109.47,46,3.0,2.0,1,0,0,1,0,0,0,1
-310000000,1,59.89,1,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
-687000000,1,84.9846,11,221.0,181,4,111.3,13,3.0,2.0,0,1,0,0,1,0,0,1
-169000000,0,84.99,20,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
-707000000,1,88.43,2,959.0,1372,47,88.43,150,3.0,2.0,0,1,1,0,0,0,0,1
-122000000,1,39.6,6,677.0,1476,15,51.96,432,2.0,1.0,1,0,0,1,0,1,0,0
-154000000,0,59.95,6,125.0,217,1,79.93,89,3.0,1.0,0,1,0,0,1,0,0,1
-860000000,1,121.52,3,360.0,360,4,130.49,360,4.0,2.0,1,0,0,1,0,0,0,1
-335000000,0,84.64,4,2918.0,1536,18,109.48,300,4.0,1.0,0,1,0,0,1,0,0,1
-328000000,1,84.51,11,810.0,730,12,106.09,170,3.0,2.0,0,1,1,0,0,0,0,1
-594000000,1,59.78,10,588.0,510,10,79.93,71,3.0,1.0,0,1,0,0,1,0,0,1
-248000000,0,111.74,25,3776.0,3382,35,136.38,348,4.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,59.52,1,344.0,424,3,76.44,209,3.0,1.0,0,1,0,0,1,1,0,0
-240000000,0,59.85,14,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
-945000000,0,157.513,41,3728.0,1631,3,228.19,46,4.0,2.0,0,1,0,0,1,0,0,1
-245000000,1,39.82,2,893.0,2433,14,56.98,372,2.0,1.0,1,0,0,1,0,1,0,0
-546000000,1,84.99,23,463.0,417,7,110.26,366,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,1,59.69,12,113.0,112,1,80.39,48,3.0,1.0,0,1,0,0,1,1,0,0
-137000000,1,36.36,10,552.0,690,7,48.02,150,1.0,1.0,0,1,0,0,1,1,0,0
-350000000,1,84.8,3,2513.0,1224,13,110.43,91,3.0,2.0,0,1,0,0,1,1,0,0
-287000000,1,59.94,11,1641.0,2336,16,86.18,328,2.0,1.0,1,0,0,1,0,1,0,0
-600000000,0,90.993,38,3728.0,1631,3,135.15,46,2.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,59.9326,20,2023.0,1330,14,80.37,242,3.0,1.0,0,1,0,0,1,0,0,1
-78590000,0,59.075,12,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
-418000000,1,84.4516,1,3210.0,2061,25,112.09,890,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,1,59.96,13,234.0,285,3,82.19,145,3.0,1.0,0,1,0,0,1,1,0,0
-317000000,1,124.81,5,300.0,171,2,148.18,26,3.0,1.0,0,1,0,0,1,0,0,1
-96000000,0,59.941,14,884.0,882,11,77.25,167,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,0,59.81,11,620.0,750,10,76.91,240,3.0,1.0,0,1,0,0,1,0,0,1
-149000000,0,79.63,3,361.0,458,6,110.74,120,3.0,2.0,0,1,0,0,1,0,0,1
-43300000,0,41.85,10,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
-900000000,1,84.79,12,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
-210000000,1,59.99,4,2251.0,2904,21,78.18,753,3.0,2.0,0,1,0,0,1,1,0,0
-367000000,1,83.42,6,179.0,158,2,105.87,50,3.0,2.0,0,1,0,0,1,0,0,1
-1170000000,1,82.56,9,864.0,432,4,108.94,10,3.0,1.0,1,0,0,1,0,1,0,0
-200000000,1,40.02,3,220.0,220,5,54.27,80,2.0,1.0,0,1,0,0,1,0,0,1
-375000000,1,27.68,26,7876.0,5563,65,42.28,500,1.0,1.0,1,0,0,1,0,0,0,1
-829000000,1,107.1,11,656.0,282,2,128.68,30,2.0,2.0,1,0,0,1,0,0,0,1
-400000000,1,84.9,21,819.0,772,2,116.04,361,3.0,1.0,0,1,0,0,1,1,0,0
-308000000,1,59.39,10,2123.0,2136,17,76.82,84,2.0,1.0,1,0,0,1,0,1,0,0
-282000000,0,59.89,19,2252.0,1895,17,79.43,553,3.0,2.0,0,1,0,0,1,0,0,1
-237000000,1,33.18,13,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
-850000000,1,74.3,10,1442.0,990,15,94.91,214,3.0,2.0,1,0,0,1,0,0,0,1
-254000000,1,84.94,2,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-1635000000,1,133.79,5,1686.0,656,10,181.04,36,4.0,2.0,0,1,0,1,0,0,0,1
-810000000,1,100.81,11,785.0,786,11,108.33,338,3.0,1.0,1,0,0,1,0,1,0,0
-94000000,0,50.61,9,113.0,216,2,64.75,54,2.0,1.0,0,1,0,0,1,0,0,1
-280000000,1,46.75,15,1710.0,855,6,59.13,210,2.0,1.0,0,1,1,0,0,1,0,0
-358000000,0,134.82,13,1187.0,1084,11,160.92,142,4.0,2.0,0,1,0,0,1,0,0,1
-870000000,1,50.39,4,1136.0,2841,58,50.67,780,2.0,1.0,0,1,0,0,1,0,0,1
-170000000,0,66.56,12,2716.0,2716,20,92.74,180,2.0,1.0,0,1,1,0,0,1,0,0
-110000000,0,49.14,10,82.0,180,2,68.25,180,2.0,1.0,0,1,1,0,0,1,0,0
-107000000,0,59.95,10,1573.0,1733,13,77.67,680,3.0,1.0,0,1,0,0,1,0,0,1
-1700000000,1,84.9231,10,4443.0,3002,34,110.94,65,3.0,2.0,1,0,0,1,0,0,0,1
-310000000,1,50.03,5,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
-276000000,0,84.98,7,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-289000000,0,84.9782,9,2595.0,1564,14,110.72,81,3.0,2.0,0,1,0,0,1,1,0,0
-288000000,1,72.41,4,320.0,317,3,90.69,8,3.0,1.0,0,1,0,0,1,0,0,1
-50000000,0,51.12,5,66.0,152,3,70.12,14,3.0,1.0,0,1,0,0,1,1,0,0
-183000000,1,59.82,23,882.0,795,9,85.16,354,3.0,1.0,0,1,0,0,1,1,0,0
-595000000,1,114.84,22,2134.0,1456,23,136.55,348,4.0,2.0,0,1,0,0,1,0,0,1
-373680000,1,84.79,2,883.0,707,11,105.77,72,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,84.96,3,824.0,1236,10,104.82,200,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,44.87,12,1383.0,640,5,64.9,640,2.0,1.0,0,1,0,0,1,1,0,0
-408000000,1,59.97,8,1855.0,1605,25,79.62,130,3.0,2.0,0,1,0,0,1,0,0,1
-117000000,0,77.4806,23,759.0,748,7,98.91,150,3.0,2.0,0,1,0,0,1,0,0,1
-425050000,1,84.98,3,319.0,192,6,109.83,64,3.0,2.0,0,1,0,0,1,0,0,1
-860000000,1,49.56,5,2500.0,5040,124,49.58,60,2.0,1.0,0,1,0,0,1,0,0,1
-174000000,1,49.77,10,2450.0,2462,16,72.73,1268,3.0,1.0,0,1,0,1,0,1,0,0
-355000000,1,59.43,13,2968.0,3710,33,77.92,1260,3.0,1.0,0,1,1,0,0,1,0,0
-468000000,1,59.58,22,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
+135000000,0,82.32,4,224.0,200,8,88.51,20,3.0,1.0,0,1,0,0,1,1,0,0
+145000000,0,59.948,19,1497.0,1280,11,85.37,168,3.0,1.0,0,1,0,0,1,0,0,1
+94500000,0,59.92,14,559.0,848,3,80.44,598,3.0,2.0,0,1,0,0,1,0,0,1
+308000000,0,84.99,16,1573.0,1733,13,102.69,628,3.0,2.0,0,1,0,0,1,0,0,1
+538000000,1,59.88,16,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
+1265000000,1,115.47,3,1444.0,1848,36,143.81,102,4.0,2.0,1,0,0,1,0,1,0,0
+206000000,0,84.98,2,243.0,170,2,107.32,54,3.0,2.0,0,1,0,0,1,0,0,1
+1120000000,1,126.18,7,5540.0,5539,122,161.98,76,4.0,2.0,1,0,0,1,0,0,0,1
+382000000,1,84.09,2,2366.0,1971,28,105.32,394,3.0,2.0,0,1,0,0,1,0,0,1
+565000000,1,59.9,18,2776.0,2298,27,82.54,384,3.0,1.0,0,1,0,0,1,0,0,1
+215600000,0,117.27,1,941.0,652,11,155.05,187,4.0,2.0,1,0,0,1,0,0,0,1
+214540000,0,117.27,2,1576.0,1112,17,153.13,214,4.0,2.0,0,1,1,0,0,0,0,1
+163000000,0,84.99,19,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
+150000000,0,59.84,9,514.0,498,5,79.55,160,3.0,1.0,0,1,0,0,1,0,0,1
+1093000000,1,125.58,8,237.0,138,2,155.01,70,4.0,2.0,0,1,0,0,1,0,0,1
+297000000,1,59.99,10,2251.0,2904,21,78.18,753,3.0,2.0,0,1,0,0,1,1,0,0
+357500000,0,125.04,9,543.0,431,3,156.57,86,4.0,2.0,0,1,0,0,1,0,0,1
+239400000,0,84.99,29,1066.0,690,4,107.13,85,3.0,2.0,0,1,0,0,1,0,0,1
+392000000,0,104.95,20,775.0,490,8,143.48,190,4.0,2.0,0,1,0,0,1,0,0,1
+184000000,0,84.962,23,1599.0,1270,13,106.95,300,3.0,2.0,0,1,0,0,1,0,0,1
+395000000,1,114.99,10,1525.0,1281,11,143.66,296,4.0,2.0,0,1,0,0,1,0,0,1
+151000000,0,108.2848,9,87.0,114,1,139.1,9,3.0,2.0,0,1,0,0,1,0,0,1
+460000000,1,102.634,3,330.0,256,4,127.18,19,4.0,2.0,0,1,0,0,1,0,0,1
+224000000,1,84.42,2,133.0,167,2,107.93,167,3.0,1.0,0,1,0,0,1,1,0,0
+430000000,1,59.26,5,893.0,2433,14,83.26,447,3.0,1.0,1,0,0,1,0,1,0,0
+394000000,1,101.95,3,2251.0,2904,21,132.88,278,4.0,2.0,0,1,0,0,1,0,0,1
+275000000,0,72.2358,8,3400.0,3160,30,95.84,49,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,71.17,1,381.0,708,6,88.59,78,3.0,1.0,1,0,0,1,0,0,0,1
+210000000,1,84.78,1,659.0,746,5,108.08,283,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,1,39.6,10,486.0,1624,10,56.91,626,2.0,1.0,1,0,0,1,0,1,0,0
+150000000,1,45.5,5,228.0,291,1,56.37,36,1.0,1.0,0,1,0,0,1,1,0,0
+288500000,1,59.58,19,4932.0,4509,31,81.7,684,2.0,1.0,0,1,1,0,0,1,0,0
+262500000,0,84.9803,5,1846.0,1638,16,112.39,240,3.0,2.0,0,1,0,0,1,0,0,1
+427000000,1,84.97,1,1177.0,1074,16,109.81,465,3.0,2.0,0,1,0,0,1,0,0,1
+327000000,1,59.98,8,448.0,403,7,78.36,131,3.0,1.0,0,1,0,0,1,0,0,1
+413000000,1,59.67,17,512.0,1056,10,73.22,252,2.0,1.0,0,1,0,0,1,1,0,0
+785000000,1,114.07,4,682.0,568,9,141.8,100,4.0,2.0,0,1,0,0,1,0,0,1
+300890000,0,127.24,29,1066.0,690,4,160.38,88,3.0,2.0,0,1,0,0,1,0,0,1
+348950000,1,68.656,9,124.0,148,2,87.91,20,3.0,2.0,0,1,0,0,1,0,0,1
+307000000,0,59.92,16,1263.0,916,14,80.0,295,3.0,1.0,0,1,0,0,1,0,0,1
+131000000,0,59.9675,15,513.0,528,8,81.22,218,3.0,2.0,0,1,0,0,1,0,0,1
+388500000,1,84.93700000000003,20,328.0,288,5,122.72,288,3.0,2.0,0,1,0,0,1,0,0,1
+526000000,1,101.48,22,2776.0,2298,27,126.59,208,4.0,2.0,0,1,0,0,1,0,0,1
+237500000,1,59.445,15,2300.0,1981,18,80.71,223,2.0,1.0,1,0,0,1,0,1,0,0
+233000000,0,52.29,9,467.0,648,2,69.97,229,2.0,1.0,0,1,0,0,1,0,0,1
+890000000,1,183.87,3,2085.0,1592,15,221.49,228,5.0,3.0,0,1,1,0,0,0,0,1
+517000000,1,84.96,17,744.0,444,7,97.7,196,3.0,2.0,0,1,0,0,1,0,0,1
+1465000000,1,84.78,13,787.0,834,10,107.18,20,3.0,2.0,1,0,0,1,0,0,0,1
+290000000,1,33.18,10,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
+340000000,1,84.8768,5,648.0,554,7,110.02,554,3.0,2.0,0,1,0,0,1,0,0,1
+475000000,1,59.67,9,581.0,581,6,73.68,171,2.0,1.0,0,1,0,0,1,0,0,1
+1020000000,1,153.86,30,4890.0,3293,51,194.46,68,4.0,2.0,1,0,0,1,0,0,0,1
+590000000,1,59.94,7,4329.0,5150,42,85.9,864,3.0,1.0,0,1,0,0,1,1,0,0
+75000000,1,39.84,5,275.0,458,4,54.83,89,1.0,1.0,1,0,0,1,0,1,0,0
+870000000,1,81.23,8,240.0,208,2,113.02,119,3.0,2.0,0,1,0,1,0,0,0,1
+250000000,1,61.52,14,2800.0,2830,23,85.72,240,2.0,1.0,1,0,0,1,0,1,0,0
+118000000,0,84.99,20,423.0,420,7,106.5,210,3.0,1.0,0,1,0,0,1,0,0,1
+70000000,0,23.04,21,220.0,448,1,36.36,38,1.0,1.0,0,1,0,0,1,0,0,1
+399000000,0,84.6528,9,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,84.71,15,327.0,499,5,107.45,36,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,59.96,13,3384.0,3404,35,83.76,705,3.0,1.0,0,1,0,0,1,1,0,0
+237000000,0,84.975,6,808.0,710,9,107.58,150,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,59.94,3,798.0,644,8,85.04,262,2.0,1.0,0,1,0,0,1,1,0,0
+249000000,1,49.77,6,459.0,602,7,70.41,345,2.0,1.0,0,1,1,0,0,1,0,0
+242500000,1,84.62,5,161.0,170,1,109.29,136,3.0,2.0,0,1,0,0,1,0,0,1
+615000000,1,84.85799999999998,11,1108.0,810,17,109.48,157,3.0,2.0,0,1,0,0,1,0,0,1
+143000000,0,63.238,5,4515.0,2637,30,80.31,92,3.0,1.0,0,1,0,0,1,0,0,1
+340000000,0,84.9788,6,785.0,499,9,109.37,245,3.0,2.0,0,1,0,0,1,0,0,1
+227000000,1,83.04,15,188.0,298,2,101.57,228,3.0,2.0,0,1,0,0,1,0,0,1
+720000000,1,131.4,1,1920.0,960,13,151.44,90,4.0,2.0,0,1,1,0,0,0,0,1
+399000000,1,84.63,1,128.0,120,3,112.21,60,3.0,2.0,0,1,0,0,1,0,0,1
+150000000,0,59.87,11,194.0,241,3,86.39,181,3.0,1.0,0,1,0,0,1,0,0,1
+159000000,0,116.15,1,132.0,270,2,136.17,24,4.0,2.0,0,1,0,0,1,0,0,1
+327000000,1,84.94,6,139.0,124,2,109.5,16,3.0,2.0,0,1,0,0,1,0,0,1
+374000000,0,84.98,6,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+253000000,0,84.94,21,500.0,412,5,105.52,316,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,84.53,4,327.0,282,7,110.45,64,3.0,2.0,1,0,0,1,0,0,0,1
+420000000,1,84.32,7,912.0,912,8,107.46,72,3.0,1.0,1,0,0,0,1,1,0,0
+280000000,1,59.93,1,337.0,384,8,83.64,218,2.0,1.0,0,1,0,0,1,0,0,1
+730000000,1,114.67,15,690.0,582,11,138.88,116,4.0,2.0,0,1,0,0,1,0,0,1
+468000000,0,145.64,12,948.0,540,4,171.72,128,4.0,2.0,0,1,0,0,1,0,0,1
+1170000000,1,84.99,31,7876.0,5563,65,109.2,1201,3.0,2.0,1,0,0,1,0,0,0,1
+483000000,1,84.94,15,2202.0,1896,23,117.77,12,3.0,2.0,0,1,0,0,1,0,0,1
+290700000,1,84.705,23,1665.0,2017,22,105.19,805,3.0,2.0,0,1,0,0,1,0,0,1
+186000000,1,61.32,4,238.0,238,2,80.68,140,2.0,1.0,0,1,0,0,1,1,0,0
+580000000,1,84.91,8,692.0,807,8,103.1,556,3.0,2.0,0,1,0,0,1,0,0,1
+690000000,1,84.67,13,546.0,436,8,108.65,154,3.0,2.0,1,0,0,1,0,0,0,1
+950000000,1,84.99,4,7876.0,5563,65,109.35,828,3.0,2.0,1,0,0,1,0,0,0,1
+255000000,1,84.97,9,449.0,704,5,100.18,704,3.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,84.75,7,456.0,811,6,108.45,324,3.0,2.0,0,1,0,0,1,0,0,1
+150000000,0,83.11,8,735.0,722,9,109.53,192,3.0,2.0,0,1,0,0,1,0,0,1
+532000000,1,71.64,11,873.0,1860,26,88.99,1179,3.0,1.0,1,0,0,1,0,0,0,1
+386000000,1,84.94,13,1377.0,1542,16,108.21,420,3.0,2.0,0,1,0,0,1,0,0,1
+225000000,1,41.85,9,198.0,505,6,56.83,445,1.0,1.0,1,0,0,1,0,1,0,0
+1030000000,1,106.645,7,1066.0,1001,9,133.4,156,4.0,2.0,1,0,0,1,0,0,0,1
+317000000,0,94.412,1,1018.0,718,8,121.36,535,3.0,2.0,0,1,0,0,1,0,0,1
+540000000,1,84.95,4,489.0,220,2,104.55,55,3.0,2.0,0,1,0,0,1,0,0,1
+97500000,0,59.94,11,486.0,486,4,79.09,186,3.0,1.0,0,1,0,0,1,0,0,1
+895000000,1,59.98,8,636.0,547,9,84.53,172,3.0,2.0,1,0,0,1,0,0,0,1
+200000000,1,34.44,4,272.0,840,4,44.84,255,2.0,1.0,1,0,0,1,0,1,0,0
+427000000,1,84.84,9,709.0,710,8,104.78,650,3.0,2.0,0,1,1,0,0,0,0,1
+650000000,1,84.85799999999998,2,1108.0,810,17,109.48,157,3.0,2.0,0,1,0,0,1,0,0,1
+128000000,1,49.94,10,4471.0,2634,21,73.22,270,2.0,1.0,1,0,0,1,0,1,0,0
+700000000,1,71.2,9,2100.0,2100,21,92.59,532,3.0,1.0,1,0,0,1,0,1,0,0
+550000000,1,59.81,4,250.0,248,2,84.91,83,2.0,1.0,1,0,1,0,0,1,0,0
+320000000,1,84.94,7,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,45.96,17,340.0,461,1,61.38,66,1.0,1.0,0,1,0,0,1,1,0,0
+102500000,0,48.598,14,423.0,476,2,72.0,114,2.0,1.0,0,1,0,0,1,1,0,0
+228500000,0,59.445,30,2269.0,1950,15,87.37,232,3.0,1.0,0,1,0,0,1,0,0,1
+1230000000,1,154.44,1,1104.0,1882,34,190.1,84,4.0,2.0,1,0,0,1,0,1,0,0
+293000000,1,59.37,4,351.0,339,5,78.5,70,3.0,1.0,0,1,0,0,1,0,0,1
+625000000,1,115.35,4,1353.0,960,17,137.88,888,4.0,2.0,0,1,1,0,0,0,0,1
+700000000,1,114.958,13,1002.0,859,11,139.74,94,4.0,2.0,0,1,0,0,1,0,0,1
+73000000,0,81.36,2,75.0,150,1,97.56,84,3.0,1.0,0,1,0,0,1,0,0,1
+442000000,1,84.96,17,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
+490000000,1,114.96,5,1188.0,1329,16,134.86,270,4.0,2.0,0,1,0,0,1,0,0,1
+238000000,1,49.77,12,522.0,1372,6,66.56,442,3.0,1.0,1,0,0,1,0,1,0,0
+443000000,0,126.638,13,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
+100000000,0,84.97,14,541.0,987,13,102.63,548,3.0,2.0,0,1,0,0,1,0,0,1
+545000000,1,59.97,8,242.0,434,4,81.64,210,2.0,1.0,0,1,0,0,1,1,0,0
+380000000,1,60.0,9,2366.0,1971,28,81.91,112,3.0,1.0,0,1,0,0,1,0,0,1
+98000000,0,59.91,14,500.0,423,4,76.59,175,3.0,1.0,0,1,0,0,1,1,0,0
+91290000,0,59.87,2,194.0,241,3,86.39,181,3.0,1.0,0,1,0,0,1,0,0,1
+340000000,0,84.97,22,2252.0,1895,17,106.74,69,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,84.93,9,619.0,564,7,105.95,35,3.0,2.0,0,1,0,0,1,0,0,1
+100000000,0,39.87,4,217.0,358,1,66.12,8,2.0,1.0,0,1,0,0,1,0,0,1
+845000000,0,131.27,7,3240.0,3060,33,157.99,576,4.0,2.0,0,1,1,0,0,0,0,1
+595000000,1,84.81,2,1208.0,1170,13,99.82,773,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,84.9902,2,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,1,38.64,14,1402.0,2002,16,50.4,540,2.0,1.0,0,1,0,0,1,1,0,0
+670000000,1,79.61,3,138.0,261,3,98.91,54,3.0,1.0,1,0,0,1,0,0,0,1
+348000000,0,129.2,20,717.0,674,5,160.77,125,4.0,2.0,0,1,0,0,1,0,0,1
+350000000,0,129.7194,7,519.0,299,4,161.37,99,4.0,2.0,0,1,0,0,1,0,0,1
+625000000,1,120.84,3,172.0,113,1,153.33,32,4.0,2.0,0,1,0,0,1,0,0,1
+800000000,1,66.6,4,1285.0,2550,34,89.88,959,3.0,1.0,1,0,0,1,0,1,0,0
+148000000,0,84.84,4,231.0,307,2,109.92,150,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,50.54,4,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
+76000000,0,71.67,9,124.0,293,3,92.56,106,3.0,1.0,0,1,0,0,1,0,0,1
+213520000,0,84.95,12,524.0,474,11,110.24,164,3.0,2.0,0,1,0,0,1,0,0,1
+297000000,1,84.96,16,561.0,561,2,104.62,198,3.0,2.0,0,1,1,0,0,0,0,1
+750000000,1,66.6,10,1285.0,2550,34,89.88,959,3.0,1.0,1,0,0,1,0,1,0,0
+470000000,1,164.92,12,2195.0,1998,25,199.78,50,5.0,2.0,0,1,0,0,1,0,0,1
+244000000,1,39.6,10,619.0,1556,12,51.86,630,2.0,1.0,1,0,0,1,0,1,0,0
+565000000,1,84.46,4,324.0,245,6,102.48,1,3.0,2.0,0,1,0,0,1,0,0,1
+460000000,1,84.93,16,258.0,250,2,109.93,144,3.0,2.0,0,1,0,0,1,0,0,1
+138000000,1,27.0,5,840.0,1200,4,35.39,540,1.0,1.0,1,0,0,1,0,1,0,0
+175000000,0,59.7627,3,425.0,419,6,84.54,23,3.0,2.0,0,1,0,0,1,0,0,1
+178000000,0,84.898,15,475.0,470,8,109.58,164,3.0,2.0,0,1,0,0,1,0,0,1
+367500000,1,59.34,6,1239.0,1676,21,82.99,256,3.0,1.0,1,0,0,1,0,0,1,0
+341000000,0,113.83,12,393.0,296,2,148.65,107,3.0,2.0,0,1,0,0,1,0,0,1
+388000000,1,84.99,17,3060.0,2412,31,109.78,1182,3.0,2.0,0,1,0,0,1,0,0,1
+630000000,1,84.99,14,479.0,435,4,105.73,78,3.0,2.0,0,1,0,0,1,0,0,1
+740000000,1,101.65,6,3310.0,2517,42,125.24,156,3.0,2.0,1,0,0,1,0,0,0,1
+244500000,0,59.919,16,513.0,511,8,81.98,132,3.0,2.0,0,1,0,0,1,0,0,1
+75000000,0,25.5675,14,160.0,404,1,35.42,123,1.0,1.0,0,1,0,0,1,0,0,1
+218000000,0,84.98,12,1430.0,1500,10,104.56,616,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,81.05,12,2073.0,1786,24,100.78,1178,3.0,2.0,0,1,0,0,1,0,0,1
+244500000,1,34.29,7,440.0,366,1,45.35,189,1.0,1.0,0,1,0,0,1,1,0,0
+155000000,0,84.28,5,900.0,900,11,101.68,600,3.0,2.0,0,1,0,0,1,0,0,1
+820000000,1,82.45,6,2100.0,2100,21,108.43,672,3.0,2.0,1,0,0,1,0,1,0,0
+303000000,1,46.26,3,900.0,1316,10,74.69,252,2.0,1.0,1,0,0,1,0,1,0,0
+492000000,1,83.4,14,311.0,354,4,101.28,174,3.0,1.0,0,1,1,0,0,0,0,1
+380000000,1,59.67,2,512.0,1056,10,73.22,252,2.0,1.0,0,1,0,0,1,1,0,0
+110000000,0,41.52,11,3240.0,3060,33,55.33,263,2.0,1.0,0,1,1,0,0,1,0,0
+320000000,0,43.71,10,1197.0,798,8,56.95,228,2.0,1.0,0,1,1,0,0,1,0,0
+182500000,1,59.98,1,467.0,433,7,78.34,101,3.0,1.0,0,1,0,0,1,0,0,1
+520000000,1,84.914,15,4190.0,2176,50,114.99,326,3.0,2.0,1,0,0,1,0,0,0,1
+488000000,1,59.96,20,693.0,532,7,80.54,111,3.0,2.0,0,1,0,0,1,0,0,1
+58000000,0,49.42,18,340.0,720,5,69.02,720,2.0,1.0,0,1,0,0,1,1,0,0
+450000000,1,59.97,14,428.0,437,5,81.15,223,3.0,1.0,0,1,0,0,1,0,0,1
+285000000,1,59.34,11,424.0,626,9,83.16,309,3.0,1.0,1,0,0,1,0,1,0,0
+830000000,1,59.993,34,1684.0,1119,9,84.73,249,3.0,2.0,1,0,0,1,0,0,0,1
+382000000,1,114.75,2,1691.0,1317,6,143.76,356,4.0,2.0,0,1,1,0,0,0,0,1
+174000000,1,37.67,1,1016.0,1016,9,53.61,178,2.0,1.0,1,0,0,1,0,1,0,0
+433000000,0,84.88799999999998,17,2381.0,1391,14,107.97,134,3.0,2.0,0,1,0,0,1,0,0,1
+945000000,1,108.28,2,1879.0,3100,34,125.61,875,4.0,2.0,1,0,0,1,0,0,0,1
+236000000,0,79.6089,17,1058.0,1028,13,101.09,254,4.0,2.0,0,1,0,0,1,0,0,1
+355000000,1,79.11,14,492.0,942,10,105.32,177,3.0,1.0,0,1,0,0,1,1,0,0
+242000000,0,59.94600000000001,2,895.0,852,12,79.91,372,3.0,1.0,1,0,0,1,0,0,0,1
+356000000,0,84.92,13,467.0,464,5,112.01,232,3.0,2.0,0,1,0,0,1,0,0,1
+710000000,1,84.96,2,153.0,166,2,103.18,102,3.0,2.0,1,0,0,1,0,0,0,1
+765000000,1,74.74,15,998.0,809,12,102.17,160,3.0,2.0,1,0,0,1,0,0,0,1
+328000000,1,59.98,10,448.0,403,7,78.36,131,3.0,1.0,0,1,0,0,1,0,0,1
+290000000,1,84.9,2,282.0,361,3,103.93,178,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,114.93,1,935.0,787,11,137.03,199,4.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,48.69,3,757.0,1382,16,65.1,264,2.0,1.0,1,0,0,1,0,1,0,0
+950000000,1,95.27,4,1444.0,1848,36,114.18,108,3.0,1.0,1,0,0,1,0,0,0,1
+325000000,1,66.6,4,486.0,763,11,90.95,58,4.0,1.0,1,0,0,1,0,1,0,0
+345000000,1,84.9,2,330.0,304,2,105.9,158,3.0,2.0,0,1,0,0,1,0,0,1
+408000000,1,59.99,12,856.0,745,9,87.09,18,3.0,2.0,0,1,0,0,1,1,0,0
+1160000000,1,84.95,20,1171.0,768,11,109.32,96,3.0,2.0,1,0,0,1,0,0,0,1
+539000000,1,113.93,7,423.0,295,4,139.88,130,4.0,2.0,0,1,0,0,1,0,0,1
+832000000,1,83.06,18,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
+274000000,0,84.84,4,955.0,926,7,106.42,294,3.0,2.0,0,1,0,0,1,0,0,1
+155000000,1,36.16,1,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
+265000000,1,43.79,13,430.0,839,7,62.51,410,2.0,1.0,1,0,0,1,0,1,0,0
+400000000,1,35.24,2,9766.0,6864,66,52.99,344,1.0,1.0,1,0,0,1,0,0,0,1
+200500000,1,49.5,5,1800.0,3481,25,69.83,1177,3.0,1.0,1,0,0,1,0,1,0,0
+165000000,0,88.8,7,499.0,462,4,113.87,233,3.0,2.0,0,1,0,0,1,0,0,1
+187830000,0,84.57,1,316.0,284,6,112.61,20,3.0,2.0,0,1,0,0,1,0,0,1
+150000000,0,59.941,2,884.0,882,11,77.25,167,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,114.92,1,297.0,273,5,142.01,36,4.0,2.0,0,1,0,0,1,0,0,1
+104000000,0,68.13,7,276.0,276,3,86.55,138,3.0,1.0,0,1,0,0,1,0,0,1
+855000000,1,74.4,12,1093.0,911,9,95.27,459,3.0,1.0,0,1,0,1,0,1,0,0
+500000000,1,77.7418,13,729.0,734,7,97.53,20,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,84.89,14,885.0,1044,12,105.42,684,3.0,2.0,0,1,0,0,1,0,0,1
+201000000,0,59.73,15,1346.0,988,12,75.04,176,3.0,1.0,0,1,0,0,1,0,0,1
+455000000,1,59.92,15,551.0,657,7,83.98,150,3.0,2.0,1,0,0,1,0,0,0,1
+1150000000,1,84.97,13,582.0,476,8,113.47,153,3.0,2.0,1,0,0,1,0,0,0,1
+1325000000,1,122.81,14,1122.0,732,10,158.1,348,4.0,2.0,1,0,0,1,0,0,0,1
+175000000,0,59.8,16,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
+315000000,1,59.978,5,479.0,381,10,77.93,61,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,84.75,6,181.0,284,3,102.58,269,3.0,2.0,0,1,0,0,1,0,0,1
+565000000,1,84.9,5,1140.0,948,12,105.77,948,3.0,2.0,0,1,1,0,0,0,0,1
+960000000,1,84.99,20,7876.0,5563,65,109.47,46,3.0,2.0,1,0,0,1,0,0,0,1
+313000000,1,59.97,1,1307.0,994,14,79.62,46,2.0,1.0,0,1,0,0,1,0,0,1
+302500000,0,84.97399999999998,13,2136.0,1424,19,106.93,288,3.0,2.0,1,0,0,1,0,1,0,0
+60500000,0,41.85,13,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
+283000000,1,59.7,4,117.0,100,1,82.22,53,3.0,1.0,0,1,0,0,1,0,0,1
+210000000,0,59.83,14,494.0,444,8,79.34,59,3.0,1.0,1,0,0,1,0,0,0,1
+436000000,1,84.98,15,993.0,689,11,107.97,280,3.0,2.0,0,1,0,0,1,0,0,1
+78400000,0,77.17,2,126.0,263,2,93.09,15,3.0,1.0,0,1,0,0,1,0,0,1
+482000000,1,84.96,3,1426.0,1332,20,110.67,100,3.0,2.0,0,1,0,0,1,0,0,1
+185000000,1,45.54,12,558.0,694,5,60.1,154,1.0,1.0,0,1,0,1,0,1,0,0
+135000000,0,59.99,9,1367.0,1408,10,80.49,504,3.0,1.0,0,1,0,0,1,1,0,0
+172000000,0,77.82,10,375.0,988,6,94.2,180,3.0,2.0,0,1,0,0,1,0,0,1
+114000000,0,48.51,15,640.0,640,4,66.94,640,2.0,1.0,0,1,0,0,1,1,0,0
+109000000,0,52.11,6,258.0,714,9,71.74,714,3.0,1.0,0,1,0,0,1,1,0,0
+320000000,0,130.905,10,513.0,589,4,147.78,128,4.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,64.4,14,138.0,344,3,85.78,75,2.0,1.0,0,1,0,0,1,1,0,0
+950000000,1,108.28,10,1879.0,3100,34,125.61,875,4.0,2.0,1,0,0,1,0,0,0,1
+1480000000,1,136.325,15,4494.0,4494,56,158.84,1416,4.0,2.0,1,0,0,1,0,0,0,1
+409000000,1,84.87799999999999,21,1054.0,886,11,110.77,436,3.0,2.0,0,1,0,0,1,0,0,1
+112560000,0,84.34,2,1440.0,1780,16,114.6,510,3.0,2.0,0,1,0,0,1,0,0,1
+90000000,0,84.92,3,175.0,274,1,116.71,100,3.0,2.0,0,1,0,0,1,1,0,0
+435000000,1,84.87,20,2990.0,2182,22,107.62,981,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,59.9,10,684.0,580,13,79.71,107,3.0,2.0,0,1,0,0,1,0,0,1
+364000000,1,84.51,1,855.0,472,22,103.7,0,3.0,2.0,1,0,0,1,0,0,1,0
+148000000,0,83.41,6,200.0,188,3,103.67,90,3.0,1.0,0,1,0,0,1,0,0,1
+95000000,1,41.3,13,900.0,900,8,56.2,210,2.0,1.0,0,1,0,0,1,1,0,0
+303000000,1,59.96,9,244.0,215,3,75.84,8,3.0,2.0,0,1,0,0,1,0,0,1
+336000000,1,59.978,4,1533.0,1095,11,80.68,288,3.0,1.0,0,1,0,0,1,0,0,1
+400000000,1,84.03,24,1544.0,1544,9,108.91,144,3.0,2.0,0,1,0,0,1,0,0,1
+263000000,1,59.73,13,502.0,845,8,81.33,389,3.0,1.0,1,0,0,1,0,1,0,0
+420000000,1,84.96700000000001,10,721.0,526,7,113.97,312,3.0,2.0,0,1,0,0,1,0,0,1
+365000000,0,84.95,2,524.0,474,11,110.24,14,3.0,2.0,0,1,0,0,1,0,0,1
+323000000,1,84.95,13,239.0,202,4,106.52,105,3.0,2.0,0,1,0,0,1,0,0,1
+560000000,1,114.72,9,440.0,341,7,138.94,66,4.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,84.35,4,221.0,285,1,119.01,142,3.0,2.0,0,1,0,0,1,0,0,1
+435000000,1,59.76,12,1349.0,1150,14,79.79,240,3.0,1.0,0,1,0,0,1,0,0,1
+339000000,0,84.97,4,2252.0,1895,17,106.74,69,3.0,2.0,0,1,0,0,1,0,0,1
+490000000,0,101.8128,28,1693.0,862,8,131.18,141,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,59.75,2,217.0,454,5,78.55,158,3.0,1.0,0,1,0,0,1,0,1,0
+400000000,1,84.67,8,188.0,153,3,102.55,58,3.0,2.0,0,1,0,0,1,0,0,1
+93700000,0,59.98,3,774.0,763,6,80.54,229,3.0,1.0,0,1,0,0,1,0,0,1
+714900000,1,114.46,2,1637.0,1304,26,153.12,40,4.0,2.0,0,1,0,0,1,0,0,1
+645000000,1,84.97,15,1020.0,680,12,104.74,582,3.0,2.0,1,0,0,1,0,0,0,1
+432000000,1,116.76,12,528.0,660,6,137.13,156,4.0,2.0,0,1,1,0,0,0,0,1
+269000000,1,57.84,3,84.0,224,2,76.03,46,3.0,1.0,0,1,0,0,1,1,0,0
+123000000,0,49.77,13,551.0,1484,14,67.92,240,2.0,1.0,0,1,0,0,1,1,0,0
+1530000000,1,131.07,12,750.0,615,7,140.69,180,5.0,2.0,1,0,0,1,0,0,0,1
+369000000,0,84.6528,6,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
+90000000,0,39.3,2,380.0,520,12,39.3,130,1.0,1.0,0,1,0,0,1,0,0,1
+375000000,1,66.48,6,1252.0,1668,18,85.83,162,3.0,1.0,1,0,0,1,0,0,0,1
+331710000,0,113.1474,12,505.0,299,5,146.45,108,4.0,2.0,0,1,0,0,1,0,0,1
+485000000,0,127.489,41,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
+365000000,1,84.93,7,288.0,258,3,107.24,71,3.0,2.0,0,1,0,0,1,1,0,0
+66360000,0,49.14,22,700.0,990,7,62.81,556,2.0,1.0,0,1,0,0,1,0,1,0
+500000000,0,100.98,21,1120.0,800,9,129.65,181,3.0,2.0,0,1,0,0,1,0,0,1
+510000000,1,84.96,2,744.0,444,7,97.7,196,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,58.65,5,426.0,1747,10,80.74,261,2.0,1.0,0,1,1,0,0,1,0,0
+424000000,0,116.817,12,2269.0,1950,15,151.86,528,4.0,2.0,0,1,0,0,1,0,0,1
+900000000,1,84.9097,11,753.0,738,11,102.48,0,3.0,2.0,1,0,0,1,0,0,0,1
+216000000,0,84.96,13,1044.0,2132,24,102.96,1004,3.0,2.0,0,1,0,0,1,0,0,1
+328000000,0,149.98,20,1263.0,916,14,184.75,188,4.0,2.0,0,1,0,0,1,0,0,1
+105000000,0,59.79,6,171.0,295,1,80.18,107,3.0,1.0,0,1,0,0,1,1,0,0
+410000000,1,84.94,4,639.0,1332,9,107.35,336,3.0,2.0,0,1,0,0,1,0,0,1
+845000000,1,84.97,22,9766.0,6864,66,108.23,304,3.0,2.0,1,0,0,1,0,0,0,1
+169500000,0,84.945,11,471.0,450,3,103.74,370,3.0,2.0,0,1,0,0,1,0,0,1
+73500000,0,74.76,9,92.0,232,1,96.91,90,3.0,1.0,0,1,0,0,1,0,0,1
+185000000,1,59.822,2,250.0,237,5,76.54,81,3.0,2.0,0,1,0,0,1,0,0,1
+460000000,1,84.9,3,340.0,439,2,101.73,168,3.0,2.0,0,1,0,0,1,0,1,0
+308000000,0,141.51,23,2716.0,2302,24,170.78,200,4.0,2.0,0,1,0,0,1,0,0,1
+345000000,1,84.98,9,173.0,208,2,111.15,50,3.0,2.0,0,1,0,0,1,1,0,0
+246000000,0,84.99,19,1066.0,690,4,107.13,58,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,87.57,11,342.0,600,3,115.32,600,3.0,2.0,1,0,0,1,0,1,0,0
+95000000,0,58.695,4,962.0,892,8,79.91,148,2.0,1.0,0,1,0,0,1,0,0,1
+423000000,1,84.96,9,435.0,368,5,108.75,121,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,0,59.93,29,1351.0,1127,11,78.45,348,3.0,1.0,0,1,0,0,1,0,0,1
+92500000,0,41.3,13,1418.0,4056,26,56.84,570,2.0,1.0,0,1,0,0,1,1,0,0
+750000000,1,84.751,6,4494.0,4494,56,104.39,600,3.0,1.0,1,0,0,1,0,0,0,1
+265000000,0,84.9943,18,840.0,743,8,108.56,294,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,84.4516,4,3210.0,2061,25,112.09,890,3.0,2.0,0,1,0,0,1,0,0,1
+102000000,0,59.76,13,862.0,831,12,80.59,187,3.0,1.0,0,1,0,0,1,0,0,1
+497000000,0,124.47,10,554.0,252,13,152.13,40,4.0,2.0,1,0,0,1,0,0,0,1
+397000000,1,59.912,17,2554.0,2462,31,85.25,370,3.0,1.0,0,1,0,0,1,0,0,1
+384000000,0,144.48,11,1578.0,922,9,178.06,100,4.0,2.0,0,1,0,0,1,0,0,1
+597000000,1,84.66,13,1299.0,1080,8,109.43,135,3.0,2.0,0,1,1,0,0,0,1,0
+92500000,1,39.58,11,407.0,930,8,51.19,270,2.0,1.0,1,0,0,1,0,1,0,0
+510000000,1,84.95,8,1535.0,1410,19,108.56,630,3.0,2.0,0,1,0,0,1,0,0,1
+894000000,1,117.74,11,1484.0,853,15,152.21,371,4.0,2.0,0,1,0,0,1,0,0,1
+1427000000,1,84.99,13,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
+680910000,1,134.91,5,376.0,318,4,179.6,6,4.0,2.0,1,0,0,0,1,0,0,1
+80000000,0,59.97,8,931.0,953,8,83.31,439,2.0,1.0,0,1,0,0,1,1,0,0
+1150000000,1,148.23,14,900.0,900,8,170.42,180,5.0,2.0,0,1,1,0,0,0,0,1
+595000000,1,59.13,2,217.0,217,3,82.29,54,2.0,1.0,0,1,0,0,1,1,0,0
+350000000,1,55.4561,20,729.0,734,7,74.93,415,3.0,2.0,0,1,0,0,1,0,0,1
+288000000,1,70.04,8,113.0,112,1,94.34,16,3.0,1.0,0,1,0,0,1,1,0,0
+166000000,0,59.6,12,469.0,477,3,80.62,206,3.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,84.96,12,506.0,400,6,107.15,324,3.0,2.0,0,1,0,0,1,0,0,1
+325000000,0,128.09,15,1351.0,1127,11,153.18,87,3.0,2.0,0,1,0,0,1,0,0,1
+440000000,1,59.94,3,456.0,448,4,95.87,230,3.0,1.0,0,1,1,0,0,1,0,0
+325000000,1,84.95100000000002,12,1077.0,976,15,106.77,445,3.0,2.0,0,1,0,0,1,1,0,0
+385000000,1,84.99,24,3060.0,2412,31,109.78,1182,3.0,2.0,0,1,0,0,1,0,0,1
+98470000,0,75.76,21,314.0,480,3,95.87,50,3.0,1.0,0,1,0,0,1,0,0,1
+337850000,0,126.2039,3,766.0,464,7,161.78,89,4.0,2.0,1,0,0,1,0,0,0,1
+360000000,0,84.9668,10,422.0,358,3,113.13,180,3.0,2.0,0,1,0,0,1,0,0,1
+78000000,0,59.9942,13,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
+475000000,0,100.945,48,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
+161000000,0,84.77,20,1721.0,1374,17,107.7,344,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,0,84.9913,18,3400.0,3160,30,113.78,785,3.0,2.0,0,1,0,0,1,0,0,1
+167000000,0,73.08,3,516.0,1118,14,88.94,286,3.0,1.0,0,1,0,0,1,0,0,1
+855000000,1,76.79,5,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
+357000000,1,59.36,8,277.0,277,2,80.88,128,3.0,1.0,0,1,0,0,1,1,0,0
+715000000,1,84.96,1,798.0,644,8,109.44,224,3.0,2.0,0,1,0,0,1,0,0,1
+93250000,0,84.34,16,280.0,360,4,109.65,146,3.0,2.0,0,1,0,0,1,0,0,1
+316000000,1,59.97,10,302.0,636,9,81.55,323,2.0,1.0,0,1,0,0,1,1,0,0
+506000000,1,84.91,3,497.0,497,5,103.15,243,3.0,2.0,1,0,0,1,0,0,0,1
+185000000,1,39.78,12,1800.0,3481,25,56.12,479,2.0,1.0,1,0,0,1,0,1,0,0
+123000000,0,65.16,5,390.0,390,13,80.34,300,3.0,1.0,0,1,0,0,1,0,0,1
+108000000,0,44.1,14,1500.0,1963,15,59.67,120,2.0,1.0,0,1,1,0,0,1,0,0
+790000000,1,84.785,12,478.0,283,6,111.86,40,3.0,2.0,0,1,0,0,1,0,0,1
+80500000,0,59.61,3,476.0,476,2,74.42,204,2.0,1.0,0,1,0,0,1,0,0,1
+580000000,1,84.9,9,1140.0,948,12,105.77,948,3.0,2.0,0,1,1,0,0,0,0,1
+335000000,1,59.91,15,339.0,299,5,80.66,120,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,1,49.94,11,4471.0,2634,21,73.22,270,2.0,1.0,1,0,0,1,0,1,0,0
+240000000,1,84.98,13,170.0,208,2,102.25,5,3.0,2.0,0,1,0,0,1,0,0,1
+665000000,1,163.95,10,283.0,122,1,215.62,70,4.0,2.0,0,1,1,0,0,0,0,1
+440000000,0,134.19,23,952.0,896,10,159.59,180,5.0,2.0,1,0,0,1,0,0,0,1
+600000000,1,84.98,30,4596.0,3226,40,112.52,132,3.0,2.0,0,1,0,0,1,0,0,1
+1580000000,0,172.422,65,3728.0,1631,3,264.58,1,4.0,3.0,0,1,0,0,1,0,0,1
+182000000,1,43.35,11,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
+595000000,1,84.97,20,1440.0,1067,13,107.38,267,3.0,2.0,1,0,0,1,0,0,0,1
+62700000,0,53.246,13,900.0,936,3,57.63,299,2.0,1.0,0,1,0,0,1,0,0,1
+100000000,0,59.76,4,1673.0,1424,18,74.85,284,3.0,1.0,0,1,0,0,1,0,0,1
+93550000,0,49.14,18,700.0,990,7,64.38,0,2.0,1.0,0,1,0,0,1,0,1,0
+365570000,0,124.47,3,946.0,414,17,152.13,80,4.0,2.0,1,0,0,1,0,0,0,1
+449000000,1,84.96,20,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
+494300000,1,59.98,2,1174.0,800,10,83.42,179,3.0,2.0,0,1,0,0,1,0,0,1
+170000000,0,49.82,14,1440.0,1780,16,67.69,320,2.0,1.0,0,1,0,0,1,1,0,0
+643000000,1,84.988,10,2185.0,1622,22,112.07,462,3.0,2.0,0,1,0,0,1,0,0,1
+710000000,1,84.78,6,353.0,302,8,107.26,114,3.0,2.0,0,1,0,0,1,0,0,1
+115500000,0,59.91,7,1721.0,1374,17,79.72,194,2.0,1.0,0,1,0,0,1,0,0,1
+264000000,0,126.93,25,1430.0,1500,10,149.18,284,4.0,2.0,0,1,0,0,1,0,0,1
+257000000,0,84.84,13,938.0,938,12,105.79,162,3.0,2.0,0,1,0,1,0,0,0,1
+127000000,1,36.16,13,1710.0,1710,10,52.55,300,2.0,1.0,0,1,1,0,0,1,0,0
+175000000,0,79.01,5,390.0,390,13,96.53,90,3.0,1.0,0,1,0,0,1,0,0,1
+130000000,0,84.994,11,902.0,807,8,112.4,807,3.0,2.0,0,1,0,0,1,0,0,1
+308000000,1,49.8,12,554.0,1004,6,70.18,494,2.0,1.0,1,0,0,1,0,1,0,0
+212000000,1,56.86,4,90.0,120,6,64.46,1,3.0,1.0,0,1,0,0,1,0,0,1
+92500000,0,56.345,10,952.0,896,10,75.28,402,3.0,1.0,1,0,0,1,0,0,0,1
+1035000000,1,84.236,16,1291.0,926,12,109.5,640,3.0,2.0,0,1,0,0,1,0,0,1
+860000000,1,99.06,3,360.0,264,2,126.18,110,4.0,2.0,0,1,0,0,1,0,0,1
+427000000,1,84.98,2,2772.0,3322,32,112.17,100,3.0,2.0,0,1,0,0,1,0,0,1
+152000000,0,84.99,2,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
+245000000,0,84.9748,10,4697.0,3462,49,109.15,543,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,0,84.9215,23,1306.0,1011,13,114.37,436,3.0,2.0,0,1,0,0,1,0,0,1
+405500000,1,59.7,8,1401.0,1444,11,85.69,412,3.0,1.0,0,1,1,0,0,1,0,0
+2700000000,1,94.49,7,601.0,330,4,122.73,21,3.0,2.0,1,0,0,1,0,0,0,1
+455000000,1,84.7556,4,2697.0,1653,29,105.43,271,3.0,2.0,0,1,0,0,1,0,0,1
+415000000,1,84.93700000000003,4,328.0,288,5,122.72,288,3.0,2.0,0,1,0,0,1,0,0,1
+275000000,1,59.95,1,782.0,739,9,79.16,40,3.0,1.0,0,1,0,0,1,0,0,1
+1010000000,1,84.97,6,763.0,435,6,113.88,126,3.0,2.0,0,1,0,0,1,0,0,1
+364000000,1,59.83,8,2616.0,2283,41,79.26,39,3.0,2.0,1,0,0,1,0,1,0,0
+545000000,1,84.82,8,710.0,629,9,108.98,110,3.0,2.0,1,0,0,1,0,0,0,1
+880000000,0,171.5082,39,2446.0,1149,9,210.38,228,5.0,2.0,0,1,0,0,1,0,0,1
+100500000,0,84.945,9,100.0,352,2,103.0,194,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,1,59.96,19,435.0,368,5,86.92,165,3.0,1.0,0,1,0,0,1,1,0,0
+350000000,1,73.92,1,1252.0,1668,18,93.89,220,3.0,1.0,1,0,0,1,0,0,0,1
+595000000,0,151.9156,16,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,59.82,18,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
+350000000,0,84.6389,34,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+398000000,1,59.55,10,354.0,282,3,81.59,57,3.0,1.0,0,1,0,0,1,1,0,0
+530000000,1,73.15,13,1500.0,848,12,89.42,284,3.0,1.0,0,1,1,0,0,0,0,1
+202000000,0,59.985,6,957.0,928,12,75.11,416,3.0,1.0,1,0,0,1,0,0,0,1
+225000000,0,84.93,13,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
+129000000,1,45.77,2,567.0,690,5,63.6,180,1.0,1.0,1,0,0,1,0,1,0,0
+500000000,1,114.97,2,684.0,580,13,136.98,112,4.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,59.21,11,449.0,447,3,86.42,123,3.0,1.0,0,1,0,0,1,1,0,0
+244500000,1,59.95,3,781.0,1391,10,82.41,690,3.0,1.0,1,0,0,1,0,1,0,0
+417500000,1,84.71,8,327.0,499,5,107.45,36,3.0,2.0,0,1,0,0,1,0,0,1
+1100000000,1,106.93,1,1466.0,2030,32,125.62,492,4.0,1.0,1,0,0,1,0,0,0,1
+199000000,1,49.82,1,1650.0,1650,12,71.0,492,3.0,1.0,1,0,0,1,0,1,0,0
+240000000,0,103.528,6,4515.0,2637,30,131.85,398,3.0,2.0,0,1,0,0,1,0,0,1
+143000000,1,38.64,6,2328.0,2328,18,50.4,360,2.0,1.0,1,0,0,1,0,1,0,0
+234000000,0,96.5559,16,592.0,421,9,121.41,65,3.0,2.0,0,1,0,0,1,0,0,1
+570000000,1,119.5,14,1299.0,1080,8,137.65,180,0.0,0.0,0,1,1,0,0,0,0,1
+570000000,1,84.96,14,1426.0,1332,20,110.67,100,3.0,2.0,0,1,0,0,1,0,0,1
+204000000,0,84.93,5,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
+353000000,1,59.83,20,1314.0,1162,7,77.2,278,3.0,1.0,0,1,1,0,0,0,0,1
+280000000,0,84.97,6,1551.0,1124,21,112.63,90,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,108.63,10,260.0,130,3,121.26,45,4.0,2.0,0,1,0,0,1,1,0,0
+307350000,0,135.6199,11,1362.0,763,15,161.52,138,5.0,2.0,0,1,0,1,0,0,0,1
+174500000,0,84.69,8,1469.0,1468,16,101.41,718,3.0,2.0,0,1,0,0,1,0,0,1
+214800000,1,59.94,5,293.0,271,2,85.17,126,3.0,1.0,0,1,0,0,1,1,0,0
+179500000,0,79.195,3,900.0,900,11,96.12,300,3.0,1.0,0,1,0,0,1,0,0,1
+43500000,0,45.84,4,100.0,115,3,53.82,40,3.0,1.0,0,1,0,0,1,0,0,1
+143240000,0,121.47,10,243.0,170,2,150.03,58,4.0,2.0,0,1,0,0,1,0,0,1
+838000000,1,122.43,6,351.0,258,5,148.17,36,4.0,2.0,0,1,0,0,1,0,0,1
+201000000,0,59.816,16,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
+271000000,0,84.95,16,962.0,892,8,104.73,228,3.0,1.0,0,1,0,0,1,0,0,1
+970000000,1,59.25,19,1920.0,1511,18,79.61,554,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,84.72,9,277.0,256,3,103.57,94,3.0,2.0,0,1,0,0,1,0,0,1
+910000000,1,101.45,12,937.0,495,3,143.77,79,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,84.97,7,615.0,545,7,116.31,231,3.0,2.0,0,1,0,0,1,0,0,1
+463000000,1,79.777,15,2554.0,2462,31,109.8,901,3.0,2.0,0,1,0,0,1,0,0,1
+307000000,1,84.9,8,240.0,205,2,100.45,76,3.0,2.0,0,1,0,0,1,0,0,1
+170000000,1,44.5,7,681.0,1362,10,60.94,300,2.0,1.0,0,1,0,0,1,1,0,0
+233000000,1,79.98,12,1849.0,1541,14,95.9,446,3.0,1.0,0,1,0,0,1,0,0,1
+200000000,1,28.8,10,137.0,121,1,42.14,22,1.0,1.0,0,1,0,0,1,1,0,0
+164500000,0,85.0,22,4515.0,2637,30,107.27,276,3.0,2.0,0,1,0,0,1,0,0,1
+115200000,0,46.27,16,1340.0,1340,10,65.78,1340,3.0,1.0,0,1,0,0,1,0,0,1
+420000000,1,84.96,2,1376.0,1140,15,106.16,717,3.0,2.0,1,0,0,1,0,0,0,1
+1180000000,1,76.5,12,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
+592000000,0,243.35,6,4515.0,2637,30,306.49,94,5.0,3.0,0,1,0,0,1,0,0,1
+108500000,1,49.89,8,893.0,2433,14,71.43,420,3.0,1.0,1,0,0,1,0,1,0,0
+263000000,1,59.9813,2,224.0,213,3,81.2,29,3.0,2.0,0,1,0,0,1,0,0,1
+388000000,1,72.44,11,713.0,969,11,79.34,84,3.0,1.0,0,1,1,0,0,1,0,0
+143500000,0,78.3,4,245.0,245,6,90.58,15,3.0,2.0,0,1,0,0,1,0,0,1
+660040000,1,143.049,13,242.0,136,1,165.69,77,4.0,2.0,0,1,0,0,1,0,0,1
+475000000,1,84.04899999999998,2,1257.0,977,12,104.2,190,3.0,2.0,0,1,0,0,1,0,0,1
+213000000,0,84.98,21,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
+650000000,1,59.91,12,325.0,322,4,77.35,133,3.0,1.0,0,1,0,0,1,1,0,0
+250000000,0,84.96,11,2651.0,1898,16,107.55,396,3.0,2.0,0,1,0,0,1,0,0,1
+51000000,0,59.46,4,214.0,214,2,89.26,5,3.0,1.0,0,1,0,0,1,0,0,1
+625000000,1,84.91,10,1391.0,1606,15,104.75,958,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,84.79,6,883.0,707,11,105.77,36,3.0,2.0,0,1,0,0,1,0,0,1
+142000000,0,84.92,13,514.0,498,5,106.67,298,3.0,2.0,0,1,0,0,1,0,0,1
+89000000,0,84.69,15,1469.0,1468,16,101.41,718,3.0,2.0,0,1,0,0,1,0,0,1
+717000000,1,59.76,10,375.0,375,4,90.7,151,3.0,1.0,0,1,0,0,1,1,0,0
+560000000,1,132.96,16,4932.0,4509,31,164.28,1008,4.0,2.0,0,1,1,0,0,0,0,1
+340000000,1,84.84,12,246.0,397,5,102.96,382,3.0,2.0,0,1,0,0,1,0,0,1
+528000000,1,84.33,11,111.0,106,1,106.43,45,3.0,2.0,0,1,0,0,1,0,0,1
+235000000,1,34.44,5,619.0,1556,12,45.34,476,2.0,1.0,1,0,0,1,0,1,0,0
+2200000000,1,134.9023,17,4443.0,3002,34,167.32,404,4.0,2.0,1,0,0,1,0,0,0,1
+460000000,1,84.99,2,282.0,273,3,118.94,131,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,0,151.9156,7,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+155000000,0,59.55,13,844.0,851,13,79.84,29,3.0,1.0,0,1,0,0,1,1,0,0
+480000000,1,59.97,8,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
+113000000,0,46.2,1,565.0,702,10,67.29,148,2.0,1.0,0,1,0,0,1,1,0,0
+658000000,1,58.21,5,959.0,1372,47,58.21,240,3.0,1.0,0,1,1,0,0,0,0,1
+570000000,1,60.0,2,700.0,822,6,81.67,238,2.0,1.0,1,0,0,1,0,1,0,0
+365000000,1,84.99,8,1992.0,1601,14,110.14,718,3.0,2.0,0,1,0,0,1,0,0,1
+470000000,1,84.92,10,316.0,540,6,102.13,150,3.0,1.0,0,1,1,0,0,0,0,1
+430000000,0,144.48,25,4515.0,2637,30,178.11,490,4.0,2.0,0,1,0,0,1,0,0,1
+220000000,1,59.54,2,329.0,314,4,82.23,72,3.0,1.0,0,1,0,0,1,1,0,0
+360000000,1,49.8,9,554.0,1004,6,70.18,494,2.0,1.0,1,0,0,1,0,1,0,0
+600000000,1,59.82,28,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
+88500000,0,84.69,7,1469.0,1468,16,101.41,718,3.0,2.0,0,1,0,0,1,0,0,1
+630000000,1,47.94,15,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
+150000000,1,44.94,15,840.0,840,5,58.61,150,2.0,1.0,0,1,1,0,0,0,0,1
+560000000,1,114.63,12,465.0,414,3,141.17,17,4.0,2.0,0,1,0,0,1,0,0,1
+320000000,0,168.5321,8,2023.0,1330,14,203.77,100,5.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,59.99,21,1849.0,1691,16,80.81,441,3.0,1.0,0,1,0,0,1,0,0,1
+385000000,1,59.79,14,774.0,648,9,78.43,267,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,84.36,17,610.0,532,6,105.95,42,3.0,2.0,0,1,0,0,1,0,0,1
+77000000,0,59.64,1,55.0,100,1,83.72,9,3.0,1.0,0,1,0,0,1,0,0,1
+190000000,1,64.05,2,265.0,225,1,82.85,108,3.0,2.0,0,1,0,0,1,1,0,0
+244000000,0,84.5011,17,333.0,284,4,109.63,165,3.0,2.0,0,1,0,0,1,0,0,1
+282000000,0,126.638,16,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
+590000000,1,84.88,16,4329.0,5150,42,106.63,1298,3.0,2.0,0,1,0,0,1,0,0,1
+715000000,1,84.92,13,1400.0,776,14,111.39,172,3.0,2.0,0,1,0,0,1,0,0,1
+101800000,0,84.9,19,559.0,848,3,107.5,250,3.0,2.0,0,1,0,0,1,0,0,1
+1490000000,1,101.94,10,1554.0,1020,20,130.93,432,4.0,2.0,1,0,0,1,0,0,0,1
+1300000000,1,116.19,25,4113.0,2678,35,144.32,678,4.0,2.0,1,0,0,1,0,0,0,1
+420000000,1,59.76,7,1014.0,948,19,80.21,107,3.0,2.0,1,0,0,1,0,0,0,1
+86000000,0,59.91,20,361.0,458,6,78.66,262,3.0,2.0,0,1,0,0,1,0,0,1
+386000000,1,58.59,1,2561.0,2134,26,76.39,0,2.0,1.0,0,1,0,0,1,1,0,0
+240000000,1,58.46,10,2328.0,2328,18,80.31,528,2.0,1.0,1,0,0,1,0,1,0,0
+220000000,1,69.91,1,100.0,110,2,94.03,30,3.0,2.0,0,1,0,0,1,0,0,1
+457000000,1,84.9,17,618.0,508,5,108.86,308,3.0,2.0,1,0,0,1,0,0,0,1
+331000000,1,79.098,16,346.0,299,2,108.29,192,3.0,2.0,0,1,0,0,1,0,0,1
+480000000,0,149.6087,3,1306.0,1011,13,186.47,45,4.0,2.0,0,1,0,0,1,0,0,1
+265000000,1,54.59,6,994.0,3315,21,77.01,810,3.0,1.0,1,0,0,1,0,1,0,0
+117500000,0,64.1,13,98.0,187,2,78.99,60,3.0,1.0,0,1,0,0,1,0,0,1
+490000000,1,59.4,1,1953.0,1992,16,83.98,464,3.0,1.0,1,0,0,1,0,1,0,0
+432000000,1,84.9,12,2195.0,1998,25,108.12,805,3.0,2.0,0,1,0,0,1,0,0,1
+388000000,1,84.96,9,5402.0,5387,49,106.86,792,3.0,2.0,0,1,1,0,0,0,0,1
+65000000,0,41.27,16,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
+250000000,0,59.9615,7,692.0,547,8,82.55,80,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.96,8,1188.0,1329,16,102.68,240,3.0,2.0,0,1,0,0,1,0,0,1
+168000000,1,41.3,11,600.0,1944,16,58.18,258,2.0,1.0,1,0,0,1,0,1,0,0
+690000000,0,130.1762,21,2446.0,1149,9,165.18,403,4.0,2.0,0,1,0,0,1,0,0,1
+315000000,1,59.89,3,2721.0,2002,25,82.26,44,3.0,1.0,0,1,0,0,1,0,0,1
+109000000,0,48.86,4,240.0,356,11,55.04,146,2.0,1.0,0,1,0,0,1,0,0,1
+539000000,0,84.9998,13,1659.0,809,13,113.55,30,3.0,2.0,0,1,0,0,1,0,1,0
+135000000,1,59.94,5,110.0,114,1,80.77,50,3.0,1.0,0,1,0,0,1,0,0,1
+390000000,1,84.92,3,241.0,155,2,103.41,18,3.0,2.0,0,1,0,0,1,0,0,1
+242500000,1,59.82,2,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
+138000000,0,84.945,4,100.0,352,2,103.0,194,3.0,2.0,0,1,0,0,1,0,0,1
+369000000,0,85.0,22,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+327000000,1,68.13,1,4932.0,4509,31,92.46,507,3.0,1.0,0,1,1,0,0,1,0,0
+260000000,1,60.81,1,704.0,704,8,71.81,50,3.0,1.0,0,1,0,0,1,0,0,1
+224000000,0,151.22,7,252.0,246,3,176.4,30,5.0,2.0,0,1,0,0,1,0,0,1
+259000000,1,55.4561,9,729.0,734,7,74.93,415,3.0,2.0,0,1,0,0,1,0,0,1
+355000000,1,84.945,17,709.0,783,6,107.99,226,3.0,2.0,0,1,1,0,0,0,0,1
+257500000,0,84.91,5,758.0,570,7,109.06,330,3.0,2.0,0,1,0,0,1,0,0,1
+470000000,1,101.86,9,635.0,462,7,125.13,288,4.0,2.0,1,0,0,1,0,0,0,1
+319000000,0,84.99,8,1551.0,1124,21,113.07,79,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,84.705,17,1665.0,2017,22,105.19,805,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,84.87,2,1544.0,1544,9,116.49,104,3.0,2.0,0,1,0,0,1,1,0,0
+547000000,1,123.58,7,215.0,179,2,151.48,35,4.0,2.0,0,1,0,0,1,0,0,1
+800000000,1,114.78,10,790.0,774,10,139.68,254,4.0,2.0,0,1,1,0,0,0,0,1
+303000000,1,49.72,7,315.0,696,6,70.89,696,3.0,1.0,1,0,0,1,0,1,0,0
+147000000,0,59.82,3,260.0,416,2,80.82,155,3.0,1.0,0,1,0,0,1,0,0,1
+280000000,0,84.64,1,938.0,938,12,105.79,162,3.0,2.0,0,1,0,1,0,0,0,1
+570000000,1,84.97,26,415.0,283,4,111.18,34,3.0,2.0,0,1,0,0,1,0,0,1
+1135000000,1,84.99,17,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
+80000000,0,59.89,15,735.0,1116,13,81.26,175,3.0,1.0,0,1,0,0,1,0,0,1
+162000000,1,59.88,8,2366.0,1971,28,81.95,520,3.0,1.0,0,1,0,0,1,1,0,0
+360000000,1,51.57,14,981.0,1550,12,67.01,103,2.0,1.0,1,0,0,1,0,1,0,0
+1300000000,1,84.73,5,1920.0,1511,18,111.59,260,3.0,2.0,0,1,0,0,1,0,0,1
+414500000,1,84.65,12,341.0,236,3,112.59,156,3.0,2.0,0,1,0,0,1,0,0,1
+288000000,1,84.83,23,782.0,739,9,108.69,322,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,34.44,5,297.0,1005,6,46.87,300,2.0,1.0,1,0,0,1,0,1,0,0
+300000000,1,83.59,5,261.0,435,4,101.08,90,3.0,1.0,0,1,0,0,1,0,0,1
+455000000,1,84.93,10,243.0,213,4,109.0,108,3.0,2.0,0,1,0,0,1,0,0,1
+185000000,1,58.59,15,2561.0,2134,26,76.39,0,2.0,1.0,0,1,0,0,1,1,0,0
+307000000,0,84.975,10,808.0,710,9,107.58,150,3.0,2.0,0,1,0,0,1,0,0,1
+46500000,0,49.08,6,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+77010000,0,59.075,25,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
+408390000,0,126.5817,23,382.0,239,3,163.07,73,4.0,2.0,0,1,0,0,1,0,0,1
+656150000,0,191.382,47,3287.0,1360,5,241.57,5,4.0,3.0,1,0,1,0,0,0,0,1
+270000000,0,84.9113,22,367.0,294,4,114.55,47,3.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,84.82,3,2513.0,1224,13,110.46,145,3.0,2.0,0,1,0,0,1,0,1,0
+85000000,0,79.34,14,584.0,730,5,99.17,240,3.0,2.0,0,1,0,0,1,0,0,1
+590000000,1,108.08,3,1710.0,855,6,128.16,120,3.0,2.0,0,1,1,0,0,0,1,0
+169000000,0,84.62,3,384.0,384,5,102.92,120,3.0,1.0,0,1,0,0,1,0,0,1
+378000000,1,49.77,4,522.0,1372,6,66.56,442,3.0,1.0,1,0,0,1,0,1,0,0
+313000000,0,84.9794,18,865.0,800,7,105.74,123,3.0,2.0,0,1,0,0,1,0,0,1
+522000000,1,101.95,9,2251.0,2904,21,132.88,278,4.0,2.0,0,1,0,0,1,0,0,1
+980000000,1,117.585,13,4494.0,4494,56,138.73,900,4.0,2.0,1,0,0,1,0,0,0,1
+435000000,1,84.9,10,2195.0,1998,25,108.12,805,3.0,2.0,0,1,0,0,1,0,0,1
+63000000,0,59.88,14,181.0,257,3,79.55,257,3.0,1.0,0,1,0,0,1,0,0,1
+75000000,0,45.85,2,100.0,305,1,63.47,78,2.0,1.0,0,1,0,0,1,1,0,0
+200000000,1,58.14,9,646.0,1045,9,79.9,807,3.0,1.0,1,0,0,1,0,1,0,0
+175000000,1,56.78,4,400.0,485,11,73.81,180,3.0,1.0,0,1,0,0,1,0,0,1
+220000000,0,59.816,12,500.0,477,6,75.63,102,3.0,1.0,1,0,0,1,0,0,0,1
+915000000,1,84.99,13,7876.0,5563,65,109.4,149,3.0,2.0,1,0,0,1,0,0,0,1
+225000000,0,84.98,20,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
+180000000,0,59.77,2,865.0,981,9,82.58,441,3.0,1.0,0,1,0,0,1,0,0,1
+210000000,1,44.1,4,238.0,600,4,60.41,600,2.0,1.0,0,1,1,0,0,1,0,0
+201530000,0,84.8773,5,355.0,253,2,107.76,94,3.0,2.0,0,1,0,0,1,0,0,1
+559000000,1,59.94,5,798.0,644,8,85.04,262,2.0,1.0,0,1,0,0,1,1,0,0
+110000000,0,47.34,2,220.0,160,4,56.96,15,1.0,1.0,0,1,0,0,1,0,0,1
+352340000,1,84.74,6,1105.0,987,13,110.34,94,3.0,2.0,1,0,0,1,0,0,0,1
+183500000,0,59.8889,9,1206.0,1176,13,78.96,786,3.0,2.0,0,1,0,0,1,0,0,1
+145000000,1,39.6,4,677.0,1476,15,51.96,432,2.0,1.0,1,0,0,1,0,1,0,0
+288000000,1,59.26,8,450.0,509,6,80.2,120,2.0,1.0,0,1,0,0,1,1,0,0
+539000000,1,71.37,1,1466.0,2030,32,89.26,300,2.0,1.0,1,0,0,1,0,1,0,0
+309000000,1,59.85,3,277.0,256,3,82.27,96,3.0,2.0,0,1,0,0,1,0,0,1
+279780000,0,101.316,14,766.0,464,7,129.34,119,4.0,2.0,1,0,0,1,0,0,0,1
+224000000,0,82.63,16,735.0,722,9,104.06,316,3.0,2.0,0,1,0,0,1,0,0,1
+316000000,1,70.56,12,360.0,1980,12,85.1,210,3.0,1.0,1,0,0,1,0,0,0,1
+1050000000,1,84.79,34,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
+184000000,0,84.99,5,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
+452000000,1,84.95,18,1346.0,1168,17,107.66,473,3.0,2.0,0,1,0,0,1,0,0,1
+195000000,1,73.92,20,1252.0,1668,18,93.89,220,3.0,1.0,1,0,0,1,0,0,0,1
+98700000,0,40.95,5,1599.0,1270,13,58.21,144,1.0,1.0,0,1,0,0,1,1,0,0
+133000000,0,59.6,11,325.0,402,2,80.38,90,3.0,1.0,0,1,0,0,1,0,0,1
+340000000,1,84.94,16,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+199000000,0,84.9673,14,457.0,497,8,113.65,228,3.0,2.0,0,1,0,0,1,0,0,1
+428000000,1,84.64,4,1855.0,1605,25,109.23,792,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,0,95.17,12,3240.0,3060,33,116.88,108,4.0,1.0,0,1,1,0,0,1,0,0
+820000000,1,73.26,4,400.0,900,8,100.38,270,3.0,1.0,1,0,1,0,0,1,0,0
+877000000,1,104.31,11,255.0,255,3,110.92,105,3.0,1.0,0,1,0,0,1,1,0,0
+345000000,1,73.27,13,450.0,509,6,85.4,135,3.0,1.0,0,1,0,0,1,0,0,1
+828000000,1,84.98,8,1440.0,1067,13,107.43,176,3.0,2.0,1,0,0,1,0,0,0,1
+387000000,1,59.76,8,1544.0,1544,9,83.46,558,3.0,1.0,0,1,0,0,1,1,0,0
+79000000,0,59.9942,16,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
+580000000,1,67.11,11,156.0,312,2,73.06,53,3.0,1.0,1,0,0,1,0,1,0,0
+190000000,0,63.74,4,424.0,424,4,87.61,48,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,59.98,5,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
+95000000,0,84.93,4,303.0,299,2,106.38,107,3.0,2.0,0,1,0,0,1,0,0,1
+528000000,1,84.97,3,3310.0,2517,42,107.49,120,3.0,2.0,1,0,0,1,0,0,0,1
+120000000,0,67.73,8,92.0,232,1,88.26,97,3.0,1.0,0,1,0,0,1,0,0,1
+94500000,0,55.38,16,283.0,277,4,74.51,206,3.0,1.0,0,1,0,0,1,0,0,1
+550000000,1,51.77,5,2080.0,1810,22,70.87,549,2.0,1.0,1,0,0,1,0,0,0,1
+1130000000,1,114.756,12,842.0,590,7,137.49,233,4.0,2.0,1,0,0,1,0,0,0,1
+255080000,0,123.4835,1,1362.0,763,15,148.62,148,5.0,2.0,0,1,0,1,0,0,0,1
+427000000,0,85.0,18,4515.0,2637,30,107.27,276,3.0,2.0,0,1,0,0,1,0,0,1
+78000000,0,59.075,11,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
+1095000000,1,74.54,1,962.0,740,22,90.12,480,3.0,1.0,1,0,0,1,0,0,0,1
+152000000,1,59.98,4,136.0,163,1,95.19,69,3.0,1.0,0,1,0,0,1,1,0,0
+318000000,1,83.61,4,146.0,300,4,102.66,144,3.0,1.0,0,1,0,0,1,0,0,1
+195000000,1,41.04,1,492.0,492,3,56.67,216,2.0,1.0,0,1,0,0,1,1,0,0
+804000000,1,84.83,7,998.0,809,12,115.96,150,3.0,2.0,1,0,0,1,0,0,0,1
+98000000,0,59.78,18,355.0,355,2,78.12,276,2.0,1.0,0,1,0,0,1,0,0,1
+597000000,1,114.92,12,1643.0,1004,14,147.23,27,4.0,2.0,1,0,0,1,0,0,0,1
+390000000,1,84.96,2,1376.0,1140,15,106.16,717,3.0,2.0,1,0,0,1,0,0,0,1
+288000000,1,44.64,11,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
+475000000,1,114.75,18,2366.0,1971,28,139.16,60,4.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,117.76,8,654.0,768,10,142.13,60,4.0,2.0,0,1,0,0,1,1,0,0
+85000000,0,59.94,25,513.0,589,4,75.85,265,2.0,1.0,0,1,0,0,1,0,0,1
+378500000,1,122.77,9,627.0,475,9,145.84,116,4.0,2.0,0,1,0,0,1,0,0,1
+472210000,0,131.7788,3,1174.0,680,7,166.06,115,3.0,2.0,0,1,0,0,1,0,1,0
+530000000,1,59.95,14,690.0,582,11,78.46,234,3.0,2.0,0,1,0,0,1,0,0,1
+452500000,1,84.9,17,1352.0,939,15,107.42,358,3.0,2.0,0,1,0,0,1,0,0,1
+326000000,0,59.92,13,2919.0,2290,20,80.67,467,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.36,7,241.0,155,2,103.08,18,3.0,2.0,0,1,0,0,1,0,0,1
+289000000,0,101.76,5,952.0,896,10,124.78,88,4.0,2.0,1,0,0,1,0,0,0,1
+474000000,1,84.9,8,1352.0,939,15,107.42,358,3.0,2.0,0,1,0,0,1,0,0,1
+326480000,1,84.741,2,211.0,199,3,105.93,83,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,84.9595,18,358.0,350,4,114.07,90,3.0,2.0,0,1,0,0,1,0,0,1
+230000000,1,41.85,8,198.0,505,6,56.83,445,1.0,1.0,1,0,0,1,0,1,0,0
+390000000,1,84.9462,10,235.0,191,3,105.48,94,3.0,2.0,0,1,0,0,1,0,0,1
+164000000,0,59.937,12,3958.0,2947,29,79.38,518,3.0,2.0,0,1,0,0,1,0,0,1
+458000000,1,47.94,17,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
+462500000,1,84.73,9,729.0,714,15,105.83,150,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,84.98,10,467.0,433,7,107.08,25,3.0,2.0,0,1,0,0,1,0,0,1
+235000000,1,59.97,5,426.0,1747,10,82.56,270,3.0,1.0,0,1,1,0,0,1,0,0
+165000000,0,84.93,15,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
+482000000,0,101.881,14,1306.0,1306,15,129.32,138,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,84.44,10,525.0,336,5,100.08,211,3.0,2.0,0,1,0,0,1,0,0,1
+307000000,1,84.75,3,500.0,476,3,103.83,446,3.0,2.0,0,1,0,0,1,0,0,1
+1110000000,1,114.97,16,699.0,563,9,146.23,46,4.0,2.0,1,0,0,1,0,0,0,1
+366000000,1,72.85,4,3012.0,2938,16,99.67,521,3.0,1.0,0,1,0,0,1,1,0,0
+400000000,1,72.0,4,300.0,1320,12,87.58,1,3.0,1.0,0,1,1,0,0,0,0,1
+140000000,0,93.99,11,99.0,146,1,112.05,30,3.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,113.51,15,1704.0,2340,18,145.46,468,4.0,2.0,1,0,0,0,1,0,0,1
+375000000,1,59.92,22,2022.0,2065,14,81.21,1032,3.0,1.0,0,1,1,0,0,0,0,1
+261000000,0,84.965,14,3958.0,2947,29,105.89,1464,3.0,2.0,0,1,0,0,1,0,0,1
+62500000,0,43.9,4,90.0,500,14,51.4,400,2.0,1.0,0,1,0,0,1,0,0,1
+550000000,0,125.4,15,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
+107000000,0,48.45,1,320.0,630,9,55.8,170,3.0,1.0,0,1,0,0,1,0,0,1
+135000000,0,59.9882,2,522.0,524,6,79.3,224,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,84.9,8,342.0,299,4,107.0,259,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,84.32,3,912.0,912,8,107.46,72,3.0,1.0,1,0,0,0,1,1,0,0
+600000000,1,84.92,2,169.0,149,4,112.81,40,3.0,2.0,0,1,0,0,1,0,0,1
+217000000,0,59.97,4,220.0,216,2,81.27,54,3.0,1.0,0,1,0,0,1,0,0,1
+834000000,1,132.0263,18,549.0,308,2,168.6,76,4.0,2.0,0,1,0,0,1,0,0,1
+193000000,0,59.948,4,1497.0,1280,11,85.37,168,3.0,1.0,0,1,0,0,1,0,0,1
+240000000,1,62.22,8,4753.0,3169,30,82.38,464,2.0,1.0,0,1,0,0,1,1,0,0
+650000000,1,80.39,8,1842.0,1842,26,86.13,0,2.0,1.0,1,0,0,1,0,1,0,0
+267000000,0,84.9864,20,1846.0,1638,16,112.39,240,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,101.97,2,1075.0,660,10,122.42,180,4.0,2.0,1,0,0,1,0,0,0,1
+190000000,1,39.6,4,619.0,1556,12,51.86,630,2.0,1.0,1,0,0,1,0,1,0,0
+298000000,1,59.97,8,302.0,636,9,81.55,323,2.0,1.0,0,1,0,0,1,1,0,0
+598000000,1,84.69,12,97.0,150,1,102.54,150,3.0,2.0,0,1,1,0,0,0,0,1
+230500000,0,71.0496,12,542.0,526,6,98.22,112,3.0,2.0,0,1,0,0,1,0,0,1
+675000000,1,59.8848,13,753.0,738,11,79.41,376,3.0,2.0,1,0,0,1,0,0,0,1
+780000000,1,84.985,6,1080.0,982,14,104.05,408,3.0,2.0,0,1,1,0,0,0,0,1
+780000000,1,84.89,3,1122.0,732,10,115.17,144,3.0,2.0,1,0,0,1,0,0,0,1
+2270000000,1,198.22,8,3893.0,2444,28,240.16,72,5.0,3.0,1,0,0,1,0,0,0,1
+170000000,1,49.8,10,502.0,845,8,67.83,84,2.0,1.0,1,0,0,1,0,1,0,0
+94500000,0,58.01,11,2716.0,2716,20,76.81,1,2.0,1.0,0,1,1,0,0,1,0,0
+278000000,1,16.535999999999998,11,146.0,146,2,25.12,12,1.0,1.0,0,1,0,0,1,0,0,1
+1252400000,0,168.8988,36,3942.0,1788,3,247.63,156,3.0,2.0,1,0,1,0,0,0,0,1
+635000000,1,119.91,7,912.0,912,8,136.64,240,4.0,2.0,1,0,0,0,1,0,0,1
+240000000,1,59.34,14,255.0,295,4,81.67,105,2.0,1.0,0,1,0,0,1,1,0,0
+277000000,0,84.9772,3,1265.0,1090,10,116.27,492,3.0,2.0,0,1,0,0,1,0,0,1
+244000000,0,84.93,10,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
+255080000,0,122.9131,3,1362.0,763,15,148.59,188,4.0,2.0,0,1,0,1,0,0,0,1
+560000000,1,70.38,2,224.0,224,1,82.31,85,3.0,1.0,1,0,0,1,0,1,0,0
+369000000,0,145.918,5,4515.0,2637,30,178.11,490,4.0,2.0,0,1,0,0,1,0,0,1
+594000000,1,84.71,15,2615.0,2123,21,108.47,805,3.0,2.0,0,1,0,0,1,0,0,1
+242000000,1,59.88,1,141.0,134,2,84.23,60,2.0,1.0,0,1,0,0,1,1,0,0
+368000000,0,84.93,6,1351.0,1127,11,109.09,130,3.0,2.0,0,1,0,0,1,0,0,1
+1330000000,1,114.71,16,1767.0,1264,26,152.71,33,4.0,2.0,0,1,0,0,1,0,0,1
+74570000,0,59.98,8,287.0,387,2,85.83,106,3.0,1.0,0,1,0,0,1,1,0,0
+190000000,1,39.78,4,1800.0,3481,25,56.12,479,2.0,1.0,1,0,0,1,0,1,0,0
+708000000,1,114.99,10,1806.0,1497,25,145.43,82,4.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,122.58,8,878.0,1454,13,141.24,500,4.0,2.0,0,1,1,0,0,0,0,1
+713000000,1,84.721,7,176.0,136,2,107.76,54,3.0,2.0,0,1,0,0,1,0,0,1
+850000000,1,100.31,4,5540.0,5539,122,132.23,851,3.0,1.0,1,0,0,1,0,0,0,1
+204000000,0,59.76,6,682.0,824,9,80.55,272,3.0,1.0,1,0,0,1,0,0,0,1
+169000000,0,59.98,21,1035.0,1016,11,79.67,444,3.0,1.0,0,1,0,0,1,0,0,1
+535000000,0,100.945,27,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
+650000000,1,84.76700000000002,5,308.0,269,5,105.86,44,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,84.95100000000002,7,1077.0,976,15,106.77,445,3.0,2.0,0,1,0,0,1,1,0,0
+1450000000,1,115.05,9,2906.0,2435,21,135.89,336,4.0,2.0,1,0,0,1,0,0,0,1
+300000000,1,84.41,5,286.0,910,13,100.72,35,3.0,1.0,1,0,0,1,0,1,0,0
+340000000,0,134.97,1,2651.0,1898,16,160.89,338,4.0,2.0,0,1,0,0,1,0,0,1
+175000000,1,41.3,12,550.0,1430,14,59.5,300,2.0,1.0,0,1,1,0,0,1,0,0
+272000000,1,84.94,4,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
+377500000,1,93.81,8,500.0,317,3,117.7,40,3.0,2.0,1,0,0,0,1,0,0,1
+358300000,0,119.6109,10,2595.0,1564,14,153.85,71,4.0,2.0,0,1,0,0,1,0,0,1
+648000000,1,59.8,16,1025.0,991,8,81.33,116,3.0,1.0,0,1,0,0,1,1,0,0
+970000000,1,83.17,11,912.0,940,6,116.04,280,3.0,1.0,1,0,0,1,0,1,0,0
+167500000,0,59.9358,9,759.0,748,7,80.55,200,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,0,114.98,7,1573.0,1733,13,133.02,200,4.0,2.0,0,1,0,0,1,0,0,1
+129500000,0,59.66,6,61.0,116,1,77.85,18,3.0,1.0,0,1,0,0,1,0,0,1
+512000000,1,84.589,11,1678.0,1372,26,107.22,796,3.0,2.0,0,1,0,0,1,0,0,1
+530500000,0,219.5,1,857.0,375,14,257.52,19,4.0,2.0,1,0,0,1,0,0,0,1
+135000000,0,59.959,15,193.0,261,1,79.33,219,3.0,1.0,0,1,0,0,1,0,0,1
+597000000,1,84.94,10,1806.0,1497,25,112.17,176,4.0,2.0,0,1,0,0,1,0,0,1
+620000000,1,84.985,3,1080.0,982,14,104.05,408,3.0,2.0,0,1,1,0,0,0,0,1
+175000000,1,39.6,7,329.0,609,5,55.38,106,2.0,1.0,0,1,1,0,0,1,0,0
+600000000,1,84.99,6,650.0,561,15,107.86,28,3.0,2.0,0,1,0,0,1,0,0,1
+378000000,1,84.84,1,192.0,217,1,107.55,199,3.0,2.0,1,0,0,1,0,1,0,0
+400000000,0,186.65,18,287.0,612,6,217.57,72,4.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.94,18,546.0,472,9,108.7,76,3.0,2.0,0,1,0,0,1,0,0,1
+590000000,0,84.69200000000002,11,1100.0,1076,11,106.1,168,3.0,1.0,0,1,0,0,1,0,0,1
+330000000,1,84.552,8,531.0,384,8,112.82,237,3.0,2.0,0,1,0,0,1,0,0,1
+355000000,0,84.9453,24,195.0,142,2,111.23,94,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,1,59.26,10,877.0,895,9,79.85,315,2.0,1.0,0,1,0,0,1,1,0,0
+174000000,1,42.93,12,1849.0,1541,14,61.62,450,1.0,1.0,0,1,0,0,1,1,0,0
+412000000,0,162.27,17,1984.0,1848,24,191.08,88,4.0,2.0,1,0,0,1,0,0,0,1
+78610000,0,59.4,7,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
+196000000,0,84.54,12,796.0,796,8,102.48,384,3.0,2.0,0,1,0,0,1,0,0,1
+284000000,0,84.9551,4,450.0,223,3,109.48,19,3.0,2.0,0,1,0,0,1,0,0,1
+76000000,0,59.7,5,1098.0,1110,8,72.93,300,3.0,1.0,0,1,0,0,1,0,0,1
+460000000,1,114.34,17,254.0,230,2,146.89,37,4.0,2.0,0,1,0,0,1,0,0,1
+528000000,1,31.402,7,1529.0,1144,17,47.93,211,1.0,1.0,1,0,0,1,0,0,0,1
+590000000,1,132.96,12,4932.0,4509,31,164.28,1008,4.0,2.0,0,1,1,0,0,0,0,1
+170000000,1,49.77,3,170.0,290,5,66.69,180,3.0,1.0,0,1,0,0,1,0,0,1
+332000000,1,84.8,6,113.0,105,1,109.82,51,3.0,2.0,0,1,0,0,1,0,0,1
+2000000000,1,94.49,25,2454.0,1278,13,125.95,230,3.0,2.0,1,0,0,1,0,0,0,1
+174000000,1,84.05,18,134.0,126,1,106.49,18,3.0,2.0,0,1,0,0,1,1,0,0
+325000000,1,59.64,6,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+748870000,1,84.03,18,289.0,232,2,113.23,60,3.0,2.0,0,1,0,0,1,0,0,1
+465000000,0,144.48,5,2381.0,1391,14,179.62,93,4.0,2.0,0,1,0,0,1,0,0,1
+588220000,1,114.9,6,1344.0,1106,16,141.34,56,4.0,2.0,0,1,0,0,1,0,0,1
+187000000,0,78.1919,5,660.0,560,8,98.39,94,3.0,2.0,0,1,0,0,1,0,0,1
+88000000,0,59.9942,21,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
+485000000,1,59.94,11,1096.0,1017,11,81.92,222,3.0,1.0,0,1,1,0,0,1,0,0
+290000000,1,84.82,14,1581.0,1421,16,107.82,191,3.0,2.0,1,0,0,1,0,0,0,1
+137000000,0,84.97,22,479.0,432,4,109.46,177,3.0,2.0,0,1,0,0,1,0,0,1
+230000000,1,39.96,1,893.0,2433,14,57.07,451,2.0,1.0,1,0,0,1,0,1,0,0
+784330000,1,114.218,22,1049.0,559,3,155.92,88,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,84.99,13,626.0,626,4,104.62,506,3.0,2.0,0,1,0,0,1,0,0,1
+418000000,1,84.98,15,993.0,689,11,111.27,15,3.0,2.0,0,1,0,0,1,0,0,1
+620000000,1,59.862,15,672.0,707,12,76.03,108,3.0,2.0,0,1,0,0,1,0,0,1
+326000000,1,59.732,12,525.0,445,9,79.19,103,3.0,2.0,0,1,0,0,1,0,0,1
+225000000,1,59.34,16,3146.0,2810,25,76.73,770,3.0,1.0,0,1,0,0,1,1,0,0
+81500000,0,59.8,8,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
+189000000,0,84.8,17,2919.0,2290,20,114.17,677,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,84.8726,11,202.0,178,3,104.96,87,3.0,2.0,0,1,0,0,1,0,0,1
+373500000,1,59.64,13,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+216350000,0,84.6588,1,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
+333000000,1,84.8768,12,648.0,554,7,110.02,554,3.0,2.0,0,1,0,0,1,0,0,1
+343000000,0,127.2641,16,1460.0,911,15,160.57,143,4.0,2.0,0,1,0,0,1,0,0,1
+129000000,0,84.93,5,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
+282500000,0,59.1416,8,3400.0,3160,30,82.58,15,3.0,2.0,0,1,0,0,1,0,0,1
+215000000,1,39.82,2,893.0,2433,14,56.98,372,2.0,1.0,1,0,0,1,0,1,0,0
+875000000,1,81.84,4,400.0,271,4,101.41,150,3.0,2.0,0,1,0,0,1,0,0,1
+540000000,1,115.299,4,414.0,378,6,136.17,27,4.0,2.0,0,1,0,0,1,0,0,1
+356000000,1,80.19,9,198.0,182,3,100.12,36,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,50.18,9,1225.0,910,7,67.76,630,2.0,1.0,0,1,1,0,0,1,0,0
+738000000,1,101.99,11,690.0,468,7,124.34,228,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.97,8,615.0,545,7,116.31,231,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,27.68,13,7876.0,5563,65,42.6,244,1.0,1.0,1,0,0,1,0,0,0,1
+345000000,1,84.57,20,880.0,880,6,107.25,280,3.0,2.0,0,1,0,0,1,0,0,1
+129500000,0,84.28,12,900.0,900,11,101.68,600,3.0,2.0,0,1,0,0,1,0,0,1
+425000000,1,84.844,10,1693.0,1377,18,111.12,671,3.0,2.0,0,1,0,0,1,0,0,1
+378000000,0,84.95,12,384.0,192,2,101.48,28,3.0,2.0,1,0,1,0,0,0,0,1
+710000000,1,84.6099,15,1971.0,1559,22,109.19,649,3.0,2.0,0,1,0,0,1,0,0,1
+394000000,0,84.6389,15,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,0,49.73,22,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
+152000000,0,84.7504,7,712.0,705,7,107.51,409,3.0,2.0,0,1,0,0,1,0,0,1
+460000000,1,114.99,3,2721.0,2002,25,143.41,487,4.0,2.0,0,1,0,0,1,0,0,1
+955000000,1,132.1,10,900.0,893,6,143.23,126,4.0,2.0,1,0,0,1,0,0,0,1
+480000000,1,78.86,4,194.0,136,1,105.3,12,3.0,2.0,0,1,0,0,1,0,0,1
+379000000,1,59.99,6,1426.0,1332,20,79.34,252,3.0,2.0,0,1,0,0,1,0,0,1
+460000000,1,84.98,6,1415.0,1102,14,107.12,429,3.0,2.0,0,1,0,0,1,0,0,1
+325000000,0,84.88799999999998,11,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
+208000000,0,111.41,14,660.0,820,9,134.41,172,4.0,2.0,0,1,0,0,1,0,0,1
+620000000,1,114.97,4,1535.0,1410,19,142.42,310,4.0,2.0,0,1,0,0,1,0,0,1
+247000000,1,66.48,11,1252.0,1668,18,85.83,162,3.0,1.0,1,0,0,1,0,0,0,1
+1780000000,1,119.58,14,1171.0,768,11,154.27,140,4.0,2.0,1,0,0,1,0,0,0,1
+430000000,1,49.5,2,1410.0,1403,7,70.45,419,3.0,1.0,1,0,0,1,0,1,0,0
+232000000,1,59.55,4,56.0,129,9,73.62,32,2.0,1.0,0,1,0,0,1,0,0,1
+348000000,1,59.75,13,346.0,402,3,81.87,173,3.0,1.0,0,1,0,0,1,0,0,1
+575000000,1,116.98,5,350.0,292,6,147.51,38,4.0,2.0,0,1,0,0,1,0,0,1
+188000000,1,41.85,8,198.0,505,6,56.83,0,1.0,1.0,1,0,0,1,0,1,0,0
+270000000,1,66.7,12,1300.0,1342,10,88.5,620,2.0,1.0,0,1,1,0,0,1,0,0
+125000000,0,49.73,18,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
+145500000,1,45.9,6,2800.0,2830,23,64.82,360,2.0,1.0,1,0,0,1,0,1,0,0
+138000000,1,59.4,6,1704.0,2340,18,79.34,324,3.0,1.0,1,0,0,0,1,1,0,0
+464000000,1,114.66,17,1602.0,1253,15,142.1,122,4.0,2.0,0,1,0,0,1,0,0,1
+140000000,0,59.99,14,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+94000000,0,83.94,14,142.0,200,1,104.11,40,3.0,2.0,0,1,0,0,1,0,0,1
+615000000,1,114.919,5,426.0,297,2,148.76,121,4.0,2.0,0,1,0,0,1,0,0,1
+439000000,1,84.93700000000003,10,328.0,288,5,122.72,288,3.0,2.0,0,1,0,0,1,0,0,1
+245000000,0,84.99,24,1849.0,1691,16,107.53,628,3.0,2.0,0,1,0,0,1,0,0,1
+214000000,0,84.85,2,1167.0,1158,13,108.22,254,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,59.49,11,680.0,2256,20,81.7,526,3.0,1.0,1,0,0,1,0,1,0,0
+445000000,1,58.99,9,1580.0,1330,22,79.48,129,3.0,2.0,0,1,0,0,1,0,0,1
+57500000,0,59.92,16,561.0,885,5,78.02,693,2.0,1.0,0,1,0,0,1,0,0,1
+400000000,1,59.92,21,2721.0,2002,25,82.27,709,3.0,1.0,0,1,0,0,1,0,0,1
+184000000,0,59.89,10,735.0,722,9,80.35,70,2.0,1.0,0,1,0,0,1,0,0,1
+104000000,0,59.76,18,1789.0,1669,10,80.01,675,3.0,1.0,0,1,1,0,0,1,0,0
+1760000000,1,140.36,13,216.0,117,2,166.07,76,4.0,2.0,1,0,0,1,0,0,0,1
+320000000,0,84.6628,10,360.0,324,3,111.31,216,3.0,2.0,0,1,0,0,1,0,0,1
+378000000,1,50.03,8,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
+1225000000,1,82.61,15,3930.0,3930,30,119.0,750,4.0,1.0,1,0,0,1,0,1,0,0
+120000000,0,57.09,11,800.0,1000,9,78.3,600,3.0,1.0,0,1,0,0,1,1,0,0
+95000000,0,59.79,8,390.0,478,2,74.92,192,3.0,1.0,0,1,0,0,1,0,0,1
+500000000,0,61.09,5,3240.0,3060,33,81.04,168,3.0,1.0,0,1,1,0,0,1,0,0
+362000000,1,67.01,8,187.0,206,3,85.09,10,3.0,1.0,0,1,0,0,1,0,0,1
+486500000,1,84.76,20,354.0,354,3,98.53,102,3.0,2.0,0,1,0,0,1,0,0,1
+257940000,0,107.89,15,948.0,540,4,127.21,128,4.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,84.94,11,215.0,179,2,108.77,90,3.0,2.0,0,1,0,0,1,0,0,1
+103500000,0,84.86,2,672.0,672,13,95.52,120,3.0,2.0,0,1,1,0,0,0,0,1
+1395000000,1,136.38,5,460.0,418,6,160.79,286,4.0,2.0,0,1,1,0,0,0,0,1
+325000000,1,84.94,12,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
+503000000,0,90.993,20,3728.0,1631,3,135.15,46,2.0,2.0,0,1,0,0,1,0,0,1
+114600000,0,73.94,17,486.0,486,4,94.21,225,3.0,1.0,0,1,0,0,1,0,0,1
+895000000,1,105.52,1,373.0,196,4,124.96,13,3.0,2.0,1,0,0,1,0,0,0,1
+327500000,1,58.96,13,246.0,367,2,80.24,225,3.0,1.0,0,1,0,0,1,1,0,0
+168000000,0,60.0,13,200.0,124,2,85.95,60,3.0,1.0,1,0,0,1,0,1,0,0
+192000000,0,59.99,16,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+396000000,1,84.98,4,890.0,640,7,108.75,308,3.0,2.0,0,1,0,0,1,0,0,1
+590000000,1,65.25,3,1306.0,1640,37,84.22,180,2.0,1.0,1,0,0,1,0,1,0,0
+119000000,0,57.06,20,541.0,987,13,76.77,209,2.0,1.0,0,1,0,0,1,1,0,0
+790000000,1,123.76,4,492.0,410,5,145.15,156,4.0,2.0,0,1,0,0,1,0,0,1
+187000000,1,43.2,4,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
+339000000,1,59.675,9,917.0,782,15,77.53,185,3.0,2.0,0,1,0,0,1,0,0,1
+64000000,0,53.84,5,140.0,280,7,60.21,80,2.0,1.0,0,1,0,0,1,0,1,0
+830000000,1,58.2,14,258.0,243,2,80.88,153,2.0,1.0,1,0,0,1,0,1,0,0
+435000000,1,78.665,23,1488.0,1244,16,100.42,637,3.0,2.0,0,1,0,0,1,0,0,1
+255000000,0,75.5781,6,1888.0,1500,17,98.42,200,3.0,2.0,1,0,0,1,0,0,0,1
+310000000,1,60.38,7,600.0,592,4,86.47,209,3.0,1.0,0,1,0,0,1,1,0,0
+108000000,0,49.94,9,482.0,900,8,73.02,537,2.0,1.0,0,1,0,0,1,1,0,0
+188500000,0,84.9848,8,1024.0,989,10,116.0,469,3.0,2.0,0,1,0,0,1,0,0,1
+395000000,1,46.75,4,981.0,1550,12,59.34,133,2.0,1.0,1,0,0,1,0,1,0,0
+157000000,0,59.85,5,753.0,741,6,79.37,441,3.0,1.0,0,1,0,0,1,0,0,1
+144000000,1,49.94,14,1710.0,1710,10,72.95,120,2.0,1.0,0,1,1,0,0,1,0,0
+57500000,0,43.67,3,21.0,132,2,54.81,23,2.0,1.0,0,1,0,0,1,0,0,1
+390000000,1,102.15,2,955.0,1089,8,108.03,154,0.0,0.0,0,1,1,0,0,1,0,0
+179000000,1,66.03,3,824.0,837,6,84.56,173,2.0,1.0,0,1,1,0,0,1,0,0
+337500000,0,126.638,13,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
+327000000,0,102.52,24,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
+130000000,0,57.26,1,480.0,480,11,62.5,110,3.0,1.0,0,1,0,0,1,0,0,1
+247000000,0,85.87,8,340.0,414,5,103.74,234,3.0,2.0,0,1,0,0,1,0,0,1
+275000000,0,84.76,19,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
+130000000,1,44.52,11,78.0,1800,10,59.2,1800,2.0,1.0,0,1,1,0,0,1,0,0
+415000000,1,84.74,7,2561.0,2134,26,98.36,300,3.0,1.0,0,1,0,0,1,0,0,1
+801600000,1,106.72,4,180.0,180,3,114.41,88,3.0,1.0,1,0,0,1,0,1,0,0
+106500000,1,39.6,10,619.0,1556,12,51.86,630,2.0,1.0,1,0,0,1,0,1,0,0
+1280000000,1,116.19,4,4113.0,2678,35,144.32,678,4.0,2.0,1,0,0,1,0,0,0,1
+382700000,0,123.307,1,5755.0,3000,15,164.91,623,4.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,84.89,18,286.0,265,2,109.18,75,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,1,59.78,11,481.0,460,2,87.26,233,3.0,1.0,0,1,0,0,1,1,0,0
+290000000,1,57.09,8,76.0,226,2,71.86,140,3.0,1.0,0,1,0,0,1,1,0,0
+288000000,1,84.6,2,730.0,845,8,106.11,300,3.0,2.0,0,1,0,0,1,0,0,1
+265000000,1,59.94,2,787.0,768,4,85.94,309,3.0,1.0,0,1,0,0,1,1,0,0
+295000000,1,59.96,21,693.0,532,7,80.54,111,3.0,2.0,0,1,0,0,1,0,0,1
+485000000,0,131.7788,23,857.0,390,4,167.01,152,3.0,2.0,0,1,0,0,1,0,0,1
+407000000,1,84.65899999999998,3,151.0,132,1,110.08,132,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,72.29,6,713.0,969,11,79.34,84,3.0,1.0,0,1,1,0,0,1,0,0
+353000000,1,59.25,15,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
+765000000,0,151.2798,19,2446.0,1149,9,185.41,228,4.0,2.0,0,1,0,0,1,0,0,1
+90500000,1,41.3,9,2123.0,2136,17,58.59,540,2.0,1.0,1,0,0,1,0,1,0,0
+950000000,1,96.98,9,816.0,678,9,104.98,166,3.0,1.0,1,0,0,1,0,0,0,1
+1035000000,1,171.53,34,589.0,384,2,211.57,31,4.0,2.0,0,1,0,0,1,0,0,1
+117000000,0,84.93,6,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,0,84.6528,10,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
+463000000,1,114.59,1,672.0,480,5,143.54,114,4.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,84.66,10,320.0,333,4,109.29,21,3.0,2.0,0,1,1,0,0,0,0,1
+950000000,1,100.31,7,5540.0,5539,122,132.23,851,3.0,1.0,1,0,0,1,0,0,0,1
+770000000,1,114.97,1,2275.0,1656,28,139.88,470,4.0,2.0,0,1,0,0,1,0,0,1
+245000000,1,59.59,13,802.0,860,8,81.0,275,3.0,1.0,0,1,0,0,1,1,0,0
+294740000,0,84.99,3,932.0,841,29,111.85,80,3.0,2.0,0,1,0,0,1,0,0,1
+61570000,0,51.2689,12,423.0,476,2,75.8,37,2.0,1.0,0,1,0,0,1,1,0,0
+763000000,1,81.84,9,400.0,271,4,101.41,150,3.0,2.0,0,1,0,0,1,0,0,1
+90000000,0,44.82,6,372.0,372,6,51.56,372,2.0,1.0,0,1,0,0,1,0,0,1
+367000000,1,59.99,13,512.0,430,9,79.52,102,3.0,2.0,0,1,0,0,1,0,0,1
+183000000,1,41.3,11,4471.0,2634,21,60.56,90,2.0,1.0,1,0,0,1,0,1,0,0
+1450000000,1,72.51,2,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
+135000000,0,84.97,21,774.0,763,6,110.53,268,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,1,40.95,2,384.0,384,4,59.5,102,1.0,1.0,1,0,0,1,0,1,0,0
+62170000,0,49.82,15,1440.0,1780,16,67.69,320,2.0,1.0,0,1,0,0,1,1,0,0
+376000000,1,84.853,12,251.0,222,3,116.49,20,3.0,2.0,0,1,0,0,1,0,0,1
+696000000,1,84.98,17,2780.0,2198,40,109.07,584,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,49.8,11,554.0,1004,6,70.18,494,2.0,1.0,1,0,0,1,0,1,0,0
+113000000,0,59.94600000000001,5,895.0,852,12,79.91,372,3.0,1.0,1,0,0,1,0,0,0,1
+517000000,1,74.19,12,1879.0,3100,34,89.25,240,2.0,1.0,1,0,0,1,0,1,0,0
+340000000,1,84.71,13,223.0,216,2,107.09,99,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,84.969,8,170.0,155,2,107.23,42,3.0,2.0,0,1,0,0,1,0,0,1
+629000000,1,84.96,9,2924.0,2397,31,112.21,660,3.0,2.0,0,1,0,0,1,0,0,1
+468000000,1,84.985,3,1153.0,850,21,108.04,434,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,114.95,15,373.0,366,4,141.23,54,4.0,2.0,0,1,0,0,1,0,0,1
+423000000,1,114.75,18,2366.0,1971,28,141.56,396,4.0,2.0,0,1,0,0,1,0,0,1
+180000000,0,84.99,4,2716.0,2302,24,107.86,1028,3.0,2.0,0,1,0,0,1,0,0,1
+319500000,1,31.5,13,455.0,492,1,42.97,30,1.0,1.0,0,1,1,0,0,1,0,0
+139000000,0,59.075,16,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
+91640000,1,39.98,1,1200.0,800,7,57.61,325,2.0,1.0,0,1,0,0,1,1,0,0
+650000000,1,84.98,3,523.0,392,5,106.07,235,3.0,2.0,0,1,0,0,1,0,0,1
+573000000,1,77.7418,20,729.0,734,7,97.53,20,3.0,2.0,0,1,0,0,1,0,0,1
+395000000,1,84.89,1,530.0,412,14,108.83,195,3.0,2.0,1,0,0,1,0,0,0,1
+275990000,0,106.064,6,4697.0,3462,49,137.0,0,3.0,2.0,0,1,0,0,1,0,0,1
+368000000,1,59.22,7,1800.0,3481,25,83.54,150,3.0,1.0,1,0,0,1,0,1,0,0
+720000000,1,118.25,13,1710.0,855,6,136.64,90,0.0,0.0,0,1,1,0,0,0,0,1
+74500000,0,59.959,19,193.0,261,1,79.33,219,3.0,1.0,0,1,0,0,1,0,0,1
+383000000,1,84.97,13,3940.0,3003,25,109.57,1066,3.0,2.0,0,1,0,0,1,0,0,1
+489000000,0,100.945,36,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
+245000000,1,58.01,3,823.0,2646,28,80.26,1300,2.0,1.0,1,0,0,1,0,1,0,0
+230000000,1,48.6,9,505.0,700,7,69.23,356,2.0,1.0,1,0,0,1,0,1,0,0
+148700000,0,41.3,14,1578.0,2544,18,58.74,718,2.0,1.0,0,1,0,0,1,1,0,0
+270000000,1,59.91,10,421.0,440,6,82.65,117,3.0,1.0,1,0,0,1,0,1,0,0
+255000000,1,53.14,12,360.0,1980,12,63.18,240,3.0,1.0,1,0,0,1,0,0,0,1
+190000000,1,44.52,10,78.0,1800,10,59.2,1800,2.0,1.0,0,1,1,0,0,1,0,0
+875000000,1,59.93,5,554.0,391,8,81.95,75,3.0,1.0,1,0,0,1,0,1,0,0
+536870000,1,84.73,3,105.0,178,10,112.1,21,3.0,2.0,0,1,0,0,1,0,1,0
+645000000,1,84.49,13,748.0,719,9,107.64,216,3.0,2.0,0,1,0,0,1,0,0,1
+298000000,0,84.99,13,1551.0,1124,21,113.07,79,3.0,2.0,0,1,0,0,1,0,0,1
+112500000,0,59.6,10,682.0,824,9,80.33,552,3.0,1.0,1,0,0,1,0,0,0,1
+450000000,1,84.63,7,134.0,111,1,110.37,17,3.0,2.0,1,0,0,1,0,0,0,1
+297000000,1,59.96,9,459.0,602,7,84.83,80,3.0,1.0,0,1,1,0,0,1,0,0
+225000000,1,57.36,3,440.0,366,1,74.99,1,1.0,1.0,0,1,0,0,1,1,0,0
+325000000,0,84.94,13,313.0,202,2,108.85,46,3.0,2.0,0,1,0,0,1,0,1,0
+420000000,1,59.99,18,1306.0,1125,15,78.45,452,3.0,1.0,0,1,0,0,1,0,0,1
+548000000,1,84.0,4,381.0,708,6,102.85,0,3.0,2.0,1,0,0,1,0,0,0,1
+170000000,1,43.35,3,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
+525000000,1,107.05,1,2488.0,1244,28,124.14,80,4.0,2.0,1,0,0,1,0,0,0,1
+235000000,1,49.92,15,390.0,713,6,65.65,267,3.0,1.0,1,0,0,1,0,1,0,0
+710000000,1,83.06,13,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
+155000000,1,59.34,6,3146.0,2810,25,76.73,770,3.0,1.0,0,1,0,0,1,1,0,0
+75500000,0,84.18,25,193.0,176,1,115.7,88,3.0,2.0,0,1,0,0,1,0,0,1
+2647000000,1,161.19,6,720.0,960,13,176.88,145,5.0,2.0,1,0,0,1,0,0,0,1
+1945000000,1,132.179,21,6075.0,3410,44,166.05,116,4.0,2.0,1,0,0,1,0,0,0,1
+280000000,0,139.9,17,3776.0,3382,35,168.06,200,4.0,2.0,0,1,0,0,1,0,0,1
+272500000,1,49.94,10,4471.0,2634,21,71.02,480,2.0,1.0,1,0,0,1,0,0,0,1
+340000000,1,59.64,13,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+207500000,1,84.17,6,282.0,445,5,97.41,207,3.0,2.0,0,1,0,0,1,0,0,1
+234000000,0,77.1,2,2277.0,1728,25,98.59,46,3.0,2.0,0,1,0,0,1,0,0,1
+428000000,0,84.9579,21,754.0,478,6,116.72,127,3.0,2.0,0,1,0,0,1,0,0,1
+180000000,0,58.804,16,655.0,655,10,74.08,289,3.0,1.0,1,0,0,1,0,0,0,1
+290000000,1,84.96,11,92.0,118,1,108.24,46,3.0,2.0,0,1,0,0,1,0,0,1
+574000000,1,72.7,1,453.0,648,9,93.44,96,3.0,1.0,1,0,0,1,0,0,0,1
+237680000,0,84.99,36,1066.0,690,4,107.13,71,3.0,2.0,0,1,0,0,1,0,0,1
+78000000,0,84.87,14,52.0,118,1,105.38,76,3.0,2.0,0,1,0,0,1,0,0,1
+272000000,0,84.36,6,952.0,896,10,105.82,180,3.0,1.0,1,0,0,1,0,0,0,1
+350000000,1,51.03,12,407.0,930,8,66.1,390,3.0,1.0,1,0,0,1,0,1,0,0
+113500000,0,59.77,10,865.0,981,9,82.58,441,3.0,1.0,0,1,0,0,1,0,0,1
+1150000000,1,118.25,9,912.0,912,8,136.64,240,4.0,2.0,1,0,0,0,1,0,0,1
+120000000,0,46.94,3,90.0,500,14,54.45,100,2.0,1.0,0,1,0,0,1,0,0,1
+460000000,1,114.65,6,1126.0,864,22,133.27,198,4.0,2.0,0,1,0,0,1,0,0,1
+242000000,1,59.94,3,1096.0,1017,11,81.92,222,3.0,1.0,0,1,1,0,0,1,0,0
+430000000,1,79.07,12,4471.0,2634,21,105.54,240,3.0,1.0,1,0,0,1,0,1,0,0
+520000000,0,134.6549,10,1428.0,714,14,156.6,116,4.0,2.0,0,1,0,0,1,0,0,1
+210000000,1,59.42,4,104.0,123,2,76.09,58,3.0,1.0,0,1,0,0,1,0,0,1
+410000000,1,105.84,14,2561.0,2134,26,120.08,210,4.0,2.0,0,1,0,0,1,0,0,1
+337000000,1,59.25,13,912.0,912,8,76.96,330,2.0,1.0,1,0,0,0,1,1,0,0
+125000000,1,16.396,14,206.0,264,1,24.96,8,1.0,1.0,0,1,0,0,1,1,0,0
+300000000,1,84.87,13,286.0,278,2,110.39,77,3.0,2.0,0,1,0,0,1,0,0,1
+201500000,0,84.945,6,187.0,178,1,98.17,30,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,1,59.67,7,500.0,499,3,79.34,222,2.0,1.0,0,1,0,0,1,1,0,0
+160000000,1,39.76,4,984.0,2547,18,52.16,387,2.0,1.0,1,0,0,1,0,1,0,0
+440000000,1,87.57,13,342.0,600,3,115.32,600,3.0,2.0,1,0,0,1,0,1,0,0
+169000000,1,59.63,8,175.0,180,1,91.15,80,3.0,1.0,0,1,0,0,1,1,0,0
+209000000,0,77.1,2,3410.0,1926,29,98.91,130,3.0,2.0,0,1,0,0,1,0,0,1
+950000000,1,84.8,6,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
+1200000000,1,95.03,12,783.0,1368,15,115.7,0,3.0,1.0,1,0,0,1,0,1,0,0
+250000000,1,58.59,3,2561.0,2134,26,76.21,513,3.0,1.0,0,1,0,0,1,1,0,0
+400000000,0,102.52,20,2381.0,1391,14,133.32,336,3.0,2.0,0,1,0,0,1,0,0,1
+435000000,1,84.87799999999999,24,1054.0,886,11,110.77,250,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,84.08,13,457.0,478,4,103.13,124,3.0,2.0,1,0,0,1,0,0,0,1
+410000000,1,114.97,26,3940.0,3003,25,145.55,524,4.0,2.0,0,1,0,0,1,0,0,1
+142000000,0,59.99,18,125.0,217,1,79.99,128,3.0,1.0,0,1,0,0,1,0,0,1
+314500000,1,84.969,6,170.0,155,2,106.85,8,3.0,2.0,0,1,0,0,1,0,0,1
+574800000,0,182.7637,10,2733.0,1598,19,230.41,165,4.0,2.0,0,1,0,0,1,0,0,1
+138000000,0,79.05,13,223.0,478,3,94.92,86,3.0,2.0,0,1,0,0,1,0,0,1
+715000000,0,100.945,9,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
+289000000,1,59.96,13,693.0,532,7,80.54,111,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,84.42,9,123.0,120,1,127.28,43,3.0,2.0,0,1,0,0,1,1,0,0
+282000000,0,144.48,5,2381.0,1391,14,179.62,93,4.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,84.81,11,1767.0,1264,26,112.5,137,3.0,2.0,0,1,0,0,1,0,0,1
+97000000,0,52.02,4,245.0,245,6,62.44,30,3.0,1.0,0,1,0,0,1,0,0,1
+433000000,1,84.98,6,294.0,265,2,99.03,154,3.0,2.0,0,1,0,0,1,0,0,1
+478000000,1,84.689,3,989.0,795,10,116.82,68,3.0,2.0,1,0,0,1,0,0,0,1
+286500000,1,59.65,10,632.0,573,4,84.19,257,3.0,1.0,0,1,0,0,1,1,0,0
+296000000,1,59.94,9,445.0,437,5,87.71,200,3.0,1.0,0,1,0,0,1,1,0,0
+353000000,1,83.21,8,1930.0,1482,9,107.43,670,3.0,2.0,0,1,0,0,1,0,0,1
+815000000,1,50.64,4,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
+175000000,0,59.9645,13,712.0,705,7,81.16,254,3.0,2.0,0,1,0,0,1,0,0,1
+462000000,1,84.49,3,1344.0,1106,16,107.48,56,3.0,2.0,0,1,0,0,1,0,0,1
+700000000,1,118.25,8,1299.0,1080,8,137.65,180,0.0,0.0,0,1,1,0,0,0,0,1
+336500000,1,59.76,6,652.0,642,9,80.71,342,3.0,1.0,1,0,0,1,0,0,0,1
+388500000,0,84.8,21,2919.0,2290,20,114.17,677,3.0,2.0,0,1,0,0,1,0,0,1
+279000000,0,59.937,17,3958.0,2947,29,79.38,518,3.0,2.0,0,1,0,0,1,0,0,1
+468000000,1,84.74,12,831.0,748,10,110.52,80,3.0,2.0,1,0,0,1,0,0,0,1
+138000000,0,59.9349,9,624.0,607,8,85.84,345,3.0,1.0,0,1,0,0,1,0,0,1
+620000000,1,84.99,13,1267.0,1230,22,115.7,70,3.0,2.0,0,1,0,0,1,0,0,1
+145000000,0,59.96100000000001,4,393.0,412,3,78.5,77,3.0,1.0,0,1,0,0,1,0,0,1
+250000000,1,84.33,9,528.0,660,6,112.4,226,3.0,1.0,0,1,1,0,0,1,0,0
+75000000,0,59.794,4,174.0,298,1,81.44,298,2.0,1.0,0,1,0,0,1,1,0,0
+350000000,1,59.92,11,1152.0,1161,16,84.88,74,3.0,2.0,0,1,0,0,1,0,0,1
+72000000,0,83.36,10,85.0,365,4,110.28,56,3.0,2.0,0,1,0,0,1,0,0,1
+565000000,0,126.9004,25,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
+185000000,0,51.036,11,379.0,231,2,65.69,22,2.0,1.0,0,1,0,0,1,0,0,1
+188000000,1,49.5,13,1800.0,3481,25,69.83,1177,3.0,1.0,1,0,0,1,0,1,0,0
+287500000,0,84.99,24,1989.0,1901,15,103.02,748,3.0,2.0,0,1,0,0,1,0,0,1
+80000000,0,53.67,6,21.0,132,2,65.96,47,3.0,1.0,0,1,0,0,1,0,0,1
+350000000,1,84.99,1,3060.0,2412,31,109.78,1182,3.0,2.0,0,1,0,0,1,0,0,1
+880000000,1,49.56,5,2500.0,5040,124,49.58,60,2.0,1.0,0,1,0,0,1,0,0,1
+1315000000,1,122.81,1,1122.0,732,10,158.1,348,4.0,2.0,1,0,0,1,0,0,0,1
+154000000,0,84.986,3,166.0,163,3,112.78,149,3.0,2.0,0,1,0,0,1,0,0,1
+352000000,1,60.0,4,1064.0,813,9,81.63,244,3.0,2.0,0,1,0,0,1,0,0,1
+628000000,1,59.99,9,1806.0,1497,25,85.55,122,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,58.46,1,2328.0,2328,18,80.31,528,2.0,1.0,1,0,0,1,0,1,0,0
+170000000,1,48.54,5,228.0,291,1,60.15,116,1.0,1.0,0,1,0,0,1,1,0,0
+91000000,0,84.97,16,541.0,987,13,102.63,548,3.0,2.0,0,1,0,0,1,0,0,1
+900000000,1,120.95,11,4890.0,3293,51,158.37,338,4.0,2.0,1,0,0,1,0,0,0,1
+433000000,1,53.88,13,1285.0,2550,34,74.74,480,2.0,1.0,1,0,0,1,0,1,0,0
+455000000,1,73.133,18,2554.0,2462,31,100.88,702,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,1,84.94,2,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
+87000000,0,59.71,19,178.0,240,1,77.37,24,3.0,1.0,0,1,0,0,1,0,0,1
+268000000,1,84.5,11,110.0,114,1,113.85,51,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,84.92,18,4804.0,3830,54,111.06,442,3.0,2.0,0,1,0,0,1,0,0,1
+722000000,1,84.99,2,4418.0,2603,37,111.54,37,3.0,2.0,1,0,0,1,0,0,0,1
+217000000,1,43.92,20,1314.0,1162,7,56.68,219,1.0,1.0,0,1,1,0,0,1,0,0
+380000000,1,59.98,4,136.0,116,1,80.16,47,3.0,1.0,0,1,0,0,1,1,0,0
+320000000,1,59.61,19,917.0,782,15,78.54,70,2.0,2.0,0,1,0,0,1,0,0,1
+232000000,1,35.22,15,285.0,365,1,50.63,279,1.0,1.0,0,1,0,0,1,0,0,1
+190000000,0,84.98,12,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+155000000,1,58.01,4,1120.0,2213,26,80.26,580,2.0,1.0,1,0,0,1,0,1,0,0
+430000000,1,80.54,9,685.0,540,9,109.29,302,3.0,2.0,0,1,0,0,1,0,0,1
+341000000,0,145.918,23,4515.0,2637,30,178.11,490,4.0,2.0,0,1,0,0,1,0,0,1
+255000000,0,128.6563,15,785.0,499,9,155.69,118,4.0,2.0,0,1,0,0,1,0,0,1
+760000000,1,82.81,12,196.0,171,4,103.86,74,3.0,2.0,0,1,0,0,1,0,0,1
+203000000,1,41.58,18,147.0,203,1,58.21,16,1.0,1.0,0,1,0,0,1,1,0,0
+210500000,1,39.6,9,486.0,1624,10,56.91,626,2.0,1.0,1,0,0,1,0,1,0,0
+132000000,0,82.74,9,52.0,137,1,96.91,49,3.0,2.0,0,1,0,0,1,0,0,1
+1240000000,1,100.92,12,479.0,309,4,132.48,100,4.0,2.0,1,0,0,1,0,0,0,1
+410000000,0,84.93,9,1187.0,1084,11,106.77,438,3.0,1.0,1,0,0,0,1,0,0,1
+455000000,1,102.0,3,5402.0,5387,49,127.98,248,4.0,2.0,0,1,1,0,0,0,0,1
+324500000,0,84.274,3,5755.0,3000,15,114.98,98,3.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,84.92,13,201.0,199,1,111.86,61,3.0,2.0,0,1,0,0,1,0,0,1
+66050000,0,49.14,9,700.0,990,7,64.38,0,2.0,1.0,0,1,0,0,1,0,1,0
+157000000,0,58.01,15,2716.0,2716,20,76.58,90,2.0,1.0,0,1,1,0,0,1,0,0
+135000000,0,84.97,11,516.0,1118,14,101.97,818,3.0,2.0,0,1,0,0,1,0,0,1
+850000000,1,84.3884,2,4580.0,3885,51,110.94,167,3.0,2.0,0,1,0,0,1,0,0,1
+248000000,0,84.9926,9,829.0,703,7,110.33,254,3.0,2.0,0,1,0,0,1,0,0,1
+235000000,0,71.6967,16,608.0,548,7,97.95,122,3.0,2.0,0,1,0,0,1,0,0,1
+162000000,0,84.78,14,192.0,194,2,103.33,163,3.0,1.0,0,1,0,0,1,0,0,1
+127000000,0,49.08,13,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+94000000,0,41.3,8,2716.0,2716,20,57.29,810,2.0,1.0,0,1,1,0,0,1,0,0
+900000000,1,49.56,5,2500.0,5040,124,49.58,60,2.0,1.0,0,1,0,0,1,0,0,1
+241000000,1,59.88,8,2366.0,1971,28,85.56,115,3.0,1.0,0,1,0,0,1,0,0,1
+215000000,0,84.9961,21,1989.0,1973,18,114.9,529,3.0,2.0,0,1,0,0,1,0,0,1
+252000000,0,124.84775,8,216.0,112,3,150.82,74,3.0,2.0,0,1,0,0,1,0,0,1
+599000000,1,84.98,8,462.0,514,8,102.48,228,3.0,1.0,1,0,0,1,0,0,0,1
+260000000,1,83.92,1,380.0,353,4,102.14,380,3.0,2.0,0,1,0,0,1,0,0,1
+538000000,1,73.15,10,1500.0,848,12,89.42,284,3.0,1.0,0,1,1,0,0,0,0,1
+174000000,0,84.42,15,383.0,394,4,105.79,130,3.0,2.0,0,1,0,0,1,0,0,1
+620000000,0,144.06,9,832.0,299,2,185.41,152,3.0,2.0,0,1,0,0,1,0,0,1
+699000000,1,84.96,12,275.0,195,4,110.2,17,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,59.92,23,559.0,848,3,80.44,598,3.0,2.0,0,1,0,0,1,0,0,1
+474500000,1,113.25,5,1017.0,914,10,139.06,320,4.0,2.0,0,1,1,0,0,0,0,1
+705000000,1,112.29,3,924.0,660,8,145.45,120,4.0,2.0,0,1,1,0,0,0,0,1
+390000000,1,84.53,7,369.0,410,3,112.45,254,3.0,1.0,0,1,0,0,1,1,0,0
+160000000,1,43.93,10,163.0,163,1,54.52,70,1.0,1.0,0,1,0,0,1,0,0,1
+500000000,1,131.34,14,693.0,532,7,158.82,138,4.0,2.0,0,1,0,0,1,0,0,1
+270000000,0,114.92,20,1992.0,1680,19,138.7,400,4.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,84.53,8,710.0,629,9,108.82,109,3.0,2.0,1,0,0,1,0,0,0,1
+780300000,0,112.606,32,3728.0,1631,3,163.51,4,3.0,2.0,0,1,0,0,1,0,0,1
+136000000,1,56.88,6,220.0,473,4,74.12,252,3.0,1.0,0,1,0,0,1,1,0,0
+200000000,0,84.92,5,1000.0,865,5,104.83,614,3.0,2.0,0,1,0,0,1,0,0,1
+143000000,0,84.98,10,132.0,270,2,102.41,189,3.0,2.0,0,1,0,0,1,0,0,1
+440000000,1,59.98,5,2780.0,2198,40,79.32,515,3.0,2.0,0,1,0,0,1,0,0,1
+170000000,0,185.23,4,2169.0,2181,15,227.99,150,6.0,2.0,0,1,1,0,0,0,0,1
+296000000,0,84.99,11,1066.0,690,4,107.13,85,3.0,2.0,0,1,0,0,1,0,0,1
+425000000,1,109.27,2,454.0,406,3,139.26,80,4.0,2.0,0,1,0,0,1,0,0,1
+97000000,0,41.85,5,236.0,713,7,57.11,236,2.0,1.0,0,1,0,0,1,0,0,1
+499900000,0,137.1241,22,361.0,213,4,187.75,100,4.0,2.0,0,1,0,0,1,0,0,1
+81000000,0,40.13,1,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
+60000000,0,59.92,19,561.0,885,5,78.02,693,2.0,1.0,0,1,0,0,1,0,0,1
+689790000,1,101.18,8,1637.0,1304,26,136.41,100,4.0,2.0,0,1,0,0,1,0,0,1
+300000000,0,125.04,30,543.0,431,3,156.57,86,4.0,2.0,0,1,0,0,1,0,0,1
+410000000,0,84.6389,33,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+437000000,1,59.73,10,212.0,260,5,79.61,130,3.0,1.0,0,1,0,0,1,1,0,0
+600000000,1,84.76,11,1359.0,1512,15,103.22,1512,3.0,2.0,1,0,0,1,0,0,0,1
+214000000,0,84.9902,13,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
+107000000,0,59.73,18,692.0,668,7,79.13,200,3.0,1.0,0,1,0,0,1,0,0,1
+304000000,1,84.59,1,1676.0,1278,7,105.0,585,3.0,2.0,0,1,0,0,1,0,0,1
+468000000,1,84.88,9,530.0,448,7,107.09,402,3.0,2.0,0,1,0,0,1,0,0,1
+199000000,1,59.854,4,201.0,205,5,75.44,103,3.0,2.0,0,1,0,0,1,0,0,1
+67300000,0,55.18,9,295.0,298,2,73.87,70,3.0,1.0,0,1,0,0,1,0,0,1
+295000000,1,84.83,2,853.0,996,10,108.33,484,3.0,2.0,0,1,0,0,1,0,0,1
+555000000,1,84.97,10,3310.0,2517,42,107.49,120,3.0,2.0,1,0,0,1,0,0,0,1
+365000000,1,84.97,5,3940.0,3003,25,109.57,280,3.0,2.0,0,1,0,0,1,0,1,0
+253000000,1,58.59,15,2561.0,2134,26,76.39,0,2.0,1.0,0,1,0,0,1,1,0,0
+275000000,1,84.89,5,228.0,189,6,113.2,135,3.0,2.0,0,1,0,0,1,0,0,1
+625000000,1,114.81,11,798.0,694,12,142.14,50,4.0,2.0,1,0,0,1,0,0,0,1
+400000000,0,125.25,6,590.0,1180,11,145.26,120,4.0,2.0,0,1,0,0,1,0,0,1
+268000000,1,59.88,6,299.0,259,3,85.8,111,2.0,1.0,0,1,0,0,1,1,0,0
+410000000,1,84.89,14,1314.0,1162,7,112.39,352,3.0,2.0,0,1,1,0,0,0,0,1
+749000000,1,84.5978,1,4580.0,3885,51,113.04,253,3.0,2.0,0,1,0,0,1,0,0,1
+738000000,1,117.585,1,4494.0,4494,56,138.73,900,4.0,2.0,1,0,0,1,0,0,0,1
+660000000,1,106.64,13,316.0,540,6,125.3,120,4.0,2.0,0,1,1,0,0,0,0,1
+280000000,1,59.854,4,201.0,205,5,75.44,103,3.0,2.0,0,1,0,0,1,0,0,1
+370500000,1,84.9,22,659.0,579,8,110.87,266,3.0,2.0,0,1,0,0,1,0,0,1
+128000000,0,59.9666,19,402.0,392,4,81.58,169,3.0,2.0,0,1,0,0,1,0,0,1
+113250000,0,84.88,7,2169.0,2181,15,106.48,694,3.0,2.0,0,1,1,0,0,0,0,1
+94500000,0,41.3,2,2716.0,2716,20,57.29,810,2.0,1.0,0,1,1,0,0,1,0,0
+209000000,0,84.9926,4,829.0,703,7,110.33,254,3.0,2.0,0,1,0,0,1,0,0,1
+725000000,1,84.97,15,1077.0,1094,10,112.0,674,3.0,1.0,1,0,0,1,0,1,0,0
+163000000,0,84.69,6,1469.0,1468,16,101.41,718,3.0,2.0,0,1,0,0,1,0,0,1
+595000000,0,147.97,9,857.0,375,14,181.02,100,4.0,2.0,1,0,0,1,0,0,0,1
+115000000,0,76.47,4,184.0,160,1,89.49,134,3.0,2.0,0,1,0,0,1,0,0,1
+413000000,1,84.79,4,240.0,187,6,106.19,11,3.0,2.0,1,0,0,1,0,0,0,1
+1410000000,1,131.08,10,1842.0,1842,26,141.57,432,4.0,2.0,1,0,0,1,0,0,0,1
+267500000,0,59.93,25,1351.0,1127,11,78.45,348,3.0,1.0,0,1,0,0,1,0,0,1
+630000000,1,84.86,19,790.0,774,10,105.8,248,3.0,2.0,0,1,1,0,0,0,0,1
+290000000,1,84.94,2,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,59.96,15,1179.0,987,13,84.63,35,3.0,1.0,1,0,0,1,0,0,0,1
+900000000,1,59.94,5,134.0,112,1,81.0,52,3.0,1.0,0,1,0,0,1,1,0,0
+164000000,1,42.93,9,1849.0,1541,14,61.62,450,1.0,1.0,0,1,0,0,1,1,0,0
+198000000,1,45.9,9,469.0,939,9,60.52,240,2.0,1.0,1,0,0,1,0,1,0,0
+625000000,1,71.97,2,528.0,1056,10,77.43,120,3.0,1.0,1,0,0,1,0,1,0,0
+360000000,1,59.73,1,502.0,845,8,81.33,389,3.0,1.0,1,0,0,1,0,1,0,0
+369000000,1,59.77,15,819.0,739,11,79.41,118,3.0,2.0,0,1,0,0,1,0,0,1
+151500000,0,59.91,13,735.0,1116,13,81.29,490,3.0,1.0,0,1,0,0,1,1,0,0
+222000000,1,59.91,3,282.0,266,2,86.92,153,3.0,1.0,0,1,0,0,1,0,1,0
+390000000,1,57.1,1,456.0,811,6,76.88,198,2.0,1.0,0,1,0,0,1,1,0,0
+265000000,1,59.88,8,954.0,1259,10,89.86,135,3.0,1.0,0,1,0,0,1,1,0,0
+336000000,0,84.2249,4,1428.0,714,14,104.39,370,3.0,2.0,0,1,0,0,1,0,0,1
+276000000,0,84.9636,17,303.0,298,5,112.83,20,3.0,2.0,0,1,0,0,1,0,1,0
+640000000,1,79.97,1,1230.0,1222,15,107.34,307,4.0,1.0,0,1,1,0,0,1,0,0
+249000000,0,84.99,21,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,0,84.965,4,3958.0,2947,29,105.89,1464,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,84.77,3,238.0,235,3,106.66,97,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,84.57,14,880.0,880,6,107.25,280,3.0,2.0,0,1,0,0,1,0,0,1
+106000000,0,84.94,12,495.0,714,7,102.94,714,3.0,1.0,0,1,0,0,1,0,0,1
+574800000,0,182.7637,4,2733.0,1598,19,230.41,165,4.0,2.0,0,1,0,0,1,0,0,1
+188000000,0,59.76,20,1789.0,1669,10,80.01,675,3.0,1.0,0,1,1,0,0,1,0,0
+350000000,0,84.98,22,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+187000000,0,59.72,7,660.0,820,9,77.97,328,3.0,1.0,0,1,0,0,1,0,0,1
+50000000,0,49.94,7,326.0,1080,7,69.1,360,2.0,1.0,0,1,0,0,1,1,0,0
+165000000,0,59.8889,19,1206.0,1176,13,78.96,786,3.0,2.0,0,1,0,0,1,0,0,1
+84500000,0,59.99,12,1050.0,1721,16,80.41,780,3.0,1.0,1,0,0,1,0,0,0,1
+125000000,0,33.7495,4,1331.0,1395,9,49.59,316,1.0,1.0,0,1,0,0,1,1,0,0
+115000000,0,84.34,10,280.0,360,4,109.65,146,3.0,2.0,0,1,0,0,1,0,0,1
+178000000,1,59.98,15,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
+116000000,0,49.08,11,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+390000000,1,75.35,7,810.0,730,12,94.59,176,3.0,1.0,0,1,1,0,0,0,0,1
+316000000,1,84.9,10,819.0,772,2,112.4,58,3.0,1.0,0,1,0,0,1,0,0,1
+159000000,0,84.74,5,390.0,478,2,106.28,173,3.0,2.0,0,1,0,0,1,0,0,1
+387000000,1,59.95,9,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
+163000000,1,68.99,1,994.0,3315,21,94.01,1140,3.0,1.0,1,0,0,1,0,1,0,0
+365000000,1,59.94,7,4329.0,5150,42,85.9,864,3.0,1.0,0,1,0,0,1,1,0,0
+294000000,1,68.99,4,994.0,3315,21,94.01,1140,3.0,1.0,1,0,0,1,0,1,0,0
+74000000,0,43.9,2,90.0,500,14,51.4,400,2.0,1.0,0,1,0,0,1,0,0,1
+238000000,1,84.99,1,392.0,368,2,109.98,140,3.0,2.0,0,1,0,0,1,0,0,1
+248000000,0,84.84,19,110.0,102,1,106.67,17,3.0,2.0,0,1,0,0,1,0,0,1
+174000000,0,59.83,9,518.0,497,3,79.39,125,3.0,1.0,0,1,0,0,1,0,0,1
+170000000,0,83.66,2,210.0,420,10,97.84,36,3.0,2.0,0,1,0,0,1,0,0,1
+477000000,0,111.4161,25,459.0,306,3,142.17,102,4.0,2.0,1,0,0,1,0,0,0,1
+239300000,1,59.34,7,278.0,235,1,84.35,148,3.0,1.0,0,1,0,0,1,1,0,0
+380000000,0,103.0027,15,766.0,464,7,132.26,75,4.0,2.0,1,0,0,1,0,0,0,1
+670000000,1,84.92,12,354.0,380,3,104.14,100,3.0,2.0,0,1,0,0,1,0,0,1
+114000000,0,59.997,3,2716.0,2302,24,80.84,536,3.0,1.0,0,1,0,0,1,0,0,1
+275000000,1,59.69,6,561.0,561,2,83.21,215,2.0,1.0,0,1,1,0,0,1,0,0
+645000000,1,59.9,10,169.0,184,3,78.47,24,3.0,2.0,1,0,0,1,0,0,0,1
+417000000,0,128.6563,15,785.0,499,9,155.69,118,4.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,84.99,19,1267.0,1230,22,115.7,70,3.0,2.0,0,1,0,0,1,0,0,1
+383500000,1,79.68,2,282.0,272,6,105.07,78,3.0,2.0,0,1,0,0,1,0,0,1
+405000000,1,59.9426,8,342.0,288,6,83.08,36,3.0,1.0,0,1,0,0,1,0,0,1
+595000000,1,114.93,10,1953.0,1992,16,142.97,374,4.0,2.0,1,0,0,1,0,0,0,1
+165000000,0,59.8,10,314.0,430,2,78.26,247,3.0,1.0,0,1,0,0,1,0,0,1
+60000000,0,59.794,6,174.0,298,1,81.44,298,2.0,1.0,0,1,0,0,1,1,0,0
+518000000,1,102.6,7,1267.0,999,18,128.66,140,3.0,2.0,0,1,0,0,1,0,0,1
+521000000,1,114.99,21,3060.0,2412,31,146.14,685,4.0,2.0,0,1,0,0,1,0,0,1
+170000000,1,58.9,14,299.0,783,7,78.51,197,2.0,1.0,0,1,0,0,1,1,0,0
+428000000,1,84.8,17,285.0,234,5,106.92,234,3.0,2.0,0,1,0,0,1,0,0,1
+355000000,1,84.67,4,322.0,279,4,106.58,133,3.0,2.0,0,1,0,0,1,0,0,1
+737500000,1,82.45,14,2100.0,2100,21,108.43,672,3.0,2.0,1,0,0,1,0,1,0,0
+196500000,0,84.945,12,471.0,450,3,103.74,370,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,84.26,7,100.0,305,1,115.27,84,3.0,1.0,0,1,0,0,1,1,0,0
+155000000,1,38.92,5,150.0,204,5,50.8,96,2.0,1.0,0,1,0,0,1,0,0,1
+445000000,1,84.5,9,700.0,791,5,107.54,260,3.0,2.0,0,1,0,0,1,0,0,1
+343000000,1,59.96,24,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
+520000000,1,84.76,5,354.0,354,3,98.48,240,3.0,2.0,0,1,0,0,1,0,0,1
+98000000,0,49.94,1,1600.0,1320,10,69.1,180,2.0,1.0,0,1,0,0,1,1,0,0
+344000000,0,103.528,17,4515.0,2637,30,131.85,398,3.0,2.0,0,1,0,0,1,0,0,1
+812000000,1,84.83,18,4900.0,3696,46,110.54,1404,3.0,2.0,1,0,0,1,0,0,0,1
+54000000,0,49.94,1,482.0,900,8,73.02,537,2.0,1.0,1,0,0,0,1,1,0,0
+300000000,1,59.91,18,500.0,317,3,87.42,169,2.0,1.0,1,0,0,0,1,1,0,0
+403000000,1,68.28,4,285.0,284,3,93.51,72,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,0,84.846,4,227.0,228,2,112.4,98,3.0,2.0,0,1,0,0,1,0,0,1
+163500000,0,82.63,15,735.0,722,9,104.06,316,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.38,6,1120.0,2213,26,111.62,75,3.0,1.0,1,0,0,1,0,1,0,0
+122000000,0,41.3,1,1578.0,2544,18,58.74,718,2.0,1.0,0,1,0,0,1,1,0,0
+77000000,0,59.99,25,1050.0,1721,16,80.41,780,3.0,1.0,1,0,0,1,0,0,0,1
+250000000,1,59.958,4,259.0,299,4,84.44,137,3.0,1.0,0,1,0,0,1,1,0,0
+520000000,1,84.94,7,1806.0,1497,25,112.17,176,4.0,2.0,0,1,0,0,1,0,0,1
+233000000,0,59.997,20,1058.0,1028,13,81.74,260,3.0,2.0,0,1,0,0,1,0,0,1
+890000000,1,96.32,6,420.0,384,6,102.48,216,3.0,1.0,1,0,0,1,0,1,0,0
+80000000,1,44.52,13,78.0,1800,10,59.2,1800,2.0,1.0,0,1,1,0,0,1,0,0
+172500000,0,84.85,25,1263.0,916,14,110.37,333,3.0,2.0,0,1,0,0,1,0,0,1
+155000000,0,59.76,19,682.0,824,9,80.55,272,3.0,1.0,1,0,0,1,0,0,0,1
+720000000,1,59.947,16,852.0,840,12,81.07,64,3.0,2.0,1,0,0,1,0,0,0,1
+480000000,1,59.37300000000001,1,1257.0,977,12,78.43,299,3.0,1.0,0,1,0,0,1,0,0,1
+780000000,1,84.84,2,805.0,655,10,107.79,78,3.0,2.0,0,1,0,0,1,0,0,1
+185000000,1,42.98,5,518.0,518,13,54.43,1,2.0,1.0,0,1,0,0,1,0,0,1
+390000000,1,84.87,25,639.0,555,7,108.73,36,3.0,2.0,0,1,0,0,1,0,0,1
+286100000,1,84.96,3,1010.0,919,14,111.66,90,3.0,2.0,1,0,0,1,0,0,0,1
+271000000,1,84.92,2,347.0,488,6,103.92,413,3.0,2.0,0,1,0,0,1,0,0,1
+470000000,1,59.99,3,1806.0,1497,25,85.55,268,3.0,2.0,0,1,0,0,1,0,0,1
+182000000,0,70.83800000000002,6,402.0,392,4,94.06,110,3.0,2.0,0,1,0,0,1,0,0,1
+353000000,1,59.95,23,515.0,654,4,91.7,340,3.0,1.0,0,1,0,0,1,1,0,0
+331500000,1,81.16,12,253.0,229,2,103.74,183,3.0,2.0,0,1,0,0,1,0,0,1
+505000000,1,84.95200000000001,30,342.0,299,3,126.74,30,3.0,2.0,0,1,0,0,1,0,0,1
+178000000,0,59.99,11,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+405000000,1,78.665,3,1488.0,1244,16,100.42,637,3.0,2.0,0,1,0,0,1,0,0,1
+378000000,0,140.58,18,1673.0,1424,18,168.85,38,4.0,2.0,0,1,0,0,1,0,0,1
+1143000000,1,84.943,3,6075.0,3410,44,116.87,682,3.0,2.0,1,0,0,1,0,0,0,1
+270000000,1,59.9,12,563.0,478,7,84.85,201,2.0,2.0,0,1,0,0,1,1,0,0
+1570000000,1,121.931,20,1335.0,713,11,142.15,313,4.0,2.0,1,0,0,1,0,0,0,1
+103840000,0,84.0896,1,381.0,373,6,107.3,221,3.0,2.0,0,1,0,0,1,0,0,1
+95000000,0,49.14,19,700.0,990,7,64.38,0,2.0,1.0,0,1,0,0,1,0,1,0
+69000000,0,58.01,12,2716.0,2716,20,76.68,90,2.0,1.0,0,1,1,0,0,1,0,0
+364500000,1,84.74,3,280.0,280,2,102.2,280,3.0,2.0,0,1,0,0,1,0,0,1
+1385000000,1,96.98,8,816.0,678,9,104.98,166,3.0,1.0,1,0,0,1,0,0,0,1
+970000000,1,84.99,7,7876.0,5563,65,109.2,1201,3.0,2.0,1,0,0,1,0,0,0,1
+540000000,1,84.85799999999998,7,1108.0,810,17,109.48,157,3.0,2.0,0,1,0,0,1,0,0,1
+258000000,1,49.5,2,1800.0,3481,25,69.83,1177,3.0,1.0,1,0,0,1,0,1,0,0
+980000000,1,134.36,12,641.0,344,4,157.64,84,4.0,2.0,0,1,0,0,1,0,0,1
+83000000,0,39.41,8,536.0,1366,14,57.63,476,1.0,1.0,0,1,0,0,1,1,0,0
+354000000,1,59.76,11,1803.0,1597,8,87.63,440,2.0,1.0,0,1,1,0,0,1,0,0
+355640000,0,129.7704,10,916.0,559,5,162.27,54,4.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,84.96,7,102.0,169,2,104.17,89,3.0,2.0,0,1,0,0,1,0,0,1
+257500000,1,59.83,3,1314.0,1162,7,77.2,278,3.0,1.0,0,1,1,0,0,0,0,1
+195000000,1,35.46,7,900.0,1316,10,52.79,224,1.0,1.0,1,0,0,1,0,1,0,0
+225000000,1,44.35,7,600.0,600,4,58.83,178,3.0,1.0,0,1,0,0,1,1,0,0
+243900000,0,84.9993,3,1314.0,1249,16,107.34,386,3.0,2.0,1,0,0,1,0,0,0,1
+360000000,1,59.97,2,249.0,205,2,78.44,18,3.0,2.0,1,0,0,1,0,0,0,1
+229540000,0,84.988,11,1162.0,690,14,123.97,120,3.0,2.0,0,1,0,1,0,0,0,1
+84500000,0,45.5,16,800.0,1000,9,62.48,400,3.0,1.0,0,1,0,0,1,1,0,0
+307000000,1,84.66,19,144.0,118,2,111.55,79,3.0,2.0,0,1,0,0,1,0,0,1
+785000000,1,84.97,7,1077.0,1094,10,112.0,674,3.0,1.0,1,0,0,1,0,1,0,0
+318760000,0,115.28,22,507.0,270,2,155.92,112,3.0,2.0,0,1,0,0,1,0,0,1
+322000000,1,59.97,19,1855.0,1605,25,79.62,130,3.0,2.0,0,1,0,0,1,0,0,1
+209000000,0,49.73,1,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
+360000000,1,50.54,13,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
+428000000,1,65.37,8,2091.0,2282,19,92.54,176,3.0,1.0,0,1,0,0,1,1,0,0
+204800000,0,84.975,14,808.0,710,9,107.58,150,3.0,2.0,0,1,0,0,1,0,0,1
+750000000,1,84.93,5,619.0,564,7,105.95,105,3.0,2.0,0,1,0,0,1,0,0,1
+189000000,0,85.0,18,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+525000000,1,84.9,2,1140.0,948,12,105.77,948,3.0,2.0,0,1,1,0,0,0,0,1
+340000000,1,59.94,23,571.0,481,5,80.82,200,3.0,1.0,0,1,1,0,0,0,0,1
+610000000,1,35.87,3,2500.0,5040,124,36.36,530,2.0,1.0,0,1,0,0,1,0,0,1
+380000000,0,141.409,15,961.0,623,4,177.65,105,4.0,2.0,0,1,0,0,1,0,0,1
+366000000,1,84.99,6,194.0,139,3,111.53,50,3.0,2.0,0,1,0,0,1,0,0,1
+170000000,0,59.8,24,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
+480000000,1,84.9406,2,567.0,499,9,107.51,188,3.0,2.0,0,1,0,0,1,0,0,1
+423000000,0,100.945,36,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
+558000000,1,84.92,8,1152.0,1161,16,110.74,116,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,84.32,19,1092.0,876,5,103.23,619,3.0,2.0,0,1,0,0,1,0,0,1
+387000000,1,59.97,2,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
+230000000,1,36.88,5,579.0,660,9,53.61,401,2.0,1.0,0,1,0,0,1,0,0,1
+248990000,0,59.1416,10,3400.0,3160,30,82.28,385,3.0,2.0,0,1,0,0,1,0,0,1
+442500000,1,84.32,11,1710.0,855,6,108.25,150,3.0,1.0,0,1,1,0,0,1,0,0
+251500000,0,84.91,13,1500.0,1963,15,102.05,360,3.0,1.0,0,1,1,0,0,0,0,1
+308000000,1,59.91,12,608.0,520,7,86.64,208,3.0,1.0,0,1,1,0,0,1,0,0
+160000000,0,84.99,10,1673.0,1424,18,104.25,570,3.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,84.76,7,354.0,354,3,98.53,102,3.0,2.0,0,1,0,0,1,0,0,1
+215000000,1,49.77,7,2450.0,2462,16,72.73,4,3.0,1.0,0,1,0,1,0,1,0,0
+475000000,0,130.3484,8,659.0,489,5,165.45,1,3.0,2.0,0,1,0,0,1,0,0,1
+1540000000,1,116.19,17,4113.0,2678,35,144.32,678,4.0,2.0,1,0,0,1,0,0,0,1
+96500000,0,78.3,18,2169.0,2181,15,98.22,250,3.0,1.0,0,1,1,0,0,1,0,0
+361000000,0,105.1991,21,1329.0,972,15,132.4,157,3.0,2.0,0,1,0,0,1,0,0,1
+785000000,1,76.79,4,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
+329000000,1,59.58,5,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
+250000000,1,84.95,2,270.0,290,2,110.07,82,3.0,2.0,0,1,0,0,1,0,0,1
205000000,1,49.77,1,560.0,1070,12,67.54,338,3.0,1.0,1,0,0,1,0,1,0,0
-305000000,1,84.98,1,400.0,494,6,102.44,15,3.0,2.0,1,0,0,1,0,0,0,1
-291500000,1,84.97,11,638.0,978,10,102.58,923,3.0,2.0,0,1,0,0,1,0,0,1
-268000000,0,84.99,6,932.0,841,29,111.17,120,3.0,2.0,0,1,0,0,1,0,0,1
-247000000,1,84.99,12,493.0,497,5,121.75,23,3.0,2.0,0,1,0,0,1,1,0,0
-830000000,1,126.02,1,184.0,373,4,136.53,120,4.0,2.0,1,0,0,1,0,1,0,0
-87000000,0,49.08,13,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-388000000,1,43.79,5,430.0,839,7,62.51,410,2.0,1.0,1,0,0,1,0,1,0,0
-525000000,1,84.734,6,677.0,603,11,113.71,12,3.0,2.0,0,1,0,0,1,0,0,1
-166000000,1,59.85,23,118.0,114,1,79.98,46,2.0,1.0,1,0,0,1,0,1,0,0
-140000000,0,84.84,1,938.0,938,12,105.79,162,3.0,2.0,0,1,0,1,0,0,0,1
-400000000,1,59.97,14,1307.0,994,14,79.62,46,2.0,1.0,0,1,0,0,1,0,0,1
-850000000,1,114.98,6,650.0,561,15,137.36,47,4.0,2.0,0,1,0,0,1,0,0,1
-297000000,1,58.14,14,1016.0,1016,9,79.91,838,3.0,1.0,1,0,0,1,0,1,0,0
-293000000,0,144.48,5,2381.0,1391,14,179.62,93,4.0,2.0,0,1,0,0,1,0,0,1
-406500000,1,59.94,2,1535.0,1410,19,80.99,188,2.0,1.0,0,1,0,0,1,0,0,1
-385000000,1,84.65,5,341.0,236,3,112.59,156,3.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,60.76,12,300.0,1060,9,77.55,220,3.0,1.0,1,0,1,0,0,1,0,0
-260000000,0,84.9595,16,358.0,350,4,114.07,90,3.0,2.0,0,1,0,0,1,0,0,1
-288000000,1,59.4,9,1448.0,1047,9,82.03,442,3.0,1.0,1,0,0,1,0,1,0,0
-425000000,1,84.96,13,816.0,408,4,110.25,408,3.0,2.0,0,1,0,0,1,0,0,1
-565000000,1,84.705,16,1665.0,2017,22,105.19,805,3.0,2.0,0,1,0,0,1,0,0,1
-655000000,1,84.94,14,576.0,537,6,114.7,153,3.0,2.0,0,1,0,0,1,0,0,1
-347500000,1,84.96,8,1376.0,1140,15,106.16,717,3.0,2.0,1,0,0,1,0,0,0,1
-248000000,0,84.9623,8,759.0,748,7,108.42,299,3.0,2.0,0,1,0,0,1,0,0,1
-178520000,1,59.76,3,1014.0,948,19,80.21,107,3.0,2.0,1,0,0,1,0,0,0,1
-280000000,0,59.9026,20,168.0,168,2,87.45,88,3.0,2.0,0,1,0,0,1,0,0,1
-335000000,1,59.9,1,329.0,306,6,78.63,110,3.0,2.0,0,1,0,0,1,0,0,1
-257000000,1,84.96,12,454.0,372,2,109.16,200,3.0,2.0,0,1,0,0,1,0,0,1
-61000000,0,59.91,3,162.0,299,2,82.08,113,3.0,1.0,0,1,0,0,1,0,1,0
-540000000,1,59.959,1,933.0,794,9,81.57,235,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,0,59.72,18,510.0,668,6,73.44,240,3.0,1.0,0,1,0,0,1,0,0,1
-60000000,0,29.24,19,717.0,674,5,43.53,60,1.0,1.0,0,1,0,0,1,1,0,0
-373000000,1,84.98299999999998,5,380.0,258,4,108.99,114,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,84.92,6,681.0,1362,10,101.07,290,3.0,2.0,0,1,0,0,1,0,0,1
-104000000,0,59.16,3,96.0,120,2,70.43,6,2.0,1.0,0,1,0,0,1,0,0,1
-670000000,1,131.4,15,1200.0,540,6,154.17,540,4.0,2.0,1,0,0,1,0,0,0,1
-600000000,1,59.98,10,3310.0,2517,42,79.93,185,3.0,2.0,1,0,0,1,0,0,0,1
-390000000,0,57.0,5,1197.0,798,8,74.27,228,2.0,1.0,0,1,1,0,0,1,0,0
-595000000,1,84.89,4,987.0,861,16,112.79,90,3.0,2.0,1,0,0,1,0,0,0,1
-990000000,1,84.236,8,1291.0,926,12,109.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-186000000,0,59.983,7,328.0,408,3,80.99,64,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,59.9,19,594.0,242,3,79.04,120,3.0,1.0,1,0,0,1,0,0,0,1
-298000000,0,110.9382,2,1213.0,840,6,141.87,140,3.0,2.0,0,1,0,0,1,0,0,1
-273000000,1,59.94,9,222.0,215,3,82.65,86,3.0,1.0,0,1,1,0,0,1,0,0
-149000000,1,44.52,15,78.0,1800,10,59.2,1800,2.0,1.0,0,1,1,0,0,1,0,0
-329000000,0,84.965,5,3958.0,2947,29,105.89,1464,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,39.6,8,554.0,1004,6,55.81,322,2.0,1.0,1,0,0,1,0,1,0,0
-487000000,1,59.99,4,4596.0,3226,40,87.41,442,3.0,2.0,0,1,0,0,1,0,0,1
-342000000,1,57.72,5,231.0,227,2,74.69,31,3.0,1.0,0,1,0,0,1,0,0,1
-140000000,1,50.37,15,1544.0,1544,9,72.11,248,3.0,1.0,0,1,0,0,1,1,0,0
-189500000,1,51.48,4,2455.0,3930,32,72.81,1050,2.0,1.0,1,0,0,1,0,1,0,0
-472000000,1,59.96,2,228.0,216,2,86.17,102,3.0,2.0,0,1,0,0,1,1,0,0
-480000000,1,84.959,4,777.0,517,7,113.26,277,3.0,2.0,0,1,0,0,1,0,0,1
-265000000,0,84.97,4,1551.0,1124,21,112.63,90,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,84.86,11,639.0,555,7,111.36,165,3.0,2.0,0,1,0,0,1,0,1,0
-707000000,1,84.98,10,984.0,656,11,106.94,236,3.0,2.0,0,1,0,0,1,0,0,1
-326000000,0,84.935,13,756.0,842,8,108.14,224,3.0,2.0,1,0,0,1,0,0,0,1
-284000000,0,84.99,21,310.0,313,2,110.25,128,3.0,2.0,0,1,0,0,1,0,0,1
-138000000,0,59.13,12,384.0,384,5,81.7,72,3.0,1.0,0,1,0,0,1,1,0,0
-647000000,0,151.2798,4,2446.0,1149,9,185.41,228,4.0,2.0,0,1,0,0,1,0,0,1
-91000000,0,40.13,4,84.0,700,16,45.92,699,2.0,1.0,0,1,0,0,1,0,0,1
-149000000,1,51.66,12,486.0,763,11,71.15,149,2.0,1.0,1,0,0,1,0,1,0,0
-229000000,1,59.93,15,2776.0,2298,27,78.56,86,2.0,1.0,0,1,0,0,1,0,0,1
-1135000000,1,84.79,30,9766.0,6864,66,108.82,1762,3.0,2.0,1,0,0,1,0,0,0,1
-217000000,1,41.3,7,4471.0,2634,21,58.73,360,2.0,1.0,1,0,0,1,0,1,0,0
-270000000,1,35.73,4,684.0,644,6,52.92,273,2.0,1.0,0,1,0,0,1,1,0,0
-535000000,1,114.88,4,1665.0,2017,22,137.59,325,4.0,2.0,0,1,0,0,1,0,0,1
-448000000,1,102.7,6,2488.0,1244,28,126.48,492,4.0,2.0,1,0,0,1,0,0,0,1
-700000000,1,114.72,17,1352.0,939,15,140.34,283,4.0,2.0,0,1,0,0,1,0,0,1
-190000000,1,61.14,4,434.0,619,3,85.58,254,2.0,1.0,0,1,0,0,1,0,1,0
-333000000,1,59.95,8,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
-784000000,1,84.93,5,226.0,226,2,112.4,226,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,84.93,20,454.0,430,5,110.28,162,3.0,2.0,0,1,1,0,0,0,0,1
-900000000,1,84.99,8,7876.0,5563,65,109.4,149,3.0,2.0,1,0,0,1,0,0,0,1
-1530000000,1,172.467,4,1662.0,490,2,238.02,122,4.0,2.0,0,1,1,0,0,0,0,1
-115000000,0,59.98,17,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
-180000000,0,84.99,8,259.0,259,3,105.43,160,3.0,2.0,0,1,1,0,0,0,0,1
-445000000,1,59.74,16,877.0,725,10,80.73,37,3.0,2.0,0,1,0,0,1,0,0,1
-108000000,0,84.75,3,220.0,206,3,115.7,100,3.0,2.0,0,1,0,0,1,0,0,1
-1055000000,1,84.8,18,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
-850000000,1,76.79,7,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
-115000000,0,59.91,12,1050.0,1721,16,80.3,480,3.0,1.0,1,0,0,1,0,0,0,1
-500000000,1,84.77,5,989.0,780,9,104.64,780,3.0,2.0,0,1,1,0,0,0,0,1
-580000000,1,119.91,7,912.0,912,8,136.64,240,4.0,2.0,1,0,0,0,1,0,0,1
-288000000,0,84.9885,4,829.0,703,7,109.13,35,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,1,36.16,14,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-202000000,0,84.92,17,467.0,464,5,112.01,232,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,0,84.6528,20,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-356000000,0,59.9467,24,457.0,497,8,86.85,170,3.0,2.0,0,1,0,0,1,0,0,1
-84500000,0,67.97,12,359.0,576,6,86.63,576,3.0,1.0,0,1,0,0,1,0,0,1
-120000000,0,69.779,16,334.0,303,2,100.38,20,3.0,2.0,0,1,0,0,1,0,0,1
-144300000,0,84.4568,7,212.0,210,2,108.13,152,3.0,2.0,0,1,0,0,1,0,0,1
-201000000,0,71.0119,16,1367.0,935,9,91.9,23,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.36,8,277.0,277,2,80.88,128,3.0,1.0,0,1,0,0,1,1,0,0
-268000000,0,126.93,6,1430.0,1500,10,149.18,284,4.0,2.0,0,1,0,0,1,0,0,1
-243000000,1,59.95,4,781.0,1391,10,82.41,690,3.0,1.0,1,0,0,1,0,1,0,0
-294000000,1,60.054,1,635.0,620,22,81.54,64,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,39.58,5,407.0,930,8,51.19,270,2.0,1.0,1,0,0,1,0,1,0,0
-1080000000,1,59.78,2,2530.0,1976,25,82.74,163,3.0,2.0,0,1,0,0,1,0,0,1
-172000000,0,84.98,24,714.0,705,5,106.6,324,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,0,84.9531,11,367.0,294,4,114.6,25,3.0,2.0,0,1,0,0,1,0,0,1
-400000000,1,75.36,3,450.0,476,4,91.01,160,3.0,1.0,0,1,0,0,1,0,0,1
-162000000,0,84.876,5,479.0,531,4,107.81,177,3.0,2.0,0,1,0,0,1,0,0,1
-255000000,1,36.66,8,340.0,461,1,48.96,66,1.0,1.0,0,1,0,0,1,1,0,0
-308740000,0,101.8128,7,1693.0,862,8,131.18,141,3.0,2.0,0,1,0,0,1,0,0,1
-281000000,1,59.91,10,488.0,429,3,83.31,184,3.0,1.0,0,1,0,0,1,1,0,0
-337000000,1,41.99,13,455.0,492,1,59.5,178,2.0,1.0,0,1,1,0,0,1,0,0
-555000000,0,163.34799999999996,7,1428.0,714,14,187.45,116,5.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,59.97,7,2195.0,1998,25,80.48,690,3.0,1.0,0,1,0,0,1,0,0,1
-154000000,0,84.97,3,513.0,528,8,108.41,234,3.0,2.0,0,1,0,0,1,0,0,1
-376000000,1,68.13,15,4932.0,4509,31,92.46,507,3.0,1.0,0,1,1,0,0,1,0,0
-594440000,0,177.8328,10,588.0,265,5,205.3,30,4.0,2.0,0,1,0,0,1,0,0,1
-493000000,0,84.2249,7,900.0,450,7,105.15,319,3.0,2.0,0,1,0,0,1,0,0,1
-1389000000,1,144.33,5,300.0,408,4,156.08,96,4.0,2.0,1,0,0,1,0,1,0,0
-229000000,0,102.52,10,2381.0,1391,14,133.32,336,3.0,2.0,0,1,0,0,1,0,0,1
-995000000,1,125.79,5,749.0,749,7,145.62,360,4.0,2.0,1,0,0,1,0,0,0,1
-70000000,0,37.62,9,104.0,400,3,52.32,225,2.0,1.0,0,1,0,0,1,1,0,0
-304000000,1,83.67,6,824.0,837,6,104.68,299,3.0,1.0,0,1,1,0,0,1,0,0
-1590000000,1,84.49,31,1308.0,843,7,111.79,290,3.0,2.0,1,0,0,1,0,0,0,1
-198000000,0,94.412,7,1018.0,718,8,121.36,535,3.0,2.0,0,1,0,0,1,0,0,1
-231500000,0,46.265,33,274.0,256,1,63.21,28,2.0,1.0,0,1,0,0,1,0,0,1
-590000000,1,84.9519,10,450.0,284,5,112.28,101,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,0,84.96,2,98.0,118,7,99.2,5,3.0,2.0,0,1,0,0,1,0,0,1
-193500000,1,66.96,8,763.0,763,8,92.96,523,3.0,1.0,1,0,0,1,0,1,0,0
-287000000,0,84.97,3,1616.0,1082,10,108.6,248,3.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,84.91,14,474.0,415,8,106.41,63,3.0,2.0,0,1,0,0,1,0,0,1
-528000000,1,84.87799999999999,10,1054.0,886,11,110.77,250,3.0,2.0,0,1,0,0,1,0,0,1
-1730000000,1,84.99,5,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
-230000000,1,59.4,3,1448.0,1047,9,82.03,442,3.0,1.0,1,0,0,1,0,1,0,0
-270000000,1,59.88,1,1262.0,1220,10,85.31,510,3.0,1.0,0,1,1,0,0,1,0,0
-310000000,1,49.8,4,997.0,997,9,69.43,295,2.0,1.0,1,0,0,1,0,1,0,0
-170000000,0,162.27,12,117.0,235,2,191.93,60,4.0,2.0,0,1,0,0,1,0,0,1
-280000000,1,59.97,8,2195.0,1998,25,80.48,690,3.0,1.0,0,1,0,0,1,0,0,1
-305040000,0,84.99,8,932.0,841,29,112.8,211,3.0,2.0,0,1,0,0,1,0,0,1
-174500000,0,59.585,2,512.0,512,7,77.76,230,3.0,1.0,1,0,0,1,0,0,0,1
-290000000,1,84.68,2,712.0,643,10,109.61,93,3.0,2.0,1,0,0,1,0,0,0,1
-899000000,1,114.756,5,842.0,590,7,137.49,233,4.0,2.0,1,0,0,1,0,0,0,1
-345000000,1,84.94,7,313.0,282,2,108.33,102,3.0,2.0,0,1,0,0,1,0,0,1
-237000000,0,116.06,7,1469.0,1468,16,135.67,90,4.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,58.01,15,4471.0,2634,21,80.26,264,2.0,1.0,1,0,0,1,0,1,0,0
-299060000,0,115.28,10,507.0,270,2,155.92,112,3.0,2.0,0,1,0,0,1,0,0,1
-71000000,0,31.8492,14,178.0,379,1,43.63,285,1.0,1.0,0,1,0,0,1,1,0,0
-340000000,1,118.03,1,331.0,202,3,150.3,129,4.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,84.978,5,1239.0,963,14,111.94,16,3.0,3.0,0,1,0,0,1,0,0,1
-345000000,1,84.91,2,204.0,231,3,102.08,231,3.0,2.0,0,1,0,0,1,0,0,1
-97700000,0,59.33,3,518.0,497,3,82.43,76,2.0,1.0,0,1,0,0,1,0,0,1
-570000000,1,59.67,11,304.0,304,2,77.04,152,3.0,1.0,0,1,0,0,1,0,0,1
-192500000,0,84.88799999999998,3,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-710000000,1,114.33,11,539.0,457,9,143.75,51,4.0,2.0,0,1,0,0,1,0,0,1
-340000000,0,118.984,16,1592.0,1344,11,150.79,305,4.0,2.0,0,1,0,0,1,0,0,1
-97000000,0,49.08,8,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-269000000,1,84.85,15,80.0,315,3,99.68,150,3.0,2.0,0,1,0,0,1,0,0,1
-396000000,1,59.99,6,1426.0,1332,20,79.4,145,3.0,2.0,0,1,0,0,1,0,0,1
-173000000,1,41.85,8,198.0,505,6,56.83,0,1.0,1.0,1,0,0,1,0,1,0,0
-990000000,1,84.88,10,379.0,516,4,103.3,318,3.0,2.0,1,0,0,1,0,0,0,1
-214000000,1,49.77,13,706.0,1313,9,67.36,408,2.0,1.0,1,0,0,1,0,1,0,0
-75050000,0,59.8,11,422.0,424,4,79.5,238,3.0,1.0,0,1,0,0,1,0,0,1
-210000000,0,68.16,23,500.0,412,5,93.1,96,3.0,1.0,0,1,0,0,1,1,0,0
-167000000,1,59.97,6,784.0,778,5,85.4,319,3.0,1.0,0,1,0,0,1,1,0,0
-53000000,0,24.2475,22,160.0,404,1,33.59,240,1.0,1.0,0,1,0,0,1,0,0,1
-284000000,1,59.4,4,833.0,826,5,81.03,302,3.0,1.0,0,1,0,0,1,1,0,0
-472000000,0,83.012,34,3728.0,1631,3,127.13,2,2.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,114.78,11,1992.0,1601,14,148.75,232,4.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,41.52,1,3240.0,3060,33,55.33,263,2.0,1.0,0,1,1,0,0,1,0,0
-525000000,0,219.5,3,857.0,375,14,257.52,19,4.0,2.0,1,0,0,1,0,0,0,1
-615000000,0,163.079,12,530.0,315,4,193.59,128,4.0,3.0,0,1,0,0,1,0,0,1
-774600000,1,124.1323,15,385.0,295,2,162.47,0,4.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,127.845,5,379.0,231,2,159.2,48,4.0,2.0,0,1,0,0,1,0,0,1
-450110000,1,84.98,2,319.0,192,6,109.83,32,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,0,84.9171,5,1875.0,1156,10,110.81,307,3.0,2.0,0,1,0,0,1,0,0,1
-180000000,1,38.64,10,2328.0,2328,18,50.4,360,2.0,1.0,1,0,0,1,0,1,0,0
-100000000,1,41.3,2,550.0,1430,14,59.5,300,2.0,1.0,0,1,1,0,0,1,0,0
-392000000,1,84.73,15,163.0,138,2,112.0,124,3.0,2.0,0,1,0,0,1,0,0,1
-229540000,0,84.988,12,1162.0,690,14,123.97,120,3.0,2.0,0,1,0,1,0,0,0,1
-315000000,1,59.97,17,226.0,196,3,81.08,63,3.0,1.0,0,1,0,0,1,0,0,1
-475000000,0,125.4155,16,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,59.85,5,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
-365000000,0,84.6528,17,1405.0,998,6,115.61,92,3.0,2.0,0,1,0,0,1,0,0,1
-445000000,1,79.56,10,136.0,154,1,104.11,98,3.0,2.0,0,1,0,0,1,1,0,0
-310000000,1,60.0,22,639.0,555,7,82.56,24,2.0,1.0,0,1,0,0,1,0,1,0
-192000000,1,39.6,11,486.0,1624,10,56.91,626,2.0,1.0,1,0,0,1,0,1,0,0
-255000000,1,57.63,1,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
-363500000,1,84.87,20,1252.0,1668,18,105.79,56,3.0,2.0,1,0,0,1,0,0,0,1
-342000000,0,84.92,19,467.0,464,5,112.01,232,3.0,2.0,0,1,0,0,1,0,0,1
-263000000,0,84.45,8,348.0,274,1,115.52,20,3.0,2.0,0,1,0,0,1,1,0,0
-270000000,0,84.9949,24,1875.0,1627,13,109.62,929,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,134.88,14,782.0,800,6,165.69,76,4.0,2.0,1,0,0,1,0,0,0,1
-350000000,1,84.93,12,288.0,258,3,107.24,71,3.0,2.0,0,1,0,0,1,1,0,0
-259500000,1,59.4,12,1322.0,1155,10,86.34,532,3.0,1.0,0,1,0,0,1,1,0,0
-117000000,0,49.965,14,260.0,999,9,69.76,885,3.0,1.0,0,1,0,0,1,1,0,0
-1060000000,1,155.4471,7,207.0,216,3,175.79,48,4.0,2.0,1,0,0,1,0,0,0,1
-678000000,1,59.9236,17,4580.0,3885,51,80.39,21,3.0,2.0,0,1,0,0,1,0,0,1
-61000000,0,49.8,9,287.0,387,2,65.64,281,2.0,1.0,0,1,0,0,1,1,0,0
-103000000,0,59.84,1,714.0,705,5,79.17,176,2.0,1.0,0,1,0,0,1,0,0,1
-365000000,1,84.93,4,299.0,299,5,109.28,107,3.0,2.0,0,1,0,0,1,0,0,1
-817000000,1,128.81,11,4418.0,2603,37,161.34,177,4.0,2.0,1,0,0,1,0,0,0,1
-210000000,1,50.67,12,680.0,2256,20,69.59,938,2.0,1.0,1,0,0,1,0,1,0,0
-225000000,0,84.92,18,1000.0,865,5,104.83,614,3.0,2.0,0,1,0,0,1,0,0,1
-805000000,1,100.31,12,5540.0,5539,122,132.23,851,3.0,1.0,1,0,0,1,0,0,0,1
-302000000,1,60.06,13,1425.0,998,10,76.88,538,2.0,1.0,0,1,0,0,1,1,0,0
-180000000,0,61.52,11,1578.0,2544,18,85.72,360,2.0,1.0,0,1,0,0,1,1,0,0
-174000000,1,43.11,11,648.0,791,7,59.71,283,1.0,1.0,0,1,0,0,1,1,0,0
-950000000,1,124.62,4,616.0,299,6,158.32,72,4.0,2.0,0,1,0,0,1,0,0,1
-850000000,1,104.32,6,741.0,484,14,132.3,326,3.0,2.0,1,0,0,1,0,0,0,1
-377000000,0,127.24,12,1066.0,690,4,160.38,88,3.0,2.0,0,1,0,0,1,0,0,1
-945000000,1,84.99,17,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
-415000000,1,84.49,7,832.0,829,10,108.08,248,3.0,2.0,0,1,0,0,1,0,0,1
-930000000,1,98.63,13,1625.0,2280,33,115.7,696,3.0,1.0,1,0,0,1,0,1,0,0
-343500000,0,84.6389,19,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-184000000,0,60.83,7,3240.0,3060,33,83.12,504,3.0,1.0,0,1,1,0,0,1,0,0
-92000000,0,59.997,17,2716.0,2302,24,80.84,536,3.0,1.0,0,1,0,0,1,0,0,1
-288000000,1,84.87,11,1252.0,1668,18,105.99,1180,3.0,2.0,1,0,0,1,0,0,0,1
-600000000,1,59.76,12,930.0,930,11,82.14,466,3.0,1.0,1,0,0,1,0,1,0,0
-547000000,1,49.86,4,1753.0,1753,11,67.75,577,2.0,1.0,1,0,0,1,0,1,0,0
-525000000,1,114.85,12,4804.0,3830,54,142.21,849,4.0,2.0,0,1,0,0,1,0,0,1
-175000000,0,59.85,14,296.0,180,1,83.96,80,3.0,1.0,0,1,0,0,1,1,0,0
-960000000,1,73.26,13,300.0,1060,9,94.18,310,3.0,1.0,1,0,1,0,0,1,0,0
-600000000,1,84.93,10,286.0,421,3,103.55,25,3.0,2.0,0,1,0,0,1,0,0,1
-544000000,1,84.77,11,1953.0,1992,16,109.39,586,3.0,2.0,1,0,0,1,0,0,0,1
-240000000,0,148.35,4,707.0,774,7,168.39,60,4.0,2.0,0,1,0,0,1,0,0,1
-703000000,1,84.95,20,4890.0,3293,51,108.36,34,3.0,2.0,1,0,0,1,0,0,0,1
-150000000,1,59.4,4,457.0,478,4,80.11,247,3.0,1.0,1,0,0,1,0,1,0,0
-178000000,0,59.94600000000001,18,895.0,852,12,79.91,372,3.0,1.0,1,0,0,1,0,0,0,1
-287000000,1,50.54,12,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
-103000000,0,49.94,3,482.0,900,8,73.02,537,2.0,1.0,0,1,0,0,1,1,0,0
-909000000,1,84.98,3,1216.0,949,12,111.5,91,3.0,2.0,0,1,0,0,1,0,0,1
-75000000,0,59.91,9,500.0,423,4,76.59,175,3.0,1.0,0,1,0,0,1,1,0,0
-423000000,0,84.7855,3,888.0,753,10,112.35,197,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,41.3,13,550.0,1430,14,58.37,510,2.0,1.0,0,1,1,0,0,1,0,0
-700000000,1,114.93,8,1953.0,1992,16,142.97,374,4.0,2.0,1,0,0,1,0,0,0,1
-395000000,1,84.97,5,265.0,203,2,104.82,148,3.0,2.0,0,1,0,0,1,0,0,1
-203500000,1,44.64,25,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
-345000000,1,59.89,4,1530.0,765,9,77.16,132,2.0,1.0,0,1,1,0,0,1,0,0
-620000000,1,79.7,1,1382.0,845,13,109.94,327,3.0,2.0,1,0,0,1,0,0,0,1
-228000000,1,36.88,10,579.0,660,9,53.61,401,2.0,1.0,0,1,0,0,1,0,0,1
-258000000,1,84.75,4,154.0,140,1,100.78,64,3.0,2.0,0,1,0,0,1,1,0,0
-208000000,1,45.55,2,360.0,1980,12,55.33,120,2.0,1.0,1,0,0,1,0,0,0,1
-318040000,1,113.43,4,824.0,1236,10,139.95,200,4.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,50.84,1,959.0,1372,47,50.84,210,2.0,1.0,0,1,1,0,0,0,0,1
-394000000,1,84.97,8,1602.0,1253,15,109.63,186,3.0,2.0,0,1,0,0,1,0,0,1
-870000000,1,84.8,14,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
-108000000,1,49.77,17,2450.0,2462,16,72.73,4,3.0,1.0,0,1,0,1,0,1,0,0
-269000000,1,84.93,12,208.0,193,1,103.96,46,3.0,2.0,0,1,0,0,1,0,0,1
-1070000000,1,126.34,11,1480.0,657,5,151.37,22,4.0,2.0,0,1,0,0,1,0,0,1
-325000000,1,59.94,10,212.0,221,3,83.04,96,3.0,1.0,0,1,0,0,1,1,0,0
-600000000,1,84.988,11,753.0,635,15,107.64,396,3.0,2.0,0,1,0,0,1,0,0,1
-577000000,1,84.82,5,1806.0,1497,25,111.43,411,3.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,84.955,4,767.0,532,6,111.22,64,3.0,2.0,0,1,0,0,1,0,0,1
-900000000,1,59.77,5,2530.0,1976,25,82.68,82,3.0,2.0,0,1,0,0,1,0,0,1
-306500000,1,59.855,10,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
-519000000,1,84.96,14,407.0,456,3,108.82,175,3.0,2.0,1,0,0,1,0,0,0,1
-92000000,0,59.36,9,363.0,352,3,76.65,144,3.0,1.0,0,1,0,0,1,0,0,1
-149000000,0,84.9,1,559.0,848,3,107.5,250,3.0,2.0,0,1,0,0,1,0,0,1
-472000000,1,84.3,9,480.0,431,8,112.1,90,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,0,118.683,19,2136.0,1424,19,149.35,184,4.0,2.0,1,0,0,1,0,1,0,0
-265000000,0,107.83,11,1158.0,655,13,129.0,228,4.0,2.0,1,0,0,1,0,0,0,1
-651000000,0,174.107,4,5755.0,3000,15,231.27,389,4.0,2.0,0,1,0,0,1,0,0,1
-393000000,0,126.638,19,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-204800000,0,84.975,7,808.0,710,9,107.58,292,3.0,2.0,0,1,0,0,1,0,0,1
-590000000,1,115.65,1,1353.0,960,17,137.88,888,4.0,2.0,0,1,1,0,0,0,0,1
-380000000,1,84.96,14,1376.0,1140,15,106.16,717,3.0,2.0,1,0,0,1,0,0,0,1
-730000000,1,84.97,18,3310.0,2517,42,107.49,55,3.0,2.0,1,0,0,1,0,0,0,1
-880000000,1,72.51,3,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
-630000000,1,134.94,19,2300.0,1981,18,164.0,352,4.0,2.0,1,0,0,1,0,0,0,1
-297000000,0,119.37,15,461.0,564,2,152.1,92,4.0,2.0,0,1,0,0,1,0,0,1
-473000000,1,59.97,12,2275.0,1656,28,76.8,116,3.0,2.0,0,1,0,0,1,0,0,1
-112000000,0,59.94,1,295.0,298,2,80.25,76,3.0,1.0,0,1,0,0,1,0,0,1
-146000000,0,59.8,13,422.0,424,4,79.5,238,3.0,1.0,0,1,0,0,1,0,0,1
-265000000,1,59.72,2,206.0,194,2,72.99,91,3.0,1.0,0,1,0,0,1,1,0,0
-485000000,0,100.945,47,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-184000000,1,41.3,14,1500.0,2029,23,58.59,270,2.0,1.0,1,0,0,1,0,1,0,0
-500000000,1,84.46,13,912.0,912,8,107.46,135,3.0,1.0,1,0,0,0,1,1,0,0
-275000000,1,59.26,5,893.0,2433,14,83.26,447,3.0,1.0,1,0,0,1,0,1,0,0
-342000000,1,66.122,5,115.0,111,1,82.9,28,3.0,2.0,0,1,0,0,1,0,0,1
-151000000,0,59.86,26,476.0,476,2,74.42,204,2.0,1.0,0,1,0,0,1,0,0,1
-237000000,1,40.95,11,384.0,384,4,59.5,102,1.0,1.0,1,0,0,1,0,1,0,0
-169880000,0,84.9266,13,222.0,215,3,108.64,87,3.0,2.0,0,1,0,0,1,0,0,1
-763000000,1,96.65,3,1842.0,1842,26,104.6,0,3.0,1.0,1,0,0,1,0,0,0,1
-402000000,1,83.98,4,304.0,271,4,101.66,58,3.0,2.0,0,1,0,0,1,0,0,1
-414000000,1,84.99,9,285.0,337,3,102.73,298,3.0,2.0,1,0,0,1,0,0,0,1
-303000000,0,123.35,13,1180.0,761,17,151.26,180,4.0,2.0,0,1,0,1,0,0,0,1
-680000000,1,84.06,4,641.0,802,15,92.16,240,3.0,2.0,1,0,0,1,0,0,0,1
-495000000,1,88.23,10,1102.0,1092,12,107.73,12,3.0,1.0,0,1,0,0,1,0,0,1
-560000000,0,125.4155,9,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-280000000,1,59.88,15,1352.0,1352,15,79.43,552,3.0,1.0,1,0,0,1,0,0,0,1
-3470000000,1,106.26,2,4026.0,3590,99,138.84,720,5.0,2.0,0,1,1,0,0,0,0,1
-425000000,1,71.33,15,639.0,1332,9,88.99,90,3.0,1.0,0,1,0,0,1,0,0,1
-1170000000,1,76.5,7,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
-134000000,0,58.01,10,2716.0,2716,20,80.26,352,2.0,1.0,0,1,1,0,0,1,0,0
-537000000,1,114.84,3,784.0,778,5,144.53,191,4.0,2.0,0,1,0,0,1,0,0,1
-313000000,1,84.98299999999998,1,635.0,620,22,109.83,60,3.0,2.0,0,1,0,0,1,0,0,1
-169000000,0,49.94,13,1578.0,2544,18,68.94,448,2.0,1.0,0,1,0,0,1,1,0,0
-273070000,0,84.9222,12,916.0,559,5,118.18,68,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,114.97,7,141.0,126,1,144.5,16,4.0,2.0,0,1,0,0,1,0,0,1
-1006060000,0,168.5,38,3728.0,1631,3,245.21,46,3.0,3.0,0,1,0,0,1,0,0,1
-304000000,1,59.96,10,327.0,350,3,81.17,156,3.0,1.0,0,1,0,0,1,0,0,1
-390000000,1,84.76,21,1352.0,1352,15,107.95,520,3.0,2.0,1,0,0,1,0,0,0,1
-455000000,1,84.95,13,600.0,592,4,104.57,56,3.0,2.0,0,1,0,0,1,0,0,1
-448000000,1,84.96,11,918.0,901,7,109.55,304,3.0,2.0,0,1,1,0,0,0,0,1
-530000000,1,84.97,2,192.0,178,1,112.06,28,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,1,59.34,9,1239.0,1676,21,82.99,256,3.0,1.0,1,0,0,1,0,0,1,0
-385000000,0,84.9998,4,1659.0,809,13,113.55,30,3.0,2.0,0,1,0,0,1,0,1,0
-370000000,1,84.9,19,833.0,826,5,109.61,346,3.0,2.0,0,1,0,0,1,0,0,1
-445000000,1,84.61,9,128.0,183,2,102.0,86,3.0,1.0,0,1,0,0,1,0,0,1
-539500000,1,84.96,3,2275.0,1656,28,106.45,1019,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,59.95,5,781.0,1391,10,82.41,690,3.0,1.0,1,0,0,1,0,1,0,0
-380000000,1,59.99,17,1806.0,1497,25,85.55,122,3.0,2.0,0,1,0,0,1,0,0,1
-506000000,1,59.96,16,552.0,545,9,82.83,171,3.0,2.0,0,1,0,0,1,0,0,1
-1190000000,1,146.754,36,1662.0,490,2,201.65,80,3.0,2.0,0,1,1,0,0,0,0,1
-45000000,0,49.08,13,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-222500000,0,84.992,8,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,73.133,2,2554.0,2462,31,100.88,702,3.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,37.38,9,138.0,160,1,54.89,27,2.0,1.0,0,1,0,0,1,1,0,0
-195000000,0,101.7,13,1422.0,1422,15,127.55,96,3.0,2.0,1,0,0,1,0,1,0,0
-675000000,1,84.95,11,468.0,468,9,106.55,156,3.0,1.0,0,1,1,0,0,1,0,0
-164000000,0,84.99799999999998,4,869.0,671,12,109.69,352,3.0,2.0,0,1,0,0,1,0,0,1
-218000000,0,59.73,19,970.0,874,10,77.24,244,2.0,1.0,0,1,0,0,1,0,0,1
-510000000,1,125.75,2,1300.0,1342,10,146.65,180,4.0,2.0,0,1,1,0,0,0,0,1
-303800000,0,107.89,16,948.0,540,4,127.21,128,4.0,2.0,0,1,0,0,1,0,0,1
-467000000,1,84.5,15,700.0,791,5,107.54,260,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,41.3,11,1999.0,2856,32,58.72,180,2.0,1.0,1,0,0,1,0,1,0,0
-66500000,0,84.135,4,162.0,299,2,102.34,186,3.0,2.0,0,1,0,0,1,0,0,1
-455000000,0,166.578,25,1578.0,922,9,202.5,196,4.0,2.0,0,1,0,0,1,0,0,1
-323000000,0,84.88799999999998,23,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-215500000,1,59.42,5,517.0,514,6,79.62,284,3.0,1.0,0,1,0,0,1,1,0,0
-600000000,1,84.87,19,2721.0,2002,25,110.17,577,3.0,2.0,0,1,0,0,1,0,0,1
-1768000000,1,227.67,20,800.0,445,5,283.72,3,5.0,3.0,0,1,0,0,1,0,0,1
-259000000,0,59.96,21,381.0,518,3,77.59,185,3.0,1.0,0,1,0,0,1,0,0,1
-320000000,1,60.054,5,635.0,620,22,81.54,256,3.0,2.0,0,1,0,0,1,0,0,1
-879000000,1,94.51,12,1480.0,657,5,113.24,145,3.0,2.0,0,1,0,0,1,0,0,1
-293000000,0,101.8124,3,1460.0,911,15,128.21,401,3.0,2.0,0,1,0,0,1,0,0,1
-217000000,0,84.91,8,830.0,1741,16,101.13,630,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,0,84.9706,2,2023.0,1330,14,106.92,360,3.0,2.0,0,1,0,0,1,0,0,1
-508000000,1,84.85,12,834.0,417,3,106.22,297,3.0,2.0,0,1,0,0,1,0,0,1
-402000000,1,85.0,18,819.0,739,11,107.71,305,3.0,2.0,0,1,0,0,1,0,0,1
-595000000,1,83.93,2,581.0,581,6,104.99,296,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,0,125.4155,31,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-302000000,1,59.93,10,1352.0,939,15,82.56,298,3.0,1.0,0,1,0,0,1,1,0,0
-240000000,1,41.04,2,390.0,390,2,59.49,150,2.0,1.0,0,1,0,0,1,1,0,0
-335000000,1,59.445,8,2300.0,1981,18,80.71,223,2.0,1.0,1,0,0,1,0,1,0,0
-1000000000,1,108.32,21,489.0,387,2,150.08,52,3.0,2.0,1,0,0,1,0,0,0,1
-455000000,1,53.82,13,1397.0,2161,34,74.93,570,2.0,1.0,1,0,0,1,0,1,0,0
-108000000,1,37.11,4,201.0,214,1,51.49,11,1.0,1.0,0,1,0,0,1,1,0,0
-167000000,0,58.68,2,1500.0,1963,15,76.91,240,2.0,1.0,0,1,1,0,0,1,0,0
-250000000,1,59.91,18,794.0,671,8,84.99,304,3.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,78.19,9,499.0,427,5,97.13,263,3.0,2.0,0,1,0,0,1,0,0,1
-387000000,1,63.82,15,373.0,393,3,84.01,5,1.0,1.0,0,1,0,0,1,0,0,1
-660000000,1,84.98,10,4596.0,3226,40,112.47,422,3.0,2.0,0,1,0,0,1,0,0,1
-249500000,0,84.8734,19,1967.0,1758,19,110.61,477,3.0,2.0,1,0,0,1,0,0,0,1
-465000000,1,84.91,7,597.0,516,7,109.58,252,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,59.9942,20,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
-368000000,1,84.88,1,530.0,448,7,107.09,402,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,1,59.95,14,270.0,290,2,84.47,147,3.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,84.97,17,551.0,526,5,110.92,295,3.0,2.0,0,1,0,0,1,0,0,1
-159500000,0,84.985,20,612.0,1131,9,108.1,505,3.0,2.0,0,1,0,0,1,1,0,0
-475000000,1,59.92,23,2022.0,2065,14,81.21,1032,3.0,1.0,0,1,1,0,0,0,0,1
-203000000,0,83.5,25,1037.0,1026,12,112.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-513000000,0,123.307,4,5755.0,3000,15,164.91,623,4.0,2.0,0,1,0,0,1,0,0,1
-325000000,1,54.74,13,223.0,237,2,77.18,132,3.0,1.0,0,1,0,0,1,1,0,0
-580000000,1,59.29,1,646.0,1595,19,75.43,40,2.0,1.0,1,0,0,1,0,1,0,0
-350000000,1,59.58,6,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-335000000,1,84.34,8,498.0,498,5,101.89,333,3.0,2.0,0,1,0,0,1,0,0,1
-890000000,0,243.3876,22,550.0,249,3,293.75,3,4.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,84.98,13,467.0,433,7,107.08,307,3.0,2.0,0,1,0,0,1,0,0,1
-695000000,1,64.98,6,1199.0,1588,30,88.92,600,2.0,1.0,1,0,0,1,0,1,0,0
-238000000,1,49.77,6,522.0,1372,6,66.56,442,3.0,1.0,1,0,0,1,0,1,0,0
-422000000,1,59.96,6,1426.0,1332,20,78.59,24,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,84.8382,5,149.0,129,3,103.44,97,3.0,2.0,0,1,0,0,1,0,0,1
-1900000000,1,128.62,10,453.0,416,6,151.95,130,4.0,2.0,1,0,0,1,0,0,0,1
-483000000,1,84.76,10,211.0,153,3,107.37,24,3.0,2.0,1,0,0,0,1,0,0,1
-600000000,1,84.94,16,4890.0,3293,51,113.5,36,3.0,2.0,1,0,0,1,0,0,0,1
-348000000,1,60.054,3,635.0,620,22,81.54,256,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.93600000000001,3,848.0,758,15,74.87,339,3.0,1.0,0,1,0,0,1,0,0,1
-249500000,1,59.22,10,2455.0,3930,32,78.87,1260,3.0,1.0,1,0,0,1,0,1,0,0
-75000000,0,30.57,12,155.0,312,1,40.5,139,1.0,1.0,0,1,0,0,1,1,0,0
-745000000,1,59.947,3,852.0,840,12,81.07,64,3.0,2.0,1,0,0,1,0,0,0,1
-2400000000,1,216.49,19,6075.0,3410,44,264.8,162,4.0,3.0,1,0,0,1,0,0,0,1
-168000000,0,133.16,11,476.0,476,2,165.56,90,4.0,2.0,0,1,0,0,1,0,0,1
-140000000,0,59.91,20,373.0,533,4,79.34,283,3.0,1.0,0,1,0,0,1,1,0,0
-135000000,0,57.18,7,75.0,119,1,74.44,20,2.0,1.0,0,1,0,0,1,0,0,1
-620000000,0,126.5817,17,382.0,239,3,163.07,73,4.0,2.0,0,1,0,0,1,0,0,1
-173000000,0,84.91,5,203.0,288,1,106.91,138,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,1,84.96,7,907.0,1113,14,109.23,693,3.0,2.0,0,1,0,0,1,0,0,1
-1591910000,1,144.3141,4,563.0,190,4,181.1,56,4.0,3.0,0,1,0,0,1,0,0,1
-147500000,0,29.24,18,717.0,674,5,43.53,228,1.0,1.0,0,1,0,0,1,1,0,0
-146000000,0,59.85,5,1548.0,1358,19,72.43,634,3.0,1.0,1,0,0,1,0,0,0,1
-274000000,1,84.94,13,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,117.54,10,160.0,160,3,142.68,80,4.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,114.89,1,794.0,671,8,143.83,160,4.0,2.0,0,1,0,0,1,0,0,1
-208000000,1,59.93,15,111.0,197,1,85.89,130,3.0,1.0,0,1,0,0,1,1,0,0
-190000000,1,59.88,22,659.0,746,5,84.82,380,3.0,2.0,0,1,0,0,1,1,0,0
-420000000,1,59.96,5,715.0,956,6,82.4,956,3.0,1.0,0,1,0,0,1,1,0,0
-395000000,1,59.828,13,777.0,517,7,92.49,0,3.0,1.0,0,1,0,0,1,0,0,1
-120000000,1,34.82,23,213.0,336,1,46.78,42,1.0,1.0,0,1,0,0,1,1,0,0
-810000000,1,84.67,15,255.0,159,3,107.2,43,3.0,2.0,0,1,0,0,1,0,0,1
-165000000,1,83.04,4,188.0,298,2,101.57,228,3.0,2.0,0,1,0,0,1,0,0,1
-275500000,0,74.2056,7,1858.0,1828,17,96.04,436,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,71.16,4,1376.0,2078,10,92.57,114,3.0,1.0,1,0,0,1,0,0,0,1
-156500000,0,59.34,18,461.0,564,2,75.61,244,3.0,1.0,0,1,0,0,1,1,0,0
-163720000,0,59.9846,8,573.0,508,11,87.24,142,3.0,2.0,0,1,0,0,1,0,0,1
-365000000,1,84.9,13,1762.0,1495,18,107.59,567,3.0,2.0,0,1,0,0,1,0,0,1
-286000000,1,59.97,5,1855.0,1605,25,79.62,130,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,74.13,12,492.0,492,3,102.05,36,3.0,1.0,0,1,0,0,1,1,0,0
-590000000,1,77.14,5,281.0,330,5,96.98,198,3.0,1.0,0,1,1,0,0,0,0,1
-342000000,1,59.89,1,1710.0,855,6,76.51,165,2.0,1.0,0,1,1,0,0,1,0,0
-230000000,0,49.34,15,340.0,288,3,65.5,17,2.0,1.0,0,1,0,0,1,0,0,1
-587000000,1,59.99,9,1029.0,888,19,73.07,267,3.0,1.0,0,1,0,0,1,0,0,1
-238000000,0,134.64,20,394.0,363,3,160.85,86,4.0,2.0,0,1,0,0,1,0,0,1
-104000000,0,59.04,13,63.0,181,1,87.15,102,3.0,1.0,0,1,0,0,1,1,0,0
-347000000,1,59.79,15,774.0,648,9,78.43,267,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,1,84.86,13,259.0,408,3,98.2,145,3.0,2.0,0,1,0,0,1,0,0,1
-556000000,0,84.6528,8,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-186000000,0,84.973,6,931.0,953,8,108.49,296,3.0,2.0,0,1,0,0,1,0,0,1
-158000000,0,59.6572,16,453.0,466,3,81.09,191,3.0,2.0,0,1,0,0,1,0,0,1
-358000000,1,84.67,8,832.0,858,9,104.7,120,3.0,2.0,1,0,0,1,0,0,0,1
-155000000,0,84.75,5,124.0,293,3,109.09,30,3.0,1.0,0,1,0,0,1,0,0,1
-240000000,1,59.96,15,3384.0,3404,35,83.76,705,3.0,1.0,0,1,0,0,1,1,0,0
-194000000,0,59.8,17,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-306000000,1,60.0,2,428.0,358,3,77.7,145,3.0,1.0,0,1,0,0,1,0,0,1
-1005000000,1,126.02,5,1466.0,2030,32,148.76,85,4.0,2.0,1,0,0,1,0,0,0,1
-435000000,1,73.133,11,2554.0,2462,31,100.88,702,3.0,2.0,0,1,0,0,1,0,0,1
-137000000,0,84.89,4,489.0,499,6,106.58,144,3.0,2.0,0,1,0,0,1,0,0,1
-610000000,0,84.9897,33,1124.0,928,6,115.12,32,3.0,2.0,0,1,0,0,1,0,0,1
-241520000,0,101.92,9,1551.0,1124,21,132.21,216,3.0,2.0,0,1,0,0,1,0,0,1
-685000000,0,84.2249,7,1428.0,714,14,104.39,370,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,59.37,8,638.0,527,10,78.35,208,3.0,2.0,0,1,0,0,1,0,0,1
-485000000,1,84.9958,6,2697.0,1653,29,105.25,615,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,84.96,6,245.0,243,2,109.41,119,3.0,2.0,0,1,0,0,1,0,0,1
-220000000,1,84.96,1,271.0,270,3,108.1,100,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,84.9,2,1174.0,800,10,111.75,255,3.0,2.0,0,1,0,0,1,0,0,1
-728000000,1,84.69200000000002,8,892.0,534,10,108.04,228,3.0,2.0,1,0,0,1,0,0,0,1
-97500000,1,39.84,2,275.0,458,4,54.83,89,1.0,1.0,1,0,0,1,0,1,0,0
-640000000,1,84.97,15,3310.0,2517,42,107.49,1045,3.0,2.0,1,0,0,1,0,0,0,1
-142000000,1,51.48,5,2455.0,3930,32,72.81,1050,2.0,1.0,1,0,0,1,0,1,0,0
-153500000,0,84.945,2,471.0,450,3,103.74,370,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,49.73,10,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-1040000000,1,89.88,16,1122.0,732,10,119.54,48,3.0,2.0,1,0,0,1,0,0,0,1
-500000000,0,98.478,9,3728.0,1631,3,142.97,31,2.0,2.0,0,1,0,0,1,0,0,1
-745000000,1,59.9818,18,4443.0,3002,34,88.72,48,3.0,1.0,1,0,0,1,0,0,0,1
-283740000,0,84.99,3,932.0,841,29,112.25,135,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,142.32,14,2169.0,2181,15,175.1,200,5.0,2.0,0,1,1,0,0,0,0,1
-412000000,1,84.9,4,558.0,477,6,108.93,152,3.0,2.0,0,1,0,0,1,0,0,1
-1300000000,1,130.545,10,1662.0,490,2,178.51,170,3.0,2.0,0,1,1,0,0,0,0,1
-132510000,0,59.9971,25,726.0,650,6,88.96,222,3.0,1.0,0,1,0,0,1,0,0,1
-295000000,1,59.94,24,1096.0,1017,11,81.92,222,3.0,1.0,0,1,1,0,0,1,0,0
-370000000,1,59.7,2,1401.0,1444,11,85.69,412,3.0,1.0,0,1,1,0,0,1,0,0
-1527000000,1,122.867,38,2322.0,617,3,163.2,178,3.0,2.0,0,1,0,0,1,0,0,1
-247000000,0,136.73,13,289.0,332,2,191.74,35,4.0,2.0,0,1,0,0,1,0,0,1
-468000000,1,84.45,6,1525.0,1326,15,105.07,55,3.0,2.0,1,0,0,1,0,0,0,1
-124000000,1,36.66,11,340.0,461,1,48.96,154,1.0,1.0,0,1,0,0,1,1,0,0
-158000000,1,40.02,12,2450.0,2462,16,56.2,143,2.0,1.0,0,1,0,1,0,1,0,0
-83000000,0,45.5,9,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
-270000000,0,84.99,17,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
-490000000,1,84.32,11,912.0,912,8,107.46,72,3.0,1.0,1,0,0,0,1,1,0,0
-218000000,0,84.5909,14,457.0,465,5,110.73,186,3.0,2.0,0,1,0,0,1,0,0,1
-389500000,1,59.76,13,796.0,777,9,75.31,452,3.0,1.0,0,1,0,0,1,0,0,1
-400000000,1,84.59,4,1676.0,1278,7,105.0,585,3.0,2.0,0,1,0,0,1,0,0,1
-297500000,0,101.53,7,600.0,600,6,118.53,90,4.0,2.0,0,1,1,0,0,0,0,1
-409000000,1,84.995,7,1103.0,958,15,105.42,958,3.0,2.0,0,1,0,0,1,0,0,1
-137000000,1,39.97,8,1200.0,800,7,57.6,75,1.0,1.0,0,1,0,0,1,1,0,0
-115600000,0,84.93,11,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-89000000,0,40.66,4,1000.0,812,18,46.28,576,1.0,1.0,0,1,0,0,1,0,0,1
-194000000,0,84.9902,11,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
-710000000,1,119.91,9,1299.0,1080,8,137.65,180,0.0,0.0,0,1,1,0,0,0,0,1
-281000000,0,84.9702,25,1026.0,792,6,115.7,496,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,0,140.435,5,4697.0,3462,49,164.99,146,4.0,2.0,0,1,0,0,1,0,0,1
-82000000,0,59.95,16,301.0,297,2,79.96,126,3.0,1.0,0,1,0,0,1,0,0,1
-400000000,1,59.94,20,1974.0,1458,15,81.58,42,3.0,1.0,0,1,0,0,1,0,0,1
-480000000,1,100.35,12,983.0,680,13,122.51,208,3.0,2.0,1,0,0,1,0,0,0,1
-360000000,1,114.84,8,3146.0,2810,25,129.52,799,4.0,2.0,0,1,0,0,1,0,0,1
-73000000,0,59.95,13,510.0,930,11,70.88,360,2.0,1.0,0,1,0,0,1,0,0,1
-359000000,1,111.94,12,233.0,216,3,144.89,48,4.0,2.0,0,1,0,0,1,0,0,1
-275000000,1,49.72,4,315.0,696,6,70.89,696,3.0,1.0,1,0,0,1,0,1,0,0
-195000000,0,75.75,13,2050.0,2038,23,92.56,300,3.0,1.0,0,1,0,0,1,0,1,0
-677000000,1,84.595,10,418.0,240,2,105.06,239,3.0,2.0,0,1,0,0,1,0,0,1
-680000000,1,60.0,3,700.0,822,6,81.67,238,2.0,1.0,1,0,0,1,0,1,0,0
-537500000,1,83.72,12,523.0,392,5,104.51,47,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,59.8,11,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-408970000,0,116.02,2,1556.0,1102,17,153.63,70,4.0,2.0,1,0,0,1,0,0,0,1
-215000000,1,59.9,7,2776.0,2298,27,82.54,384,3.0,1.0,0,1,0,0,1,0,0,1
-930000000,1,84.93,3,652.0,625,5,110.47,312,3.0,2.0,0,1,0,0,1,0,0,1
-360000000,1,84.705,17,1665.0,2017,22,105.19,805,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,59.97,10,1855.0,1605,25,79.62,241,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,84.79,15,2134.0,1456,23,104.97,649,3.0,2.0,0,1,0,0,1,0,0,1
-175000000,0,59.9793,15,231.0,270,3,80.79,190,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,114.85,8,4804.0,3830,54,142.21,849,4.0,2.0,0,1,0,0,1,0,0,1
-180000000,1,39.9,9,228.0,291,1,49.44,7,1.0,1.0,0,1,0,0,1,1,0,0
-750000000,1,113.31,3,170.0,130,2,144.14,30,4.0,2.0,0,1,0,0,1,0,0,1
-843000000,1,79.61,6,138.0,261,3,98.91,54,3.0,1.0,1,0,0,1,0,0,0,1
-395000000,0,84.95,7,962.0,892,8,104.73,228,3.0,1.0,0,1,0,0,1,0,0,1
-330000000,1,84.91,13,510.0,735,6,102.76,450,3.0,1.0,1,0,0,1,0,0,0,1
-279000000,0,84.99,6,932.0,841,29,111.34,120,3.0,2.0,0,1,0,0,1,0,0,1
-365000000,1,51.39,7,835.0,464,7,71.03,75,2.0,1.0,0,1,0,0,1,1,0,0
-128000000,0,84.6,13,301.0,297,2,106.33,149,3.0,2.0,0,1,0,0,1,0,0,1
-59000000,1,36.16,12,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-205000000,0,84.98,16,780.0,725,6,104.01,289,3.0,2.0,0,1,0,0,1,0,0,1
-318000000,1,84.87,6,4753.0,3169,30,114.51,424,3.0,1.0,0,1,0,0,1,1,0,0
-467000000,1,84.99,8,2251.0,2904,21,110.76,816,3.0,2.0,0,1,0,0,1,0,0,1
-311000000,0,84.92,15,1427.0,1420,13,114.15,520,3.0,2.0,0,1,0,0,1,0,0,1
-695400000,1,84.99,2,616.0,299,6,109.95,19,3.0,2.0,0,1,0,0,1,0,0,1
-890000000,1,101.34,7,1767.0,1264,26,134.92,70,4.0,2.0,0,1,0,0,1,0,0,1
-95000000,0,42.3,1,460.0,460,12,49.5,460,3.0,1.0,0,1,0,0,1,0,0,1
-250000000,1,49.92,5,237.0,293,1,63.82,150,1.0,1.0,0,1,0,0,1,1,0,0
-68250000,0,49.73,8,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-195000000,0,84.992,4,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,84.93,5,294.0,237,3,111.76,79,3.0,2.0,0,1,0,0,1,0,0,1
-271000000,0,84.9949,24,1875.0,1627,13,109.62,929,3.0,2.0,0,1,0,0,1,0,0,1
-351000000,0,115.1516,6,276.0,203,3,145.67,19,4.0,2.0,1,0,0,1,0,0,0,1
-37000000,0,44.6,11,90.0,232,1,56.89,71,2.0,1.0,0,1,0,0,1,1,0,0
-200000000,0,76.36,12,83.0,123,1,89.93,26,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,0,125.4155,27,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-104000000,0,49.32,21,202.0,504,4,68.13,141,2.0,1.0,0,1,0,0,1,1,0,0
-399000000,1,84.914,19,791.0,504,3,103.06,48,3.0,2.0,0,1,0,0,1,0,0,1
-153000000,0,84.915,12,225.0,298,2,103.96,120,3.0,1.0,0,1,0,0,1,0,0,1
-90000000,0,84.98,12,634.0,299,3,103.32,228,3.0,2.0,0,1,0,0,1,0,0,1
-88000000,1,34.44,5,272.0,840,4,44.84,255,2.0,1.0,1,0,0,1,0,1,0,0
-1795000000,1,174.02,3,424.0,424,6,190.62,40,5.0,2.0,1,0,0,1,0,0,0,1
-1580000000,1,101.09,10,143.0,286,4,108.46,167,3.0,1.0,0,1,1,0,0,1,0,0
-490000000,0,125.4,25,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
-1180000000,1,100.5,5,172.0,343,4,108.27,79,3.0,1.0,0,1,1,0,0,1,0,0
-865000000,1,84.86399999999998,21,745.0,582,6,113.22,59,3.0,2.0,0,1,0,0,1,0,0,1
-360000000,0,84.9944,24,3400.0,3160,30,113.78,785,3.0,2.0,0,1,0,0,1,0,0,1
-229350000,0,84.6588,9,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
-895000000,1,84.83,2,4900.0,3696,46,110.54,1404,3.0,2.0,1,0,0,1,0,0,0,1
-388000000,1,68.94,10,1230.0,1222,15,92.4,305,3.0,1.0,0,1,1,0,0,1,0,0
-385000000,1,96.28,2,322.0,279,4,121.69,14,3.0,2.0,0,1,0,0,1,0,0,1
-143000000,0,59.82,8,422.0,499,3,82.17,205,3.0,1.0,0,1,0,0,1,1,0,0
-280000000,1,82.68,9,286.0,465,4,99.61,377,0.0,0.0,0,1,0,0,1,0,0,1
-147000000,0,49.73,19,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-378000000,1,84.94,20,639.0,1332,9,107.35,336,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,0,78.1919,8,660.0,560,8,98.39,94,3.0,2.0,0,1,0,0,1,0,0,1
-163500000,1,59.96,2,1179.0,987,13,84.63,35,3.0,1.0,1,0,0,1,0,0,0,1
-299000000,1,84.95,14,784.0,778,5,106.9,251,3.0,2.0,0,1,0,0,1,0,0,1
-1600000000,1,84.9984,9,4443.0,3002,34,111.08,673,3.0,2.0,1,0,0,1,0,0,0,1
-400000000,1,84.995,11,1103.0,958,15,105.42,958,3.0,2.0,0,1,0,0,1,0,0,1
-335000000,1,84.9623,2,269.0,235,4,109.79,55,3.0,2.0,0,1,0,0,1,0,0,1
-218000000,0,84.9302,18,468.0,451,4,113.81,104,3.0,2.0,0,1,0,0,1,0,0,1
-214000000,1,42.93,8,1849.0,1541,14,61.62,450,1.0,1.0,0,1,0,0,1,1,0,0
-49500000,0,59.97,20,203.0,288,1,85.5,110,2.0,1.0,0,1,0,0,1,1,0,0
-210000000,0,59.9984,10,834.0,756,8,82.54,120,3.0,1.0,1,0,0,1,0,0,0,1
-146000000,1,58.5,7,195.0,390,3,74.32,53,3.0,1.0,0,1,0,0,1,0,0,1
-300000000,1,84.94,4,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,114.99,11,3060.0,2412,31,146.14,685,4.0,2.0,0,1,0,0,1,0,0,1
-73500000,0,59.82,3,200.0,390,4,81.76,390,3.0,1.0,0,1,0,0,1,1,0,0
-270000000,0,84.9402,16,865.0,800,7,107.83,243,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,0,77.67,17,1152.0,998,9,98.55,320,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,0,84.99,26,310.0,313,2,110.25,128,3.0,2.0,0,1,0,0,1,0,0,1
-1050000000,1,137.53,13,606.0,233,2,170.98,50,3.0,2.0,0,1,0,0,1,0,0,1
-203000000,0,59.89,21,2252.0,1895,17,79.43,553,3.0,2.0,0,1,0,0,1,0,0,1
-116500000,0,84.9,21,1035.0,1016,11,106.68,242,3.0,2.0,0,1,0,0,1,0,0,1
-237000000,1,84.93,15,151.0,154,1,108.39,69,3.0,2.0,0,1,0,0,1,0,0,1
-98000000,0,59.84,13,1109.0,1094,9,78.82,450,3.0,1.0,0,1,0,0,1,0,0,1
-563000000,1,84.92299999999999,12,426.0,297,2,112.4,124,3.0,2.0,0,1,0,0,1,0,0,1
-395000000,1,59.7,8,1401.0,1444,11,85.69,412,3.0,1.0,0,1,1,0,0,1,0,0
-403000000,1,84.87,7,1664.0,1261,10,108.02,644,3.0,2.0,0,1,0,0,1,0,0,1
-418000000,0,126.638,19,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-31600000,0,41.27,4,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
-780000000,1,84.95,12,758.0,758,6,108.31,757,3.0,2.0,1,0,0,1,0,0,0,1
-850000000,1,84.99,2,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
-760000000,0,125.4155,51,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,84.69,17,627.0,475,9,106.08,265,3.0,2.0,0,1,0,0,1,0,0,1
-477000000,1,71.05,8,962.0,566,8,92.57,164,3.0,1.0,0,1,1,0,0,1,0,0
-552500000,1,84.87,10,3384.0,3404,35,104.58,1034,3.0,2.0,0,1,0,0,1,0,0,1
-148500000,0,84.75,12,832.0,576,7,105.99,180,3.0,2.0,0,1,0,0,1,0,0,1
-330000000,1,84.84299999999998,3,207.0,103,1,110.7,60,3.0,2.0,0,1,0,0,1,1,0,0
-1180000000,1,115.47,8,1444.0,1848,36,143.81,102,4.0,2.0,1,0,0,1,0,1,0,0
-214000000,0,59.73,18,421.0,413,2,85.23,81,3.0,1.0,0,1,0,0,1,1,0,0
-428000000,0,135.7818,17,505.0,299,5,169.58,113,4.0,2.0,0,1,0,0,1,0,0,1
-463000000,1,84.63,14,270.0,270,2,99.94,270,3.0,2.0,1,0,0,1,0,0,0,1
-430000000,1,59.76,23,1208.0,1170,13,75.33,19,2.0,1.0,0,1,0,0,1,0,0,1
-446000000,1,84.97,10,1560.0,1247,24,109.63,165,3.0,2.0,0,1,0,0,1,0,0,1
-400000000,1,84.81,11,253.0,199,5,109.87,47,3.0,2.0,0,1,0,0,1,0,0,1
-181000000,1,44.5,2,681.0,1362,10,60.94,300,2.0,1.0,0,1,0,0,1,1,0,0
-190000000,1,59.86600000000001,2,316.0,341,5,83.68,242,3.0,1.0,0,1,0,0,1,1,0,0
-214000000,0,84.99,7,194.0,458,4,104.11,204,3.0,2.0,0,1,0,0,1,0,0,1
-360000000,1,59.97,17,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
-305000000,1,84.8768,13,648.0,554,7,110.02,554,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,59.82,12,221.0,221,1,80.25,103,3.0,1.0,0,1,0,0,1,0,1,0
-259000000,1,48.96,13,502.0,845,8,66.66,236,2.0,1.0,1,0,0,1,0,1,0,0
-612900000,0,174.107,1,5755.0,3000,15,231.27,389,4.0,2.0,0,1,0,0,1,0,0,1
-382000000,1,59.63,19,535.0,649,6,82.88,80,3.0,1.0,0,1,0,0,1,1,0,0
-322500000,1,59.99,15,2088.0,1634,28,78.94,105,3.0,2.0,0,1,0,0,1,1,0,0
-574800000,0,182.7637,6,2733.0,1598,19,230.41,165,4.0,2.0,0,1,0,0,1,0,0,1
-160000000,0,84.96,22,335.0,472,1,105.35,222,3.0,2.0,0,1,0,0,1,1,0,0
-140000000,1,49.72,6,315.0,696,6,70.89,696,3.0,1.0,1,0,0,1,0,1,0,0
-150000000,1,49.8,8,997.0,997,9,69.43,295,2.0,1.0,1,0,0,1,0,1,0,0
-555000000,1,84.87,1,2134.0,1456,23,105.61,100,3.0,2.0,0,1,0,0,1,0,0,1
-251000000,0,84.75,18,200.0,199,1,108.26,88,3.0,2.0,0,1,0,0,1,0,0,1
-837000000,1,84.751,12,4494.0,4494,56,104.39,600,3.0,1.0,1,0,0,1,0,0,0,1
-377000000,1,59.94,10,456.0,448,4,95.87,230,3.0,1.0,0,1,1,0,0,1,0,0
-1110000000,1,149.225,16,503.0,222,4,174.16,141,4.0,2.0,0,1,0,0,1,0,0,1
-444000000,0,100.945,47,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-640000000,0,128.16,21,867.0,415,4,157.82,99,4.0,2.0,1,0,0,1,0,0,0,1
-431000000,1,84.95,4,1017.0,914,10,107.98,514,3.0,2.0,0,1,1,0,0,0,0,1
-630000000,1,84.98,12,1415.0,1102,14,107.12,429,3.0,2.0,0,1,0,0,1,0,0,1
-1300000000,1,98.08,3,1104.0,1882,34,115.7,29,3.0,1.0,1,0,0,1,0,1,0,0
-240000000,0,73.92,1,3240.0,3060,33,100.06,516,3.0,1.0,0,1,1,0,0,1,0,0
-191000000,0,59.73,9,1346.0,988,12,75.04,176,3.0,1.0,0,1,0,0,1,0,0,1
-229000000,0,84.99,21,2716.0,2302,24,107.86,1028,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,41.3,7,1710.0,1710,10,57.15,0,2.0,1.0,0,1,1,0,0,1,0,0
-380000000,1,84.741,7,211.0,199,3,105.93,83,3.0,2.0,0,1,0,0,1,0,0,1
-285000000,0,84.9949,11,1875.0,1627,13,109.62,929,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,54.48,9,552.0,690,7,68.38,60,2.0,1.0,0,1,0,0,1,0,0,1
-59800000,0,49.08,17,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-410000000,1,84.93,6,540.0,342,3,112.4,0,0.0,0.0,0,1,0,0,1,1,0,0
-101400000,0,41.3,6,2716.0,2716,20,57.29,810,2.0,1.0,0,1,1,0,0,1,0,0
-186000000,0,59.79,6,390.0,478,2,74.92,192,3.0,1.0,0,1,0,0,1,0,0,1
-370000000,1,84.77,2,1704.0,2340,18,105.79,684,3.0,2.0,1,0,0,0,1,0,0,1
-830000000,1,91.77,10,418.0,339,3,122.6,156,4.0,2.0,1,0,0,1,0,0,0,1
-750000000,1,100.8,12,479.0,309,4,132.23,50,4.0,2.0,1,0,0,1,0,1,0,0
-340000000,1,114.99,25,3060.0,2412,31,146.14,685,4.0,2.0,0,1,0,0,1,0,0,1
-275000000,0,83.505,19,294.0,241,2,105.5,1,3.0,1.0,0,1,0,0,1,0,0,1
-190000000,1,84.96,7,816.0,408,4,110.25,408,3.0,2.0,0,1,0,0,1,0,0,1
-950000000,1,84.82,6,4113.0,2678,35,114.8,1012,3.0,2.0,1,0,0,1,0,0,0,1
-425000000,1,84.75,1,2110.0,2496,23,106.88,551,3.0,2.0,0,1,0,0,1,0,0,1
-251000000,1,59.98,15,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
-185470000,0,109.6398,11,1362.0,763,15,131.85,84,4.0,2.0,0,1,0,1,0,0,0,1
-255000000,0,59.937,12,3958.0,2947,29,79.38,518,3.0,2.0,0,1,0,0,1,0,0,1
-148500000,1,27.61,8,37.0,232,1,37.42,232,1.0,1.0,0,1,0,0,1,1,0,0
-244000000,1,59.648,14,149.0,150,3,74.85,60,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,114.99,15,2721.0,2002,25,143.41,487,4.0,2.0,0,1,0,0,1,0,0,1
-334000000,1,84.0145,13,201.0,207,2,107.31,88,3.0,2.0,0,1,0,0,1,0,0,1
-640000000,1,84.995,10,1651.0,1122,22,106.94,84,3.0,2.0,0,1,0,0,1,0,0,1
-887000000,1,114.6,12,1610.0,1689,17,145.58,110,4.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,84.93,5,455.0,430,6,107.67,203,3.0,2.0,1,0,0,1,0,0,0,1
-300000000,1,59.93,1,611.0,757,8,86.65,182,3.0,1.0,0,1,0,0,1,1,0,0
-810000000,1,84.86,6,1311.0,1171,13,115.7,41,3.0,2.0,1,0,0,1,0,0,0,1
-378000000,1,59.817,4,677.0,603,11,85.43,213,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,84.84,14,125.0,115,2,117.05,80,3.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,84.98,15,2657.0,2652,32,109.21,358,3.0,2.0,0,1,0,0,1,0,0,1
-640000000,1,111.55,3,323.0,345,3,145.2,67,4.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,59.96,3,327.0,350,3,81.17,156,3.0,1.0,0,1,0,0,1,0,0,1
-450000000,0,83.012,49,3728.0,1631,3,127.13,2,2.0,2.0,0,1,0,0,1,0,0,1
-1175000000,1,146.38,11,261.0,653,8,148.76,66,4.0,2.0,1,0,0,1,0,0,0,1
-475500000,0,166.9784,4,324.0,158,3,192.12,47,4.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,58.01,1,2000.0,2654,27,80.26,492,2.0,1.0,1,0,0,1,0,1,0,0
-238500000,0,84.84200000000001,2,1323.0,1190,11,108.88,329,3.0,2.0,0,1,0,0,1,0,0,1
-552500000,1,84.6,4,492.0,410,5,104.16,176,3.0,1.0,0,1,0,0,1,0,0,1
-575000000,1,120.59,20,649.0,246,1,156.96,74,3.0,2.0,0,1,1,0,0,0,0,1
-477610000,0,129.96200000000002,33,3287.0,1360,5,163.78,30,3.0,2.0,1,0,1,0,0,0,0,1
-1450000000,1,144.641,12,914.0,541,7,181.03,41,4.0,2.0,1,0,0,1,0,0,0,1
-159000000,0,84.93,23,303.0,299,2,106.38,107,3.0,2.0,0,1,0,0,1,0,0,1
-135000000,1,29.6,19,438.0,412,1,39.69,234,1.0,1.0,0,1,0,0,1,1,0,0
-440000000,1,59.95,13,521.0,529,3,86.32,289,3.0,1.0,0,1,0,0,1,0,0,1
-196000000,1,45.9,4,676.0,2265,26,60.52,420,2.0,1.0,1,0,0,1,0,1,0,0
-105940000,0,84.0896,5,381.0,373,6,107.3,221,3.0,2.0,0,1,0,0,1,0,0,1
-457500000,1,114.752,18,2733.0,2197,30,140.05,511,4.0,2.0,0,1,0,0,1,0,0,1
-1050000000,1,84.96,8,2906.0,2435,21,114.77,280,3.0,1.0,1,0,0,1,0,1,0,0
-1745000000,1,104.02,25,1308.0,843,7,137.17,49,4.0,2.0,1,0,0,1,0,0,0,1
-129000000,0,84.99,17,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
-425000000,1,84.95,4,2084.0,1830,16,109.64,752,3.0,2.0,0,1,0,0,1,0,0,1
-408000000,1,84.89,22,1630.0,1613,16,108.76,50,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,0,84.96,9,1351.0,1127,11,109.09,471,3.0,2.0,0,1,0,0,1,0,0,1
-428290000,1,114.98,3,1484.0,1339,22,156.97,78,4.0,2.0,1,0,0,1,0,0,0,1
-184000000,0,59.91,16,622.0,789,5,82.65,330,3.0,1.0,0,1,0,0,1,1,0,0
-180000000,1,45.77,1,567.0,690,5,63.6,180,1.0,1.0,1,0,0,1,0,1,0,0
-450000000,1,84.98,11,1426.0,1332,20,111.41,198,3.0,2.0,0,1,0,0,1,0,0,1
-147000000,0,71.54,23,325.0,402,2,87.99,24,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,39.6,13,1410.0,1403,7,56.36,567,2.0,1.0,1,0,0,1,0,1,0,0
-530000000,1,84.97,3,146.0,145,1,106.37,30,3.0,2.0,0,1,0,0,1,0,0,1
-238000000,1,39.6,8,554.0,1004,6,55.81,322,2.0,1.0,1,0,0,1,0,1,0,0
-870000000,1,84.89,4,1122.0,732,10,115.17,144,3.0,2.0,1,0,0,1,0,0,0,1
-268000000,0,84.34,18,1440.0,1780,16,114.6,510,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,59.43,2,2968.0,3710,33,77.92,1260,3.0,1.0,0,1,1,0,0,1,0,0
-95000000,0,49.14,24,700.0,990,7,64.38,0,2.0,1.0,0,1,0,0,1,0,1,0
-92000000,0,59.9104,4,509.0,548,7,84.8,70,3.0,1.0,0,1,0,0,1,0,0,1
-600000000,1,84.61,13,194.0,116,2,106.17,28,3.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,59.86600000000001,18,316.0,341,5,83.68,242,3.0,1.0,0,1,0,0,1,1,0,0
-230000000,1,70.62,2,4753.0,3169,30,97.67,780,2.0,1.0,0,1,0,0,1,1,0,0
-177000000,0,59.816,19,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
-330000000,1,69.17,4,299.0,783,7,92.2,220,3.0,1.0,0,1,0,0,1,1,0,0
-190000000,1,51.03,8,730.0,845,8,72.23,341,2.0,1.0,0,1,0,0,1,1,0,0
-215000000,0,59.9905,6,1875.0,1627,13,87.52,498,3.0,2.0,0,1,0,0,1,0,0,1
-547000000,1,84.97,6,540.0,407,7,103.3,28,3.0,2.0,0,1,0,0,1,0,0,1
-299000000,1,84.97,10,449.0,704,5,100.18,704,3.0,2.0,0,1,0,0,1,0,0,1
-299000000,0,84.99,30,1066.0,690,4,107.13,71,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,1,46.8,7,1590.0,1590,9,63.74,455,2.0,1.0,0,1,1,0,0,1,0,0
-180000000,1,59.98,4,551.0,526,5,86.97,194,3.0,1.0,0,1,0,0,1,1,0,0
-330000000,1,59.65,9,480.0,431,8,79.32,86,3.0,2.0,0,1,0,0,1,0,0,1
-210830000,0,84.97,13,1551.0,1124,21,112.63,90,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,1,59.99,17,1346.0,1168,17,80.89,469,3.0,1.0,0,1,0,0,1,0,0,1
-244000000,1,59.86,5,1188.0,952,7,76.26,460,3.0,1.0,0,1,0,0,1,0,0,1
-174000000,0,84.962,22,1599.0,1270,13,106.95,300,3.0,2.0,0,1,0,0,1,0,0,1
-144000000,0,59.99,20,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-570000000,1,84.7,2,267.0,252,4,111.58,15,3.0,2.0,0,1,0,0,1,0,0,1
-165000000,1,41.3,14,550.0,1430,14,59.5,300,2.0,1.0,0,1,1,0,0,1,0,0
-310000000,0,84.9887,10,1274.0,1079,4,112.33,361,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,84.96,8,566.0,449,6,112.03,119,3.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,59.73,1,170.0,130,2,85.08,33,2.0,1.0,0,1,0,0,1,1,0,0
-124500000,0,84.93,14,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
-356290000,1,84.79,6,658.0,551,10,108.52,173,3.0,2.0,1,0,0,1,0,0,0,1
-247000000,0,84.84,16,955.0,926,7,106.42,294,3.0,2.0,0,1,0,0,1,0,0,1
-360000000,1,82.615,1,160.0,153,1,112.4,119,3.0,2.0,1,0,0,1,0,0,0,1
-40000000,0,35.82,1,100.0,220,4,41.77,15,2.0,1.0,0,1,0,0,1,0,0,1
-843000000,1,122.43,4,351.0,258,5,148.17,36,4.0,2.0,0,1,0,0,1,0,0,1
-140000000,1,49.94,6,2800.0,2830,23,70.52,870,2.0,1.0,1,0,0,1,0,1,0,0
-485000000,1,104.15,15,292.0,249,2,132.2,56,4.0,2.0,0,1,0,0,1,0,0,1
-201000000,0,69.08,9,2050.0,2038,23,92.56,246,3.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,84.6,22,882.0,795,9,108.91,351,3.0,2.0,0,1,0,0,1,0,0,1
-167000000,1,33.18,3,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
-256000000,1,51.48,7,2455.0,3930,32,72.81,1050,2.0,1.0,1,0,0,1,0,1,0,0
-900000000,1,84.97,17,512.0,1056,10,106.3,636,3.0,2.0,0,1,0,0,1,0,0,1
-133500000,1,59.82,1,882.0,795,9,85.16,354,3.0,1.0,0,1,0,0,1,1,0,0
+413000000,1,84.93,4,455.0,430,6,107.67,203,3.0,2.0,1,0,0,1,0,0,0,1
+260000000,1,59.4,14,715.0,673,5,83.45,22,3.0,1.0,0,1,0,0,1,1,0,0
+697000000,1,66.87,4,2300.0,2400,18,90.97,663,3.0,1.0,0,1,1,0,0,1,0,0
+580000000,0,142.539,19,1592.0,1344,11,178.33,123,4.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,84.66,23,198.0,220,2,108.64,110,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,84.98,8,827.0,684,11,115.61,457,3.0,2.0,0,1,0,0,1,0,0,1
+235000000,0,114.98,19,1989.0,1901,15,134.96,344,4.0,2.0,0,1,0,0,1,0,0,1
+440000000,1,50.03,13,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
+240000000,1,62.22,6,4753.0,3169,30,82.38,464,2.0,1.0,0,1,0,0,1,1,0,0
+410000000,1,114.89,4,794.0,671,8,143.83,160,4.0,2.0,0,1,0,0,1,0,0,1
+405000000,1,59.74,8,779.0,651,5,85.62,230,2.0,1.0,0,1,0,0,1,1,0,0
+537800000,0,142.5818,17,754.0,478,6,177.79,142,4.0,2.0,0,1,0,0,1,0,0,1
+373000000,1,84.97,18,1602.0,1253,15,109.63,250,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,84.87,20,1664.0,1261,10,108.02,644,3.0,2.0,0,1,0,0,1,0,0,1
+431000000,1,58.03,14,519.0,498,7,78.03,252,3.0,2.0,0,1,0,0,1,0,0,1
+419000000,1,68.13,16,4932.0,4509,31,92.46,507,3.0,1.0,0,1,1,0,0,1,0,0
+375000000,1,84.93,7,827.0,686,13,104.36,44,3.0,2.0,0,1,0,0,1,0,0,1
+82900000,0,45.5,9,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
+52000000,0,57.9,5,352.0,312,7,68.78,60,3.0,1.0,0,1,0,0,1,0,0,1
+140000000,1,84.62700000000002,2,201.0,205,5,105.99,74,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,0,102.52,23,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,1,49.94,3,676.0,2265,26,71.05,585,2.0,1.0,1,0,0,1,0,1,0,0
+500000000,1,84.914,11,4190.0,2176,50,114.99,326,3.0,2.0,1,0,0,1,0,0,0,1
+154000000,0,66.56,3,1578.0,2544,18,92.76,360,3.0,1.0,0,1,0,0,1,1,0,0
+767500000,1,84.99,20,4418.0,2603,37,111.54,37,3.0,2.0,1,0,0,1,0,0,0,1
+368000000,1,47.94,10,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
+167000000,1,59.38,14,1239.0,1676,21,83.04,0,3.0,1.0,1,0,0,1,0,0,1,0
+240000000,0,139.9,18,3776.0,3382,35,168.06,200,4.0,2.0,0,1,0,0,1,0,0,1
+313000000,1,59.93,9,337.0,384,8,83.64,218,2.0,1.0,0,1,0,0,1,0,0,1
+578000000,1,84.98,6,462.0,514,8,102.48,228,3.0,1.0,1,0,0,1,0,0,0,1
+800000000,1,84.9572,16,567.0,499,9,107.39,84,3.0,2.0,0,1,0,0,1,0,0,1
+78610000,0,59.4,5,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
+600000000,0,99.51,12,3030.0,2100,12,134.58,192,3.0,2.0,0,1,0,0,1,0,0,1
+217000000,0,59.9926,17,1265.0,1090,10,83.74,250,3.0,2.0,0,1,0,0,1,0,0,1
+475000000,1,84.99,2,329.0,348,4,109.79,144,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,1,84.93,3,205.0,182,2,105.52,108,3.0,2.0,0,1,0,0,1,0,0,1
+1200000000,1,110.2,3,216.0,177,1,136.11,12,4.0,2.0,0,1,0,0,1,0,0,1
+397500000,1,55.02,2,1879.0,3100,34,75.22,720,2.0,1.0,1,0,0,1,0,1,0,0
+500000000,1,59.76,16,389.0,348,4,76.47,40,3.0,1.0,0,1,0,0,1,1,0,0
+320000000,1,84.77,2,305.0,610,6,105.19,268,3.0,2.0,0,1,0,0,1,0,0,1
+65000000,0,40.13,1,84.0,700,16,45.92,699,2.0,1.0,0,1,0,0,1,0,0,1
+209000000,1,58.01,12,823.0,2646,28,80.26,1300,2.0,1.0,1,0,0,1,0,1,0,0
+86000000,1,39.78,2,1800.0,3481,25,56.12,479,2.0,1.0,1,0,0,1,0,1,0,0
+430000000,1,51.48,8,360.0,360,5,72.33,170,2.0,1.0,0,1,0,0,1,1,0,0
+395000000,1,59.98,19,1344.0,1012,15,79.59,106,3.0,2.0,0,1,0,0,1,0,0,1
+110700000,0,73.08,7,516.0,1118,14,88.94,286,3.0,1.0,0,1,0,0,1,0,0,1
+250000000,1,50.14,12,2455.0,3930,32,68.59,1120,2.0,1.0,1,0,0,1,0,1,0,0
+182000000,1,59.85,5,243.0,226,1,86.95,113,3.0,1.0,0,1,0,0,1,1,0,0
+598000000,1,84.67,1,255.0,159,3,107.2,43,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,58.65,4,486.0,763,11,80.58,114,3.0,1.0,1,0,0,1,0,1,0,0
+1690000000,1,84.98,3,601.0,330,4,118.76,15,3.0,2.0,1,0,0,1,0,0,0,1
+151500000,0,84.92,6,175.0,274,1,116.71,100,3.0,2.0,0,1,0,0,1,1,0,0
+480000000,1,84.9,16,1762.0,1495,18,107.59,567,3.0,2.0,0,1,0,0,1,0,0,1
+602000000,1,84.95100000000002,13,1185.0,882,16,112.29,222,3.0,2.0,0,1,0,0,1,0,0,1
+129000000,0,59.98,20,540.0,630,6,79.85,40,3.0,1.0,0,1,0,0,1,0,0,1
+540000000,1,84.66,12,912.0,912,8,107.46,72,3.0,1.0,1,0,0,0,1,1,0,0
+335000000,0,112.818,21,379.0,231,2,141.18,116,3.0,2.0,0,1,0,0,1,0,0,1
+132500000,0,59.83,8,565.0,702,10,87.14,310,3.0,1.0,0,1,0,0,1,0,0,1
+101000000,0,59.9675,1,513.0,528,8,81.22,218,3.0,2.0,0,1,0,0,1,0,0,1
+120000000,0,46.265,30,274.0,256,1,63.21,28,2.0,1.0,0,1,0,0,1,0,0,1
+305000000,1,84.94,7,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+76000000,0,59.67,7,1282.0,1166,10,79.28,400,2.0,1.0,0,1,0,0,1,0,0,1
+1960000000,1,161.9,5,156.0,312,5,176.43,104,5.0,2.0,0,1,1,0,0,0,0,1
+384000000,1,84.83,20,853.0,996,10,108.33,484,3.0,2.0,0,1,0,0,1,0,0,1
+950000000,1,84.8,8,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
+595000000,1,84.988,11,753.0,635,15,107.64,396,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,1,51.48,12,2455.0,3930,32,72.81,1050,2.0,1.0,1,0,0,1,0,1,0,0
+221000000,1,43.92,9,1314.0,1162,7,56.68,219,1.0,1.0,0,1,1,0,0,1,0,0
+183000000,1,41.3,8,1710.0,1710,10,57.15,0,2.0,1.0,0,1,1,0,0,1,0,0
+1060000000,1,84.99,19,7876.0,5563,65,109.2,1201,3.0,2.0,1,0,0,1,0,0,0,1
+165000000,0,112.47,11,269.0,261,2,164.87,40,4.0,2.0,0,1,0,0,1,0,0,1
+292000000,1,59.88,7,2366.0,1971,28,81.95,520,3.0,1.0,0,1,0,0,1,1,0,0
+550000000,0,127.62,18,1306.0,1306,15,160.45,245,4.0,2.0,0,1,0,0,1,0,0,1
+235000000,1,49.5,9,1800.0,3481,25,69.83,1177,3.0,1.0,1,0,0,1,0,1,0,0
+310000000,1,60.0,15,5402.0,5387,49,80.43,312,3.0,1.0,0,1,1,0,0,0,0,1
+370000000,1,59.99,9,2251.0,2904,21,78.18,753,3.0,2.0,0,1,0,0,1,1,0,0
+835000000,1,114.93,25,1262.0,1220,10,142.85,225,4.0,2.0,0,1,1,0,0,0,0,1
+213000000,0,59.86,13,955.0,926,7,85.42,506,3.0,1.0,0,1,0,0,1,1,0,0
+240000000,1,59.49,12,1225.0,910,7,79.65,280,3.0,1.0,0,1,1,0,0,1,0,0
+288000000,0,84.92,13,467.0,464,5,112.01,232,3.0,2.0,0,1,0,0,1,0,0,1
+244500000,1,64.66,3,902.0,919,7,87.3,284,2.0,1.0,0,1,0,0,1,1,0,0
+300000000,1,59.83,14,5402.0,5387,49,82.91,324,3.0,1.0,0,1,1,0,0,0,1,0
+499000000,1,59.91,11,285.0,257,3,85.44,129,3.0,1.0,0,1,0,0,1,1,0,0
+402000000,0,147.97,7,946.0,414,17,180.67,120,4.0,2.0,1,0,0,1,0,0,0,1
+380000000,0,114.995,3,1309.0,1048,11,145.11,82,4.0,2.0,0,1,0,0,1,0,0,1
+205000000,0,59.676,18,1277.0,1110,13,92.16,276,3.0,2.0,0,1,0,0,1,0,0,1
+438000000,1,84.9829,2,224.0,213,3,107.84,26,3.0,2.0,0,1,0,0,1,0,0,1
+75000000,0,40.13,5,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
+600000000,1,84.91,6,195.0,165,3,108.12,30,3.0,2.0,0,1,0,0,1,0,0,1
+485000000,0,134.005,1,997.0,957,12,166.3,170,4.0,2.0,1,0,0,1,0,0,0,1
+900000000,1,76.79,6,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
+280000000,1,59.39,8,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
+673000000,0,128.407,16,867.0,415,4,157.41,116,4.0,2.0,1,0,0,1,0,0,0,1
+155000000,1,59.34,12,407.0,930,8,75.37,270,3.0,1.0,1,0,0,1,0,1,0,0
+512000000,1,114.69,6,1664.0,1261,10,141.16,355,4.0,2.0,0,1,0,0,1,0,0,1
+665000000,1,84.82799999999997,7,1964.0,936,14,102.8,408,3.0,1.0,1,0,0,1,0,0,0,1
+210830000,0,84.97,14,1551.0,1124,21,112.63,90,3.0,2.0,0,1,0,0,1,0,0,1
+230000000,0,84.97,15,479.0,432,4,109.46,177,3.0,2.0,0,1,0,0,1,0,0,1
+144000000,0,84.93,5,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,84.65,4,328.0,278,6,99.96,165,3.0,2.0,1,0,0,1,0,0,0,1
+208500000,1,34.29,6,440.0,366,1,45.35,189,1.0,1.0,0,1,0,0,1,1,0,0
+214000000,0,101.97,8,957.0,928,12,127.68,160,4.0,2.0,1,0,0,1,0,0,0,1
+275000000,0,134.96,21,592.0,546,4,161.25,396,4.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,59.91,26,1096.0,1017,11,81.77,252,3.0,1.0,0,1,1,0,0,1,0,0
+145000000,0,84.54,4,796.0,796,8,102.48,384,3.0,2.0,0,1,0,0,1,0,0,1
+313500000,1,60.42,4,713.0,969,11,62.81,144,2.0,1.0,0,1,1,0,0,1,0,0
+580000000,1,59.862,9,672.0,707,12,76.03,63,3.0,2.0,0,1,0,0,1,0,0,1
+785000000,1,84.88,7,842.0,590,7,108.57,226,3.0,2.0,1,0,0,1,0,0,0,1
+144500000,1,44.35,3,600.0,600,4,58.83,178,3.0,1.0,0,1,0,0,1,1,0,0
+297000000,1,59.84,5,1010.0,919,14,79.38,383,3.0,2.0,1,0,0,1,0,0,0,1
+360000000,1,84.09,7,2366.0,1971,28,105.32,394,3.0,2.0,0,1,0,0,1,0,0,1
+305000000,1,84.99,3,283.0,390,6,110.32,390,3.0,2.0,1,0,0,1,0,0,0,1
+540000000,1,109.7,6,981.0,1550,12,131.01,120,3.0,2.0,1,0,0,1,0,0,0,1
+430000000,0,145.64,31,948.0,540,4,171.72,128,4.0,2.0,0,1,0,0,1,0,0,1
+188000000,0,59.84,1,1351.0,1127,11,78.37,108,3.0,1.0,0,1,0,0,1,0,0,1
+1198000000,1,76.5,13,3930.0,3930,30,112.39,1110,3.0,1.0,1,0,0,1,0,1,0,0
+560000000,1,59.99,8,1306.0,1125,15,78.45,452,3.0,1.0,0,1,0,0,1,0,0,1
+278500000,1,84.94,8,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
+260000000,1,59.98,3,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,84.12,8,192.0,198,1,107.62,59,3.0,2.0,0,1,0,0,1,0,0,1
+345000000,1,78.941,10,211.0,199,3,99.39,86,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,0,84.97,17,305.0,159,1,111.09,121,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,59.9882,5,522.0,524,6,79.3,224,3.0,2.0,0,1,0,0,1,0,0,1
+690000000,1,84.87,9,750.0,248,2,109.2,31,3.0,2.0,0,1,0,0,1,0,0,1
+415000000,1,59.804,9,333.0,299,5,83.09,48,3.0,2.0,0,1,0,0,1,0,0,1
+506000000,1,84.77,2,1359.0,1512,15,103.22,1512,3.0,2.0,1,0,0,1,0,0,0,1
+285000000,1,59.26,15,450.0,509,6,80.2,120,2.0,1.0,0,1,0,0,1,1,0,0
+325000000,0,101.99,10,1551.0,1124,21,130.39,58,3.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,84.95100000000002,12,1077.0,976,15,106.77,445,3.0,2.0,0,1,0,0,1,1,0,0
+147500000,1,51.66,2,486.0,763,11,71.15,149,2.0,1.0,1,0,0,1,0,1,0,0
+120000000,1,36.08,7,228.0,291,1,44.71,21,1.0,1.0,0,1,0,0,1,1,0,0
+70500000,0,56.94,6,109.0,299,2,73.86,105,2.0,1.0,0,1,0,0,1,1,0,0
+271000000,1,59.88,6,2366.0,1971,28,85.56,115,3.0,1.0,0,1,0,0,1,0,0,1
+480000000,1,84.88,2,205.0,235,1,101.83,143,3.0,2.0,0,1,0,0,1,0,0,1
+327000000,1,59.4,18,465.0,414,3,89.79,136,3.0,1.0,0,1,0,0,1,1,0,0
+350000000,1,59.95,14,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
+550000000,1,84.97,12,3310.0,2517,42,107.49,55,3.0,2.0,1,0,0,1,0,0,0,1
+137000000,0,59.91,7,373.0,533,4,79.34,283,3.0,1.0,0,1,0,0,1,1,0,0
+170000000,1,50.37,10,1544.0,1544,9,72.11,248,3.0,1.0,0,1,0,0,1,1,0,0
+400000000,1,59.94300000000001,4,190.0,210,2,77.92,60,3.0,2.0,0,1,0,0,1,0,0,1
+195000000,1,59.98,15,551.0,526,5,78.29,17,3.0,1.0,0,1,0,0,1,0,0,1
+870000000,1,59.606,4,852.0,840,12,79.52,449,3.0,2.0,1,0,0,1,0,0,0,1
+200000000,0,84.9595,11,358.0,350,4,111.76,28,3.0,2.0,0,1,0,0,1,0,0,1
+284000000,1,49.85,5,1800.0,3481,25,70.32,468,3.0,1.0,1,0,0,1,0,0,0,1
+420000000,1,82.82,2,329.0,239,2,105.96,86,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,60.0,21,5402.0,5387,49,80.43,312,3.0,1.0,0,1,1,0,0,0,0,1
+151000000,0,78.0341,8,160.0,158,2,101.66,88,3.0,2.0,0,1,0,1,0,0,0,1
+400000000,1,84.7,10,187.0,186,2,107.27,80,3.0,2.0,0,1,0,0,1,0,0,1
+650500000,1,134.46,-4,855.0,472,22,165.77,0,3.0,2.0,1,0,0,1,0,0,1,0
+260000000,1,59.895,7,1077.0,976,15,83.5,256,3.0,1.0,0,1,0,0,1,1,0,0
+256000000,0,85.0,25,4515.0,2637,30,107.27,276,3.0,2.0,0,1,0,0,1,0,0,1
+45000000,0,45.5,5,800.0,1000,9,62.48,400,3.0,1.0,0,1,0,0,1,1,0,0
+420000000,1,59.76,3,1208.0,1170,13,75.33,19,2.0,1.0,0,1,0,0,1,0,0,1
+653000000,1,108.08,13,1710.0,855,6,124.18,45,4.0,2.0,0,1,1,0,0,0,0,1
+295920000,0,101.4,5,941.0,652,11,132.2,90,3.0,2.0,1,0,0,1,0,0,0,1
+428000000,1,84.88,8,713.0,652,8,108.42,259,3.0,2.0,1,0,0,1,0,0,0,1
+265000000,1,62.27,2,632.0,632,19,79.34,302,2.0,1.0,0,1,1,0,0,0,0,1
+56000000,0,45.5,10,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
+145000000,0,59.86,17,476.0,476,2,74.42,204,2.0,1.0,0,1,0,0,1,0,0,1
+545000000,1,84.91,11,1152.0,1152,12,103.71,570,3.0,2.0,0,1,0,0,1,0,0,1
+1130000000,1,84.43,8,5000.0,4424,28,115.54,11,4.0,2.0,1,0,0,1,0,1,0,0
+140500000,1,45.54,12,558.0,694,5,60.1,154,1.0,1.0,0,1,0,1,0,1,0,0
+200000000,1,84.65899999999998,11,151.0,132,1,110.08,132,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,0,84.96,4,1992.0,1680,19,108.19,920,3.0,2.0,0,1,0,0,1,0,0,1
+650000000,1,79.53,15,165.0,165,1,108.25,90,3.0,1.0,0,1,0,0,1,1,0,0
+525000000,0,190.555,6,2918.0,1536,18,219.92,56,6.0,2.0,0,1,0,0,1,0,0,1
+1135000000,1,84.8919,9,4580.0,3885,51,113.0,520,3.0,2.0,0,1,0,0,1,0,0,1
430000000,1,66.87,13,2300.0,2400,18,90.97,663,3.0,1.0,0,1,1,0,0,1,0,0
-102000000,0,84.93,5,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,125.04,25,543.0,431,3,156.57,86,4.0,2.0,0,1,0,0,1,0,0,1
-165000000,1,41.3,14,2123.0,2136,17,58.59,540,2.0,1.0,1,0,0,1,0,1,0,0
-575000000,0,125.4155,24,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-1100000000,1,84.78,3,460.0,418,6,116.77,132,3.0,1.0,0,1,1,0,0,1,0,0
-643000000,0,151.2798,25,2446.0,1149,9,185.41,228,4.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,59.26,13,893.0,2433,14,83.26,447,3.0,1.0,1,0,0,1,0,1,0,0
-1010000000,1,84.99,3,7876.0,5563,65,109.26,201,3.0,2.0,1,0,0,1,0,0,0,1
-820000000,0,152.88,4,749.0,290,1,179.94,114,4.0,2.0,0,1,0,0,1,0,0,1
-215000000,1,44.1,12,1800.0,3481,25,62.22,344,3.0,1.0,1,0,0,1,0,1,0,0
-420000000,1,59.76,12,1349.0,1150,14,79.79,240,2.0,1.0,0,1,0,0,1,0,0,1
-582000000,1,84.98,1,2780.0,2198,40,109.07,584,3.0,2.0,0,1,0,0,1,0,0,1
-274000000,1,39.69,7,900.0,1316,10,61.57,672,2.0,1.0,1,0,0,1,0,1,0,0
-351000000,1,84.741,2,211.0,199,3,105.93,83,3.0,2.0,0,1,0,0,1,0,0,1
-940000000,1,84.236,10,1291.0,926,12,109.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-186000000,1,49.77,13,2450.0,2462,16,72.73,1268,3.0,1.0,0,1,0,1,0,1,0,0
-425000000,0,84.9024,5,638.0,514,6,111.32,127,5.0,2.0,0,1,0,0,1,0,0,1
-538000000,1,84.93,21,286.0,421,3,103.55,25,3.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,59.98,13,208.0,165,2,78.18,75,3.0,1.0,0,1,1,0,0,0,0,1
-390000000,1,84.89,6,448.0,403,7,106.79,148,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,59.4,2,146.0,146,2,86.88,74,3.0,1.0,0,1,0,0,1,1,0,0
-900000000,1,84.9,18,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
-220000000,1,49.5,12,334.0,884,5,63.48,255,2.0,1.0,0,1,0,1,0,1,0,0
-180000000,1,33.18,5,325.0,1162,8,49.0,357,2.0,1.0,1,0,0,1,0,1,0,0
-830000000,1,41.98,5,2500.0,5040,124,42.98,1530,2.0,1.0,0,1,0,0,1,0,0,1
-333000000,1,59.97,14,1855.0,1605,25,79.62,241,3.0,2.0,0,1,0,0,1,0,0,1
-1200000000,1,84.92,17,533.0,275,8,115.07,46,3.0,2.0,0,1,0,0,1,0,0,1
-1590900000,0,244.8647,21,5755.0,3000,15,309.36,6,4.0,3.0,0,1,0,0,1,0,0,1
-239000000,1,59.88,6,2366.0,1971,28,85.56,115,3.0,1.0,0,1,0,0,1,0,0,1
-179000000,1,60.5,2,600.0,1944,16,85.05,120,2.0,1.0,1,0,0,1,0,1,0,0
-1100000000,1,87.54,1,1452.0,660,23,88.93,120,3.0,1.0,1,0,0,1,0,0,0,1
-227000000,1,84.83,1,164.0,205,2,102.6,175,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,59.34,3,151.0,154,2,87.26,80,3.0,1.0,0,1,0,0,1,1,0,0
-680000000,1,84.52,7,113.0,113,1,115.7,46,3.0,2.0,0,1,0,0,1,0,0,1
-455000000,1,84.73,15,877.0,725,10,106.28,85,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,0,121.8165,12,660.0,560,8,143.61,74,4.0,2.0,0,1,0,0,1,0,0,1
-577000000,1,84.738,1,982.0,836,8,108.37,61,3.0,2.0,0,1,0,0,1,0,0,1
-815000000,0,126.607,15,3728.0,1631,3,185.55,46,3.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,84.97,9,1177.0,1074,16,109.81,465,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,84.77,3,1359.0,1512,15,103.22,1512,3.0,2.0,1,0,0,1,0,0,0,1
-583000000,0,126.638,14,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
-310000000,1,84.9,4,206.0,174,3,109.76,151,3.0,2.0,0,1,0,0,1,0,0,1
-1280000000,1,177.12,6,520.0,535,8,191.74,132,4.0,2.0,0,1,1,0,0,0,0,1
-305000000,1,77.46,10,3481.0,2678,25,95.38,24,3.0,2.0,0,1,0,0,1,0,0,1
-83000000,0,39.72,12,765.0,795,7,52.03,120,1.0,1.0,0,1,0,0,1,0,0,1
-176000000,0,83.82,8,100.0,352,2,101.79,18,3.0,2.0,0,1,0,0,1,0,0,1
-518000000,0,103.528,18,4515.0,2637,30,131.85,398,3.0,2.0,0,1,0,0,1,0,0,1
-358000000,1,59.97,17,1200.0,800,7,86.42,69,2.0,1.0,0,1,0,0,1,1,0,0
-167000000,1,49.94,15,2800.0,2830,23,70.52,870,2.0,1.0,1,0,0,1,0,1,0,0
-320000000,0,148.27,6,405.0,448,5,169.99,52,4.0,2.0,1,0,0,0,1,0,0,1
-395000000,0,84.6389,33,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-125000000,0,59.75,17,217.0,454,5,78.55,158,3.0,1.0,0,1,0,0,1,0,1,0
-420000000,0,84.6389,21,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-100500000,1,33.18,13,522.0,1372,6,44.38,410,2.0,1.0,1,0,0,1,0,1,0,0
-428000000,0,126.638,12,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
-315000000,1,59.94,16,3060.0,2412,31,82.67,545,3.0,1.0,0,1,0,0,1,0,0,1
-660000000,1,84.87,20,2990.0,2182,22,107.62,981,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,0,61.09,1,3240.0,3060,33,81.04,168,3.0,1.0,0,1,1,0,0,1,0,0
-270000000,1,59.94,22,1096.0,1017,11,81.92,222,3.0,1.0,0,1,1,0,0,1,0,0
-200000000,0,59.92,6,1263.0,916,14,80.0,295,3.0,1.0,0,1,0,0,1,0,0,1
-510000000,1,84.95,14,1017.0,914,10,107.98,514,3.0,2.0,0,1,1,0,0,0,0,1
-331500000,1,84.81,15,626.0,626,4,104.62,506,3.0,2.0,0,1,0,0,1,0,0,1
-288000000,1,59.27,9,144.0,118,2,78.1,39,3.0,1.0,0,1,0,0,1,0,0,1
-356000000,1,59.91,6,735.0,915,8,81.11,117,2.0,1.0,0,1,0,1,0,1,0,0
-885000000,1,84.79,9,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
-228000000,0,59.99,24,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-36000000,0,44.59,5,321.0,315,7,56.31,70,2.0,1.0,0,1,0,0,1,0,0,1
-740000000,1,84.93,8,576.0,537,6,115.19,72,3.0,2.0,0,1,0,0,1,0,0,1
-310000000,1,59.988,3,805.0,611,9,82.22,124,3.0,1.0,0,1,0,0,1,0,0,1
-329000000,0,85.0,8,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,84.53,9,465.0,410,9,111.7,46,3.0,2.0,1,0,0,1,0,0,0,1
-149000000,0,79.01,3,390.0,390,13,96.53,90,3.0,1.0,0,1,0,0,1,0,0,1
-342000000,1,77.17,14,496.0,423,4,108.9,0,3.0,2.0,0,1,0,0,1,0,0,1
-185510000,0,84.6389,31,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-204340000,0,84.795,16,274.0,256,1,108.3,118,3.0,2.0,0,1,0,0,1,0,0,1
-192000000,0,84.96,15,518.0,497,3,105.73,150,3.0,2.0,0,1,0,0,1,0,0,1
-143000000,0,84.87,10,82.0,189,3,103.24,173,3.0,2.0,0,1,0,0,1,0,0,1
-116000000,0,42.75,14,236.0,713,7,62.72,357,2.0,1.0,0,1,0,0,1,0,0,1
-190000000,0,85.0,23,4515.0,2637,30,107.27,276,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,49.6,10,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
-336000000,1,59.99,14,615.0,545,7,79.45,120,3.0,1.0,0,1,0,0,1,0,0,1
-338000000,1,84.618,15,399.0,327,3,108.98,260,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,59.93600000000001,18,848.0,758,15,74.87,339,3.0,1.0,0,1,0,0,1,0,0,1
-238000000,1,64.53,8,400.0,479,6,88.51,171,2.0,1.0,0,1,0,0,1,1,0,0
-478000000,1,114.75,17,1691.0,1317,6,143.76,356,4.0,2.0,0,1,1,0,0,0,0,1
-327000000,0,84.977,22,316.0,299,4,112.89,50,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,1,49.77,10,706.0,1313,9,67.36,408,2.0,1.0,1,0,0,1,0,1,0,0
-270000000,0,115.1516,4,276.0,203,3,145.64,38,4.0,2.0,1,0,0,1,0,0,0,1
-222000000,0,59.98,17,540.0,630,6,79.85,40,3.0,1.0,0,1,0,0,1,0,0,1
-1200000000,1,84.99,14,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
-64900000,0,49.23,4,40.0,224,3,62.1,52,2.0,1.0,0,1,0,0,1,0,1,0
-1520000000,1,121.931,14,1335.0,713,11,142.15,313,4.0,2.0,1,0,0,1,0,0,0,1
-511000000,1,84.71,3,2615.0,2123,21,108.47,805,3.0,2.0,0,1,0,0,1,0,0,1
-85700000,0,84.6,10,590.0,584,5,110.69,303,3.0,2.0,0,1,0,0,1,0,0,1
-850000000,1,84.48,4,0.0,1077,13,124.35,40,3.0,2.0,0,1,0,0,1,0,0,1
-339000000,1,84.19,7,454.0,406,3,110.93,116,3.0,2.0,0,1,0,0,1,0,0,1
-585000000,1,59.22,5,638.0,638,4,85.23,198,2.0,1.0,1,0,0,1,0,1,0,0
-367500000,1,84.93,11,827.0,686,13,104.59,248,3.0,2.0,0,1,0,0,1,0,0,1
-251000000,1,84.94,4,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-237000000,0,59.997,19,1058.0,1028,13,81.74,260,3.0,2.0,0,1,0,0,1,0,0,1
-215000000,0,84.99,5,1110.0,1206,12,104.72,547,3.0,2.0,0,1,0,0,1,0,0,1
-95000000,0,53.58,1,177.0,181,7,69.83,35,2.0,1.0,0,1,0,0,1,1,0,0
-220000000,1,84.89,1,242.0,252,3,100.66,108,3.0,2.0,0,1,0,0,1,0,0,1
-228000000,1,59.96,4,3384.0,3404,35,83.76,705,3.0,1.0,0,1,0,0,1,1,0,0
-236000000,0,59.97,10,227.0,228,2,76.03,30,3.0,2.0,0,1,0,0,1,0,0,1
-183500000,1,39.84,5,560.0,1070,12,54.07,420,2.0,1.0,1,0,0,1,0,1,0,0
-360000000,1,66.24,1,646.0,1595,19,94.45,795,2.0,1.0,1,0,0,1,0,1,0,0
-338000000,1,84.65,3,328.0,278,6,99.96,0,3.0,2.0,1,0,0,1,0,0,0,1
-300000000,1,56.036,13,1488.0,1244,16,74.84,168,3.0,1.0,0,1,0,0,1,1,0,0
-150000000,0,148.35,14,707.0,774,7,168.39,60,4.0,2.0,0,1,0,0,1,0,0,1
-880000000,1,114.97,8,2275.0,1656,28,139.88,470,4.0,2.0,0,1,0,0,1,0,0,1
-409000000,1,57.36,6,440.0,366,1,75.85,46,2.0,1.0,0,1,0,0,1,1,0,0
-360000000,1,84.96,9,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
-284000000,0,118.53,19,812.0,738,8,141.53,76,4.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,59.982,10,224.0,228,3,76.21,110,3.0,1.0,0,1,0,0,1,0,0,1
-95500000,0,48.51,9,640.0,640,4,66.94,640,2.0,1.0,0,1,0,0,1,1,0,0
-319500000,1,59.4,9,1322.0,1155,10,86.34,532,3.0,1.0,0,1,0,0,1,1,0,0
-640000000,1,59.25,16,1920.0,1511,18,79.61,554,3.0,2.0,0,1,0,0,1,0,0,1
-585000000,1,84.97,14,3310.0,2517,42,107.49,120,3.0,2.0,1,0,0,1,0,0,0,1
-680000000,1,84.99,19,2085.0,1592,15,104.38,542,3.0,2.0,0,1,1,0,0,0,0,1
-219000000,1,46.65,7,708.0,823,5,62.29,114,2.0,1.0,0,1,0,0,1,1,0,0
-266000000,0,110.9382,7,1213.0,840,6,141.87,140,3.0,2.0,0,1,0,0,1,0,0,1
-87000000,0,59.94,2,153.0,204,2,81.7,86,2.0,1.0,0,1,0,0,1,1,0,0
-850000000,1,84.95,12,1535.0,1410,19,108.56,630,3.0,2.0,0,1,0,0,1,0,0,1
-349000000,1,84.969,10,170.0,155,2,107.23,42,3.0,2.0,0,1,0,0,1,0,0,1
-535000000,1,84.98,5,249.0,205,2,107.92,17,3.0,2.0,1,0,0,1,0,0,0,1
-730000000,1,66.6,5,1285.0,2550,34,89.88,959,3.0,1.0,1,0,0,1,0,1,0,0
-279000000,1,53.1,8,225.0,225,2,72.49,60,2.0,1.0,0,1,0,0,1,1,0,0
-195000000,1,39.6,6,297.0,1005,6,57.46,405,2.0,1.0,1,0,0,1,0,1,0,0
-322980000,0,112.1715,9,1367.0,935,9,143.21,92,4.0,2.0,0,1,0,0,1,0,0,1
-330000000,0,84.977,10,503.0,301,5,106.42,19,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,0,101.86,14,1576.0,1112,17,131.86,116,3.0,2.0,0,1,1,0,0,0,0,1
-473000000,1,81.05,10,2073.0,1786,24,100.78,1178,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,55.2,6,1453.0,1148,14,80.9,27,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,84.9788,2,221.0,181,4,111.3,13,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,84.99,11,3060.0,2412,31,109.78,1182,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,0,84.8813,4,1582.0,1149,8,108.66,263,3.0,2.0,0,1,0,0,1,0,0,1
-435000000,1,84.87,19,2990.0,2182,22,107.62,981,3.0,2.0,0,1,0,0,1,0,0,1
-233000000,1,59.98,9,242.0,252,3,81.29,108,3.0,1.0,0,1,0,0,1,1,0,0
-1045000000,1,95.7555,14,505.0,392,3,125.96,60,3.0,2.0,1,0,0,1,0,0,0,1
-437000000,0,126.149,6,368.0,298,4,148.69,100,4.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,59.75,20,1140.0,976,13,74.98,246,3.0,1.0,0,1,1,0,0,0,0,1
-456000000,1,59.99,17,1806.0,1497,25,85.55,268,3.0,2.0,0,1,0,0,1,0,0,1
-399000000,1,35.73,13,684.0,644,6,52.92,273,2.0,1.0,0,1,0,0,1,1,0,0
-890000000,1,83.475,14,1920.0,960,13,100.04,270,3.0,1.0,0,1,1,0,0,0,0,1
-152500000,0,59.94,6,280.0,379,2,78.74,241,3.0,1.0,0,1,0,0,1,0,0,1
-459000000,1,84.96,20,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
-355000000,1,59.877,8,320.0,305,5,78.34,193,3.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,134.43,12,662.0,448,14,165.7,92,3.0,2.0,1,0,0,1,0,0,0,1
-577000000,1,84.94,14,654.0,430,7,107.53,120,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,84.6,1,510.0,930,11,96.58,570,3.0,2.0,0,1,0,0,1,0,0,1
-293000000,1,58.55,11,1930.0,1482,9,75.59,384,3.0,1.0,0,1,0,0,1,0,0,1
-450000000,1,84.76,19,1357.0,1070,12,108.07,395,3.0,2.0,0,1,0,0,1,0,0,1
-1205000000,1,84.9984,23,4443.0,3002,34,111.08,673,3.0,2.0,1,0,0,1,0,0,0,1
-373000000,1,84.514,17,259.0,299,4,109.14,162,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,33.7495,10,1331.0,1395,9,49.59,316,1.0,1.0,0,1,0,0,1,1,0,0
-377000000,0,84.69200000000002,14,1100.0,1076,11,106.1,168,3.0,1.0,0,1,0,0,1,0,0,1
-62000000,0,46.26,1,188.0,230,4,54.1,30,2.0,1.0,0,1,0,0,1,0,0,1
-178000000,0,84.41,5,707.0,774,7,100.15,24,3.0,1.0,0,1,0,0,1,0,0,1
-245000000,0,84.94,15,1690.0,1122,16,109.36,350,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,0,84.915,6,961.0,623,4,107.73,36,3.0,2.0,0,1,0,0,1,0,0,1
-248000000,1,59.99,18,1177.0,1074,16,82.87,514,3.0,2.0,0,1,0,0,1,0,0,1
-266000000,0,84.97,12,1551.0,1124,21,112.63,90,3.0,2.0,0,1,0,0,1,0,0,1
-1220000000,1,84.43,9,5000.0,4424,28,115.54,11,4.0,2.0,1,0,0,1,0,1,0,0
-68000000,0,58.01,14,2716.0,2716,20,76.81,1,2.0,1.0,0,1,1,0,0,1,0,0
-206000000,0,84.9501,4,1582.0,1149,8,111.11,56,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,84.82,10,1581.0,1421,16,107.82,191,3.0,2.0,1,0,0,1,0,0,0,1
-184000000,0,59.9328,12,1320.0,1277,14,86.93,227,3.0,2.0,0,1,0,0,1,0,0,1
-253000000,1,50.67,7,680.0,2256,20,69.59,938,2.0,1.0,1,0,0,1,0,1,0,0
-348000000,1,84.59,8,1676.0,1278,7,105.0,585,3.0,2.0,0,1,0,0,1,0,0,1
-1035000000,1,119.67,12,1096.0,548,6,144.49,96,4.0,2.0,0,1,0,1,0,0,0,1
-595000000,1,84.6099,2,1971.0,1559,22,109.19,649,3.0,2.0,0,1,0,0,1,0,0,1
-278000000,0,84.6389,37,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,84.58,1,705.0,601,4,108.05,26,3.0,2.0,0,1,0,0,1,0,0,1
-255000000,1,59.99,5,534.0,452,6,84.21,200,3.0,1.0,0,1,0,0,1,1,0,0
-580000000,1,84.838,14,248.0,217,5,106.45,217,3.0,2.0,0,1,0,0,1,0,0,1
-1650000000,1,115.47,5,1444.0,1848,36,143.81,102,4.0,2.0,1,0,0,1,0,1,0,0
-510000000,1,84.92,12,354.0,380,3,104.14,100,3.0,2.0,0,1,0,0,1,0,0,1
-836000000,1,84.99,7,617.0,429,6,112.93,122,3.0,2.0,1,0,0,1,0,0,0,1
-74000000,0,59.916,9,431.0,764,6,79.34,764,3.0,1.0,0,1,0,0,1,0,0,1
-440000000,1,134.61,1,983.0,680,13,158.72,202,4.0,2.0,1,0,0,1,0,0,0,1
-300000000,0,108.1449,14,367.0,294,4,144.87,50,4.0,2.0,0,1,0,0,1,0,0,1
-235000000,0,84.9902,14,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-408000000,0,116.817,13,2269.0,1950,15,151.86,528,4.0,2.0,0,1,0,0,1,0,0,1
-515000000,1,152.25,18,4932.0,4509,31,183.29,264,4.0,2.0,0,1,1,0,0,0,0,1
-410000000,1,59.96,1,552.0,545,9,82.83,171,3.0,2.0,0,1,0,0,1,0,0,1
-70000000,0,49.83,10,187.0,400,3,69.19,400,2.0,1.0,0,1,0,0,1,0,0,1
-314000000,1,84.09,5,486.0,763,11,104.2,204,3.0,2.0,1,0,0,1,0,0,0,1
-168500000,1,34.44,3,619.0,1556,12,45.34,476,2.0,1.0,1,0,0,1,0,1,0,0
-300000000,0,84.76899999999998,22,2269.0,1950,15,116.38,781,3.0,2.0,0,1,0,0,1,0,0,1
-360000000,1,89.46,13,1000.0,1000,13,106.59,712,3.0,2.0,1,0,0,1,0,0,0,1
-415000000,1,84.98,13,249.0,205,2,107.92,21,3.0,2.0,1,0,0,1,0,0,0,1
-362500000,1,84.96,3,907.0,1113,14,109.23,693,3.0,2.0,0,1,0,0,1,0,0,1
-595000000,1,84.88,22,977.0,596,12,110.62,262,3.0,2.0,0,1,0,0,1,0,0,1
-419000000,1,84.79,3,358.0,255,3,112.81,49,3.0,2.0,0,1,0,0,1,0,0,1
-364000000,1,84.98,18,563.0,296,5,111.38,111,3.0,2.0,0,1,0,0,1,0,0,1
-535000000,0,100.945,38,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,84.81,3,994.0,868,10,107.91,292,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,1,60.0,13,2366.0,1971,28,81.91,112,3.0,1.0,0,1,0,0,1,0,0,1
-670000000,1,114.83,14,506.0,400,6,140.04,76,4.0,2.0,0,1,0,0,1,0,0,1
-186280000,0,109.3076,10,1362.0,763,15,131.87,116,4.0,2.0,0,1,0,1,0,0,0,1
-120000000,0,84.99,15,606.0,977,8,102.24,535,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,0,76.36,10,83.0,123,1,89.93,26,3.0,2.0,0,1,0,0,1,0,0,1
-198640000,1,59.96,17,552.0,545,9,82.83,171,3.0,2.0,0,1,0,0,1,0,0,1
-109770000,0,84.84,1,941.0,652,11,115.39,60,3.0,2.0,1,0,0,1,0,0,0,1
-275000000,0,73.92,3,3240.0,3060,33,100.06,516,3.0,1.0,0,1,1,0,0,1,0,0
-74500000,0,44.1,10,1500.0,1963,15,59.67,120,2.0,1.0,0,1,1,0,0,1,0,0
-177000000,0,82.67,7,320.0,320,6,104.82,32,3.0,2.0,0,1,0,0,1,0,0,1
-715000000,1,59.4,4,1066.0,1050,12,80.66,440,3.0,2.0,1,0,0,1,0,0,0,1
-850000000,1,84.44,13,760.0,558,6,110.82,147,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,84.95,12,165.0,162,2,107.47,80,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,59.584,10,637.0,562,7,85.69,206,3.0,1.0,0,1,0,0,1,1,0,0
-660000000,1,84.98,15,2780.0,2198,40,112.35,493,3.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,114.96,15,618.0,508,5,142.63,176,4.0,2.0,1,0,0,1,0,0,0,1
-99000000,0,59.9942,17,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
-254000000,0,83.5,5,1037.0,1026,12,112.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,59.96,14,221.0,222,2,83.83,118,3.0,1.0,0,1,0,0,1,0,0,1
-149000000,0,84.96,12,2651.0,1898,16,107.55,396,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,118.105,8,340.0,414,5,138.8,120,4.0,2.0,0,1,0,0,1,0,0,1
-242000000,0,60.83,9,3240.0,3060,33,83.12,504,3.0,1.0,0,1,1,0,0,1,0,0
-145000000,0,59.85,10,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
-357000000,1,84.741,8,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
-65660000,0,30.57,7,155.0,312,1,40.5,139,1.0,1.0,0,1,0,0,1,1,0,0
-371000000,0,84.6389,26,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-442000000,1,84.97,11,1177.0,1074,16,109.81,465,3.0,2.0,0,1,0,0,1,0,0,1
-599000000,0,164.76,10,1578.0,922,9,202.5,196,4.0,2.0,0,1,0,0,1,0,0,1
-770000000,1,84.45,16,342.0,307,7,109.15,138,3.0,2.0,0,1,0,0,1,0,0,1
-510000000,1,84.99,15,329.0,348,4,109.79,144,3.0,2.0,0,1,0,0,1,0,0,1
-1018000000,1,87.05,20,883.0,794,9,111.06,102,3.0,2.0,1,0,0,1,0,0,0,1
-400000000,0,134.94,3,1984.0,1848,24,161.58,456,4.0,2.0,1,0,0,1,0,0,0,1
-310000000,1,84.94,16,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-264500000,1,59.97,15,1323.0,1114,14,79.34,106,3.0,1.0,0,1,0,0,1,0,0,1
-230000000,1,59.73,10,352.0,294,3,75.65,45,3.0,1.0,0,1,0,0,1,0,0,1
-264500000,0,59.94600000000001,9,895.0,852,12,79.91,372,3.0,1.0,1,0,0,1,0,0,0,1
-309000000,1,84.96,14,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
-370000000,1,101.88,1,796.0,457,6,120.65,228,3.0,2.0,1,0,0,1,0,0,0,1
-397890000,0,145.64,14,948.0,540,4,171.72,128,4.0,2.0,0,1,0,0,1,0,0,1
-139000000,0,84.98,20,1430.0,1500,10,104.56,616,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,58.0,1,522.0,672,20,66.09,80,3.0,1.0,0,1,0,0,1,0,0,1
-267000000,0,84.9882,11,1846.0,1638,16,112.39,240,3.0,2.0,0,1,0,0,1,0,0,1
-248000000,0,84.97,9,513.0,528,8,108.41,234,3.0,2.0,0,1,0,0,1,0,0,1
-870000000,1,84.48,7,0.0,1077,13,124.35,34,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,1,44.1,2,1800.0,3481,25,62.22,344,3.0,1.0,1,0,0,1,0,1,0,0
-210000000,1,84.92,1,259.0,408,3,98.26,150,3.0,2.0,0,1,0,0,1,0,0,1
-728000000,1,84.97399999999998,20,2237.0,2407,30,111.98,784,3.0,2.0,1,0,0,1,0,0,0,1
-111780000,0,59.075,21,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
-220000000,1,44.52,2,78.0,1800,10,59.2,1800,2.0,1.0,0,1,1,0,0,1,0,0
-249000000,0,59.1416,17,3400.0,3160,30,82.59,74,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,1,42.61,2,180.0,357,7,49.59,0,2.0,1.0,0,1,0,0,1,0,0,1
-115500000,0,59.91,13,335.0,472,1,79.56,175,2.0,1.0,0,1,0,0,1,1,0,0
-379830000,1,84.93,14,619.0,564,7,105.95,105,3.0,2.0,0,1,0,0,1,0,0,1
-147130000,0,59.7826,6,381.0,373,6,76.35,110,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,0,135.88,4,796.0,796,8,158.68,60,4.0,2.0,0,1,0,0,1,0,0,1
-185000000,0,59.98,14,547.0,928,9,74.8,2,3.0,1.0,1,0,0,1,0,1,0,0
-387000000,1,35.24,8,9766.0,6864,66,52.99,344,1.0,1.0,1,0,0,1,0,0,0,1
-299500000,1,59.76,9,560.0,1070,12,81.09,312,3.0,1.0,1,0,0,1,0,1,0,0
-553000000,1,82.75,4,173.0,184,3,105.58,89,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,84.9,6,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
-148000000,1,49.94,15,2000.0,2654,27,70.52,540,2.0,1.0,1,0,0,1,0,1,0,0
-349000000,1,83.67,4,824.0,837,6,104.68,299,3.0,1.0,0,1,1,0,0,1,0,0
-560000000,0,147.97,10,946.0,414,17,180.67,120,4.0,2.0,1,0,0,1,0,0,0,1
-175000000,0,64.985,3,600.0,600,6,79.97,90,2.0,1.0,0,1,1,0,0,0,0,1
-657000000,1,119.91,13,1299.0,1080,8,137.65,180,0.0,0.0,0,1,1,0,0,0,0,1
-898000000,1,59.9818,23,4443.0,3002,34,88.72,48,3.0,1.0,1,0,0,1,0,0,0,1
-179500000,1,59.94,5,271.0,270,3,84.92,124,2.0,1.0,0,1,0,0,1,1,0,0
-178000000,1,59.77,13,202.0,228,1,80.6,114,3.0,1.0,0,1,0,0,1,0,0,1
-330000000,0,84.9804,29,316.0,299,4,113.28,49,3.0,2.0,0,1,0,0,1,0,0,1
-187500000,0,84.98,9,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
-718800000,1,84.92,3,1174.0,800,10,113.47,202,3.0,2.0,0,1,0,0,1,0,0,1
-214000000,0,84.9706,23,2023.0,1330,14,106.92,360,3.0,2.0,0,1,0,0,1,0,0,1
-627000000,1,84.95,18,4890.0,3293,51,112.13,36,3.0,2.0,1,0,0,1,0,0,0,1
-241000000,1,34.86,12,2124.0,1634,12,46.39,435,1.0,1.0,0,1,1,0,0,1,0,0
-424000000,1,64.85,22,2073.0,1786,24,82.69,306,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,1,84.514,11,259.0,299,4,109.14,162,3.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,84.98,3,2040.0,1302,18,115.99,644,3.0,2.0,0,1,0,0,1,0,0,1
-50000000,0,53.28,4,110.0,175,3,63.23,15,3.0,1.0,0,1,0,0,1,0,0,1
-228000000,1,70.62,10,4753.0,3169,30,97.67,780,2.0,1.0,0,1,0,0,1,1,0,0
-195000000,0,60.0,19,876.0,819,8,80.43,102,2.0,1.0,0,1,0,0,1,0,0,1
-345000000,1,70.69,15,330.0,660,5,85.4,300,3.0,1.0,1,0,0,1,0,0,0,1
-230000000,1,44.52,3,1402.0,2002,16,59.2,540,2.0,1.0,0,1,0,0,1,1,0,0
-130000000,0,59.07,1,100.0,100,5,68.2,12,3.0,1.0,0,1,0,0,1,0,0,1
-290000000,0,84.98,23,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-145800000,0,59.8,13,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
-148000000,0,59.91,5,314.0,480,3,76.03,72,3.0,1.0,0,1,0,0,1,0,0,1
-240000000,1,59.74,17,1377.0,1542,16,78.25,196,3.0,1.0,0,1,0,0,1,1,0,0
-316580000,0,119.738,32,961.0,623,4,151.29,34,4.0,2.0,0,1,0,0,1,0,0,1
-187000000,1,41.3,8,1710.0,1710,10,57.15,750,1.0,1.0,0,1,1,0,0,1,0,0
-113000000,0,59.84,10,714.0,705,5,79.17,176,2.0,1.0,0,1,0,0,1,0,0,1
-530000000,1,59.39,4,1285.0,2550,34,72.19,240,2.0,1.0,1,0,0,1,0,1,0,0
-578000000,0,126.9004,43,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
-285500000,1,49.94,3,2800.0,2830,23,70.52,870,2.0,1.0,1,0,0,1,0,1,0,0
-114510000,0,84.34,13,1440.0,1780,16,114.6,510,3.0,2.0,0,1,0,0,1,0,0,1
-299000000,0,84.9953,19,1875.0,1156,10,114.45,267,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,57.44,14,209.0,192,4,79.23,78,2.0,2.0,0,1,0,0,1,1,0,0
-400000000,1,114.87,2,1048.0,1213,13,141.29,230,4.0,2.0,0,1,0,0,1,0,0,1
-212000000,0,84.93,12,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
-108000000,0,49.42,16,340.0,720,5,69.02,720,2.0,1.0,0,1,0,0,1,1,0,0
-347000000,1,59.76,1,262.0,260,2,84.66,104,3.0,1.0,0,1,0,0,1,0,0,1
-965000000,1,109.49,1,576.0,888,12,115.7,288,3.0,1.0,1,0,0,1,0,1,0,0
-600000000,1,77.68,10,545.0,545,5,94.03,60,3.0,2.0,1,0,0,1,0,0,0,1
-240000000,1,59.94,6,1096.0,1017,11,81.92,222,3.0,1.0,0,1,1,0,0,1,0,0
-360000000,1,59.4,12,459.0,602,7,84.04,177,3.0,1.0,0,1,1,0,0,0,0,1
-670000000,1,71.93,9,500.0,478,4,77.68,154,2.0,1.0,1,0,0,1,0,1,0,0
-393000000,0,118.1105,9,916.0,559,5,149.55,60,4.0,2.0,0,1,0,0,1,0,0,1
-418000000,1,84.9383,9,458.0,407,10,104.21,164,3.0,2.0,0,1,0,0,1,0,0,1
-267000000,1,59.32,11,188.0,298,2,72.51,52,3.0,1.0,0,1,0,0,1,0,0,1
-133500000,0,59.69,6,820.0,814,9,82.3,380,3.0,1.0,0,1,0,0,1,0,0,1
-450000000,1,84.78,10,1985.0,1286,16,109.43,608,3.0,2.0,0,1,0,0,1,0,0,1
-381500000,0,84.6389,11,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-84000000,0,84.62,10,66.0,120,2,107.28,60,3.0,2.0,0,1,0,0,1,0,0,1
-52000000,0,40.1,5,298.0,400,8,45.39,385,2.0,1.0,0,1,0,0,1,0,0,1
-980000000,1,164.7228,9,549.0,308,2,211.57,32,4.0,2.0,0,1,0,0,1,0,0,1
-293000000,1,59.25,16,489.0,448,7,79.06,168,3.0,1.0,0,1,0,0,1,0,0,1
-159000000,0,59.76,16,682.0,824,9,80.55,272,3.0,1.0,1,0,0,1,0,0,0,1
-270000000,1,59.91,16,325.0,322,4,77.35,133,3.0,1.0,0,1,0,0,1,1,0,0
-210830000,0,84.97,9,1551.0,1124,21,112.63,90,3.0,2.0,0,1,0,0,1,0,0,1
-269000000,1,83.04,5,188.0,298,2,101.57,228,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,0,102.52,11,2381.0,1391,14,133.32,336,3.0,2.0,0,1,0,0,1,0,0,1
-349000000,1,84.69,11,236.0,225,4,108.41,165,3.0,2.0,0,1,0,0,1,0,0,1
-231000000,1,50.37,4,1544.0,1544,9,72.11,248,3.0,1.0,0,1,0,0,1,1,0,0
-130000000,0,84.992,3,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
-262000000,1,59.95,14,706.0,1313,9,81.14,630,3.0,1.0,1,0,0,1,0,1,0,0
-439000000,0,83.012,44,3728.0,1631,3,127.13,2,2.0,2.0,0,1,0,0,1,0,0,1
-335000000,0,134.96,24,984.0,546,5,161.0,396,4.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,84.95,3,143.0,114,3,113.5,0,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,84.95,11,450.0,476,4,102.55,286,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,164.47,19,240.0,298,4,188.18,50,5.0,2.0,0,1,0,0,1,0,0,1
-219420000,0,117.27,3,1576.0,1112,17,153.13,214,4.0,2.0,0,1,1,0,0,0,0,1
-290000000,1,59.7,15,1401.0,1444,11,85.69,412,3.0,1.0,0,1,1,0,0,1,0,0
-186000000,0,59.8832,13,1128.0,978,13,81.33,392,3.0,2.0,1,0,0,1,0,0,0,1
-1150000000,1,84.419,16,1529.0,1144,17,109.58,88,3.0,2.0,1,0,0,1,0,0,0,1
-770000000,1,84.751,5,4494.0,4494,56,104.39,600,3.0,1.0,1,0,0,1,0,0,0,1
-349500000,1,84.41,5,1999.0,2856,32,101.19,115,3.0,1.0,1,0,0,1,0,1,0,0
-400000000,1,59.64,10,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
-112000000,0,59.94600000000001,16,394.0,363,3,80.28,161,3.0,1.0,0,1,0,0,1,0,0,1
-252000000,1,46.75,5,912.0,912,8,60.15,135,2.0,1.0,1,0,0,0,1,1,0,0
-760000000,1,98.08,5,1104.0,1882,34,115.7,29,3.0,1.0,1,0,0,1,0,1,0,0
-980000000,1,84.99,8,7876.0,5563,65,109.35,828,3.0,2.0,1,0,0,1,0,0,0,1
-448000000,1,84.9,5,183.0,144,1,107.96,117,3.0,2.0,0,1,0,0,1,0,0,1
-330000000,1,39.51,1,325.0,1162,8,55.23,213,3.0,1.0,1,0,0,1,0,1,0,0
-83000000,0,73.97,17,325.0,402,2,92.56,96,3.0,2.0,0,1,0,0,1,0,0,1
-193000000,0,84.8273,14,642.0,455,8,110.21,78,3.0,2.0,1,0,0,1,0,0,0,1
-205000000,1,71.77,7,432.0,864,7,76.83,456,2.0,1.0,0,1,0,0,1,1,0,0
-345000000,1,116.32,3,164.0,120,1,145.0,12,0.0,0.0,0,1,0,0,1,1,0,0
-161000000,0,59.94,16,295.0,298,2,80.25,76,3.0,1.0,0,1,0,0,1,0,0,1
-97000000,0,59.54,2,844.0,851,13,79.83,149,3.0,1.0,0,1,0,0,1,1,0,0
-293000000,1,91.09,7,198.0,493,4,113.19,92,3.0,1.0,0,1,0,0,1,0,0,1
-470000000,1,84.9,1,962.0,566,8,98.91,108,3.0,1.0,0,1,1,0,0,0,0,1
-370000000,0,84.84200000000001,5,1323.0,1190,11,108.88,329,3.0,2.0,0,1,0,0,1,0,0,1
-465000000,1,59.92,8,514.0,416,6,81.46,180,3.0,2.0,0,1,0,0,1,0,0,1
-322980000,0,112.1715,9,1367.0,935,9,143.21,92,4.0,2.0,0,1,0,0,1,0,0,1
-615000000,1,134.94,7,959.0,492,12,158.52,197,4.0,2.0,1,0,0,1,0,0,0,1
-126000000,1,49.94,14,1999.0,2856,32,71.0,240,2.0,1.0,1,0,0,1,0,1,0,0
-143000000,0,63.0,2,1100.0,1076,11,90.2,272,4.0,2.0,0,1,0,0,1,0,0,1
-369000000,1,59.9,7,468.0,583,5,83.52,76,2.0,1.0,0,1,1,0,0,1,0,0
-189000000,0,59.98,15,547.0,928,9,74.8,2,3.0,1.0,1,0,0,1,0,1,0,0
-200000000,0,59.955,18,617.0,600,6,80.38,200,3.0,1.0,0,1,0,0,1,0,0,1
-225000000,0,117.62,3,285.0,490,5,139.94,44,4.0,2.0,0,1,0,0,1,0,1,0
-555000000,1,59.7754,9,1971.0,1559,22,82.99,156,3.0,2.0,0,1,0,0,1,0,0,1
-84000000,0,59.54,13,844.0,851,13,79.83,149,3.0,1.0,0,1,0,0,1,1,0,0
-494000000,1,58.57,2,263.0,263,2,79.05,37,3.0,1.0,0,1,0,0,1,1,0,0
-1000000000,1,84.99,13,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
-115000000,0,44.01,5,200.0,140,5,50.25,29,2.0,1.0,0,1,0,0,1,0,0,1
-1850000000,1,84.435,5,1291.0,926,12,111.11,22,3.0,2.0,0,1,0,0,1,0,0,1
-1540000000,1,134.45,14,1686.0,656,10,179.26,43,3.0,2.0,0,1,0,1,0,0,0,1
-173000000,0,59.98,11,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
-518000000,1,84.94,10,1043.0,299,1,111.2,36,3.0,2.0,0,1,0,0,1,0,0,1
-549000000,1,84.44,15,214.0,332,4,109.09,210,3.0,2.0,1,0,0,1,0,0,0,1
-125000000,0,59.94600000000001,18,895.0,852,12,79.91,372,3.0,1.0,1,0,0,1,0,0,0,1
-220000000,1,59.94,16,271.0,270,3,84.92,124,2.0,1.0,0,1,0,0,1,1,0,0
-122500000,0,29.24,16,717.0,674,5,43.53,228,1.0,1.0,0,1,0,0,1,1,0,0
-575000000,0,125.4155,9,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-112000000,1,41.85,9,198.0,505,6,56.83,0,1.0,1.0,1,0,0,1,0,1,0,0
-165000000,0,103.05,2,1721.0,1374,17,126.73,150,4.0,2.0,0,1,0,0,1,0,0,1
-353000000,1,84.99,19,2251.0,2904,21,110.76,816,3.0,2.0,0,1,0,0,1,0,0,1
-148000000,0,59.92,7,1263.0,916,14,80.0,295,3.0,1.0,0,1,0,0,1,0,0,1
-190000000,1,32.34,5,255.0,350,1,40.54,298,1.0,1.0,0,1,0,0,1,1,0,0
-147500000,1,59.94,10,824.0,1236,10,81.41,192,2.0,1.0,0,1,0,0,1,1,0,0
-148000000,1,33.18,6,522.0,1372,6,44.38,410,2.0,1.0,1,0,0,1,0,1,0,0
-375000000,1,84.96,5,736.0,736,8,102.23,482,3.0,1.0,0,1,0,0,1,0,0,1
-169000000,0,84.973,12,1984.0,1848,24,107.66,376,3.0,2.0,1,0,0,1,0,0,0,1
-54000000,0,59.58,11,64.0,126,1,80.22,126,2.0,1.0,0,1,0,0,1,1,0,0
-183500000,0,59.8,5,1833.0,1812,20,78.79,755,3.0,1.0,0,1,0,0,1,1,0,0
-340000000,1,84.98,22,253.0,212,2,108.19,139,3.0,2.0,0,1,0,0,1,0,0,1
-790000000,1,136.1,11,1080.0,982,14,158.72,102,4.0,2.0,0,1,1,0,0,0,0,1
-145000000,0,59.26,15,830.0,1741,16,71.78,60,2.0,1.0,0,1,0,0,1,1,0,0
-410000000,0,100.945,20,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-595000000,1,59.95,6,421.0,317,4,91.43,101,3.0,1.0,1,0,0,1,0,1,0,0
-575000000,0,136.89600000000002,27,1198.0,648,3,176.38,45,4.0,2.0,0,1,0,0,1,0,1,0
-305000000,1,59.38,12,1239.0,1676,21,83.04,254,3.0,1.0,1,0,0,1,0,0,1,0
-315000000,1,59.94,11,132.0,122,2,83.61,51,3.0,1.0,0,1,0,0,1,1,0,0
-405000000,0,125.98,36,774.0,544,2,170.86,78,4.0,2.0,0,1,0,0,1,0,0,1
-565000000,1,120.11,11,280.0,187,3,148.66,88,4.0,2.0,0,1,0,0,1,0,0,1
-900000000,1,35.64,1,1136.0,2841,58,35.87,480,2.0,1.0,0,1,0,0,1,0,0,1
-730000000,1,111.22,8,4596.0,3226,40,145.47,419,4.0,2.0,0,1,0,0,1,0,0,1
-400000000,1,59.975,8,415.0,415,4,81.83,147,2.0,1.0,1,0,0,1,0,1,0,0
-433000000,1,53.88,13,1285.0,2550,34,74.74,480,2.0,1.0,1,0,0,1,0,1,0,0
-340000000,1,84.6,20,207.0,206,2,110.24,128,3.0,2.0,0,1,0,0,1,0,0,1
-348000000,0,134.005,21,997.0,957,12,166.3,170,4.0,2.0,1,0,0,1,0,0,0,1
-195000000,0,84.54,1,796.0,796,8,102.48,384,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,81.8788,9,105.0,105,2,111.04,72,3.0,2.0,0,1,0,0,1,0,0,1
-260000000,0,84.93,8,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
-272000000,0,84.975,15,808.0,710,9,107.58,292,3.0,2.0,0,1,0,0,1,0,0,1
-795000000,1,50.64,2,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
-720000000,1,65.1,17,783.0,1368,15,88.32,0,2.0,1.0,1,0,0,1,0,1,0,0
-805000000,1,87.05,23,883.0,794,9,111.06,102,3.0,2.0,1,0,0,1,0,0,0,1
-540000000,1,59.89,11,912.0,912,8,76.96,330,2.0,1.0,1,0,0,0,1,1,0,0
-186000000,0,84.98,10,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,84.85,3,139.0,124,2,110.04,83,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,59.4,13,465.0,414,3,89.79,136,3.0,1.0,0,1,0,0,1,1,0,0
-263000000,0,84.95,5,962.0,892,8,104.73,228,3.0,1.0,0,1,0,0,1,0,0,1
-1000000000,1,84.98,10,636.0,547,9,110.47,80,3.0,2.0,1,0,0,1,0,0,0,1
-83750000,0,42.66,11,551.0,1484,14,58.91,54,2.0,1.0,0,1,0,0,1,1,0,0
-156000000,1,40.11,5,1849.0,1541,14,55.23,180,1.0,1.0,0,1,0,0,1,1,0,0
-168000000,0,59.73,20,1070.0,1070,14,75.74,490,2.0,1.0,1,0,0,1,0,0,0,1
-222500000,0,84.6588,12,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
-655000000,1,84.82,17,416.0,590,4,105.81,0,3.0,2.0,1,0,0,1,0,0,0,1
-620000000,1,53.06,10,300.0,1060,9,68.43,220,3.0,1.0,1,0,1,0,0,1,0,0
-220000000,0,59.6054,12,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
-199000000,1,59.77,15,202.0,228,1,80.6,114,3.0,1.0,0,1,0,0,1,0,0,1
-850000000,1,59.9,8,1029.0,888,19,76.26,28,3.0,2.0,0,1,0,0,1,0,0,1
-134000000,1,58.65,3,1402.0,2002,16,81.28,232,2.0,1.0,0,1,0,0,1,1,0,0
-1200000000,1,192.22,6,4190.0,2176,50,235.91,20,5.0,2.0,1,0,0,1,0,0,0,1
-390000000,1,59.95,1,576.0,473,7,86.18,105,3.0,2.0,1,0,0,1,0,0,0,1
-900000000,1,73.26,13,300.0,1060,9,94.18,310,3.0,1.0,1,0,1,0,0,1,0,0
-220000000,0,84.76,13,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
-278000000,1,53.24,3,870.0,725,7,72.5,120,2.0,1.0,0,1,0,0,1,1,0,0
-330000000,1,39.6,2,1410.0,1403,7,56.36,567,2.0,1.0,1,0,0,1,0,1,0,0
-442000000,0,119.009,16,3958.0,2947,29,139.31,486,4.0,2.0,0,1,0,0,1,0,0,1
-360000000,1,59.39,8,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
-400000000,1,49.79,13,237.0,293,1,63.64,8,1.0,1.0,0,1,0,0,1,1,0,0
-1300000000,1,97.92,2,1306.0,1640,37,122.47,234,3.0,1.0,1,0,0,1,0,0,0,1
-250000000,1,44.1,6,241.0,630,5,60.39,630,2.0,1.0,0,1,0,0,1,1,0,0
-80000000,1,49.94,1,676.0,2265,26,71.05,585,2.0,1.0,1,0,0,1,0,1,0,0
-370000000,1,59.97,5,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
-420000000,0,124.47,10,857.0,375,14,152.13,80,4.0,2.0,1,0,0,1,0,0,0,1
-430000000,1,81.05,17,2073.0,1786,24,100.78,1178,3.0,2.0,0,1,0,0,1,0,0,1
-368000000,1,59.98,7,533.0,538,6,87.47,226,3.0,1.0,0,1,0,0,1,1,0,0
-1750000000,1,163.54,38,569.0,264,2,203.7,20,4.0,2.0,1,0,0,1,0,0,0,1
-164000000,1,39.6,2,257.0,660,4,53.54,240,2.0,1.0,1,0,0,1,0,1,0,0
-880000000,1,84.87,13,0.0,1077,13,124.05,10,3.0,2.0,0,1,0,0,1,0,0,1
-750000000,1,59.97,24,4113.0,2678,35,86.43,424,3.0,2.0,1,0,0,1,0,0,0,1
-263000000,1,74.58,4,360.0,1980,12,89.31,180,3.0,2.0,1,0,0,1,0,0,0,1
-83500000,0,42.3,5,460.0,460,12,49.5,460,3.0,1.0,0,1,0,0,1,0,0,1
-180000000,0,58.01,13,2716.0,2716,20,76.81,1,2.0,1.0,0,1,1,0,0,1,0,0
-388500000,1,84.89,9,448.0,403,7,106.79,148,3.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,41.85,8,198.0,505,6,56.83,0,1.0,1.0,1,0,0,1,0,1,0,0
-123000000,0,84.95,5,793.0,793,6,103.73,357,3.0,2.0,0,1,0,0,1,0,0,1
-1135000000,1,84.82,19,4113.0,2678,35,114.8,1012,3.0,2.0,1,0,0,1,0,0,0,1
-273000000,0,84.98,21,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-391000000,1,70.61,6,202.0,197,2,96.17,24,3.0,2.0,0,1,0,0,1,0,0,1
-122000000,0,49.965,16,260.0,999,9,69.76,885,3.0,1.0,0,1,0,0,1,1,0,0
-58000000,0,59.88,12,215.0,299,1,76.29,119,3.0,1.0,0,1,0,0,1,1,0,0
-2450000000,1,216.49,7,6075.0,3410,44,264.8,162,4.0,3.0,1,0,0,1,0,0,0,1
-730000000,1,84.75,3,500.0,400,16,101.29,140,3.0,2.0,0,1,1,0,0,0,0,1
-125000000,0,73.89,17,217.0,358,1,99.17,81,2.0,2.0,0,1,0,0,1,0,0,1
-330000000,1,84.94,16,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
-980000000,1,129.33,7,1879.0,3100,34,148.76,145,4.0,2.0,1,0,0,1,0,0,0,1
-410000000,0,149.5497,4,5755.0,3000,15,197.4,396,4.0,2.0,0,1,0,0,1,0,0,1
-276000000,1,58.14,8,646.0,1045,9,79.9,807,3.0,1.0,1,0,0,1,0,1,0,0
-375000000,1,59.89,9,912.0,912,8,76.96,330,2.0,1.0,1,0,0,0,1,1,0,0
-140000000,1,48.93,2,505.0,700,7,69.7,82,2.0,1.0,1,0,0,1,0,1,0,0
-468000000,1,84.82,6,710.0,629,9,108.98,110,3.0,2.0,1,0,0,1,0,0,0,1
-88700000,0,59.98,9,774.0,763,6,80.54,229,3.0,1.0,0,1,0,0,1,0,0,1
-669000000,1,84.8032,12,745.0,582,6,116.82,42,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,59.89,18,349.0,278,5,84.84,134,2.0,1.0,0,1,0,0,1,1,0,0
-385000000,1,59.78,8,799.0,669,9,78.82,92,3.0,2.0,0,1,0,0,1,0,0,1
-268000000,0,106.064,5,4697.0,3462,49,137.0,0,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,64.05,4,265.0,225,1,82.85,108,3.0,2.0,0,1,0,0,1,1,0,0
-895000000,1,84.5,15,1449.0,1270,13,114.14,77,3.0,2.0,1,0,0,1,0,0,0,1
-323000000,1,59.76,4,652.0,642,9,80.71,342,3.0,1.0,1,0,0,1,0,0,0,1
-595000000,1,84.92,25,516.0,537,3,112.39,94,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,59.075,20,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
-310000000,1,84.781,3,211.0,124,1,109.12,57,3.0,2.0,0,1,0,0,1,0,0,1
-285000000,1,59.7,5,1204.0,712,12,77.28,125,3.0,1.0,0,1,0,0,1,0,0,1
-445000000,1,59.651,10,252.0,243,5,78.02,76,3.0,2.0,0,1,0,0,1,0,1,0
-99500000,0,40.07,3,1000.0,812,18,45.82,232,2.0,1.0,0,1,0,0,1,0,0,1
-1190000000,1,56.57,3,2500.0,5040,124,59.5,65,3.0,1.0,0,1,0,0,1,0,0,1
-155000000,0,59.99,8,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-285000000,1,60.0,7,1985.0,1286,16,80.24,166,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,114.7,4,2772.0,3322,32,147.16,499,4.0,2.0,0,1,0,0,1,0,0,1
-99000000,1,39.6,6,329.0,609,5,55.38,106,2.0,1.0,0,1,1,0,0,1,0,0
-655000000,1,84.99,20,1027.0,847,10,110.29,40,3.0,2.0,0,1,0,1,0,0,0,1
-990000000,1,99.15,5,1104.0,1882,34,120.75,180,3.0,1.0,1,0,0,1,0,1,0,0
-240000000,1,59.94300000000001,1,190.0,210,2,77.92,60,3.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,59.96,3,224.0,212,2,85.67,140,3.0,1.0,0,1,0,0,1,1,0,0
-124000000,0,59.794,17,174.0,298,1,81.44,298,2.0,1.0,0,1,0,0,1,1,0,0
-1700000000,1,149.23,28,321.0,208,2,181.06,25,3.0,2.0,0,1,0,0,1,0,0,1
-1425000000,1,83.06,9,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
-184500000,0,73.5252,19,194.0,191,3,101.37,88,3.0,2.0,0,1,0,0,1,0,0,1
-159000000,0,59.9104,2,509.0,548,7,84.8,70,3.0,1.0,0,1,0,0,1,0,0,1
-755000000,1,83.06,6,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
-720000000,1,59.99,19,7876.0,5563,65,82.16,29,3.0,2.0,1,0,0,1,0,0,0,1
-305000000,1,59.99,5,1177.0,1074,16,82.87,514,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,84.79,13,2328.0,2328,18,104.45,360,3.0,2.0,1,0,0,1,0,0,0,1
-478000000,1,59.99,4,1806.0,1497,25,85.55,268,3.0,2.0,0,1,0,0,1,0,0,1
-51000000,0,31.98,4,380.0,380,8,37.38,199,1.0,1.0,0,1,0,0,1,0,0,1
-600000000,1,62.19,1,5540.0,5539,122,82.65,43,2.0,1.0,1,0,0,1,0,0,0,1
-534500000,1,84.75,3,456.0,811,6,108.45,324,3.0,2.0,0,1,0,0,1,0,0,1
-880000000,1,84.96,13,2173.0,2036,19,111.39,318,3.0,2.0,1,0,0,1,0,0,0,1
-161000000,1,49.5,11,260.0,525,4,64.28,210,2.0,1.0,1,0,0,1,0,1,0,0
-210000000,1,84.98,3,170.0,208,2,102.25,5,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,1,39.84,8,1650.0,1650,12,56.65,337,2.0,1.0,1,0,0,1,0,1,0,0
-350000000,1,84.94,10,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-288000000,1,58.01,2,2123.0,2136,17,80.26,264,2.0,1.0,1,0,0,1,0,1,0,0
-1090000000,1,63.87,4,561.0,936,10,90.98,313,3.0,2.0,0,1,1,0,0,1,0,0
-195000000,1,58.46,1,681.0,1362,10,80.48,135,2.0,1.0,0,1,0,0,1,1,0,0
-140000000,0,84.96,4,1109.0,1094,9,105.92,400,3.0,2.0,0,1,0,0,1,0,0,1
-236000000,0,120.82,12,541.0,987,13,141.69,130,4.0,2.0,0,1,0,0,1,0,0,1
-575500000,1,105.0526,4,250.0,195,5,139.97,16,3.0,2.0,0,1,0,0,1,0,0,1
-444000000,1,84.7,1,524.0,487,7,106.68,186,3.0,2.0,0,1,0,0,1,0,0,1
-188500000,1,59.94,13,1641.0,2336,16,86.18,328,2.0,1.0,1,0,0,1,0,1,0,0
-430000000,1,83.59,12,261.0,435,4,101.08,90,3.0,1.0,0,1,0,0,1,0,0,1
-187000000,0,59.79,13,735.0,722,9,81.42,144,3.0,2.0,0,1,0,0,1,0,0,1
-339000000,1,84.94,4,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
-949000000,1,84.99,19,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
-423000000,1,59.95,4,164.0,170,1,77.88,83,3.0,1.0,0,1,0,0,1,0,0,1
-275000000,0,59.57,17,1440.0,1780,16,80.94,93,3.0,1.0,0,1,0,0,1,0,0,1
-417000000,1,84.689,5,989.0,795,10,116.82,68,3.0,2.0,1,0,0,1,0,0,0,1
-236000000,1,32.8,9,243.0,1376,8,48.73,144,2.0,1.0,0,1,1,0,0,1,0,0
-167000000,0,78.3,25,2169.0,2181,15,98.22,250,3.0,1.0,0,1,1,0,0,1,0,0
-275000000,1,59.9788,4,170.0,155,2,76.42,25,3.0,1.0,0,1,0,0,1,0,0,1
-76000000,0,68.12,4,436.0,576,5,86.84,575,3.0,1.0,0,1,0,0,1,0,0,1
-519600000,0,149.5497,22,5755.0,3000,15,197.4,396,4.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,49.73,19,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-292000000,0,82.61,9,432.0,432,3,108.03,168,3.0,1.0,0,1,0,0,1,1,0,0
-440000000,1,84.97,12,2772.0,3322,32,113.67,876,3.0,2.0,0,1,0,0,1,0,0,1
-15150000,0,35.82,1,0.0,100,2,45.41,100,2.0,1.0,0,1,0,0,1,0,0,1
-279000000,0,110.9382,28,1213.0,840,6,141.87,140,3.0,2.0,0,1,0,0,1,0,0,1
-493000000,1,59.99,16,2924.0,2397,31,84.85,260,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,45.9,6,350.0,750,5,60.52,120,2.0,1.0,0,1,0,0,1,1,0,0
-94000000,0,59.8,24,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
-168000000,0,59.8,8,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-306000000,1,59.73,8,576.0,513,7,81.57,157,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,43.2,10,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
-59000000,0,49.94,15,1600.0,1320,10,72.95,180,2.0,1.0,0,1,0,0,1,1,0,0
-698000000,1,135.0,13,1352.0,1352,15,157.42,280,4.0,2.0,1,0,0,1,0,0,0,1
-115000000,0,84.73,11,234.0,450,3,100.95,150,3.0,2.0,0,1,0,0,1,0,0,1
-389000000,0,123.307,5,5755.0,3000,15,164.91,623,4.0,2.0,0,1,0,0,1,0,0,1
-428000000,1,84.97,14,3940.0,3003,25,109.57,1066,3.0,2.0,0,1,0,0,1,0,0,1
-69230000,0,59.91,8,314.0,480,3,76.03,72,3.0,1.0,0,1,0,0,1,0,0,1
-288000000,1,84.99,10,574.0,574,7,104.99,427,3.0,2.0,0,1,0,0,1,0,0,1
-105000000,0,84.87,13,117.0,235,2,100.38,162,3.0,2.0,0,1,0,0,1,0,0,1
-207500000,1,93.38,9,432.0,864,7,99.94,288,3.0,1.0,0,1,0,0,1,1,0,0
-286000000,1,47.3,11,390.0,390,2,67.28,90,2.0,1.0,0,1,0,0,1,1,0,0
-252500000,1,42.93,1,2300.0,2400,18,59.93,270,2.0,1.0,0,1,1,0,0,1,0,0
-1278000000,1,101.2,2,1285.0,2550,34,121.19,609,4.0,2.0,1,0,0,1,0,0,0,1
-505000000,1,84.3,5,156.0,144,2,106.34,120,3.0,2.0,1,0,0,1,0,0,0,1
-255000000,1,59.93,9,1323.0,1114,14,84.51,157,3.0,1.0,0,1,0,0,1,0,0,1
-181000000,0,49.94,5,1578.0,2544,18,68.94,448,2.0,1.0,0,1,0,0,1,1,0,0
-310000000,1,79.25,11,994.0,3315,21,107.99,840,3.0,1.0,1,0,0,1,0,1,0,0
-690000000,1,84.95100000000002,16,1185.0,882,16,109.48,50,3.0,2.0,0,1,0,0,1,0,0,1
-1100000000,1,84.43,5,5000.0,4424,28,115.54,11,4.0,2.0,1,0,0,1,0,1,0,0
-126500000,0,59.4,7,299.0,299,4,85.14,105,3.0,1.0,0,1,0,0,1,1,0,0
-295000000,0,84.9926,13,829.0,703,7,110.33,254,3.0,2.0,0,1,0,0,1,0,0,1
-1080000000,1,109.49,2,576.0,888,12,115.7,288,3.0,1.0,1,0,0,1,0,1,0,0
-163000000,0,59.94,21,1167.0,1158,13,80.48,626,3.0,1.0,0,1,0,0,1,0,0,1
-280000000,1,50.58,6,494.0,824,8,71.12,177,3.0,1.0,0,1,0,0,1,1,0,0
-289000000,1,59.42,8,517.0,514,6,79.62,284,3.0,1.0,0,1,0,0,1,1,0,0
-645000000,1,84.23,7,174.0,410,5,100.55,254,3.0,2.0,0,1,0,0,1,0,0,1
-435000000,1,59.53,20,1104.0,1174,11,81.16,478,3.0,1.0,0,1,1,0,0,0,0,1
-442000000,1,84.99,12,2251.0,2904,21,110.76,816,3.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,84.75,9,456.0,811,6,105.79,324,3.0,2.0,0,1,0,0,1,0,0,1
-625000000,0,159.8382,14,2733.0,1598,19,201.51,165,4.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,56.11,15,167.0,427,2,75.66,119,2.0,1.0,0,1,0,0,1,1,0,0
-45000000,0,41.3,12,1600.0,1320,10,57.15,180,3.0,2.0,0,1,0,0,1,0,0,1
-190000000,1,59.4,1,154.0,140,1,73.52,63,3.0,1.0,0,1,0,0,1,1,0,0
-325000000,1,59.93,12,815.0,700,10,83.36,255,3.0,1.0,0,1,0,0,1,1,0,0
-338500000,1,59.78,6,481.0,460,2,87.26,233,3.0,1.0,0,1,0,0,1,1,0,0
-792500000,1,116.94,5,567.0,378,5,137.44,168,4.0,2.0,1,0,0,1,0,0,0,1
-305000000,1,84.97,6,3146.0,2810,25,99.67,1240,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,59.92,12,705.0,601,4,86.1,250,3.0,1.0,0,1,0,0,1,1,0,0
-390000000,1,59.82,25,2085.0,1592,15,82.65,300,2.0,1.0,0,1,1,0,0,1,0,0
-82000000,0,62.81,6,206.0,297,2,75.12,25,2.0,1.0,0,1,0,0,1,0,0,1
-342000000,1,89.46,4,1000.0,1000,13,106.59,712,3.0,2.0,1,0,0,1,0,0,0,1
-178000000,0,59.84,23,436.0,436,3,79.71,178,2.0,1.0,0,1,0,0,1,0,0,1
-370000000,0,84.9891,11,382.0,239,3,110.71,68,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,59.68,1,898.0,718,11,80.96,160,3.0,1.0,0,1,0,0,1,0,0,1
-256000000,0,70.1847,20,3400.0,3160,30,95.82,93,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,39.95,1,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
-162500000,0,52.29,7,467.0,648,2,69.97,229,2.0,1.0,0,1,0,0,1,0,0,1
-430000000,1,83.19,13,132.0,104,1,98.07,104,3.0,2.0,1,0,0,1,0,0,0,1
-300000000,1,49.94,4,1980.0,1980,11,69.28,180,2.0,1.0,0,1,1,0,0,1,0,0
-407000000,1,84.89,20,247.0,221,2,109.04,88,3.0,2.0,0,1,0,0,1,0,0,1
-71000000,0,41.85,2,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
-96000000,0,59.944,13,728.0,728,12,79.35,166,3.0,1.0,1,0,0,1,0,0,0,1
-295000000,1,84.89,7,286.0,265,2,109.18,75,3.0,2.0,0,1,0,0,1,0,0,1
-44000000,0,41.3,9,482.0,900,8,57.19,270,2.0,1.0,0,1,0,0,1,1,0,0
-76000000,1,39.6,13,329.0,609,5,55.38,106,2.0,1.0,0,1,1,0,0,1,0,0
-220000000,0,59.997,9,1314.0,1249,16,80.38,240,3.0,2.0,1,0,0,1,0,0,0,1
-162000000,0,58.74,18,350.0,450,2,74.8,90,3.0,1.0,0,1,0,0,1,0,0,1
-320000000,1,59.89,5,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
-168000000,0,59.83,6,518.0,497,3,79.39,125,3.0,1.0,0,1,0,0,1,0,0,1
-540000000,1,79.43,4,1013.0,801,13,109.12,252,3.0,2.0,0,1,0,0,1,0,0,1
-910000000,1,73.41,10,208.0,231,4,92.03,48,3.0,1.0,1,0,0,1,0,0,0,1
-380000000,1,84.9573,6,250.0,195,5,113.35,48,3.0,2.0,0,1,0,0,1,0,0,1
-256000000,0,84.8167,21,1331.0,1395,9,117.3,369,3.0,2.0,0,1,0,0,1,0,1,0
-720000000,1,84.95100000000002,10,1185.0,882,16,112.29,222,3.0,2.0,0,1,0,0,1,0,0,1
-379000000,1,59.98,12,533.0,538,6,87.47,226,3.0,1.0,0,1,0,0,1,1,0,0
-280000000,0,111.74,1,3776.0,3382,35,136.38,348,4.0,2.0,0,1,0,0,1,0,0,1
-168500000,0,59.676,24,1277.0,1110,13,92.16,146,3.0,2.0,0,1,0,0,1,0,0,1
-89000000,0,59.6,13,756.0,842,8,80.0,398,3.0,1.0,1,0,0,1,0,0,0,1
-247000000,1,59.91,9,488.0,429,3,83.31,184,3.0,1.0,0,1,0,0,1,1,0,0
-152000000,0,84.93,24,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-468000000,1,100.35,14,983.0,680,13,122.51,150,3.0,2.0,1,0,0,1,0,0,0,1
-470000000,1,84.87,6,3384.0,3404,35,104.58,1034,3.0,2.0,0,1,0,0,1,0,0,1
-447000000,1,84.37,13,1344.0,1106,16,108.09,90,3.0,2.0,0,1,0,0,1,0,0,1
-456060000,1,84.63,10,407.0,249,2,112.4,21,3.0,2.0,0,1,0,0,1,0,0,1
-388000000,1,59.73,13,997.0,997,9,83.28,365,3.0,1.0,1,0,0,1,0,1,0,0
-340000000,0,134.98,18,300.0,299,3,161.13,25,4.0,2.0,0,1,0,0,1,0,0,1
-295000000,1,60.054,2,635.0,620,22,81.54,64,3.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,59.73,9,434.0,380,9,81.23,68,3.0,2.0,1,0,0,1,0,0,0,1
-850000000,1,121.52,5,360.0,360,4,130.49,360,4.0,2.0,1,0,0,1,0,0,0,1
-250000000,1,48.96,10,502.0,845,8,66.66,236,2.0,1.0,1,0,0,1,0,1,0,0
-95000000,0,41.52,1,3240.0,3060,33,55.33,263,2.0,1.0,0,1,1,0,0,1,0,0
-143000000,0,59.8889,20,1206.0,1176,13,78.96,786,3.0,2.0,0,1,0,0,1,0,0,1
-73000000,0,49.94,3,1418.0,4056,26,68.73,990,2.0,1.0,0,1,0,0,1,1,0,0
-505000000,0,134.94,2,957.0,928,12,168.96,164,4.0,2.0,1,0,0,1,0,0,0,1
-63500000,0,59.12,6,250.0,183,1,79.94,69,3.0,1.0,0,1,0,0,1,1,0,0
-184000000,1,41.22,9,800.0,986,9,58.64,222,2.0,1.0,0,1,0,0,1,1,0,0
-1200000000,1,84.99,13,7876.0,5563,65,109.26,201,3.0,2.0,1,0,0,1,0,0,0,1
-239000000,1,59.62,18,192.0,198,1,82.26,118,3.0,1.0,0,1,0,0,1,1,0,0
-599000000,1,84.69,3,1974.0,1458,15,108.31,544,3.0,2.0,0,1,0,0,1,0,0,1
-474000000,1,84.96,29,643.0,304,3,106.15,166,3.0,2.0,0,1,0,0,1,0,0,1
-196000000,1,49.94,13,676.0,2265,26,71.05,585,2.0,1.0,1,0,0,1,0,1,0,0
-112000000,0,84.96,2,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
-142000000,0,84.93,8,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-353000000,1,84.9,6,815.0,700,10,107.55,256,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,76.78,1,181.0,197,2,93.81,107,3.0,1.0,0,1,0,0,1,0,0,1
-459000000,1,84.98,13,322.0,296,5,112.08,138,3.0,2.0,0,1,0,0,1,0,0,1
-124000000,0,84.7,9,259.0,384,3,102.67,264,3.0,2.0,0,1,0,0,1,0,0,1
-535000000,1,84.9,10,436.0,436,3,101.76,358,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,33.18,1,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
-385000000,1,59.96,9,3384.0,3404,35,83.76,705,3.0,1.0,0,1,0,0,1,1,0,0
-284000000,0,69.9127,17,513.0,511,8,95.11,134,3.0,2.0,0,1,0,0,1,0,0,1
-279000000,1,58.59,9,2561.0,2134,26,76.21,513,3.0,1.0,0,1,0,0,1,1,0,0
-720000000,1,114.666,12,1401.0,1444,11,144.57,273,4.0,2.0,0,1,1,0,0,0,0,1
-130000000,0,55.68,10,676.0,676,9,74.1,304,3.0,1.0,1,0,0,0,1,0,0,1
-193500000,0,84.93,5,144.0,144,1,104.82,1,3.0,1.0,0,1,0,0,1,0,0,1
-398000000,1,84.63,5,150.0,118,2,109.68,40,3.0,2.0,0,1,0,0,1,0,0,1
-116000000,0,84.75,5,220.0,206,3,115.7,100,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,51.38,9,135.0,110,1,66.25,12,3.0,1.0,0,1,0,0,1,1,0,0
-354000000,1,59.83,14,1314.0,1162,7,77.2,278,3.0,1.0,0,1,1,0,0,0,0,1
-87000000,0,49.08,19,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-512500000,1,84.92,17,354.0,380,3,104.14,100,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,0,131.5784,14,950.0,560,7,163.8,119,4.0,2.0,0,1,0,0,1,0,0,1
-768000000,1,127.33,8,600.0,570,7,146.39,270,4.0,2.0,0,1,1,0,0,0,0,1
-269000000,0,84.99,15,1849.0,1691,16,107.53,628,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,0,149.5497,1,5755.0,3000,15,197.4,396,4.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,77.17,10,496.0,423,4,108.9,0,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,49.75,7,800.0,986,9,74.84,427,3.0,1.0,0,1,0,0,1,1,0,0
-233500000,1,59.83,22,5402.0,5387,49,82.91,324,3.0,1.0,0,1,1,0,0,0,1,0
-260000000,0,122.8,5,862.0,831,12,153.26,76,4.0,2.0,0,1,0,0,1,0,0,1
-620000000,1,84.4,17,533.0,538,6,114.15,92,3.0,2.0,0,1,0,0,1,0,0,1
-377500000,1,84.81700000000002,7,383.0,339,8,107.12,13,3.0,2.0,0,1,0,0,1,0,0,1
-723000000,0,92.743,59,3728.0,1631,3,138.57,1,3.0,2.0,0,1,0,0,1,0,0,1
-449000000,1,59.82,27,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
-517000000,1,84.417,14,848.0,758,15,104.9,280,3.0,2.0,0,1,0,0,1,0,0,1
-530000000,1,59.959,5,933.0,794,9,81.57,235,3.0,2.0,0,1,0,0,1,0,0,1
-537000000,1,59.39,3,1285.0,2550,34,72.19,240,2.0,1.0,1,0,0,1,0,1,0,0
-750000000,1,84.9,13,340.0,439,2,101.73,168,3.0,2.0,0,1,0,0,1,0,1,0
-170000000,1,59.96,15,408.0,346,3,79.38,150,2.0,1.0,0,1,0,0,1,1,0,0
-280000000,1,84.9696,12,241.0,212,4,109.25,12,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,101.9176,5,3210.0,2061,25,136.16,411,3.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,114.98,18,192.0,178,1,141.09,38,4.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,84.97,3,265.0,203,2,104.82,148,3.0,2.0,0,1,0,0,1,0,0,1
-278000000,1,84.84,5,709.0,710,8,104.78,650,3.0,2.0,0,1,1,0,0,0,0,1
-95000000,0,49.99,9,735.0,1116,13,69.24,194,2.0,1.0,0,1,0,0,1,1,0,0
-350000000,1,33.18,13,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
-300000000,1,83.27,1,570.0,570,5,110.08,255,3.0,1.0,0,1,0,0,1,1,0,0
-525000000,1,56.9,9,200.0,200,1,62.8,200,2.0,1.0,1,0,0,1,0,1,0,0
-160000000,0,75.0516,10,438.0,408,3,102.18,84,3.0,2.0,0,1,0,0,1,0,0,1
-278000000,1,59.88800000000001,20,989.0,795,10,84.01,73,3.0,2.0,1,0,0,1,0,1,0,0
-500000000,1,84.53,14,831.0,748,10,110.8,76,3.0,2.0,1,0,0,1,0,0,0,1
-500000000,1,84.32,18,981.0,1550,12,101.35,360,3.0,2.0,1,0,0,1,0,0,0,1
-90000000,0,43.9,1,90.0,500,14,51.4,400,2.0,1.0,0,1,0,0,1,0,0,1
-200000000,0,84.949,5,481.0,416,5,105.8,174,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,0,73.09,18,1616.0,1082,10,94.14,104,3.0,2.0,0,1,0,0,1,0,0,1
-495000000,1,84.99,14,492.0,433,6,109.74,24,3.0,2.0,0,1,0,0,1,0,0,1
-60000000,0,44.59,5,321.0,315,7,56.31,70,2.0,1.0,0,1,0,0,1,0,0,1
-519000000,1,84.97,11,1267.0,999,18,112.82,109,3.0,2.0,0,1,0,0,1,0,0,1
-748000000,1,114.87,8,1102.0,683,10,144.17,151,4.0,2.0,0,1,0,0,1,0,0,1
-320000000,0,84.6628,10,360.0,324,3,111.31,216,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,59.61,18,119.0,117,1,79.42,45,3.0,1.0,0,1,0,0,1,1,0,0
-261000000,1,57.63,4,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
-815000000,0,152.88,9,749.0,290,1,179.94,114,4.0,2.0,0,1,0,0,1,0,0,1
-1119000000,1,84.87,12,626.0,464,5,109.21,132,3.0,2.0,1,0,0,1,0,0,0,1
-325000000,0,101.5883,7,1460.0,911,15,128.55,143,3.0,2.0,0,1,0,0,1,0,0,1
-493000000,1,120.11,5,280.0,187,3,148.66,88,4.0,2.0,0,1,0,0,1,0,0,1
-570000000,0,84.6389,29,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-268000000,1,84.97,9,449.0,704,5,100.18,704,3.0,2.0,0,1,0,0,1,0,0,1
-157000000,0,84.98,2,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-192000000,1,58.59,12,448.0,825,5,72.54,226,2.0,1.0,0,1,0,0,1,1,0,0
-169000000,1,40.11,7,1849.0,1541,14,55.23,180,1.0,1.0,0,1,0,0,1,1,0,0
-592000000,0,189.65,4,946.0,414,17,229.5,9,4.0,3.0,1,0,0,1,0,0,0,1
-528000000,1,114.88,12,1855.0,1605,25,143.32,240,4.0,1.0,0,1,0,0,1,0,0,1
-46000000,0,49.08,6,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-600000000,1,115.65,11,1353.0,960,17,137.88,888,4.0,2.0,0,1,1,0,0,0,0,1
-630000000,1,64.66,4,883.0,794,9,88.39,198,3.0,2.0,1,0,0,1,0,0,0,1
-595000000,1,114.92,5,2091.0,2282,19,141.59,358,4.0,2.0,0,1,0,0,1,0,0,1
-192500000,1,59.79,4,517.0,499,5,83.72,257,2.0,1.0,0,1,0,0,1,1,0,0
-125000000,0,63.18,12,79.0,209,1,84.42,45,2.0,1.0,0,1,0,0,1,1,0,0
-300000000,1,84.79,10,567.0,690,5,104.45,120,3.0,2.0,1,0,0,1,0,0,0,1
-225000000,0,84.99,12,1673.0,1424,18,104.25,570,3.0,2.0,0,1,0,0,1,0,0,1
-895000000,1,84.99,22,7876.0,5563,65,109.47,46,3.0,2.0,1,0,0,1,0,0,0,1
-439000000,1,84.97,17,531.0,458,7,110.16,185,3.0,2.0,0,1,0,0,1,0,0,1
-427000000,1,79.58,15,250.0,206,2,106.38,32,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,0,100.945,19,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,59.77,20,819.0,739,11,79.41,118,3.0,2.0,0,1,0,0,1,0,0,1
-295000000,1,59.96,6,352.0,285,2,86.5,118,3.0,1.0,0,1,0,0,1,0,1,0
-170000000,1,56.59,5,354.0,296,3,76.44,168,3.0,1.0,0,1,0,0,1,1,0,0
-1250000000,1,153.58,2,1199.0,1588,30,184.04,15,5.0,2.0,1,0,0,1,0,1,0,0
-180000000,0,121.47,11,243.0,170,2,150.03,58,4.0,2.0,0,1,0,0,1,0,0,1
-111000000,0,84.89,12,885.0,1044,12,105.42,684,3.0,2.0,0,1,0,0,1,0,0,1
-174500000,0,84.9961,10,1989.0,1973,18,114.9,529,3.0,2.0,0,1,0,0,1,0,0,1
-408000000,0,84.945,16,376.0,336,4,111.44,290,3.0,2.0,0,1,0,0,1,0,0,1
-548000000,1,59.85,8,1115.0,947,16,79.54,165,3.0,2.0,1,0,0,1,0,0,0,1
-310000000,1,59.92,1,706.0,1313,9,81.14,630,3.0,1.0,1,0,0,1,0,1,0,0
-580000000,0,125.4155,33,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-315000000,1,84.96,10,907.0,1113,14,109.23,693,3.0,2.0,0,1,0,0,1,0,0,1
-546000000,1,84.97,6,540.0,407,7,103.3,158,3.0,2.0,0,1,0,0,1,0,0,1
-329000000,1,84.97,8,3146.0,2810,25,99.67,1240,3.0,2.0,0,1,0,0,1,0,0,1
-335000000,1,59.64,5,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
-235000000,1,49.94,15,2000.0,2654,27,70.52,540,2.0,1.0,1,0,0,1,0,1,0,0
-430000000,0,115.6,1,3240.0,3060,33,138.31,288,4.0,2.0,0,1,1,0,0,0,0,1
-320000000,1,62.27,1,632.0,632,19,79.34,302,2.0,1.0,0,1,1,0,0,0,0,1
-120000000,0,59.816,3,682.0,682,10,74.03,114,3.0,1.0,1,0,0,1,0,0,0,1
-330000000,1,84.93,1,630.0,561,7,108.83,257,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,114.88,14,1855.0,1605,25,143.32,240,4.0,1.0,0,1,0,0,1,0,0,1
-473000000,1,101.95,19,2251.0,2904,21,132.88,278,4.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,59.77,6,819.0,739,11,79.41,196,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,0,101.8128,17,1693.0,862,8,131.18,141,3.0,2.0,0,1,0,0,1,0,0,1
-83500000,0,59.8,11,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-880000000,1,124.27,13,782.0,337,5,150.14,58,4.0,2.0,0,1,0,0,1,0,0,1
-177000000,0,59.64,22,479.0,531,4,81.4,122,3.0,1.0,0,1,0,0,1,0,0,1
-425000000,1,59.61,13,917.0,782,15,78.54,70,2.0,2.0,0,1,0,0,1,0,0,1
-104500000,0,84.88,1,2169.0,2181,15,106.48,694,3.0,2.0,0,1,1,0,0,0,0,1
-323000000,1,55.59,11,381.0,109,1,72.73,11,1.0,1.0,0,1,0,0,1,1,0,0
-599000000,1,84.94,5,351.0,258,5,110.69,2,3.0,2.0,0,1,0,0,1,0,0,1
-592000000,1,115.65,3,1353.0,960,17,137.88,888,4.0,2.0,0,1,1,0,0,0,0,1
-770000000,0,151.9156,27,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
-463500000,0,155.41,4,952.0,896,10,182.36,46,5.0,2.0,1,0,0,1,0,0,0,1
-163000000,0,99.92,8,592.0,546,4,123.39,150,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,141.075,7,288.0,496,4,164.71,88,4.0,2.0,0,1,0,0,1,0,0,1
-246000000,0,59.91,10,1050.0,1721,16,80.3,480,3.0,1.0,1,0,0,1,0,0,0,1
-130000000,0,84.99,11,198.0,288,2,104.13,48,3.0,2.0,0,1,0,0,1,0,0,1
-156000000,0,83.76,7,102.0,253,3,102.26,191,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,59.98,9,650.0,561,15,80.49,164,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,59.97,14,706.0,700,5,83.44,158,3.0,2.0,0,1,0,0,1,0,0,1
-89000000,0,59.8,8,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
-125000000,0,74.59,4,1673.0,1424,18,92.07,304,3.0,1.0,0,1,0,0,1,0,0,1
-215290000,0,84.78,5,524.0,474,11,110.02,90,3.0,2.0,0,1,0,0,1,0,0,1
-225200000,0,59.1416,12,3400.0,3160,30,82.28,385,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.83,23,1314.0,1162,7,77.2,278,3.0,1.0,0,1,1,0,0,0,0,1
+109000000,0,48.51,9,640.0,640,4,66.94,640,2.0,1.0,0,1,0,0,1,1,0,0
+269000000,0,84.71700000000001,11,1277.0,1110,13,118.97,488,3.0,2.0,0,1,0,0,1,0,0,1
+249500000,0,84.5849,6,431.0,388,5,113.73,144,3.0,2.0,0,1,0,0,1,0,0,1
+490000000,1,59.95,7,576.0,473,7,86.18,105,3.0,2.0,1,0,0,1,0,0,0,1
+400000000,1,84.53,11,710.0,629,9,108.82,109,3.0,2.0,1,0,0,1,0,0,0,1
+127000000,0,84.99,7,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
+237000000,1,59.73,14,502.0,845,8,81.33,389,3.0,1.0,1,0,0,1,0,1,0,0
+510000000,1,84.91,13,250.0,242,4,108.34,166,3.0,2.0,0,1,0,0,1,0,0,1
+165000000,0,59.9905,7,1875.0,1627,13,87.52,498,3.0,2.0,0,1,0,0,1,0,0,1
+462000000,1,59.95,12,384.0,480,5,78.98,120,2.0,1.0,0,1,0,0,1,1,0,0
+1100000000,1,95.74,4,1199.0,1588,30,116.9,230,3.0,1.0,1,0,0,1,0,1,0,0
+237000000,0,85.0,3,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
+265000000,1,66.6,5,492.0,942,10,88.66,165,3.0,1.0,0,1,0,0,1,1,0,0
+590000000,1,72.55,8,654.0,768,10,100.69,60,3.0,1.0,0,1,0,0,1,1,0,0
+707500000,1,118.25,14,1299.0,1080,8,137.2,120,4.0,2.0,0,1,1,0,0,0,0,1
+580000000,1,84.95,7,1535.0,1410,19,108.56,630,3.0,2.0,0,1,0,0,1,0,0,1
+348000000,1,64.53,2,400.0,479,6,88.51,171,2.0,1.0,0,1,0,0,1,1,0,0
+255000000,1,59.77,5,202.0,228,1,80.6,114,3.0,1.0,0,1,0,0,1,0,0,1
+264880000,0,84.9222,7,916.0,559,5,118.18,68,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,84.96,19,5402.0,5387,49,106.86,792,3.0,2.0,0,1,1,0,0,0,0,1
+153000000,0,59.97,15,931.0,953,8,83.31,439,2.0,1.0,0,1,0,0,1,1,0,0
+519000000,1,59.87,7,1014.0,948,19,80.32,118,3.0,2.0,1,0,0,1,0,0,0,1
+53000000,0,32.76,2,380.0,520,12,32.76,59,1.0,1.0,0,1,0,0,1,0,0,1
+1090000000,1,99.09,16,2147.0,888,6,122.02,21,3.0,2.0,1,0,1,0,0,0,0,1
+840000000,1,91.77,4,418.0,339,3,122.6,156,4.0,2.0,1,0,0,1,0,0,0,1
+420000000,1,59.98,5,454.0,393,6,81.62,40,3.0,2.0,0,1,0,0,1,0,0,1
+518000000,1,114.71,10,1525.0,1326,15,140.33,112,4.0,2.0,1,0,0,1,0,0,0,1
+586000000,1,118.44,9,156.0,114,3,146.93,35,4.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,84.99,10,626.0,626,4,104.62,506,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,1,51.03,10,730.0,845,8,72.23,341,2.0,1.0,0,1,0,0,1,1,0,0
+365000000,1,84.766,13,2733.0,2197,30,109.84,152,3.0,2.0,0,1,0,0,1,0,0,1
+1260000000,1,113.62,15,1319.0,1081,15,146.3,25,4.0,2.0,0,1,0,0,1,0,0,1
+165000000,0,59.88,14,1110.0,1206,12,78.19,340,2.0,1.0,0,1,0,0,1,0,0,1
+55000000,0,46.78,9,66.0,130,1,62.15,39,2.0,1.0,0,1,0,0,1,0,0,1
413000000,0,84.6528,21,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-1110000000,1,72.51,3,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
-275000000,1,58.14,5,646.0,1045,9,79.9,807,3.0,1.0,1,0,0,1,0,1,0,0
-1089000000,1,76.5,9,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
-290000000,1,59.8,6,511.0,318,8,75.6,42,3.0,1.0,1,0,0,0,1,0,0,1
-182000000,0,97.376,4,869.0,671,12,122.95,169,3.0,2.0,0,1,0,0,1,0,0,1
-525000000,0,125.4155,7,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-396000000,1,132.96,3,4932.0,4509,31,164.28,1008,4.0,2.0,0,1,1,0,0,0,0,1
-737000000,1,84.98,15,687.0,616,10,106.04,20,3.0,2.0,0,1,0,0,1,0,0,1
-800000000,1,59.97,27,4113.0,2678,35,86.43,112,3.0,2.0,1,0,0,1,0,0,0,1
-790000000,1,84.9,23,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
-920000000,1,84.79,4,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
-965000000,1,76.79,9,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
-550000000,0,134.6549,13,1428.0,714,14,156.6,116,4.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,84.9623,3,759.0,748,7,108.42,299,3.0,2.0,0,1,0,0,1,0,0,1
-481000000,1,84.88,6,584.0,408,6,114.62,24,3.0,2.0,1,0,0,1,0,0,0,1
-190000000,0,59.92,7,2919.0,2290,20,80.67,467,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,84.92,13,516.0,537,3,112.39,349,3.0,2.0,0,1,0,0,1,0,0,1
-555000000,0,125.4155,38,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-476000000,1,84.94,5,1806.0,1497,25,112.17,176,4.0,2.0,0,1,0,0,1,0,0,1
-377000000,1,60.054,5,635.0,620,22,81.54,256,3.0,2.0,0,1,0,0,1,0,0,1
-328000000,1,84.98,3,234.0,321,3,102.9,321,3.0,2.0,0,1,0,0,1,0,0,1
-548000000,1,84.897,15,1002.0,859,11,108.73,49,3.0,2.0,0,1,0,0,1,0,0,1
-399000000,1,84.96,1,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
-103500000,0,49.42,3,340.0,720,5,69.02,720,2.0,1.0,0,1,0,0,1,1,0,0
-680000000,1,119.47,24,1400.0,776,14,149.47,46,4.0,2.0,0,1,0,0,1,0,0,1
-425000000,1,84.97,3,601.0,522,19,110.22,200,3.0,2.0,0,1,0,0,1,0,0,1
-197000000,0,84.98,21,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-440000000,1,84.955,3,767.0,532,6,111.22,235,3.0,2.0,0,1,0,0,1,0,0,1
-287000000,1,84.9,4,167.0,427,2,111.75,105,3.0,2.0,0,1,0,0,1,1,0,0
-355000000,1,60.26,6,627.0,475,9,79.85,25,3.0,1.0,0,1,0,0,1,0,0,1
-295000000,1,59.96,10,827.0,686,13,82.61,31,3.0,1.0,0,1,0,0,1,0,0,1
-290000000,1,84.69,12,128.0,109,1,104.61,79,3.0,2.0,0,1,0,0,1,1,0,0
-435000000,1,84.98,15,350.0,326,7,107.66,253,3.0,2.0,0,1,0,0,1,0,0,1
-950000000,1,59.22,19,638.0,638,4,85.23,198,2.0,1.0,1,0,0,1,0,1,0,0
-850000000,1,59.993,12,1684.0,1119,9,84.84,113,3.0,2.0,1,0,0,1,0,0,0,1
-125000000,0,59.97,1,227.0,228,2,79.34,130,3.0,1.0,0,1,0,0,1,0,0,1
-395000000,1,59.94,15,267.0,252,4,78.96,48,3.0,1.0,0,1,0,0,1,1,0,0
-94000000,1,33.18,9,522.0,1372,6,44.38,410,2.0,1.0,1,0,0,1,0,1,0,0
-450000000,1,84.77,5,989.0,780,9,104.64,780,3.0,2.0,0,1,1,0,0,0,0,1
-298500000,1,84.741,13,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,1,59.93,12,1352.0,939,15,82.56,298,3.0,1.0,0,1,0,0,1,1,0,0
-370000000,1,114.68,2,243.0,226,1,143.41,27,4.0,2.0,0,1,0,0,1,0,0,1
-90000000,1,36.16,6,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-380000000,1,84.535,11,251.0,222,3,108.46,12,3.0,2.0,0,1,0,0,1,0,0,1
-256000000,0,84.97,17,2252.0,1895,17,106.74,645,3.0,2.0,0,1,0,0,1,0,0,1
-227000000,1,49.5,5,257.0,660,4,66.93,210,3.0,1.0,1,0,0,1,0,1,0,0
-1252500000,1,82.51,12,3930.0,3930,30,119.0,600,4.0,1.0,1,0,0,1,0,1,0,0
-440000000,1,59.95,3,515.0,654,4,91.7,340,3.0,1.0,0,1,0,0,1,1,0,0
-225000000,1,58.43,13,226.0,182,3,84.04,76,2.0,1.0,0,1,0,0,1,1,0,0
-123000000,0,59.8889,15,1206.0,1176,13,78.96,786,3.0,2.0,0,1,0,0,1,0,0,1
-66600000,0,40.5,12,116.0,129,1,52.71,72,2.0,1.0,0,1,0,0,1,1,0,0
-320000000,1,59.58,19,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-629000000,1,84.86,5,481.0,460,2,107.64,156,3.0,2.0,0,1,0,0,1,0,0,1
-1470000000,1,99.79,15,975.0,650,8,121.11,350,3.0,2.0,1,0,0,1,0,0,0,1
-290000000,1,59.88,5,2366.0,1971,28,81.95,520,3.0,1.0,0,1,0,0,1,1,0,0
-760000000,1,84.99,13,4418.0,2603,37,111.24,383,3.0,2.0,1,0,0,1,0,0,0,1
-137000000,0,59.96100000000001,4,393.0,412,3,78.5,77,3.0,1.0,0,1,0,0,1,0,0,1
-980000000,1,131.85,22,250.0,123,3,167.39,102,4.0,2.0,1,0,0,1,0,0,0,1
-852500000,1,84.99,23,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
-222000000,0,84.9926,21,829.0,703,7,109.13,35,3.0,2.0,0,1,0,0,1,0,0,1
-375000000,1,84.9,11,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
-349000000,1,84.969,5,170.0,155,2,106.85,8,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,0,151.2798,15,2446.0,1149,9,185.41,228,4.0,2.0,0,1,0,0,1,0,0,1
-220000000,0,81.03,12,1197.0,798,8,105.6,108,3.0,1.0,0,1,1,0,0,1,0,0
-188000000,1,41.3,4,1999.0,2856,32,60.33,120,2.0,1.0,1,0,0,1,0,1,0,0
-505000000,0,84.77,19,9063.0,5239,48,112.34,790,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,84.35,23,221.0,285,1,119.01,142,3.0,2.0,0,1,0,0,1,0,0,1
-209500000,1,41.85,6,198.0,505,6,56.83,445,1.0,1.0,1,0,0,1,0,1,0,0
-197050000,0,84.9902,2,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-329000000,1,59.98,21,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
-401000000,1,84.93,3,187.0,166,3,109.06,152,3.0,2.0,0,1,0,0,1,0,0,1
-295000000,1,59.96,15,715.0,956,6,82.4,956,3.0,1.0,0,1,0,0,1,1,0,0
-448000000,1,84.98,10,236.0,214,4,105.79,0,3.0,2.0,0,1,0,0,1,0,0,1
-197000000,1,58.59,1,480.0,427,4,81.11,138,2.0,1.0,1,0,0,1,0,1,0,0
-196000000,0,84.98,7,955.0,894,5,104.42,546,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,84.77,11,1704.0,2340,18,105.79,684,3.0,2.0,1,0,0,0,1,0,0,1
-635000000,1,27.68,26,7876.0,5563,65,42.28,124,1.0,1.0,1,0,0,1,0,0,0,1
-248000000,0,58.804,10,655.0,655,10,74.08,289,3.0,1.0,1,0,0,1,0,0,0,1
-327000000,1,72.84,10,341.0,811,9,90.06,360,3.0,1.0,0,1,1,0,0,0,0,1
-384000000,0,126.638,18,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,84.95,8,1535.0,1410,19,108.56,630,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.96,14,408.0,346,3,79.38,150,2.0,1.0,0,1,0,0,1,1,0,0
-400000000,1,66.225,9,1920.0,960,13,87.85,300,3.0,1.0,0,1,1,0,0,1,0,0
-447000000,1,84.98,2,1415.0,1102,14,107.12,429,3.0,2.0,0,1,0,0,1,0,0,1
-190000000,0,84.6,6,510.0,930,11,96.58,480,3.0,2.0,0,1,0,0,1,0,0,1
-563000000,1,84.94,4,720.0,625,10,105.0,214,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,68.12,17,436.0,576,5,86.84,575,3.0,1.0,0,1,0,0,1,0,0,1
-110000000,1,49.5,7,334.0,884,5,63.48,255,2.0,1.0,0,1,0,1,0,1,0,0
-420000000,1,84.84,11,282.0,290,4,107.52,129,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,0,102.38,4,616.0,299,2,130.43,70,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,83.72,7,120.0,117,1,109.13,10,3.0,2.0,0,1,0,0,1,0,0,1
-810000000,1,59.96,24,7712.0,5678,72,84.75,1150,3.0,2.0,1,0,0,1,0,0,0,1
-435000000,0,84.98,9,3410.0,1926,29,110.88,432,3.0,2.0,0,1,0,0,1,0,0,1
-625000000,0,243.35,22,1578.0,922,9,306.83,44,5.0,3.0,0,1,0,0,1,0,0,1
-290000000,1,59.95,14,187.0,186,2,76.68,92,3.0,2.0,0,1,0,0,1,0,0,1
-106000000,1,36.16,6,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-955000000,1,84.99,15,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
-45000000,0,41.85,14,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
-345000000,1,59.85,12,182.0,155,2,80.39,64,3.0,1.0,0,1,0,0,1,0,0,1
-376000000,1,84.08,17,782.0,800,6,108.48,234,3.0,2.0,1,0,0,1,0,0,0,1
-300000000,0,84.956,15,208.0,200,2,106.1,110,3.0,2.0,1,0,0,1,0,0,0,1
-797000000,1,84.9,2,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
-1070000000,1,84.99,25,7876.0,5563,65,110.3,350,3.0,2.0,1,0,0,1,0,0,0,1
-110000000,1,41.04,3,492.0,492,3,56.67,216,2.0,1.0,0,1,0,0,1,1,0,0
-348000000,1,84.99,4,283.0,390,6,110.32,390,3.0,2.0,1,0,0,1,0,0,0,1
-1200000000,1,174.5,2,1244.0,588,10,201.28,85,5.0,2.0,0,1,0,0,1,0,0,1
-372000000,1,84.99,16,787.0,768,4,109.88,459,3.0,2.0,0,1,0,0,1,0,0,1
-640000000,1,84.57,15,160.0,158,1,108.15,68,3.0,2.0,0,1,0,0,1,0,0,1
-339000000,1,84.67,4,188.0,153,3,102.55,58,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,84.95,10,561.0,691,4,101.28,286,3.0,1.0,0,1,0,0,1,0,0,1
-657000000,1,84.94,9,218.0,161,2,105.93,103,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,59.36,11,424.0,496,5,83.36,121,2.0,1.0,0,1,0,0,1,1,0,0
-715000000,1,84.99,10,1027.0,847,10,110.29,40,3.0,2.0,0,1,0,1,0,0,0,1
-171000000,1,41.3,9,1710.0,1710,10,57.15,750,1.0,1.0,0,1,1,0,0,1,0,0
-870000000,0,151.9156,42,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
-190000000,1,83.04,6,188.0,298,2,101.57,228,3.0,2.0,0,1,0,0,1,0,0,1
-508000000,1,114.752,16,2733.0,2197,30,140.05,511,4.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,59.76,10,937.0,1609,16,81.79,502,2.0,1.0,1,0,0,1,0,1,0,0
-99000000,1,49.94,1,4471.0,2634,21,73.22,270,2.0,1.0,1,0,0,1,0,1,0,0
-276000000,1,59.99,4,187.0,206,3,76.18,87,3.0,1.0,0,1,0,0,1,1,0,0
-1290000000,1,132.73,1,184.0,373,4,137.92,4,4.0,2.0,1,0,0,1,0,0,1,0
-190000000,1,49.94,8,469.0,939,9,71.05,225,2.0,1.0,1,0,0,1,0,1,0,0
-920000000,1,84.98,11,945.0,773,8,119.14,62,3.0,2.0,1,0,0,1,0,0,0,1
-248500000,1,59.95,12,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
-500000000,1,84.99,13,1777.0,1370,24,112.28,63,3.0,2.0,0,1,0,0,1,0,0,1
-575000000,0,149.21200000000005,24,3287.0,1360,5,186.8,98,3.0,2.0,1,0,1,0,0,0,0,1
-875000000,0,139.316,39,3728.0,1631,3,200.34,46,4.0,2.0,0,1,0,0,1,0,0,1
-498000000,1,134.94,10,2300.0,1981,18,164.0,352,4.0,2.0,1,0,0,1,0,0,0,1
-194000000,0,84.95,9,672.0,672,13,101.98,135,3.0,2.0,0,1,1,0,0,0,0,1
-305000000,1,59.73,16,351.0,339,5,78.97,38,3.0,1.0,0,1,0,0,1,0,0,1
-466000000,1,84.84299999999998,15,805.0,611,9,109.86,348,3.0,2.0,0,1,0,0,1,0,0,1
-417500000,1,84.78,1,944.0,895,8,104.69,439,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,70.3,7,771.0,783,8,89.22,232,3.0,1.0,0,1,0,0,1,0,0,1
-141500000,0,84.82,7,795.0,795,12,102.28,240,3.0,2.0,0,1,1,0,0,0,0,1
-457000000,1,84.97,11,1560.0,1247,24,113.13,208,3.0,2.0,0,1,0,0,1,0,0,1
-37000000,0,49.23,1,100.0,150,2,59.62,40,2.0,1.0,0,1,0,0,1,0,0,1
-160000000,0,85.0,6,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,1,58.59,7,480.0,427,4,81.11,138,2.0,1.0,1,0,0,1,0,1,0,0
-485000000,0,133.295,11,1548.0,1358,19,161.32,296,4.0,2.0,1,0,0,1,0,0,0,1
-185000000,0,84.87,14,82.0,189,3,103.24,173,3.0,2.0,0,1,0,0,1,0,0,1
-890000000,1,84.92200000000003,4,1185.0,882,16,111.51,33,3.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,59.9772,1,4443.0,3002,34,88.72,228,3.0,1.0,1,0,0,1,0,0,0,1
-285000000,0,84.9402,25,865.0,800,7,107.83,243,3.0,2.0,0,1,0,0,1,0,0,1
-272000000,0,84.939,21,439.0,486,7,107.27,317,3.0,2.0,0,1,0,0,1,0,0,1
-107000000,0,59.96,6,436.0,436,3,79.71,178,2.0,1.0,0,1,0,0,1,0,0,1
-306000000,0,101.92,2,1551.0,1124,21,132.21,216,3.0,2.0,0,1,0,0,1,0,0,1
-72000000,0,59.0604,22,423.0,476,2,81.73,219,2.0,1.0,0,1,0,0,1,1,0,0
-437000000,1,59.58,21,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-360000000,0,84.8,9,2919.0,2290,20,114.17,677,3.0,2.0,0,1,0,0,1,0,0,1
-2080000000,1,145.83,27,1824.0,805,7,178.76,386,3.0,2.0,1,0,0,1,0,0,0,1
-299000000,0,77.1,9,3410.0,1926,29,98.91,130,3.0,2.0,0,1,0,0,1,0,0,1
-990000000,1,84.99,24,7876.0,5563,65,109.35,828,3.0,2.0,1,0,0,1,0,0,0,1
-392000000,0,77.1,11,3410.0,1926,29,98.91,130,3.0,2.0,0,1,0,0,1,0,0,1
-385000000,0,84.6389,43,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,0,82.61,7,432.0,432,3,108.03,168,3.0,1.0,0,1,0,0,1,1,0,0
-220000000,1,43.11,6,648.0,791,7,59.71,283,1.0,1.0,0,1,0,0,1,1,0,0
-177000000,1,39.6,1,677.0,1476,15,51.96,432,2.0,1.0,1,0,0,1,0,1,0,0
-94000000,0,49.08,3,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-635000000,1,84.97,18,470.0,367,6,106.66,1,3.0,2.0,0,1,0,0,1,0,0,1
-69000000,0,64.32,4,43.0,101,1,84.91,89,3.0,2.0,0,1,0,0,1,0,1,0
-780000000,1,121.04,10,453.0,648,9,143.74,264,4.0,2.0,1,0,0,1,0,0,1,0
-260000000,0,84.98,14,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
-159000000,0,59.6,5,756.0,842,8,80.0,398,3.0,1.0,1,0,0,1,0,0,0,1
-920000000,1,95.22,3,1306.0,1640,37,113.0,160,3.0,1.0,1,0,0,1,0,0,0,1
-46000000,0,49.08,19,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-232000000,0,84.9748,15,4697.0,3462,49,109.15,543,3.0,2.0,0,1,0,0,1,0,0,1
-586000000,1,84.97,18,3310.0,2517,42,107.49,116,3.0,2.0,1,0,0,1,0,0,0,1
-258000000,1,46.75,10,912.0,912,8,60.15,135,2.0,1.0,1,0,0,0,1,1,0,0
-550000000,1,84.84,11,486.0,423,6,109.7,79,3.0,2.0,0,1,0,0,1,0,0,1
-184500000,0,79.8,20,2169.0,2181,15,100.11,125,3.0,1.0,0,1,1,0,0,1,0,0
-180000000,1,44.33,9,994.0,3315,21,62.53,525,3.0,1.0,1,0,0,1,0,1,0,0
-505000000,1,84.98,18,1573.0,545,4,106.47,196,3.0,2.0,0,1,0,0,1,0,0,1
-318000000,1,84.99,2,209.0,194,2,108.79,108,3.0,2.0,0,1,0,0,1,0,0,1
-118000000,0,84.36,12,500.0,423,4,107.85,248,3.0,2.0,0,1,0,0,1,0,0,1
-1021000000,1,107.31,8,3300.0,1572,13,115.58,360,4.0,1.0,1,0,0,1,0,1,0,0
-66900000,0,49.94,12,2716.0,2716,20,69.28,630,2.0,1.0,0,1,1,0,0,1,0,0
-78000000,0,59.82,8,422.0,499,3,82.17,205,3.0,1.0,0,1,0,0,1,1,0,0
-800000000,1,84.971,9,2237.0,2407,30,111.98,784,3.0,2.0,1,0,0,1,0,0,0,1
-355000000,1,59.93600000000001,13,848.0,758,15,74.87,339,3.0,1.0,0,1,0,0,1,0,0,1
-90000000,0,84.97,9,50.0,119,1,102.3,118,3.0,1.0,0,1,0,0,1,0,0,1
-530000000,1,84.82,9,1806.0,1497,25,111.43,411,3.0,2.0,0,1,0,0,1,0,0,1
-63000000,0,39.43,15,536.0,1366,14,54.15,267,1.0,1.0,0,1,0,0,1,1,0,0
-177000000,1,41.85,5,486.0,763,11,59.95,59,2.0,1.0,1,0,0,1,0,1,0,0
-255000000,1,70.62,12,4753.0,3169,30,97.67,780,2.0,1.0,0,1,0,0,1,1,0,0
-320000000,1,84.97,11,1602.0,1253,15,109.63,250,3.0,2.0,0,1,0,0,1,0,0,1
-258000000,1,84.79,13,567.0,690,5,104.45,120,3.0,2.0,1,0,0,1,0,0,0,1
-280000000,1,84.94,17,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,84.96,11,816.0,408,4,110.25,408,3.0,2.0,0,1,0,0,1,0,0,1
-330000000,0,104.95,18,775.0,490,8,143.48,190,4.0,2.0,0,1,0,0,1,0,0,1
-490000000,1,84.69,9,319.0,285,2,107.44,91,3.0,2.0,0,1,0,0,1,0,0,1
-547000000,1,110.14,8,1710.0,855,6,124.18,45,4.0,2.0,0,1,1,0,0,0,0,1
-390000000,1,84.99,2,1777.0,1370,24,112.28,63,3.0,2.0,0,1,0,0,1,0,0,1
-297000000,0,84.99,33,1066.0,690,4,107.13,85,3.0,2.0,0,1,0,0,1,0,0,1
-244000000,1,54.74,12,223.0,237,2,77.18,132,3.0,1.0,0,1,0,0,1,1,0,0
-185000000,0,84.92,2,1427.0,1420,13,114.15,520,3.0,2.0,0,1,0,0,1,0,0,1
-948000000,1,74.96,15,1274.0,1082,12,102.58,41,3.0,2.0,0,1,0,0,1,0,0,1
-132500000,0,59.4,2,289.0,332,2,82.65,117,3.0,1.0,0,1,0,0,1,0,0,1
-1005000000,0,157.513,43,3728.0,1631,3,237.11,1,4.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.995,10,1103.0,958,15,105.42,958,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,83.29,7,203.0,185,1,106.84,25,3.0,2.0,0,1,0,0,1,0,0,1
-117000000,0,53.246,12,900.0,936,3,57.63,299,2.0,1.0,0,1,0,0,1,0,0,1
-283000000,0,77.58,10,524.0,470,6,103.85,48,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,0,111.75,10,278.0,202,2,143.68,18,4.0,2.0,0,1,0,0,1,0,0,1
-127000000,0,52.29,1,467.0,648,2,69.97,229,2.0,1.0,0,1,0,0,1,0,0,1
-120000000,0,84.86,13,155.0,322,1,110.42,64,3.0,1.0,0,1,0,0,1,0,0,1
-90000000,0,84.84,16,231.0,307,2,109.92,150,3.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,84.96,8,708.0,823,5,103.2,260,3.0,2.0,0,1,0,0,1,0,0,1
-192000000,1,67.41,14,413.0,591,4,93.03,290,2.0,1.0,0,1,0,0,1,1,0,0
-135000000,1,48.6,1,140.0,220,4,64.8,60,2.0,1.0,0,1,0,0,1,0,0,1
-149000000,0,59.9329,6,413.0,430,8,83.4,245,3.0,2.0,0,1,0,0,1,0,0,1
-690000000,1,114.86,7,417.0,375,5,141.57,71,4.0,2.0,0,1,0,0,1,0,0,1
-168080000,0,84.6588,11,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
-527000000,1,109.7,4,1299.0,1080,8,128.16,90,4.0,2.0,0,1,1,0,0,0,0,1
-452000000,0,129.3472,3,1693.0,862,8,164.51,204,4.0,2.0,0,1,0,0,1,0,0,1
-132000000,0,59.82,1,528.0,451,5,75.16,192,3.0,1.0,0,1,0,0,1,0,0,1
-396000000,1,59.58,20,2110.0,2496,23,79.89,522,3.0,1.0,0,1,0,0,1,0,1,0
-510000000,1,101.9,13,648.0,274,2,132.24,112,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,84.994,7,671.0,600,7,107.41,410,3.0,2.0,0,1,0,0,1,0,0,1
-255000000,1,59.94,5,793.0,951,11,79.96,176,3.0,1.0,0,1,0,0,1,0,0,1
-287000000,1,59.76,15,1664.0,1261,10,86.19,262,2.0,1.0,0,1,0,0,1,1,0,0
-500000000,1,84.95,9,247.0,157,3,111.41,46,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,1,84.92,2,1225.0,960,9,107.52,383,3.0,2.0,0,1,0,0,1,0,0,1
-810000000,1,84.5978,18,4580.0,3885,51,112.7,501,3.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,59.95,4,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
-220000000,1,43.2,11,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
-144500000,0,84.92,6,55.0,100,1,113.81,44,3.0,2.0,0,1,0,0,1,0,0,1
-553000000,1,84.68,9,150.0,125,3,113.93,64,3.0,2.0,0,1,0,0,1,0,0,1
-115000000,1,44.1,3,238.0,600,4,60.41,600,2.0,1.0,0,1,1,0,0,1,0,0
-450000000,1,66.225,5,1920.0,960,13,87.85,300,3.0,1.0,0,1,1,0,0,1,0,0
-280000000,1,84.978,6,122.0,114,1,104.43,88,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,115.84,18,610.0,532,6,141.14,92,4.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,59.983,13,753.0,635,15,83.67,155,3.0,2.0,0,1,0,0,1,0,0,1
-438000000,1,84.96,6,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
-990000000,1,130.93,3,1316.0,1316,21,152.51,658,4.0,2.0,1,0,0,1,0,0,0,1
-400000000,0,84.93,10,625.0,654,8,107.75,250,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,59.97,7,340.0,439,2,78.95,41,3.0,1.0,0,1,0,0,1,1,0,0
-449000000,1,84.77,7,1704.0,2340,18,105.79,684,3.0,2.0,1,0,0,0,1,0,0,1
-249000000,0,59.9794,5,303.0,298,5,80.21,36,3.0,2.0,0,1,0,0,1,0,1,0
-286000000,0,84.986,18,382.0,239,3,110.71,68,3.0,2.0,0,1,0,0,1,0,0,1
-269360000,0,101.88,9,1690.0,1122,16,128.8,266,3.0,2.0,0,1,0,0,1,0,0,1
-128000000,0,84.6,19,486.0,486,4,105.74,50,3.0,2.0,0,1,0,0,1,0,0,1
-673690000,1,167.14,2,595.0,434,13,209.28,58,4.0,2.0,1,0,0,1,0,0,1,0
-240000000,0,84.9902,13,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-351000000,0,84.9501,24,1582.0,1149,8,111.11,56,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,84.99,26,643.0,304,3,106.19,56,3.0,2.0,0,1,0,0,1,0,0,1
-327000000,0,118.6193,7,1213.0,840,6,159.89,166,4.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,51.98,9,169.0,184,3,75.78,70,3.0,1.0,1,0,0,1,0,0,0,1
-214000000,0,141.51,3,2716.0,2302,24,170.78,200,4.0,2.0,0,1,0,0,1,0,0,1
-360000000,0,84.8626,15,1213.0,840,6,127.89,34,3.0,2.0,0,1,0,0,1,0,0,1
-190000000,1,49.77,4,424.0,626,9,69.75,154,2.0,1.0,1,0,0,1,0,1,0,0
-779000000,1,84.84,3,805.0,655,10,107.79,78,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,1,35.277,10,488.0,488,2,47.62,125,2.0,1.0,0,1,1,0,0,1,0,0
-280000000,1,85.92,2,128.0,160,1,109.94,110,3.0,1.0,0,1,0,0,1,1,0,0
-495000000,0,134.314,8,3958.0,2947,29,162.78,336,4.0,2.0,0,1,0,0,1,0,0,1
-124480000,0,59.9971,12,726.0,650,6,88.96,222,3.0,1.0,0,1,0,0,1,0,0,1
-758000000,1,59.96,22,7712.0,5678,72,84.75,1150,3.0,2.0,1,0,0,1,0,0,0,1
-207500000,0,84.9848,1,1024.0,989,10,116.0,469,3.0,2.0,0,1,0,0,1,0,0,1
-565000000,1,84.97,4,3310.0,2517,42,107.49,73,3.0,2.0,1,0,0,1,0,0,0,1
-128000000,1,51.03,6,407.0,930,8,66.1,390,3.0,1.0,1,0,0,1,0,1,0,0
-300000000,1,59.94,3,308.0,2934,21,85.04,144,3.0,1.0,1,0,0,1,0,0,0,1
-97000000,0,84.93,12,144.0,144,1,104.82,1,3.0,1.0,0,1,0,0,1,0,0,1
-279500000,0,84.975,14,808.0,710,9,107.58,150,3.0,2.0,0,1,0,0,1,0,0,1
-445000000,1,84.93,8,243.0,213,4,109.0,108,3.0,2.0,0,1,0,0,1,0,0,1
-997500000,1,84.21,9,1056.0,867,13,109.68,168,3.0,2.0,1,0,1,0,0,0,0,1
-860000000,1,76.79,8,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
-370000000,1,114.84,14,3146.0,2810,25,129.52,799,4.0,2.0,0,1,0,0,1,0,0,1
-210000000,0,59.94,5,1422.0,1422,15,75.18,648,3.0,1.0,1,0,0,1,0,1,0,0
-625000000,1,40.553,23,1291.0,926,12,54.23,22,1.0,1.0,0,1,0,0,1,0,0,1
-198000000,0,84.98,15,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,57.33,7,167.0,166,1,76.94,84,3.0,1.0,0,1,0,0,1,0,0,1
-350000000,1,59.928,9,1002.0,859,11,78.53,48,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,47.25,9,757.0,1382,16,63.18,330,2.0,1.0,1,0,0,1,0,1,0,0
-169000000,0,59.34,19,946.0,648,1,80.92,273,3.0,1.0,0,1,0,0,1,0,0,1
-397200000,0,179.97,4,946.0,414,17,218.24,55,5.0,2.0,1,0,0,1,0,0,0,1
-90000000,0,59.585,23,512.0,512,7,77.76,230,3.0,1.0,1,0,0,1,0,0,0,1
-289000000,1,84.94,14,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-1500000000,1,189.81,16,721.0,141,3,273.03,1,5.0,2.0,0,1,0,0,1,0,0,1
-427000000,1,84.9909,17,220.0,193,2,112.4,114,3.0,2.0,0,1,0,0,1,0,0,1
-389000000,1,59.855,16,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
-880000000,1,83.69,6,641.0,802,15,105.58,0,3.0,1.0,1,0,0,1,0,0,0,1
-279500000,1,84.98,14,600.0,558,5,104.31,532,3.0,2.0,0,1,0,0,1,0,0,1
-1420000000,1,120.8233,13,4443.0,3002,34,143.87,320,4.0,2.0,1,0,0,1,0,0,0,1
-530000000,1,84.9,3,521.0,529,3,111.23,240,3.0,2.0,0,1,0,0,1,0,0,1
-68000000,0,36.33,5,560.0,560,11,43.53,110,2.0,1.0,0,1,0,0,1,0,0,1
-280000000,0,84.9926,18,829.0,703,7,110.33,254,3.0,2.0,0,1,0,0,1,0,0,1
-395000000,1,84.98,9,466.0,1018,16,112.43,28,3.0,2.0,0,1,0,0,1,0,0,1
-585000000,1,84.78,22,638.0,638,4,112.16,264,3.0,2.0,1,0,0,1,0,0,0,1
-340000000,1,84.92,23,4804.0,3830,54,111.06,442,3.0,2.0,0,1,0,0,1,0,0,1
-770000000,1,52.72,2,930.0,620,8,73.66,234,2.0,1.0,1,0,0,1,0,1,0,0
-515000000,1,118.381,16,1024.0,603,11,162.08,298,4.0,2.0,0,1,0,0,1,0,0,1
-636000000,1,84.93,16,1204.0,712,12,109.94,152,3.0,2.0,0,1,0,0,1,0,0,1
-142000000,0,59.98,10,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
-137000000,0,84.795,10,314.0,430,2,104.78,45,3.0,2.0,0,1,0,0,1,0,0,1
-303610000,0,115.7319,2,916.0,559,5,154.09,32,4.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,59.65,6,729.0,714,15,79.72,78,3.0,2.0,0,1,0,0,1,0,0,1
-74500000,0,41.27,2,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
-950000000,1,84.99,10,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
-230000000,0,59.445,29,2269.0,1950,15,87.37,232,3.0,1.0,0,1,0,0,1,0,0,1
-407000000,1,84.95,11,1346.0,1168,17,107.66,473,3.0,2.0,0,1,0,0,1,0,0,1
-644000000,1,119.91,1,981.0,1550,12,133.97,180,4.0,2.0,1,0,0,1,0,0,0,1
-549000000,1,84.99,22,1262.0,1220,10,110.64,485,3.0,2.0,0,1,1,0,0,0,0,1
-318000000,1,59.86,17,1188.0,952,7,76.26,460,3.0,1.0,0,1,0,0,1,0,0,1
-135000000,1,36.16,8,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-438000000,0,84.6528,20,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,0,84.99,6,1066.0,690,4,107.13,85,3.0,2.0,0,1,0,0,1,0,0,1
-512000000,0,84.92,23,3030.0,2100,12,113.99,408,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,59.4,5,384.0,384,4,85.95,80,3.0,1.0,1,0,0,1,0,1,0,0
-390000000,1,60.054,2,635.0,620,22,81.54,64,3.0,2.0,0,1,0,0,1,0,0,1
-232000000,0,59.997,9,1314.0,1249,16,80.38,240,3.0,2.0,1,0,0,1,0,0,0,1
-556000000,0,84.6389,37,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-90000000,0,59.8,2,1833.0,1812,20,78.79,755,3.0,1.0,0,1,0,0,1,1,0,0
-143500000,0,57.06,18,200.0,269,1,69.23,115,3.0,1.0,0,1,0,0,1,0,0,1
-248000000,1,59.34,16,244.0,245,1,80.23,104,3.0,1.0,0,1,0,0,1,1,0,0
-275000000,1,57.09,3,76.0,226,2,71.86,140,3.0,1.0,0,1,0,0,1,1,0,0
-555000000,0,83.012,43,3728.0,1631,3,121.05,56,2.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,49.94,2,4471.0,2634,21,71.02,480,2.0,1.0,1,0,0,1,0,0,0,1
-1030000000,1,84.99,23,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
-417000000,1,84.99,7,763.0,763,8,106.4,240,3.0,2.0,1,0,0,1,0,0,0,1
-146480000,0,59.97,14,408.0,402,4,85.14,50,3.0,1.0,0,1,0,0,1,0,0,1
-530000000,1,94.75,3,749.0,468,6,117.98,122,3.0,2.0,0,1,0,0,1,0,0,1
-74000000,0,37.62,7,104.0,400,3,52.32,225,2.0,1.0,0,1,0,0,1,1,0,0
-760000000,1,84.6099,16,1971.0,1559,22,109.19,649,3.0,2.0,0,1,0,0,1,0,0,1
-269000000,1,59.93,18,1323.0,1114,14,84.51,157,3.0,1.0,0,1,0,0,1,0,0,1
-159000000,1,39.6,6,272.0,840,4,51.55,360,2.0,1.0,1,0,0,1,0,1,0,0
-145000000,0,84.97,11,153.0,128,1,105.92,128,3.0,2.0,0,1,0,0,1,0,0,1
-638000000,0,126.9004,17,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
-245000000,1,83.72,9,120.0,117,1,109.13,10,3.0,2.0,0,1,0,0,1,0,0,1
-128000000,0,84.93,8,201.0,224,1,109.6,96,3.0,2.0,0,1,0,0,1,0,0,1
-103000000,0,59.8889,10,1206.0,1176,13,78.96,786,3.0,2.0,0,1,0,0,1,0,0,1
-169000000,1,43.35,3,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
-305000000,0,55.68,24,676.0,676,9,74.1,304,3.0,1.0,1,0,0,0,1,0,0,1
-1190000000,1,50.38,5,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
-730000000,1,84.85,15,588.0,510,10,106.89,206,3.0,2.0,0,1,0,0,1,0,0,1
-226000000,0,59.89,16,2252.0,1895,17,79.43,553,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,84.98,13,1430.0,1500,10,104.56,616,3.0,2.0,0,1,0,0,1,0,0,1
-448000000,0,100.945,14,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,84.94,3,765.0,795,7,100.83,90,3.0,2.0,0,1,0,0,1,0,0,1
-152500000,0,59.98,9,1427.0,1420,13,81.65,292,3.0,2.0,0,1,0,0,1,0,0,1
-348000000,1,84.98,9,371.0,225,4,112.85,188,3.0,2.0,0,1,0,0,1,0,0,1
-648000000,1,113.52,5,193.0,139,2,148.52,20,4.0,2.0,0,1,0,0,1,0,0,1
-182000000,0,75.33,4,223.0,478,3,93.73,214,3.0,1.0,0,1,0,0,1,0,0,1
-600000000,1,59.22,5,638.0,638,4,85.23,198,2.0,1.0,1,0,0,1,0,1,0,0
-242500000,1,59.82,2,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
-445000000,1,84.4516,5,3210.0,2061,25,112.09,890,3.0,2.0,0,1,0,0,1,0,0,1
-265000000,0,122.76,3,702.0,848,11,148.77,128,4.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,59.63,6,172.0,170,2,85.44,64,2.0,1.0,0,1,0,0,1,1,0,0
-395000000,1,59.39,9,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
-185000000,0,59.98,14,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
-78000000,0,41.4,5,100.0,220,4,48.28,30,2.0,1.0,0,1,0,0,1,0,0,1
-150000000,1,39.6,9,486.0,1624,10,56.91,626,2.0,1.0,1,0,0,1,0,1,0,0
-250000000,1,59.96,1,715.0,956,6,82.4,956,3.0,1.0,0,1,0,0,1,1,0,0
-655500000,1,84.86399999999998,6,745.0,582,6,113.22,59,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,84.9,15,618.0,508,5,108.86,308,3.0,2.0,1,0,0,1,0,0,0,1
-185000000,1,49.77,10,781.0,1391,10,68.41,405,2.0,1.0,1,0,0,1,0,1,0,0
-528000000,1,84.9,16,521.0,529,3,111.23,240,3.0,2.0,0,1,0,0,1,0,0,1
-845000000,1,84.9,13,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
-85000000,0,59.8,4,321.0,315,7,73.39,70,2.0,1.0,0,1,0,0,1,0,0,1
-610000000,1,84.32,25,464.0,487,3,103.08,487,3.0,2.0,0,1,0,0,1,0,0,1
-199330000,0,84.9902,15,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,84.87,23,1351.0,1300,12,108.4,559,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,114.24,11,715.0,673,5,141.71,77,4.0,2.0,0,1,0,0,1,0,0,1
-405000000,0,84.97200000000002,3,1174.0,680,7,113.06,116,3.0,2.0,0,1,0,0,1,0,1,0
-320000000,0,134.94,18,1984.0,1848,24,161.58,456,4.0,2.0,1,0,0,1,0,0,0,1
-136000000,0,57.78,15,600.0,600,6,80.51,150,2.0,1.0,0,1,0,0,1,1,0,0
-360000000,1,84.94,15,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-737000000,1,59.97,10,2275.0,1656,28,76.8,116,3.0,2.0,0,1,0,0,1,0,0,1
-214000000,0,88.8,2,499.0,462,4,113.87,233,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,1,31.78,11,154.0,216,1,45.98,22,1.0,1.0,0,1,0,0,1,0,0,1
-322000000,0,84.7737,17,1858.0,1828,17,106.64,521,3.0,2.0,0,1,0,0,1,0,0,1
-80000000,1,34.44,3,486.0,1624,10,49.93,384,2.0,1.0,1,0,0,1,0,1,0,0
-1375000000,1,147.74,10,500.0,478,4,159.71,72,5.0,2.0,1,0,0,1,0,1,0,0
-188000000,0,77.82,7,375.0,988,6,94.2,180,3.0,2.0,0,1,0,0,1,0,0,1
-510000000,1,66.87,11,2300.0,2400,18,90.97,663,3.0,1.0,0,1,1,0,0,1,0,0
-468600000,0,121.6761,26,2733.0,1598,19,153.39,160,3.0,2.0,0,1,0,0,1,0,0,1
-125000000,1,36.16,5,1710.0,1710,10,52.55,300,2.0,1.0,0,1,1,0,0,1,0,0
-193000000,1,74.66,8,510.0,735,6,93.1,135,3.0,1.0,1,0,0,1,0,0,0,1
-638000000,1,84.98,12,695.0,571,11,119.35,34,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,1,41.85,12,198.0,505,6,56.83,0,1.0,1.0,1,0,0,1,0,1,0,0
-166500000,0,105.42,14,1167.0,1158,13,129.01,84,4.0,2.0,0,1,0,0,1,0,0,1
-343000000,1,117.9794,15,336.0,245,3,149.85,18,4.0,2.0,0,1,0,0,1,0,0,1
-378000000,0,84.9702,23,1026.0,792,6,115.7,496,3.0,2.0,0,1,0,0,1,0,0,1
-196500000,1,49.2,5,233.0,387,3,65.58,149,3.0,1.0,1,0,0,1,0,1,0,0
-192000000,0,59.816,13,682.0,682,10,74.03,194,3.0,1.0,1,0,0,1,0,0,0,1
-120000000,0,84.96,3,144.0,140,1,99.87,140,3.0,1.0,0,1,1,0,0,0,0,1
-270000000,0,116.024,3,1162.0,690,14,145.15,203,3.0,2.0,0,1,0,1,0,0,0,1
-229670000,0,84.6588,3,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
-518000000,1,84.97,12,533.0,538,6,114.84,86,3.0,2.0,0,1,0,0,1,0,0,1
-392000000,1,84.96,8,1376.0,1140,15,106.16,717,3.0,2.0,1,0,0,1,0,0,0,1
-843190000,1,114.32,18,1027.0,847,10,149.92,112,4.0,2.0,0,1,0,1,0,0,0,1
-590000000,1,84.87799999999999,11,1054.0,886,11,110.77,436,3.0,2.0,0,1,0,0,1,0,0,1
-490000000,1,81.39,2,1000.0,420,3,85.95,276,2.0,1.0,1,0,0,1,0,1,0,0
-240000000,0,73.09,14,1616.0,1082,10,94.14,104,3.0,2.0,0,1,0,0,1,0,0,1
-1240000000,1,111.32,15,1821.0,1129,13,146.45,418,4.0,2.0,1,0,0,0,1,0,0,1
-273700000,0,84.98,20,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-144500000,1,59.34,16,700.0,791,5,86.46,317,3.0,1.0,0,1,0,0,1,1,0,0
-292000000,1,84.69,5,373.0,658,8,103.27,168,3.0,2.0,0,1,0,0,1,0,0,1
-59000000,0,45.5,20,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
-63550000,0,49.82,18,1440.0,1780,16,67.69,320,2.0,1.0,0,1,0,0,1,1,0,0
-70000000,0,59.99,3,345.0,352,2,79.34,160,3.0,1.0,0,1,0,0,1,0,0,1
-213640000,0,109.6398,12,1362.0,763,15,131.85,84,4.0,2.0,0,1,0,1,0,0,0,1
-171000000,0,84.98,5,126.0,263,2,102.52,173,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,0,84.975,15,306.0,200,3,106.18,98,3.0,2.0,0,1,0,0,1,0,0,1
-368000000,0,84.6528,11,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-723000000,1,71.58,17,883.0,794,9,94.72,33,3.0,2.0,1,0,0,1,0,0,0,1
-600000000,0,84.8721,18,270.0,240,1,121.63,80,3.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,73.55,8,150.0,129,3,91.2,43,3.0,2.0,0,1,0,0,1,0,0,1
-730000000,1,84.53,13,450.0,450,5,103.75,420,3.0,2.0,1,0,0,1,0,0,0,1
-1020000000,1,84.99,8,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
-313500000,0,84.9749,15,829.0,703,7,113.91,234,3.0,2.0,0,1,0,0,1,0,0,1
-353000000,1,83.66,4,116.0,103,1,103.21,15,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,0,116.9662,8,624.0,607,8,158.43,40,4.0,2.0,0,1,0,0,1,0,0,1
-695000000,1,84.946,10,1239.0,963,14,111.25,148,3.0,2.0,0,1,0,0,1,0,0,1
-363000000,1,84.85,4,360.0,1980,12,100.99,60,3.0,2.0,1,0,0,1,0,0,0,1
-398000000,1,59.92,19,2721.0,2002,25,82.27,709,3.0,1.0,0,1,0,0,1,0,0,1
-3700000000,1,167.72,46,1253.0,449,3,209.43,46,4.0,2.0,1,0,0,1,0,0,1,0
-101000000,0,51.86,8,1427.0,1420,13,66.28,208,2.0,1.0,0,1,0,0,1,0,0,1
-660000000,1,84.74,10,900.0,900,8,101.0,180,3.0,1.0,0,1,1,0,0,0,0,1
-600000000,1,84.98,16,4596.0,3226,40,112.47,422,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,59.97,4,931.0,953,8,83.31,439,2.0,1.0,0,1,0,0,1,1,0,0
-478000000,1,59.87,5,440.0,341,7,82.97,56,3.0,2.0,0,1,0,0,1,0,0,1
-234500000,1,70.62,3,4753.0,3169,30,97.67,780,2.0,1.0,0,1,0,0,1,1,0,0
-465000000,0,145.918,25,1578.0,922,9,178.06,100,4.0,2.0,0,1,0,0,1,0,0,1
-770000000,1,87.98,17,1382.0,845,13,119.48,86,3.0,2.0,1,0,0,1,0,0,0,1
-150000000,0,59.8,10,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
-88000000,1,38.64,2,840.0,840,5,50.4,300,2.0,1.0,0,1,1,0,0,0,0,1
-360000000,1,84.98,14,993.0,689,11,107.97,280,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,59.54,13,329.0,314,4,82.23,72,3.0,1.0,0,1,0,0,1,1,0,0
-93500000,0,61.2,11,830.0,1741,16,74.45,225,2.0,1.0,0,1,0,0,1,1,0,0
-678000000,1,84.95,8,1010.0,895,15,110.11,180,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,84.962,1,344.0,334,6,105.08,66,3.0,1.0,1,0,0,1,0,0,0,1
-500000000,1,84.84,16,918.0,901,7,109.39,54,3.0,2.0,0,1,1,0,0,0,0,1
-205000000,0,84.96,14,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
-183000000,0,59.98,1,540.0,630,6,79.85,40,3.0,1.0,0,1,0,0,1,0,0,1
-135000000,0,83.5,1,1037.0,1026,12,112.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,102.45,13,1351.0,1300,12,127.7,184,4.0,2.0,0,1,0,0,1,0,0,1
-720000000,1,83.06,19,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
-329000000,1,84.99,17,708.0,823,5,102.93,339,3.0,2.0,0,1,0,0,1,0,0,1
-93000000,0,56.4,5,130.0,130,2,65.0,1,3.0,1.0,0,1,0,0,1,0,1,0
-450000000,1,49.86,15,1753.0,1753,11,67.75,577,2.0,1.0,1,0,0,1,0,1,0,0
-920000000,1,96.48,3,1212.0,1212,12,103.57,220,3.0,1.0,1,0,0,1,0,1,0,0
-178000000,0,59.9,18,388.0,383,3,74.31,42,2.0,1.0,0,1,0,0,1,0,0,1
-1550000000,1,223.75,1,534.0,170,5,250.13,60,4.0,3.0,0,1,0,0,1,0,0,1
-170000000,0,84.91,5,758.0,570,7,109.06,330,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,0,98.3975,16,3400.0,3160,30,131.28,174,3.0,2.0,0,1,0,0,1,0,0,1
-179000000,1,39.58,7,407.0,930,8,51.19,270,2.0,1.0,1,0,0,1,0,1,0,0
-177000000,0,59.937,12,3958.0,2947,29,79.38,518,3.0,2.0,0,1,0,0,1,0,0,1
-293000000,1,59.92,5,409.0,353,6,82.63,75,3.0,1.0,1,0,0,1,0,1,0,0
-667000000,1,84.04899999999998,5,1257.0,977,12,104.2,302,3.0,2.0,0,1,0,0,1,0,0,1
-388500000,0,84.9673,18,457.0,497,8,113.65,228,3.0,2.0,0,1,0,0,1,0,0,1
-228000000,0,84.94,14,187.0,178,1,98.18,15,3.0,2.0,0,1,0,0,1,0,0,1
-185000000,0,84.285,11,189.0,336,5,104.66,196,3.0,2.0,0,1,0,0,1,0,0,1
-183000000,1,49.77,15,329.0,609,5,69.62,215,2.0,1.0,0,1,1,0,0,1,0,0
-298000000,1,59.95,12,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
-137000000,0,74.655,14,342.0,420,3,101.31,30,3.0,2.0,0,1,0,0,1,0,0,1
-107000000,0,48.39,3,104.0,400,3,67.57,120,2.0,1.0,0,1,0,0,1,1,0,0
-365000000,0,84.92,19,1427.0,1420,13,114.15,520,3.0,2.0,0,1,0,0,1,0,0,1
-104000000,0,49.82,1,100.0,193,8,55.8,35,2.0,1.0,0,1,0,0,1,0,0,1
-118000000,0,59.775,5,112.0,260,2,79.31,130,3.0,1.0,0,1,0,0,1,0,0,1
-289000000,0,144.48,20,4515.0,2637,30,178.11,490,4.0,2.0,0,1,0,0,1,0,0,1
-145000000,1,42.93,12,714.0,476,4,62.81,84,1.0,1.0,0,1,0,0,1,1,0,0
-109500000,0,49.32,15,202.0,504,4,68.13,141,2.0,1.0,0,1,0,0,1,1,0,0
-460000000,0,73.13,20,717.0,674,5,93.18,98,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,84.44,5,517.0,514,6,113.14,94,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.4,15,1704.0,2340,18,79.34,324,3.0,1.0,1,0,0,0,1,1,0,0
-235000000,0,125.16,13,1346.0,988,12,155.62,216,4.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,59.55,8,1415.0,1102,14,75.06,343,3.0,1.0,0,1,0,0,1,1,0,0
-890000000,1,59.96,14,1122.0,732,10,81.35,144,3.0,1.0,1,0,0,1,0,0,0,1
-738000000,1,101.65,6,3310.0,2517,42,125.24,156,3.0,2.0,1,0,0,1,0,0,0,1
-114000000,0,84.93,12,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,65.25,7,1306.0,1640,37,84.22,180,2.0,1.0,1,0,0,1,0,1,0,0
-365000000,0,119.738,33,961.0,623,4,151.29,34,4.0,2.0,0,1,0,0,1,0,0,1
-848000000,1,59.97,10,4113.0,2678,35,86.43,424,3.0,2.0,1,0,0,1,0,0,0,1
-355000000,1,84.99600000000002,4,161.0,141,1,105.83,12,3.0,2.0,0,1,0,0,1,0,0,1
-137500000,0,48.8,4,21.0,132,2,58.17,24,3.0,1.0,0,1,0,0,1,0,0,1
-247000000,0,84.9864,4,1846.0,1638,16,112.39,240,3.0,2.0,0,1,0,0,1,0,0,1
-525000000,1,84.04899999999998,2,1257.0,977,12,104.2,302,3.0,2.0,0,1,0,0,1,0,0,1
-75000000,0,44.6,5,90.0,232,1,56.89,71,2.0,1.0,0,1,0,0,1,1,0,0
-275000000,0,84.8948,6,250.0,250,3,116.48,68,3.0,2.0,0,1,0,0,1,0,0,1
-185000000,0,61.56,8,2050.0,2038,23,79.34,323,2.0,1.0,0,1,0,0,1,1,0,0
-549500000,1,59.89,10,167.0,168,1,84.24,74,3.0,1.0,0,1,0,0,1,1,0,0
-125000000,0,59.4,16,75.0,101,1,90.73,101,2.0,1.0,0,1,0,0,1,1,0,0
-255000000,1,49.95,8,997.0,997,9,69.64,258,2.0,1.0,1,0,0,1,0,1,0,0
-267270000,0,117.59,2,4697.0,3462,49,140.5,258,4.0,2.0,0,1,0,0,1,0,0,1
-345000000,0,84.85,21,1263.0,916,14,110.37,333,3.0,2.0,0,1,0,0,1,0,0,1
-180000000,0,59.91,12,1050.0,1721,16,80.3,480,3.0,1.0,1,0,0,1,0,0,0,1
-734000000,1,84.98,13,2024.0,1142,14,113.15,186,3.0,2.0,1,0,0,1,0,0,0,1
-260000000,1,59.7,6,1800.0,3481,25,84.22,22,2.0,1.0,1,0,0,1,0,1,0,0
-378000000,0,84.9835,6,749.0,542,5,107.46,136,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,84.95,24,2084.0,1830,16,109.64,752,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,0,126.638,4,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-855000000,1,84.52,8,540.0,540,7,112.4,540,3.0,2.0,1,0,0,1,0,0,0,1
-510000000,1,84.87,11,1215.0,1215,10,109.97,605,3.0,2.0,0,1,1,0,0,0,0,1
-340000000,1,59.95,4,460.0,442,3,75.57,146,3.0,1.0,0,1,0,0,1,0,0,1
-360000000,1,50.54,14,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
-678000000,1,41.99,4,1136.0,2841,58,42.55,1580,2.0,1.0,0,1,0,0,1,0,0,1
-173000000,1,77.02,8,208.0,260,3,82.5,78,2.0,1.0,0,1,0,0,1,1,0,0
-405000000,1,59.97,4,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
-440000000,1,84.9,14,819.0,772,2,112.4,58,3.0,1.0,0,1,0,0,1,0,0,1
-229540000,0,84.988,13,1162.0,690,14,123.97,120,3.0,2.0,0,1,0,1,0,0,0,1
-465000000,1,59.58,16,2110.0,2496,23,79.89,522,3.0,1.0,0,1,0,0,1,0,1,0
-598000000,1,84.94,14,423.0,393,7,109.73,70,3.0,2.0,0,1,0,0,1,0,0,1
-895000000,1,118.1759,14,1971.0,1559,22,143.72,79,4.0,2.0,0,1,0,0,1,0,0,1
-265000000,1,59.96,1,1179.0,987,13,84.66,365,3.0,1.0,1,0,0,1,0,1,0,0
-50000000,0,45.5,2,800.0,1000,9,62.48,400,3.0,1.0,0,1,0,0,1,1,0,0
-540000000,1,84.38,15,782.0,782,7,104.94,664,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,84.98,1,350.0,326,7,107.66,253,3.0,2.0,0,1,0,0,1,0,0,1
-116000000,1,33.28,1,2455.0,3930,32,43.84,500,2.0,1.0,1,0,0,1,0,0,0,1
-550000000,1,84.98,8,492.0,455,6,110.04,78,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,1,44.52,13,1402.0,2002,16,59.2,540,2.0,1.0,0,1,0,0,1,1,0,0
-429000000,1,84.4516,3,3210.0,2061,25,112.09,890,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,0,103.528,24,4515.0,2637,30,131.85,398,3.0,2.0,0,1,0,0,1,0,0,1
-594000000,1,84.81,19,4596.0,3226,40,113.0,154,3.0,2.0,0,1,0,0,1,0,0,1
-143000000,0,59.81,2,2277.0,1728,25,81.37,123,3.0,2.0,0,1,0,0,1,0,0,1
-323000000,0,84.698,11,655.0,305,2,110.75,34,3.0,2.0,0,1,0,0,1,0,0,1
-575000000,0,84.6389,25,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-422000000,1,84.89,2,1630.0,1613,16,108.76,50,3.0,2.0,0,1,0,0,1,0,0,1
-177000000,0,49.74,7,1578.0,2544,18,69.08,1,2.0,1.0,0,1,0,0,1,1,0,0
-135000000,0,59.82,2,422.0,499,3,82.17,205,3.0,1.0,0,1,0,0,1,1,0,0
-538000000,0,196.858,2,4515.0,2637,30,239.85,49,5.0,2.0,0,1,0,0,1,0,0,1
-574130000,1,114.9,3,1344.0,1106,16,141.34,56,4.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,84.9393,17,1024.0,591,6,110.05,196,3.0,2.0,0,1,0,0,1,0,0,1
-394000000,1,59.88,3,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
-435000000,1,84.53,5,831.0,748,10,110.8,76,3.0,2.0,1,0,0,1,0,0,0,1
-348000000,0,84.6528,4,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-404000000,1,84.99600000000002,9,140.0,118,1,110.51,24,0.0,0.0,0,1,0,0,1,0,0,1
-295000000,1,84.95,15,784.0,778,5,106.9,251,3.0,2.0,0,1,0,0,1,0,0,1
-310000000,0,84.96,4,1351.0,1127,11,109.09,471,3.0,2.0,0,1,0,0,1,0,0,1
-286000000,0,84.98100000000002,9,1162.0,690,14,122.64,116,3.0,2.0,0,1,0,1,0,0,0,1
-407000000,1,84.46,1,981.0,1550,12,101.35,360,3.0,2.0,1,0,0,1,0,0,0,1
-332000000,1,84.95,2,1346.0,1168,17,107.66,473,3.0,2.0,0,1,0,0,1,0,0,1
-459000000,0,145.918,5,2381.0,1391,14,179.62,93,4.0,2.0,0,1,0,0,1,0,0,1
-395000000,0,131.27,11,3240.0,3060,33,157.99,576,4.0,2.0,0,1,1,0,0,0,0,1
-383000000,0,140.72899999999998,25,1277.0,1110,13,184.83,104,4.0,2.0,0,1,0,0,1,0,0,1
-440000000,1,59.97,6,2275.0,1656,28,76.8,116,3.0,2.0,0,1,0,0,1,0,0,1
-327000000,1,58.59,13,2561.0,2134,26,76.18,0,3.0,1.0,0,1,0,0,1,1,0,0
-268000000,0,59.6,15,756.0,842,8,80.0,398,3.0,1.0,1,0,0,1,0,0,0,1
-220000000,0,84.84200000000001,3,1323.0,1190,11,108.88,329,3.0,2.0,0,1,0,0,1,0,0,1
-180000000,1,33.15,16,288.0,160,1,47.32,16,1.0,1.0,0,1,0,0,1,0,0,1
-1270000000,1,84.93,24,3893.0,2444,28,113.71,198,3.0,2.0,1,0,0,1,0,0,0,1
-2300000000,1,127.75,3,1254.0,1034,12,148.6,180,4.0,2.0,0,1,1,0,0,0,1,0
-815000000,1,115.78,13,2504.0,1391,25,142.49,500,4.0,2.0,0,1,0,0,1,0,0,1
-545000000,1,101.61,10,459.0,379,7,134.96,60,4.0,2.0,1,0,0,1,0,0,0,1
-163200000,0,84.78,1,447.0,676,4,103.66,230,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,114.99,7,3060.0,2412,31,146.14,685,4.0,2.0,0,1,0,0,1,0,0,1
-445000000,1,104.89,1,243.0,213,4,134.04,28,3.0,2.0,0,1,0,0,1,0,0,1
-310000000,1,84.87,4,802.0,860,8,108.75,0,3.0,2.0,0,1,0,0,1,0,0,1
-86000000,0,45.5,11,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
-497000000,1,50.64,13,182.0,182,1,55.0,144,2.0,1.0,1,0,0,1,0,1,0,0
-600000000,1,84.69,8,2022.0,2065,14,110.67,1032,3.0,2.0,0,1,1,0,0,0,0,1
-377500000,1,75.2,6,672.0,480,5,91.03,141,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,84.99,15,513.0,589,4,100.56,196,3.0,2.0,0,1,0,0,1,0,0,1
-455000000,1,84.9877,5,224.0,213,3,119.51,9,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,1,84.91,1,510.0,735,6,102.76,450,3.0,1.0,1,0,0,1,0,0,0,1
-305000000,1,59.788,10,576.0,503,10,84.16,214,3.0,2.0,0,1,0,0,1,0,0,1
-367000000,1,59.25,11,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
-339000000,1,59.96,20,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
-600000000,1,68.94,6,1230.0,1222,15,92.4,305,3.0,1.0,0,1,1,0,0,1,0,0
-695000000,1,84.72,9,400.0,357,3,105.55,27,3.0,2.0,0,1,0,0,1,0,1,0
-447000000,1,84.89,9,477.0,400,7,110.51,181,3.0,2.0,0,1,0,0,1,0,0,1
-88000000,0,59.98,4,774.0,763,6,80.54,229,3.0,1.0,0,1,0,0,1,0,0,1
-710000000,1,84.884,10,1185.0,882,16,111.79,301,3.0,2.0,0,1,0,0,1,0,0,1
-181000000,1,59.76,5,659.0,579,8,78.04,71,2.0,1.0,0,1,0,0,1,0,0,1
-680000000,1,84.96,11,275.0,195,4,109.2,13,3.0,2.0,0,1,0,0,1,0,0,1
-202000000,0,84.93,6,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
-184000000,0,84.95,18,957.0,928,12,106.37,188,3.0,2.0,1,0,0,1,0,0,0,1
-178000000,0,59.997,17,1058.0,1028,13,81.74,240,3.0,2.0,0,1,0,0,1,0,0,1
-492000000,1,59.82,27,2085.0,1592,15,82.65,300,2.0,1.0,0,1,1,0,0,1,0,0
-162000000,0,84.96,5,328.0,618,6,103.95,390,3.0,1.0,0,1,0,0,1,0,0,1
-715000000,1,84.71,24,2615.0,2123,21,108.47,805,3.0,2.0,0,1,0,0,1,0,0,1
-530000000,1,84.97,7,3310.0,2517,42,107.49,55,3.0,2.0,1,0,0,1,0,0,0,1
-146500000,0,59.9,1,1167.0,1158,13,79.82,122,3.0,1.0,0,1,0,0,1,0,0,1
-930000000,1,84.83,20,4900.0,3696,46,110.54,1404,3.0,2.0,1,0,0,1,0,0,0,1
-438000000,1,47.94,19,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-92000000,0,59.99,9,1050.0,1721,16,80.41,780,3.0,1.0,1,0,0,1,0,0,0,1
-257000000,0,85.0,13,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-143000000,0,59.816,7,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
-72000000,0,58.01,15,2716.0,2716,20,76.68,90,2.0,1.0,0,1,1,0,0,1,0,0
-390000000,0,84.6528,27,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
-179000000,0,59.983,24,328.0,408,3,80.99,280,3.0,2.0,0,1,0,0,1,0,0,1
-254000000,1,50.67,6,680.0,2256,20,69.59,938,2.0,1.0,1,0,0,1,0,1,0,0
+630000000,1,134.99,14,1979.0,1164,21,170.4,225,4.0,2.0,0,1,0,0,1,0,0,1
+1400000000,1,84.93,17,3893.0,2444,28,113.71,198,3.0,2.0,1,0,0,1,0,0,0,1
+965000000,1,84.99,6,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
+705000000,1,59.97,12,4113.0,2678,35,86.43,112,3.0,2.0,1,0,0,1,0,0,0,1
+355000000,0,138.56,4,702.0,848,11,167.9,288,4.0,2.0,0,1,0,0,1,0,0,1
+338000000,1,73.08,9,1400.0,1400,13,96.07,412,3.0,1.0,0,1,1,0,0,1,0,0
+214000000,0,84.935,21,756.0,842,8,108.14,224,3.0,2.0,1,0,0,1,0,0,0,1
+537000000,1,84.9572,15,567.0,499,9,107.39,185,3.0,2.0,0,1,0,0,1,0,0,1
+61000000,0,49.86,1,100.0,150,2,60.31,35,3.0,1.0,0,1,0,0,1,0,0,1
+300000000,1,58.01,13,1999.0,2856,32,80.17,616,2.0,1.0,1,0,0,1,0,1,0,0
+580000000,1,127.11,5,955.0,1089,8,134.45,56,4.0,2.0,0,1,1,0,0,1,0,0
+910000000,1,84.885,12,1209.0,919,14,106.64,250,3.0,2.0,1,0,0,1,0,0,0,1
+124000000,0,49.2,15,361.0,458,6,72.73,0,2.0,1.0,0,1,0,0,1,0,0,1
+323000000,1,84.76,2,4804.0,3830,54,109.28,760,3.0,2.0,0,1,0,0,1,0,0,1
+620000000,1,85.0,15,735.0,915,8,108.14,405,3.0,2.0,0,1,0,1,0,0,0,1
+270000000,1,59.22,4,1800.0,3481,25,83.54,150,3.0,1.0,1,0,0,1,0,1,0,0
+75000000,0,59.91,13,373.0,533,4,79.34,283,3.0,1.0,0,1,0,0,1,1,0,0
+450000000,1,84.87,11,708.0,570,8,102.77,285,3.0,2.0,0,1,0,0,1,0,0,1
+281000000,1,59.26,8,893.0,2433,14,83.26,447,3.0,1.0,1,0,0,1,0,1,0,0
+215000000,0,84.98,27,1323.0,1190,11,112.83,414,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,84.95,1,600.0,581,8,108.6,204,3.0,2.0,0,1,0,0,1,0,0,1
+239000000,0,84.965,16,3958.0,2947,29,105.89,1464,3.0,2.0,0,1,0,0,1,0,0,1
+467500000,1,84.87799999999999,2,1054.0,886,11,110.77,200,3.0,2.0,0,1,0,0,1,0,0,1
+535000000,1,84.99,8,262.0,197,4,103.81,95,3.0,2.0,0,1,0,0,1,0,0,1
+496000000,1,101.48,10,2776.0,2298,27,126.59,208,4.0,2.0,0,1,0,0,1,0,0,1
+655000000,1,92.56,5,692.0,577,5,98.58,59,3.0,1.0,0,1,0,1,0,1,0,0
+1546480000,1,208.39,34,805.0,278,3,259.25,11,3.0,3.0,0,1,0,0,1,0,0,1
+500000000,1,84.77,2,989.0,780,9,104.64,780,3.0,2.0,0,1,1,0,0,0,0,1
+161000000,1,45.77,5,1196.0,2392,18,63.68,720,2.0,1.0,1,0,0,1,0,1,0,0
+284000000,0,84.9749,9,829.0,703,7,113.91,234,3.0,2.0,0,1,0,0,1,0,0,1
+545000000,1,114.97,17,2251.0,2904,21,149.84,136,4.0,2.0,0,1,0,0,1,0,0,1
+134000000,0,59.9942,5,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
+332500000,0,84.9805,18,524.0,470,6,113.66,126,3.0,2.0,0,1,0,0,1,0,0,1
+173000000,0,70.83800000000002,25,402.0,392,4,94.06,110,3.0,2.0,0,1,0,0,1,0,0,1
+455000000,1,59.98,29,1344.0,1012,15,79.59,106,3.0,2.0,0,1,0,0,1,0,0,1
+375000000,0,107.89,24,948.0,540,4,127.21,128,4.0,2.0,0,1,0,0,1,0,0,1
+950000000,1,121.53,11,2040.0,1302,18,155.7,520,4.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,119.49,8,150.0,220,3,149.02,80,4.0,2.0,0,1,0,0,1,0,0,1
+104500000,1,42.93,4,714.0,476,4,62.81,84,1.0,1.0,0,1,0,0,1,1,0,0
+400000000,1,84.83,13,831.0,748,10,109.92,122,3.0,2.0,1,0,0,1,0,0,0,1
+165000000,0,114.98,2,1989.0,1901,15,134.96,344,4.0,2.0,0,1,0,0,1,0,0,1
+164000000,1,43.11,11,648.0,791,7,59.71,283,1.0,1.0,0,1,0,0,1,1,0,0
+76000000,0,59.9,14,139.0,159,1,83.34,72,3.0,1.0,0,1,0,0,1,0,0,1
+550000000,1,118.381,8,1024.0,603,11,162.08,298,4.0,2.0,0,1,0,0,1,0,0,1
+334000000,0,84.89175,7,349.0,269,3,106.94,93,3.0,2.0,0,1,0,0,1,0,0,1
+297000000,1,59.94,1,271.0,264,2,82.01,18,3.0,1.0,0,1,0,0,1,0,0,1
+1260000000,1,115.19,4,783.0,1368,15,150.06,144,4.0,2.0,1,0,0,1,0,0,0,1
+343000000,0,118.72,11,2919.0,2290,20,159.85,368,4.0,2.0,0,1,0,0,1,0,0,1
+525000000,1,84.97,6,1267.0,999,18,112.82,109,3.0,2.0,0,1,0,0,1,0,0,1
+247000000,0,106.2656,14,592.0,421,9,133.41,74,3.0,2.0,0,1,0,0,1,0,0,1
+645000000,1,78.07,15,924.0,660,8,102.47,135,3.0,1.0,0,1,1,0,0,0,0,1
+216000000,0,84.96,13,1044.0,2132,24,102.96,1004,3.0,2.0,0,1,0,0,1,0,0,1
+48000000,0,41.3,1,1578.0,2544,18,58.74,718,2.0,1.0,0,1,0,0,1,1,0,0
+385000000,1,59.4,11,1322.0,1155,10,86.34,532,3.0,1.0,0,1,0,0,1,1,0,0
+400000000,1,59.94,14,267.0,252,4,78.96,48,3.0,1.0,0,1,0,0,1,1,0,0
+173000000,0,84.98,14,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+510000000,1,84.9,14,618.0,508,5,108.86,308,3.0,2.0,1,0,0,1,0,0,0,1
+487500000,1,110.56,15,290.0,216,7,134.04,108,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,84.98,17,424.0,496,5,106.5,276,3.0,2.0,0,1,0,0,1,0,0,1
+120000000,0,84.83,21,320.0,511,4,105.98,144,3.0,2.0,0,1,0,0,1,0,0,1
+695000000,1,84.99,16,886.0,1432,21,110.14,162,3.0,2.0,1,0,0,1,0,0,0,1
+514000000,1,84.77,5,677.0,926,6,107.82,268,3.0,2.0,1,0,0,1,0,0,0,1
+600000000,1,114.66,14,1433.0,1148,12,140.06,45,4.0,2.0,0,1,0,0,1,0,0,1
+103000000,0,59.94,8,280.0,379,2,78.74,241,3.0,1.0,0,1,0,0,1,0,0,1
+92030000,0,49.14,21,700.0,990,7,62.81,556,2.0,1.0,0,1,0,0,1,0,1,0
+306000000,1,84.94,6,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
+100000000,0,61.61,11,134.0,209,1,77.11,44,3.0,2.0,0,1,0,0,1,0,0,1
+195000000,0,84.9271,10,276.0,203,3,109.48,32,3.0,2.0,1,0,0,1,0,0,0,1
+188500000,0,84.98,14,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
+295000000,1,59.94,16,652.0,625,5,83.82,313,3.0,1.0,0,1,0,0,1,1,0,0
+561900000,1,84.9903,2,1213.0,790,10,112.85,19,3.0,2.0,0,1,0,0,1,0,0,1
+449000000,1,115.56,9,1200.0,1234,15,126.99,232,4.0,2.0,0,1,0,0,1,0,0,1
+1490000000,1,151.76,13,1625.0,2280,33,181.82,32,5.0,2.0,1,0,0,1,0,0,0,1
+520000000,1,82.94,6,3012.0,2938,16,113.5,434,3.0,2.0,0,1,0,0,1,0,0,1
+615000000,1,131.25,21,700.0,791,5,161.3,126,4.0,2.0,0,1,0,0,1,0,0,1
+410000000,0,84.99,6,932.0,841,29,111.17,120,3.0,2.0,0,1,0,0,1,0,0,1
+272000000,1,84.69,9,286.0,265,2,111.65,27,3.0,2.0,0,1,0,0,1,0,0,1
+800000000,1,101.97,12,135.0,108,2,123.44,25,4.0,2.0,1,0,0,1,0,0,0,1
+235000000,1,37.53,11,373.0,393,3,49.4,121,1.0,1.0,0,1,0,0,1,1,0,0
+246500000,0,59.1416,12,3400.0,3160,30,81.9,195,3.0,2.0,0,1,0,0,1,0,0,1
+235000000,0,84.7165,6,146.0,143,3,108.69,87,3.0,2.0,0,1,0,0,1,0,0,1
+432500000,0,84.97,14,1009.0,564,4,113.47,130,3.0,2.0,0,1,0,0,1,0,0,1
+334000000,1,59.76,14,796.0,777,9,75.31,452,3.0,1.0,0,1,0,0,1,0,0,1
+210000000,0,84.77,11,1721.0,1374,17,107.7,344,3.0,2.0,0,1,0,0,1,0,0,1
+510000000,1,84.94,8,4190.0,2176,50,117.28,180,3.0,2.0,1,0,0,1,0,0,0,1
+418000000,1,84.98,15,993.0,689,11,107.97,280,3.0,2.0,0,1,0,0,1,0,0,1
+260000000,0,116.846,19,1018.0,718,8,145.39,130,4.0,2.0,0,1,0,0,1,0,0,1
+377500000,1,84.65,2,1300.0,1342,10,112.32,540,3.0,1.0,0,1,1,0,0,1,0,0
+1165000000,1,65.1,16,783.0,1368,15,88.89,0,2.0,1.0,1,0,0,1,0,1,0,0
+605000000,1,84.97,13,249.0,205,2,106.22,40,3.0,2.0,1,0,0,1,0,0,0,1
+600000000,1,114.928,9,848.0,758,15,144.01,139,4.0,2.0,0,1,0,0,1,0,0,1
+121500000,0,59.72,14,714.0,705,5,79.04,125,2.0,1.0,0,1,0,0,1,0,0,1
+190000000,0,59.91,2,1187.0,1084,11,79.75,200,3.0,1.0,0,1,0,0,1,0,0,1
+113000000,0,56.94,4,109.0,299,2,73.86,105,2.0,1.0,0,1,0,0,1,1,0,0
+1000000000,1,59.98,20,1289.0,1156,10,81.2,517,3.0,2.0,0,1,0,0,1,0,0,1
+545000000,1,84.97,6,470.0,367,6,107.68,221,3.0,2.0,0,1,0,0,1,0,0,1
+311000000,1,84.8,2,173.0,115,2,107.6,57,3.0,2.0,0,1,0,0,1,0,0,1
+895000000,1,106.27,17,449.0,206,2,133.96,23,3.0,2.0,0,1,0,0,1,0,0,1
+345000000,1,59.99,9,2772.0,3322,32,81.59,316,3.0,1.0,0,1,0,0,1,0,0,1
+159500000,0,59.99100000000001,17,572.0,502,5,92.3,116,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,0,170.76,15,1367.0,1408,10,198.52,80,5.0,2.0,0,1,0,0,1,0,0,1
+290000000,0,123.4835,4,1362.0,763,15,148.62,148,5.0,2.0,0,1,0,1,0,0,0,1
+115500000,0,59.95,20,1989.0,1901,15,77.24,809,3.0,1.0,0,1,0,0,1,0,0,1
+300000000,1,59.77,1,819.0,739,11,79.41,118,3.0,2.0,0,1,0,0,1,0,0,1
+117700000,0,59.4,11,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
+245000000,1,59.94,1,3940.0,3003,25,82.42,145,2.0,1.0,0,1,0,0,1,0,0,1
+565000000,1,59.55,7,583.0,482,5,83.0,147,3.0,2.0,0,1,0,0,1,0,0,1
+1021330000,0,168.5,28,3728.0,1631,3,251.52,1,4.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,122.63,13,417.0,299,7,151.02,36,4.0,2.0,0,1,0,0,1,0,0,1
+970000000,1,130.17,3,692.0,453,5,157.45,75,4.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,59.58,20,2110.0,2496,23,79.89,522,3.0,1.0,0,1,0,0,1,0,1,0
+610000000,1,150.05,4,796.0,457,6,177.68,100,5.0,2.0,1,0,0,1,0,0,0,1
+205000000,0,84.98,6,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
+289000000,0,84.92,17,1427.0,1420,13,114.15,520,3.0,2.0,0,1,0,0,1,0,0,1
+690000000,1,42.55,2,2500.0,5040,124,42.98,1530,2.0,1.0,0,1,0,0,1,0,0,1
+120600000,0,119.69,4,1469.0,1468,16,139.44,90,4.0,2.0,0,1,0,0,1,0,0,1
+140000000,0,61.56,11,2050.0,2038,23,79.34,323,2.0,1.0,0,1,0,0,1,1,0,0
+285000000,1,49.99,13,471.0,639,6,69.17,410,2.0,1.0,1,0,0,1,0,1,0,0
+430000000,1,84.97,11,3940.0,3003,25,109.57,280,3.0,2.0,0,1,0,0,1,0,1,0
+135000000,1,31.73,7,583.0,536,2,46.58,325,1.0,1.0,0,1,1,0,0,1,0,0
+280000000,0,126.638,4,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
+665000000,1,84.946,18,1239.0,963,14,111.25,148,3.0,2.0,0,1,0,0,1,0,0,1
+570000000,1,143.51,5,993.0,689,11,170.96,108,4.0,2.0,0,1,0,0,1,0,0,1
+260000000,1,58.59,15,2561.0,2134,26,76.21,513,3.0,1.0,0,1,0,0,1,1,0,0
+259000000,0,59.57,8,1440.0,1780,16,80.94,93,3.0,1.0,0,1,0,0,1,0,0,1
+100000000,0,79.34,12,584.0,730,5,99.17,240,3.0,2.0,0,1,0,0,1,0,0,1
+830000000,1,84.96,5,2080.0,1810,22,116.3,42,3.0,2.0,1,0,0,1,0,0,0,1
+314000000,1,89.46,12,1000.0,1000,13,106.59,712,3.0,2.0,1,0,0,1,0,0,0,1
+350000000,1,84.78,4,1188.0,1329,16,102.5,384,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,59.7,15,280.0,248,4,77.27,100,3.0,2.0,0,1,0,0,1,0,0,1
+304000000,0,84.9791,7,1449.0,1256,16,109.81,237,3.0,2.0,0,1,0,0,1,0,0,1
+45500000,0,49.08,15,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+500000000,1,82.39,16,110.0,107,1,101.07,63,3.0,2.0,0,1,0,0,1,0,0,1
+217000000,1,53.16,7,4753.0,3169,30,73.43,605,2.0,1.0,0,1,0,0,1,1,0,0
+255000000,0,84.9793,16,2595.0,1564,14,111.89,298,3.0,2.0,0,1,0,0,1,0,0,1
+144000000,0,39.34,14,431.0,654,4,56.55,35,2.0,1.0,0,1,0,0,1,0,0,1
+500000000,1,84.91,10,1043.0,299,1,111.2,36,3.0,2.0,0,1,0,0,1,0,0,1
+1200000000,1,112.25,23,489.0,387,2,153.89,34,3.0,2.0,1,0,0,1,0,0,0,1
+280000000,1,84.41,4,550.0,1430,14,100.72,100,3.0,1.0,0,1,1,0,0,0,0,1
+439000000,1,59.76,11,1208.0,1170,13,75.33,19,2.0,1.0,0,1,0,0,1,0,0,1
+130000000,0,99.7561,19,759.0,748,7,123.93,49,3.0,2.0,0,1,0,0,1,0,0,1
+610000000,1,84.98,4,466.0,1018,16,112.43,40,3.0,2.0,0,1,0,0,1,0,0,1
+129000000,0,52.29,20,156.0,244,1,70.97,116,3.0,1.0,0,1,0,0,1,0,0,1
+280000000,0,80.8949,22,340.0,294,2,108.59,196,3.0,2.0,0,1,0,0,1,0,0,1
+382000000,1,84.9909,9,220.0,193,2,112.4,114,3.0,2.0,0,1,0,0,1,0,0,1
+675000000,1,64.98,8,1199.0,1588,30,88.92,600,2.0,1.0,1,0,0,1,0,1,0,0
+139000000,0,84.98,3,209.0,355,3,104.0,49,3.0,2.0,0,1,0,0,1,0,0,1
+525000000,1,125.75,5,1300.0,1342,10,146.65,180,4.0,2.0,0,1,1,0,0,0,0,1
+280000000,1,32.34,3,255.0,350,1,40.54,298,1.0,1.0,0,1,0,0,1,1,0,0
+330000000,1,84.66,13,121.0,124,1,111.92,63,3.0,2.0,0,1,0,0,1,0,0,1
+274880000,0,84.9807,3,1449.0,1256,16,111.57,480,3.0,2.0,0,1,0,0,1,0,0,1
+260000000,0,84.5,6,39.0,150,1,101.73,75,3.0,2.0,0,1,0,0,1,0,0,1
+975000000,1,84.95,5,962.0,740,22,101.4,260,3.0,2.0,1,0,0,1,0,0,0,1
+242000000,1,41.3,12,2123.0,2136,17,58.59,540,2.0,1.0,1,0,0,1,0,1,0,0
+310000000,1,84.8726,7,202.0,178,3,104.96,87,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,1,59.99800000000001,9,1693.0,1377,18,80.74,373,3.0,2.0,0,1,0,0,1,0,0,1
+159500000,0,59.92100000000001,5,375.0,506,6,85.01,506,3.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,84.98,11,249.0,205,2,107.92,21,3.0,2.0,1,0,0,1,0,0,0,1
+73000000,0,51.96,1,146.0,130,4,59.72,1,2.0,1.0,0,1,0,0,1,0,0,1
+272000000,0,84.9782,2,2595.0,1564,14,111.89,298,3.0,2.0,0,1,0,0,1,0,0,1
+730500000,1,114.39,1,603.0,482,8,155.43,32,4.0,2.0,0,1,0,0,1,0,0,1
+183000000,1,59.94,1,373.0,366,4,82.99,158,2.0,1.0,0,1,0,0,1,1,0,0
+201000000,0,84.81,3,948.0,540,4,99.99,142,3.0,2.0,0,1,0,0,1,0,0,1
+246000000,0,84.83,16,812.0,738,8,104.62,310,3.0,2.0,0,1,0,0,1,0,0,1
+87500000,0,64.56,1,170.0,230,4,75.9,40,3.0,1.0,0,1,0,0,1,0,0,1
+447000000,1,59.89,6,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
+563000000,0,84.6389,16,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,0,115.65,18,2651.0,1898,16,140.41,150,4.0,2.0,0,1,0,0,1,0,0,1
+184000000,0,84.9961,8,1989.0,1973,18,114.9,529,3.0,2.0,0,1,0,0,1,0,0,1
+70000000,0,26.46,7,268.0,440,1,35.17,112,1.0,1.0,0,1,0,0,1,0,0,1
+900000000,1,83.17,7,912.0,940,6,116.04,280,3.0,1.0,1,0,0,1,0,1,0,0
+209000000,1,44.52,12,78.0,1800,10,59.2,1800,2.0,1.0,0,1,1,0,0,1,0,0
+122000000,0,38.45,11,247.0,247,1,54.28,172,1.0,1.0,0,1,0,0,1,0,1,0
+92000000,0,59.98,19,547.0,928,9,74.8,2,3.0,1.0,1,0,0,1,0,1,0,0
+348000000,1,84.9588,3,224.0,213,3,109.39,41,3.0,2.0,0,1,0,0,1,0,0,1
+810000000,1,84.99,9,617.0,429,6,112.93,122,3.0,2.0,1,0,0,1,0,0,0,1
+165000000,1,39.2,14,213.0,336,1,52.66,84,1.0,1.0,0,1,0,0,1,1,0,0
+322000000,1,84.97200000000002,16,1616.0,1378,19,114.69,408,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,84.94,3,263.0,221,7,106.64,9,3.0,2.0,0,1,0,0,1,0,0,1
695000000,0,151.9156,32,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,79.5359,15,330.0,256,4,99.19,105,3.0,2.0,0,1,0,0,1,0,0,1
-1270000000,1,73.26,15,300.0,1060,9,94.18,310,3.0,1.0,1,0,1,0,0,1,0,0
-750000000,1,116.41,11,315.0,222,4,146.02,64,4.0,2.0,0,1,0,0,1,0,0,1
-71000000,0,49.08,11,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-790000000,1,104.32,7,741.0,484,14,132.3,326,3.0,2.0,1,0,0,1,0,0,0,1
-290000000,1,39.98,8,308.0,2934,21,58.75,228,2.0,1.0,1,0,0,1,0,1,0,0
-390000000,1,59.94,1,1992.0,1601,14,77.68,476,3.0,1.0,0,1,0,0,1,0,0,1
-255000000,1,44.1,5,241.0,630,5,60.39,630,2.0,1.0,0,1,0,0,1,1,0,0
-590000000,1,114.82,6,546.0,472,9,139.18,79,4.0,2.0,0,1,0,0,1,0,0,1
-940000000,1,84.9097,3,753.0,738,11,104.4,362,3.0,2.0,1,0,0,1,0,0,0,1
-405000000,1,84.96,12,816.0,408,4,110.25,408,3.0,2.0,0,1,0,0,1,0,0,1
-253000000,1,59.95,20,1602.0,1253,15,87.96,427,3.0,1.0,0,1,0,0,1,1,0,0
-460000000,1,59.96,14,715.0,956,6,82.4,956,3.0,1.0,0,1,0,0,1,1,0,0
-288000000,0,100.7622,9,1888.0,1500,17,130.35,300,3.0,2.0,1,0,0,1,0,0,0,1
-900000000,1,84.8,19,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
-321000000,1,84.86,1,4804.0,3830,54,111.31,292,3.0,2.0,0,1,0,0,1,0,0,1
-310000000,1,59.584,15,637.0,562,7,85.69,206,3.0,1.0,0,1,0,0,1,1,0,0
-185000000,0,68.7,5,600.0,600,6,95.73,210,3.0,1.0,0,1,0,0,1,1,0,0
-418000000,1,124.41,6,176.0,170,2,147.07,36,4.0,2.0,1,0,0,1,0,0,0,1
-206000000,0,68.6486,1,223.0,221,3,95.87,42,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,71.2,5,654.0,768,10,94.38,96,3.0,1.0,0,1,0,0,1,1,0,0
-210000000,0,124.5622,2,1875.0,1627,13,146.75,200,4.0,2.0,0,1,0,0,1,0,0,1
-272000000,1,59.98,9,181.0,170,2,77.25,44,3.0,2.0,0,1,0,0,1,0,0,1
-1000000000,1,116.19,1,4113.0,2678,35,144.32,678,4.0,2.0,1,0,0,1,0,0,0,1
-545000000,1,64.08,3,360.0,360,5,90.01,80,3.0,1.0,0,1,0,0,1,1,0,0
-830000000,1,59.96,6,1171.0,768,11,78.71,150,3.0,2.0,1,0,0,1,0,0,0,1
-530000000,1,84.42,19,1349.0,1150,14,107.7,441,3.0,2.0,0,1,0,0,1,0,0,1
-258000000,1,49.95,12,997.0,997,9,69.64,258,2.0,1.0,1,0,0,1,0,1,0,0
-480000000,1,84.98,10,280.0,187,3,105.59,92,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,84.94,9,281.0,370,3,105.89,237,3.0,2.0,0,1,0,0,1,0,0,1
-525000000,1,114.98,13,1306.0,1125,15,136.16,224,4.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,84.99,24,1573.0,1733,13,102.69,628,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,0,59.9074,1,1306.0,1011,13,85.67,159,3.0,2.0,0,1,0,0,1,0,0,1
-233000000,1,32.34,7,255.0,350,1,40.54,298,1.0,1.0,0,1,0,0,1,1,0,0
-560000000,1,84.91,7,1391.0,1606,15,104.75,958,3.0,2.0,0,1,0,0,1,0,0,1
-498000000,1,59.99,5,4596.0,3226,40,87.41,442,3.0,2.0,0,1,0,0,1,0,0,1
-377000000,1,57.63,10,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
-600000000,1,114.93,20,935.0,787,11,137.03,199,4.0,2.0,0,1,0,0,1,0,0,1
-365180000,0,80.5341,10,163.0,147,2,109.16,145,3.0,2.0,1,0,0,1,0,0,0,1
-1230000000,1,140.04,5,320.0,320,3,153.62,160,4.0,2.0,1,0,0,1,0,0,0,1
-705000000,1,83.06,6,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
-565000000,1,84.95,15,4890.0,3293,51,112.45,66,3.0,2.0,1,0,0,1,0,0,0,1
-299000000,1,84.94,16,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-568000000,1,112.78,11,2990.0,2182,22,142.0,460,4.0,2.0,0,1,0,0,1,0,0,1
-287500000,1,84.96,15,1459.0,1371,13,110.12,715,3.0,2.0,0,1,0,0,1,0,0,1
-242400000,0,59.9962,17,1194.0,1033,9,82.96,156,3.0,2.0,1,0,0,1,0,0,0,1
-320000000,1,57.1,1,456.0,811,6,76.88,198,2.0,1.0,0,1,0,0,1,1,0,0
-115000000,0,84.72,1,237.0,328,2,110.61,158,3.0,2.0,0,1,0,0,1,1,0,0
-317000000,1,47.94,5,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-495000000,1,84.88,6,2123.0,1696,7,109.8,786,3.0,2.0,0,1,1,0,0,0,0,1
-900000000,1,84.3884,9,4580.0,3885,51,110.94,167,3.0,2.0,0,1,0,0,1,0,0,1
-322000000,1,59.88,16,348.0,278,3,84.42,72,3.0,1.0,0,1,0,0,1,1,0,0
-779000000,1,84.82,17,416.0,590,4,105.81,0,3.0,2.0,1,0,0,1,0,0,0,1
-400000000,0,110.72,24,2277.0,1728,25,138.36,682,4.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,44.64,1,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
-73000000,0,59.99,7,345.0,352,2,79.34,160,3.0,1.0,0,1,0,0,1,0,0,1
-244000000,0,84.93,10,1690.0,1122,16,110.63,206,3.0,2.0,0,1,0,0,1,0,0,1
-468000000,1,59.9,8,635.0,597,12,84.91,315,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.98,2,350.0,326,7,107.66,253,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,59.9666,9,402.0,392,4,81.58,169,3.0,2.0,0,1,0,0,1,0,0,1
-850000000,1,84.79,35,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
-700000000,1,83.42,11,635.0,597,12,104.1,104,3.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,84.3,15,299.0,299,5,116.93,42,3.0,2.0,0,1,0,0,1,1,0,0
-69000000,0,61.56,7,765.0,795,7,79.34,300,3.0,2.0,0,1,0,0,1,0,1,0
-200000000,0,84.93,20,1187.0,1084,11,106.77,438,3.0,1.0,0,1,0,0,1,0,0,1
-215000000,0,84.9571,9,368.0,298,4,109.09,148,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,59.817,12,677.0,603,11,85.43,36,3.0,2.0,0,1,0,0,1,0,0,1
-545000000,1,84.87799999999999,20,1054.0,886,11,110.77,436,3.0,2.0,0,1,0,0,1,0,0,1
-93000000,0,45.5,7,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
-108000000,0,59.99,3,1430.0,1500,10,75.55,600,3.0,1.0,0,1,0,0,1,0,0,1
-390000000,0,84.6389,26,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-495000000,1,84.74,11,831.0,748,10,110.52,80,3.0,2.0,1,0,0,1,0,0,0,1
-180130000,0,84.9985,19,726.0,650,6,111.31,384,3.0,2.0,0,1,0,0,1,0,0,1
-265000000,0,77.14,22,296.0,288,1,99.75,118,3.0,2.0,0,1,0,0,1,0,0,1
-177300000,0,59.9438,34,1331.0,1395,9,81.18,177,3.0,2.0,0,1,0,0,1,0,1,0
-525000000,1,59.96,13,2657.0,2652,32,82.92,165,3.0,2.0,0,1,0,0,1,0,0,1
-257500000,1,69.82,10,270.0,386,5,85.01,120,3.0,1.0,0,1,0,0,1,0,0,1
-83000000,0,48.89,17,202.0,504,4,67.85,111,2.0,1.0,0,1,0,0,1,1,0,0
-203000000,0,59.72,22,431.0,654,4,77.1,344,3.0,1.0,0,1,0,0,1,0,0,1
-369000000,0,134.93,5,622.0,789,5,161.98,154,4.0,2.0,0,1,0,0,1,0,0,1
-395000000,1,59.54,15,329.0,314,4,82.23,72,3.0,1.0,0,1,0,0,1,1,0,0
-430000000,0,125.04,24,543.0,431,3,156.57,86,4.0,2.0,0,1,0,0,1,0,0,1
-246000000,1,59.27,5,120.0,117,1,77.26,43,3.0,2.0,0,1,0,0,1,0,0,1
-50000000,0,49.965,12,260.0,999,9,69.76,885,3.0,1.0,0,1,0,0,1,1,0,0
-698000000,1,84.959,14,777.0,517,7,120.16,0,3.0,2.0,0,1,0,0,1,0,0,1
-581000000,1,156.876,2,4190.0,2176,50,204.78,345,5.0,2.0,1,0,0,1,0,0,0,1
-565000000,1,95.84,2,277.0,555,7,105.52,300,3.0,1.0,1,0,0,1,0,0,0,1
-433000000,0,102.52,17,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
-1220000000,1,84.79,27,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
-600000000,1,59.96,6,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
-203000000,0,84.87,22,1789.0,1669,10,106.77,594,3.0,2.0,0,1,1,0,0,0,0,1
-208000000,1,59.58,1,4932.0,4509,31,81.7,684,2.0,1.0,0,1,1,0,0,1,0,0
-339000000,1,84.78,5,1188.0,1329,16,102.5,384,3.0,2.0,0,1,0,0,1,0,0,1
-158000000,0,59.87,14,194.0,241,3,86.39,181,3.0,1.0,0,1,0,0,1,0,0,1
-980000000,1,105.18,22,246.0,142,3,136.53,64,4.0,2.0,1,0,0,1,0,0,0,1
-745000000,1,84.88,5,2382.0,1702,21,110.52,361,3.0,2.0,0,1,0,0,1,0,0,1
-328000000,1,84.84,6,794.0,671,8,106.21,207,3.0,2.0,0,1,0,0,1,0,0,1
-297000000,1,59.97,1,428.0,437,5,81.15,223,3.0,1.0,0,1,0,0,1,0,0,1
-307000000,0,84.935,9,1592.0,1344,11,117.79,528,3.0,2.0,0,1,0,0,1,0,0,1
-439000000,1,59.97,6,1102.0,683,10,80.89,160,3.0,2.0,0,1,0,0,1,0,0,1
-455000000,1,84.96,9,5402.0,5387,49,106.86,792,3.0,2.0,0,1,1,0,0,0,0,1
-310000000,0,119.009,8,3958.0,2947,29,139.31,486,4.0,2.0,0,1,0,0,1,0,0,1
-329000000,1,59.25,3,489.0,448,7,79.06,168,3.0,1.0,0,1,0,0,1,0,0,1
-117000000,0,84.93,11,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-1935000000,1,162.71,8,692.0,577,5,176.06,20,3.0,1.0,0,1,0,1,0,0,1,0
-401000000,1,73.73,1,632.0,632,19,92.56,50,3.0,1.0,0,1,1,0,0,0,0,1
-50000000,0,35.9877,10,144.0,176,1,56.32,13,2.0,1.0,0,1,1,0,0,1,0,0
-65000000,0,59.916,19,431.0,764,6,79.34,764,3.0,1.0,0,1,0,0,1,0,0,1
-447000000,1,84.97,6,1560.0,1247,24,110.25,165,3.0,2.0,0,1,0,0,1,0,0,1
-78000000,1,27.0,14,840.0,1200,4,35.39,540,1.0,1.0,1,0,0,1,0,1,0,0
-330000000,1,60.0,16,5402.0,5387,49,80.43,312,3.0,1.0,0,1,1,0,0,0,0,1
-1630000000,1,84.69,5,498.0,476,6,102.48,224,3.0,1.0,1,0,0,1,0,0,0,1
-290000000,1,39.98,5,308.0,2934,21,58.75,228,2.0,1.0,1,0,0,1,0,1,0,0
-415000000,1,25.52,4,959.0,1372,47,25.52,50,1.0,1.0,0,1,1,0,0,0,0,1
-875000000,1,88.26,5,959.0,1372,47,88.26,130,3.0,2.0,0,1,1,0,0,0,0,1
-605000000,1,84.98,7,643.0,304,3,106.18,82,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,59.81,8,250.0,248,2,84.91,83,2.0,1.0,1,0,1,0,0,1,0,0
-250000000,1,103.11,12,444.0,704,6,129.31,81,4.0,2.0,0,1,0,0,1,0,0,1
-139000000,0,59.82,6,529.0,900,6,80.81,900,2.0,1.0,0,1,0,0,1,1,0,0
-229350000,0,84.6588,3,918.0,712,15,111.33,152,3.0,2.0,0,1,0,0,1,0,0,1
-780000000,1,105.04,1,264.0,481,6,113.05,117,3.0,1.0,1,0,0,1,0,1,0,0
-970000000,1,117.585,7,4494.0,4494,56,138.73,900,4.0,2.0,1,0,0,1,0,0,0,1
-254000000,1,49.94,5,4471.0,2634,21,73.22,270,2.0,1.0,1,0,0,1,0,1,0,0
-187500000,1,45.77,15,1196.0,2392,18,63.68,720,2.0,1.0,1,0,0,1,0,1,0,0
-513000000,1,84.87,9,551.0,461,4,107.77,170,3.0,2.0,0,1,0,0,1,0,0,1
-1600000000,1,82.5,4,864.0,432,4,108.88,422,3.0,1.0,1,0,0,1,0,1,0,0
-670000000,1,84.96,11,3258.0,1696,31,111.46,342,3.0,2.0,1,0,0,1,0,0,0,1
-380000000,1,59.76,9,1803.0,1597,8,87.63,440,2.0,1.0,0,1,1,0,0,1,0,0
-453000000,1,59.88,18,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
-77500000,0,75.83,3,70.0,240,2,90.54,72,3.0,1.0,0,1,0,0,1,0,0,1
-385000000,1,84.97,5,3940.0,3003,25,109.57,1066,3.0,2.0,0,1,0,0,1,0,0,1
-108000000,0,70.75,2,367.0,418,2,101.02,45,3.0,1.0,0,1,0,0,1,0,0,1
-680000000,1,84.6099,6,1971.0,1559,22,109.19,649,3.0,2.0,0,1,0,0,1,0,0,1
-85500000,0,59.8,5,810.0,604,11,76.04,108,3.0,2.0,0,1,0,0,1,0,0,1
-36000000,0,44.59,2,321.0,315,7,56.31,70,2.0,1.0,0,1,0,0,1,0,0,1
-465000000,1,59.907,2,672.0,707,12,76.03,100,3.0,2.0,0,1,0,0,1,0,0,1
-705000000,1,59.9236,13,4580.0,3885,51,80.39,21,3.0,2.0,0,1,0,0,1,0,0,1
-385980000,0,145.64,25,948.0,540,4,171.72,128,4.0,2.0,0,1,0,0,1,0,0,1
-776000000,1,59.98,6,6075.0,3410,44,84.74,284,3.0,2.0,1,0,0,1,0,0,0,1
-275000000,1,59.76,7,397.0,319,4,89.12,109,3.0,1.0,0,1,0,0,1,0,1,0
-900000000,1,84.97,10,7712.0,5678,72,109.47,556,3.0,2.0,1,0,0,1,0,0,0,1
-135000000,1,59.64,7,200.0,167,3,79.23,68,3.0,1.0,0,1,0,0,1,0,0,1
-285000000,1,84.83,19,853.0,996,10,108.33,484,3.0,2.0,0,1,0,0,1,0,0,1
-245000000,1,59.83,12,708.0,570,8,72.45,131,3.0,1.0,0,1,0,0,1,1,0,0
-740000000,1,84.82,10,416.0,590,4,105.81,0,3.0,2.0,1,0,0,1,0,0,0,1
-520000000,1,84.97,19,297.0,283,5,108.7,187,3.0,2.0,0,1,0,0,1,0,0,1
-263000000,0,84.85,7,1576.0,1112,17,109.86,240,3.0,2.0,0,1,1,0,0,0,0,1
-509000000,0,115.03,34,9063.0,5239,48,144.33,528,4.0,2.0,0,1,0,0,1,0,0,1
-418000000,1,59.74,2,470.0,605,6,81.12,516,2.0,1.0,1,0,0,1,0,1,0,0
-220000000,0,72.2103,38,1331.0,1395,9,97.3,185,3.0,2.0,0,1,0,0,1,0,1,0
-174000000,0,59.96,17,1152.0,998,9,79.32,192,3.0,1.0,0,1,0,0,1,0,0,1
-525000000,1,101.4,13,1985.0,1286,16,127.14,122,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,84.96,9,339.0,299,5,106.12,120,3.0,2.0,0,1,0,0,1,0,0,1
-440000000,1,53.01,15,352.0,299,2,72.72,60,2.0,1.0,1,0,0,1,0,1,0,0
-114000000,0,59.82,13,529.0,900,6,80.81,900,2.0,1.0,0,1,0,0,1,1,0,0
-341000000,0,84.961,10,573.0,508,11,110.46,69,3.0,2.0,0,1,0,0,1,0,0,1
-498000000,1,84.95,10,1017.0,914,10,107.98,514,3.0,2.0,0,1,1,0,0,0,0,1
-155000000,1,41.3,5,1710.0,1710,10,60.33,30,2.0,1.0,0,1,1,0,0,1,0,0
-160000000,0,59.807,8,2269.0,1950,15,87.22,313,3.0,2.0,0,1,0,0,1,0,0,1
-238000000,1,59.9,10,454.0,406,3,87.41,210,3.0,1.0,0,1,0,0,1,1,0,0
-870000000,1,84.92,10,744.0,744,10,105.3,192,3.0,1.0,1,0,0,1,0,1,0,0
-508000000,1,142.98,5,1188.0,1329,16,164.95,270,4.0,2.0,0,1,0,0,1,0,0,1
-455000000,0,84.9982,17,829.0,703,7,110.33,254,3.0,2.0,0,1,0,0,1,0,0,1
-1140000000,1,84.99799999999998,19,6075.0,3410,44,116.71,190,3.0,2.0,1,0,0,1,0,0,0,1
-480000000,1,84.92,7,238.0,298,2,100.26,268,3.0,2.0,0,1,1,0,0,0,0,1
-620000000,1,84.98,11,1216.0,949,12,110.78,181,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,1,59.4,16,630.0,561,7,84.87,232,3.0,1.0,0,1,0,0,1,1,0,0
-160000000,0,84.94,20,367.0,418,2,105.69,200,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,1,59.5,5,353.0,1829,13,86.62,90,3.0,1.0,0,1,1,0,0,1,0,0
-174000000,0,59.94600000000001,10,1093.0,1002,12,79.59,444,3.0,1.0,1,0,0,1,0,0,0,1
-645000000,0,151.9156,15,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
-319000000,1,67.43,14,486.0,763,11,92.08,60,3.0,1.0,1,0,0,1,0,1,0,0
-393000000,1,59.91,12,597.0,516,7,83.44,228,3.0,2.0,0,1,0,0,1,0,0,1
-245000000,0,84.98,1,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,0,102.52,13,4515.0,2637,30,131.85,398,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,84.35,15,221.0,285,1,119.01,142,3.0,2.0,0,1,0,0,1,0,0,1
-750000000,1,96.65,1,1842.0,1842,26,104.6,0,3.0,1.0,1,0,0,1,0,0,0,1
-305000000,0,101.76,19,952.0,896,10,124.78,88,4.0,2.0,1,0,0,1,0,0,0,1
-137500000,0,40.13,5,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
-319000000,1,83.97,8,492.0,942,10,111.11,240,3.0,2.0,0,1,0,0,1,1,0,0
-314610000,0,105.1831,31,1367.0,935,9,137.4,220,4.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,58.01,5,823.0,2646,28,80.26,1300,2.0,1.0,1,0,0,1,0,1,0,0
-1500000000,1,110.2,10,216.0,177,1,136.11,15,4.0,2.0,0,1,0,0,1,0,0,1
-820000000,1,126.3,30,392.0,208,2,153.27,104,4.0,2.0,0,1,0,0,1,0,0,1
-109000000,0,84.945,13,471.0,450,3,103.74,370,3.0,2.0,0,1,0,0,1,0,0,1
-960000000,1,84.9984,17,4443.0,3002,34,111.08,673,3.0,2.0,1,0,0,1,0,0,0,1
-198000000,0,84.7287,26,443.0,436,4,110.3,100,3.0,2.0,0,1,0,0,1,0,0,1
-233000000,1,59.99,16,2251.0,2904,21,78.18,753,3.0,2.0,0,1,0,0,1,1,0,0
-490000000,1,119.7,16,160.0,110,1,151.59,60,3.0,2.0,0,1,0,0,1,0,0,1
-337500000,0,115.28,13,507.0,270,2,155.92,112,3.0,2.0,0,1,0,0,1,0,0,1
-179000000,0,59.7,13,994.0,868,10,79.93,336,3.0,1.0,0,1,0,0,1,0,0,1
-348000000,0,84.976,28,1198.0,648,3,112.96,94,3.0,2.0,0,1,0,0,1,0,1,0
-247000000,0,84.9902,1,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
-375000000,1,59.595,9,779.0,655,5,85.86,220,3.0,1.0,0,1,0,0,1,1,0,0
-209500000,0,84.3263,20,443.0,436,4,111.91,112,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,84.97,8,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
-386500000,0,84.8502,29,1213.0,840,6,123.03,68,3.0,2.0,0,1,0,0,1,0,0,1
-207000000,1,49.77,10,2450.0,2462,16,72.73,1268,3.0,1.0,0,1,0,1,0,1,0,0
-160000000,1,59.595,1,209.0,200,2,74.47,98,3.0,1.0,0,1,0,0,1,0,0,1
-900000000,1,101.29,10,692.0,577,5,108.5,128,3.0,1.0,0,1,0,1,0,0,1,0
-1080000000,1,84.99,30,7876.0,5563,65,110.3,350,3.0,2.0,1,0,0,1,0,0,0,1
-275000000,0,73.405,8,1323.0,1190,11,96.98,361,3.0,2.0,0,1,0,0,1,0,0,1
-375000000,1,59.7,11,247.0,242,2,81.3,82,3.0,1.0,0,1,0,0,1,1,0,0
-281000000,0,84.9402,25,865.0,800,7,107.83,434,3.0,2.0,0,1,0,0,1,0,0,1
-1345000000,1,84.99,20,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
-103000000,0,59.4,2,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
-145000000,0,115.53,25,2169.0,2181,15,142.14,350,4.0,2.0,0,1,1,0,0,0,0,1
-82500000,0,39.95,8,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
-695000000,1,59.96,9,1122.0,732,10,81.35,144,3.0,1.0,1,0,0,1,0,0,0,1
-790000000,1,128.81,13,4418.0,2603,37,161.86,39,4.0,2.0,1,0,0,1,0,0,0,1
-330000000,1,59.94,16,1215.0,1215,10,83.98,610,3.0,1.0,0,1,1,0,0,1,0,0
-305000000,1,59.91,2,369.0,410,3,81.29,156,2.0,1.0,0,1,0,0,1,1,0,0
-440000000,1,59.7,12,247.0,242,2,81.3,82,3.0,1.0,0,1,0,0,1,1,0,0
-170000000,1,39.84,11,389.0,520,4,54.93,74,1.0,1.0,1,0,0,1,0,1,0,0
-258000000,1,94.36,2,354.0,296,3,115.15,60,3.0,1.0,0,1,0,0,1,1,0,0
-310000000,0,84.97,21,2252.0,1895,17,106.74,645,3.0,2.0,0,1,0,0,1,0,0,1
-929500000,1,101.29,9,692.0,577,5,108.5,128,3.0,1.0,0,1,0,1,0,0,1,0
-280000000,1,84.94,9,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-368000000,1,84.9,5,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,84.66,6,981.0,1550,12,101.35,360,3.0,2.0,1,0,0,1,0,0,0,1
-1300000000,1,157.43,5,534.0,170,5,179.81,24,4.0,2.0,0,1,0,0,1,0,0,1
-349000000,1,59.6983,5,588.0,528,12,79.61,232,3.0,2.0,0,1,0,0,1,0,0,1
-276070000,0,84.9222,14,916.0,559,5,118.18,68,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,1,58.65,11,426.0,1747,10,80.74,261,2.0,1.0,0,1,1,0,0,1,0,0
-245000000,0,84.975,13,1497.0,1280,11,116.28,382,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,84.955,11,345.0,238,5,109.42,34,3.0,2.0,0,1,0,0,1,0,0,1
-795000000,1,99.61,5,1468.0,1480,25,109.58,520,3.0,1.0,0,1,1,0,0,1,0,0
-700000000,1,84.94,11,364.0,333,9,109.81,138,3.0,2.0,0,1,0,0,1,0,0,1
-277000000,0,84.9943,6,840.0,743,8,108.56,294,3.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,59.77,9,819.0,739,11,79.41,118,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,59.96,4,436.0,362,5,86.0,61,3.0,2.0,0,1,0,1,0,0,0,1
-355000000,0,137.11,20,377.0,125,1,167.45,27,4.0,2.0,0,1,0,0,1,0,0,1
-461500000,1,84.39,3,298.0,359,4,106.55,178,3.0,2.0,0,1,0,0,1,0,0,1
-417500000,1,84.97,11,1777.0,1370,24,110.94,263,3.0,2.0,0,1,0,0,1,0,0,1
-78000000,0,72.63,17,240.0,298,4,97.33,72,3.0,1.0,0,1,0,0,1,0,0,1
-1320000000,1,85.0,6,421.0,317,4,108.28,76,3.0,2.0,1,0,0,1,0,0,0,1
-500000000,1,84.99,5,474.0,415,8,106.15,15,3.0,2.0,0,1,0,0,1,0,0,1
-490000000,1,84.7,14,228.0,200,2,106.88,186,3.0,2.0,0,1,0,0,1,0,0,1
-151000000,0,84.96,15,584.0,730,5,105.79,490,3.0,2.0,0,1,0,0,1,0,0,1
-388000000,1,114.88,10,730.0,845,8,139.17,204,4.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,84.96,13,153.0,204,2,104.35,118,3.0,2.0,0,1,0,0,1,0,0,1
-186200000,0,84.7182,2,298.0,258,4,108.84,51,3.0,2.0,0,1,0,0,1,0,0,1
-104670000,0,59.87,8,194.0,241,3,86.39,181,3.0,1.0,0,1,0,0,1,0,0,1
-266000000,0,84.81,11,941.0,652,11,114.35,90,3.0,2.0,1,0,0,1,0,0,0,1
-146500000,0,84.5689,3,270.0,239,3,110.66,199,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,0,84.9793,12,2595.0,1564,14,111.89,298,3.0,2.0,0,1,0,0,1,0,0,1
-220000000,0,84.97,12,479.0,432,4,109.46,177,3.0,2.0,0,1,0,0,1,0,0,1
-483000000,1,59.96,14,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
-470000000,1,84.9829,12,224.0,213,3,119.51,9,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,84.9287,13,224.0,228,3,107.01,117,3.0,2.0,0,1,0,0,1,0,0,1
-171000000,1,59.95,12,200.0,185,1,85.18,74,3.0,1.0,0,1,0,0,1,1,0,0
-60000000,0,84.505,14,85.0,365,4,100.88,60,3.0,2.0,0,1,0,0,1,0,0,1
-269000000,0,84.15,4,2050.0,2038,23,109.09,499,3.0,1.0,0,1,0,0,1,1,0,0
-344000000,0,84.9636,29,5755.0,3000,15,118.61,816,3.0,2.0,0,1,0,0,1,0,0,1
-233000000,0,59.99,1,1430.0,1500,10,75.55,600,3.0,1.0,0,1,0,0,1,0,0,1
-568000000,1,75.51,12,855.0,855,10,103.06,360,3.0,1.0,0,1,1,0,0,1,0,0
-159900000,0,84.99799999999998,10,869.0,671,12,109.69,352,3.0,2.0,0,1,0,0,1,0,0,1
-309500000,1,56.9217,9,330.0,256,4,71.31,38,3.0,1.0,0,1,0,0,1,0,0,1
-200000000,0,84.99,6,194.0,458,4,104.11,204,3.0,2.0,0,1,0,0,1,0,0,1
-331500000,1,84.97,2,449.0,704,5,100.18,704,3.0,2.0,0,1,0,0,1,0,0,1
-228000000,1,49.2,14,471.0,639,6,68.08,2,2.0,1.0,1,0,0,1,0,1,0,0
-590000000,1,144.123,9,4190.0,2176,50,186.61,391,4.0,2.0,1,0,0,1,0,0,0,1
-519000000,1,84.29,18,1580.0,1330,22,110.34,65,3.0,2.0,0,1,0,0,1,0,0,1
-263000000,1,59.25,9,981.0,1550,12,75.2,240,2.0,1.0,1,0,0,1,0,1,0,0
-383000000,1,84.64,11,1855.0,1605,25,109.23,792,3.0,2.0,0,1,0,0,1,0,0,1
-54000000,0,44.87,7,1383.0,640,5,64.9,640,2.0,1.0,0,1,0,0,1,1,0,0
-220000000,1,59.96,11,2084.0,1830,16,81.16,178,3.0,1.0,0,1,0,0,1,0,0,1
-510000000,0,84.9636,13,5755.0,3000,15,118.61,816,3.0,2.0,0,1,0,0,1,0,0,1
-435000000,1,84.98299999999998,3,635.0,620,22,109.83,60,3.0,2.0,0,1,0,0,1,0,0,1
-388000000,1,59.73,16,366.0,320,5,78.41,132,3.0,2.0,0,1,0,0,1,0,0,1
-1543000000,1,104.63,12,576.0,888,12,115.7,288,4.0,1.0,1,0,0,1,0,1,0,0
-288000000,1,59.72,2,231.0,196,3,83.07,30,3.0,1.0,0,1,0,0,1,1,0,0
-193000000,0,59.76,10,1789.0,1669,10,80.01,675,3.0,1.0,0,1,1,0,0,1,0,0
-620000000,1,59.97,7,4113.0,2678,35,86.43,424,3.0,2.0,1,0,0,1,0,0,0,1
-222000000,0,59.6054,15,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
-500000000,0,80.794,56,3728.0,1631,3,124.45,2,2.0,2.0,0,1,0,0,1,0,0,1
-353000000,1,84.09,9,2366.0,1971,28,105.32,394,3.0,2.0,0,1,0,0,1,0,0,1
-279000000,1,68.13,14,4932.0,4509,31,92.46,507,3.0,1.0,0,1,1,0,0,1,0,0
-202000000,1,59.82,1,311.0,380,4,81.7,212,3.0,1.0,0,1,0,0,1,1,0,0
-270000000,1,41.3,11,2000.0,2654,27,60.56,60,2.0,1.0,1,0,0,1,0,1,0,0
-63250000,0,62.59,3,321.0,315,7,76.53,90,3.0,1.0,0,1,0,0,1,0,0,1
-477110000,0,117.908,36,1198.0,648,3,154.62,94,4.0,2.0,0,1,0,0,1,0,1,0
-227500000,0,84.88799999999998,12,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,84.84,11,417.0,381,5,101.53,144,3.0,2.0,0,1,0,0,1,0,0,1
-770000000,1,84.96,2,317.0,211,3,102.54,211,3.0,2.0,1,0,0,1,0,1,0,0
-141410000,0,84.84,12,403.0,280,2,108.55,56,3.0,2.0,0,1,0,0,1,0,0,1
-1675000000,1,144.2,11,1120.0,1288,15,156.13,168,5.0,2.0,1,0,0,1,0,0,0,1
-350000000,0,117.27,5,1576.0,1112,17,153.13,214,4.0,2.0,0,1,1,0,0,0,0,1
-313000000,0,84.98,15,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,59.87,3,440.0,341,7,82.97,56,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.26,6,877.0,895,9,79.85,315,2.0,1.0,0,1,0,0,1,1,0,0
-279000000,0,84.97,14,2252.0,1895,17,106.74,645,3.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,84.99,1,1157.0,1070,15,119.49,106,3.0,2.0,0,1,0,0,1,0,0,1
-322500000,1,68.13,13,4932.0,4509,31,92.46,507,3.0,1.0,0,1,1,0,0,1,0,0
-422000000,1,71.1203,9,18.0,107,6,89.07,32,3.0,2.0,0,1,0,0,1,0,0,1
-50000000,0,41.85,14,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
-273000000,1,59.9,14,1590.0,1590,9,85.16,330,3.0,1.0,0,1,1,0,0,0,0,1
-195000000,1,36.16,7,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-98800000,1,38.64,12,840.0,840,5,50.4,300,2.0,1.0,0,1,1,0,0,0,0,1
-810000000,0,111.07,24,3942.0,1788,3,162.69,336,3.0,2.0,1,0,1,0,0,0,0,1
-160000000,1,34.44,11,486.0,1624,10,49.93,384,2.0,1.0,1,0,0,1,0,1,0,0
-950000000,1,137.53,7,606.0,233,2,170.98,50,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,83.97,3,176.0,126,4,102.09,14,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,84.975,15,217.0,454,5,105.81,138,3.0,2.0,0,1,0,0,1,0,1,0
-1800000000,1,94.49,12,2454.0,1278,13,125.95,230,3.0,2.0,1,0,0,1,0,0,0,1
-390000000,1,79.777,8,2554.0,2462,31,109.8,901,3.0,2.0,0,1,0,0,1,0,0,1
-183000000,1,43.35,12,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
-264000000,0,84.9971,14,1967.0,1758,19,111.22,180,3.0,2.0,1,0,0,1,0,0,0,1
-262500000,0,84.5011,8,333.0,284,4,109.63,165,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,59.97,13,203.0,288,1,85.5,110,2.0,1.0,0,1,0,0,1,1,0,0
-75000000,0,45.46,2,150.0,360,8,55.21,72,2.0,1.0,0,1,0,0,1,0,0,1
-287000000,0,101.316,7,766.0,464,7,129.34,119,4.0,2.0,1,0,0,1,0,0,0,1
-260000000,1,62.1,5,2123.0,2136,17,88.21,92,2.0,1.0,1,0,0,1,0,1,0,0
-560000000,0,219.5,1,857.0,375,14,257.52,19,4.0,2.0,1,0,0,1,0,0,0,1
-1525000000,1,156.91,10,500.0,448,5,181.72,84,5.0,2.0,0,1,1,0,0,0,0,1
-590000000,1,84.94,7,657.0,540,9,108.59,276,3.0,2.0,1,0,0,1,0,0,0,1
-259000000,0,59.94,24,513.0,589,4,75.85,265,2.0,1.0,0,1,0,0,1,0,0,1
-400000000,1,84.32,1,1299.0,1080,8,111.96,150,3.0,2.0,0,1,1,0,0,1,0,0
-102000000,0,44.87,1,789.0,825,8,65.87,465,3.0,1.0,0,1,0,0,1,1,0,0
-340000000,1,59.96,18,224.0,212,2,85.67,140,3.0,1.0,0,1,0,0,1,1,0,0
-415000000,1,59.67,11,455.0,430,6,79.2,227,3.0,1.0,1,0,0,1,0,0,0,1
-400000000,1,59.98,1,136.0,116,1,80.16,47,3.0,1.0,0,1,0,0,1,1,0,0
-242500000,0,84.99,8,1673.0,1424,18,104.25,570,3.0,2.0,0,1,0,0,1,0,0,1
-516750000,1,101.97,31,2090.0,497,3,146.73,4,3.0,2.0,0,1,0,0,1,0,0,1
-1980000000,1,144.77,23,9766.0,6864,66,174.08,574,4.0,2.0,1,0,0,1,0,0,0,1
-80000000,0,41.3,6,1600.0,1320,10,57.15,180,3.0,2.0,0,1,0,0,1,0,0,1
-645000000,1,76.67,10,410.0,408,2,99.73,72,3.0,1.0,1,0,0,1,0,1,0,0
-438000000,1,114.85,4,4804.0,3830,54,142.21,849,4.0,2.0,0,1,0,0,1,0,0,1
-249500000,1,70.69,8,638.0,978,10,86.53,36,3.0,1.0,0,1,0,0,1,0,0,1
-528000000,1,119.49,10,150.0,220,3,149.02,80,4.0,2.0,0,1,0,0,1,0,0,1
-173000000,0,84.92,1,716.0,422,6,103.75,126,3.0,2.0,0,1,0,0,1,0,0,1
-1170000000,1,84.99,16,7876.0,5563,65,109.2,1201,3.0,2.0,1,0,0,1,0,0,0,1
-200000000,0,84.91,15,830.0,1741,16,101.13,630,3.0,2.0,0,1,0,0,1,0,0,1
-1660000000,1,82.61,13,3930.0,3930,30,119.0,750,4.0,1.0,1,0,0,1,0,1,0,0
-600000000,1,84.95,21,4890.0,3293,51,110.34,790,3.0,2.0,1,0,0,1,0,0,0,1
-395000000,1,53.46,8,873.0,1860,26,68.38,236,2.0,1.0,1,0,0,1,0,0,0,1
-138000000,1,35.3,11,681.0,1362,10,48.34,300,2.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,47.94,2,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-445000000,1,114.885,6,1357.0,1070,12,141.84,264,4.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.99,4,244.0,215,3,106.19,112,3.0,2.0,0,1,0,0,1,0,0,1
-363000000,0,103.528,3,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
-316500000,1,49.75,2,800.0,986,9,74.84,427,3.0,1.0,0,1,0,0,1,1,0,0
-695000000,1,114.07,16,682.0,568,9,141.8,100,4.0,2.0,0,1,0,0,1,0,0,1
-113000000,1,50.18,9,1225.0,910,7,67.76,630,2.0,1.0,0,1,1,0,0,1,0,0
-100000000,0,84.994,1,902.0,807,8,112.4,807,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,55.04,4,240.0,356,11,61.22,110,2.0,1.0,0,1,0,0,1,0,0,1
-189000000,0,84.98,21,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,1,43.35,12,1590.0,1590,9,59.11,390,2.0,1.0,0,1,1,0,0,1,0,0
-460000000,1,76.8,8,877.0,686,9,94.14,164,3.0,1.0,1,0,0,1,0,0,0,1
-460000000,1,84.83,3,1126.0,864,22,103.42,336,3.0,2.0,0,1,0,0,1,0,0,1
-168000000,0,83.7711,2,1024.0,989,10,116.07,117,3.0,2.0,0,1,0,0,1,0,0,1
-357500000,1,59.98,2,417.0,375,5,81.69,162,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,39.53,12,700.0,822,6,56.5,322,3.0,1.0,1,0,0,1,0,1,0,0
-110000000,0,84.76,18,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,1,59.99,16,119.0,111,2,79.61,32,3.0,1.0,0,1,0,0,1,1,0,0
-173000000,0,59.9438,23,1331.0,1395,9,81.18,177,3.0,2.0,0,1,0,0,1,0,1,0
-673000000,1,80.35,11,1842.0,1842,26,86.13,0,2.0,1.0,1,0,0,1,0,1,0,0
-440000000,1,84.96,9,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
-270000000,0,84.59,5,662.0,588,10,112.64,150,3.0,2.0,1,0,0,1,0,0,0,1
-60900000,0,59.959,6,193.0,261,1,79.33,219,3.0,1.0,0,1,0,0,1,0,0,1
-280000000,1,71.85,6,270.0,270,2,90.0,270,3.0,2.0,0,1,0,0,1,1,0,0
-355000000,1,39.6,10,677.0,1476,15,51.96,432,2.0,1.0,1,0,0,1,0,1,0,0
-199000000,0,59.86,16,955.0,926,7,85.42,506,3.0,1.0,0,1,0,0,1,1,0,0
-95000000,0,59.99,3,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-293000000,1,59.9,7,496.0,423,4,84.09,196,3.0,1.0,0,1,0,0,1,1,0,0
-890000000,1,84.87,5,275.0,198,1,108.31,56,3.0,2.0,0,1,0,0,1,0,0,1
-735000000,0,100.945,39,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
-123000000,1,49.5,5,257.0,660,4,66.93,210,3.0,1.0,1,0,0,1,0,1,0,0
-53000000,0,49.77,1,551.0,1484,14,67.92,240,2.0,1.0,0,1,0,0,1,1,0,0
-1355000000,1,124.22,11,7876.0,5563,65,158.69,236,4.0,2.0,1,0,0,1,0,0,0,1
-115000000,0,57.78,4,600.0,600,6,80.51,150,2.0,1.0,0,1,0,0,1,1,0,0
-240000000,0,94.412,6,1018.0,718,8,121.36,535,3.0,2.0,0,1,0,0,1,0,0,1
-659000000,1,108.08,10,1710.0,855,6,124.18,45,4.0,2.0,0,1,1,0,0,0,0,1
-325000000,0,84.95,8,1367.0,1408,10,104.32,520,3.0,2.0,0,1,0,0,1,0,0,1
-455000000,1,114.78,19,1803.0,1597,8,143.28,410,4.0,2.0,0,1,1,0,0,0,0,1
-132000000,0,59.93,10,1351.0,1127,11,78.45,348,3.0,1.0,0,1,0,0,1,0,0,1
-548000000,1,114.65,13,965.0,643,4,140.2,118,4.0,2.0,0,1,0,0,1,0,0,1
-265000000,1,84.94,1,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,84.93,1,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,74.54,2,962.0,740,22,90.12,480,3.0,1.0,1,0,0,1,0,0,0,1
-450000000,1,84.955,10,345.0,238,5,109.42,100,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,84.9572,3,567.0,499,9,107.39,185,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,84.83,8,571.0,442,9,110.04,44,3.0,2.0,1,0,0,1,0,0,0,1
-294000000,0,101.92,7,1551.0,1124,21,132.21,216,3.0,2.0,0,1,0,0,1,0,0,1
-75000000,0,44.1,8,1500.0,1963,15,59.67,120,2.0,1.0,0,1,1,0,0,1,0,0
-1045000000,1,89.88,23,1122.0,732,10,119.54,48,3.0,2.0,1,0,0,1,0,0,0,1
-93000000,0,59.75,10,217.0,454,5,78.55,158,3.0,1.0,1,0,0,0,1,0,1,0
-895000000,1,89.844,12,207.0,216,3,117.07,84,3.0,2.0,1,0,0,1,0,0,0,1
-88000000,0,58.01,5,2716.0,2716,20,76.68,90,2.0,1.0,0,1,1,0,0,1,0,0
-670000000,1,59.98,15,2780.0,2198,40,79.32,515,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,56.7,5,170.0,619,6,79.34,80,3.0,1.0,0,1,0,0,1,0,0,1
-230000000,1,59.855,15,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
-226050000,0,84.9945,1,195.0,114,2,118.74,26,3.0,2.0,0,1,0,0,1,0,0,1
-328000000,1,59.49,7,480.0,431,8,79.1,69,3.0,1.0,0,1,0,0,1,1,0,0
-588000000,1,84.79,20,627.0,490,4,109.85,157,3.0,2.0,0,1,0,0,1,0,0,1
-124000000,0,84.26,14,140.0,302,3,103.78,282,3.0,2.0,0,1,0,0,1,0,0,1
-124800000,0,84.994,9,902.0,807,8,112.4,1,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,59.816,2,500.0,477,6,75.63,109,2.0,1.0,1,0,0,1,0,0,0,1
-159000000,0,59.73,3,421.0,413,2,85.23,81,3.0,1.0,0,1,0,0,1,1,0,0
-365000000,1,109.63,1,301.0,160,8,135.56,80,3.0,2.0,0,1,0,0,1,0,0,1
-638000000,1,114.63,8,944.0,895,8,136.74,72,4.0,2.0,0,1,0,0,1,0,0,1
-74500000,0,59.84,11,375.0,988,6,73.97,598,2.0,1.0,0,1,0,0,1,0,0,1
-123000000,0,136.65,2,651.0,937,6,159.56,74,4.0,2.0,0,1,0,0,1,0,0,1
-265000000,1,96.24,16,188.0,133,1,115.7,19,3.0,2.0,0,1,0,0,1,0,0,1
-478000000,1,59.82,22,2085.0,1592,15,82.65,300,2.0,1.0,0,1,1,0,0,1,0,0
-198000000,0,59.4,11,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
-177700000,0,59.8869,9,658.0,600,6,79.38,200,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,0,100.945,6,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,59.25,7,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
-86250000,0,59.8,4,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
-81000000,0,59.76,7,682.0,824,9,80.55,272,3.0,1.0,1,0,0,1,0,0,0,1
-270000000,1,59.77,13,819.0,739,11,79.41,196,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,79.25,11,994.0,3315,21,107.99,840,3.0,1.0,1,0,0,1,0,1,0,0
-490000000,1,84.86,3,1391.0,1606,15,104.0,216,3.0,2.0,0,1,0,0,1,0,0,1
-103000000,0,59.96,10,670.0,661,6,79.77,0,3.0,1.0,0,1,0,0,1,0,0,1
-567000000,1,84.98,11,173.0,159,3,107.95,100,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,0,84.99,3,932.0,841,29,112.25,135,3.0,2.0,0,1,0,0,1,0,0,1
-693040000,1,128.76,9,296.0,171,3,154.09,26,4.0,2.0,0,1,0,0,1,0,0,1
-124000000,0,59.85,16,612.0,1131,9,76.13,528,3.0,1.0,0,1,0,0,1,1,0,0
-250000000,1,49.77,5,781.0,1391,10,68.41,405,2.0,1.0,1,0,0,1,0,1,0,0
-745000000,1,84.885,8,1209.0,919,14,106.64,250,3.0,2.0,1,0,0,1,0,0,0,1
-440000000,0,117.27,13,1576.0,1112,17,153.13,214,4.0,2.0,0,1,1,0,0,0,0,1
-350000000,0,118.47,20,1849.0,1691,16,142.95,154,4.0,2.0,0,1,0,0,1,0,0,1
-530000000,1,115.801,28,2270.0,1764,19,153.16,222,4.0,2.0,0,1,0,0,1,0,0,1
-690000000,1,84.92,7,438.0,438,2,110.51,46,3.0,2.0,0,1,1,0,0,0,0,1
-708500000,1,84.99,18,4418.0,2603,37,112.03,149,3.0,2.0,1,0,0,1,0,0,0,1
-650000000,1,84.96,2,1426.0,1332,20,110.67,100,3.0,2.0,0,1,0,0,1,0,0,1
-522000000,1,84.99,2,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
-140000000,0,59.9942,24,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,84.61,7,136.0,123,2,112.45,21,3.0,2.0,0,1,0,0,1,0,0,1
-409000000,1,79.98,4,290.0,290,2,94.15,202,3.0,1.0,0,1,0,0,1,0,0,1
-420000000,1,59.37,2,936.0,659,13,75.47,122,3.0,1.0,1,0,0,1,0,0,1,0
-160000000,1,64.02,8,198.0,493,4,79.59,55,2.0,1.0,0,1,0,0,1,1,0,0
-359000000,1,59.85,10,5402.0,5387,49,82.93,324,3.0,1.0,0,1,1,0,0,0,1,0
-267500000,1,59.98,5,322.0,296,5,84.74,45,3.0,1.0,0,1,0,0,1,0,0,1
-44500000,0,48.72,14,169.0,449,2,69.09,449,3.0,1.0,0,1,0,0,1,1,0,0
-70000000,1,27.0,14,840.0,1200,4,35.39,540,1.0,1.0,1,0,0,1,0,1,0,0
-75140000,0,37.62,3,104.0,400,3,52.32,225,2.0,1.0,0,1,0,0,1,1,0,0
+94800000,1,39.58,15,407.0,930,8,51.19,270,2.0,1.0,1,0,0,1,0,1,0,0
+315000000,1,63.53,14,570.0,570,5,85.76,315,2.0,1.0,0,1,0,0,1,1,0,0
+162000000,0,59.94,4,486.0,486,4,79.09,186,3.0,1.0,0,1,0,0,1,0,0,1
+695000000,1,114.91,16,1307.0,994,14,141.22,286,4.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,59.67,21,2123.0,1696,7,85.02,386,2.0,1.0,0,1,1,0,0,1,0,0
+360000000,1,59.97,2,226.0,196,3,81.08,63,3.0,1.0,0,1,0,0,1,0,0,1
+775000000,1,84.9706,13,599.0,451,4,112.8,102,3.0,2.0,0,1,0,0,1,0,0,1
+672140000,1,120.82,39,2090.0,497,3,175.8,14,4.0,2.0,0,1,0,0,1,0,0,1
+433000000,1,84.69,22,401.0,388,5,109.07,130,3.0,2.0,0,1,0,0,1,0,0,1
+565000000,1,85.26,11,593.0,363,5,105.79,30,3.0,2.0,1,0,0,1,0,0,0,1
+228000000,1,84.9383,2,458.0,407,10,104.21,164,3.0,2.0,0,1,0,0,1,0,0,1
+242000000,1,84.87,10,4932.0,4509,31,109.64,986,3.0,2.0,0,1,1,0,0,0,0,1
+182500000,0,84.9813,17,413.0,410,4,114.56,410,3.0,2.0,0,1,0,0,1,0,0,1
+185330000,0,84.9902,12,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
+540000000,1,84.94,8,1102.0,683,10,110.35,372,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,1,44.1,1,1800.0,3481,25,62.22,344,3.0,1.0,1,0,0,1,0,1,0,0
+428000000,1,84.9,11,558.0,477,6,108.93,152,3.0,2.0,0,1,0,0,1,0,0,1
+102000000,0,51.22,3,118.0,200,4,63.14,100,3.0,1.0,0,1,0,0,1,0,0,1
+300000000,1,84.09,11,486.0,763,11,104.2,204,3.0,2.0,1,0,0,1,0,0,0,1
+244000000,1,59.4,18,809.0,703,7,83.29,254,3.0,1.0,0,1,0,0,1,1,0,0
+89000000,0,42.93,1,1552.0,1035,9,61.47,180,2.0,1.0,0,1,1,0,0,1,0,0
+228000000,0,59.9905,23,1875.0,1627,13,87.52,1,3.0,1.0,0,1,0,0,1,0,0,1
+460000000,1,114.885,4,1357.0,1070,12,141.84,264,4.0,2.0,0,1,0,0,1,0,0,1
+157000000,1,33.18,13,1650.0,1650,12,47.2,486,2.0,1.0,1,0,0,1,0,1,0,0
+253000000,1,59.34,2,244.0,245,1,80.23,104,3.0,1.0,0,1,0,0,1,1,0,0
+245000000,1,59.36,6,424.0,496,5,83.36,121,2.0,1.0,0,1,0,0,1,1,0,0
+1035000000,1,130.545,25,1662.0,490,2,178.51,170,3.0,2.0,0,1,1,0,0,0,0,1
+950000000,1,102.48,1,250.0,250,5,104.3,250,4.0,2.0,0,1,1,0,0,0,0,1
+600000000,1,84.98,3,4596.0,3226,40,112.47,422,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,1,32.39,2,2123.0,2136,17,45.95,270,1.0,1.0,1,0,0,1,0,1,0,0
+390000000,0,119.25,5,619.0,362,3,144.25,96,4.0,2.0,0,1,0,0,1,0,0,1
+157500000,0,59.82,21,422.0,499,3,82.17,205,3.0,1.0,0,1,0,0,1,1,0,0
+220000000,0,59.997,8,1314.0,1249,16,80.38,240,3.0,2.0,1,0,0,1,0,0,0,1
+282000000,0,84.9636,6,5755.0,3000,15,118.61,816,3.0,2.0,0,1,0,0,1,0,0,1
+598000000,0,84.69200000000002,5,1100.0,1076,11,106.1,168,3.0,1.0,0,1,0,0,1,0,0,1
+950000000,1,133.42,11,2504.0,1391,25,161.01,242,4.0,2.0,0,1,0,0,1,0,0,1
+810000000,1,98.63,4,1625.0,2280,33,115.7,696,3.0,1.0,1,0,0,1,0,1,0,0
+655000000,1,84.25,10,350.0,292,6,106.24,239,3.0,2.0,0,1,0,0,1,0,0,1
+597000000,1,84.96,5,1356.0,1260,8,110.46,1260,3.0,1.0,1,0,0,1,0,1,0,0
+160000000,1,66.33,12,494.0,824,8,91.01,419,3.0,1.0,0,1,0,0,1,1,0,0
+519000000,1,84.417,6,848.0,758,15,104.9,280,3.0,2.0,0,1,0,0,1,0,0,1
+695000000,1,96.75,3,1468.0,1480,25,105.15,648,3.0,1.0,0,1,1,0,0,1,0,0
+274000000,0,84.98,10,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
+285000000,0,84.9932,13,2675.0,1852,18,108.43,251,3.0,2.0,0,1,0,0,1,0,0,1
+123000000,0,79.63,17,361.0,458,6,110.74,120,3.0,2.0,0,1,0,0,1,0,0,1
+207500000,0,84.9902,3,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
+126000000,0,69.7252,13,104.0,111,1,92.29,18,3.0,2.0,0,1,0,0,1,0,0,1
+75000000,0,58.01,13,2716.0,2716,20,76.82,83,2.0,1.0,0,1,1,0,0,1,0,0
+570000000,1,74.92,12,512.0,1056,10,91.94,168,3.0,1.0,0,1,0,0,1,1,0,0
+210000000,1,49.94,8,350.0,750,5,69.1,210,2.0,1.0,0,1,0,0,1,1,0,0
+688000000,1,73.133,11,2554.0,2462,31,100.88,702,3.0,2.0,0,1,0,0,1,0,0,1
+117000000,0,53.246,10,900.0,936,3,57.63,299,2.0,1.0,0,1,0,0,1,0,0,1
+175000000,0,59.9438,6,1331.0,1395,9,81.18,177,3.0,2.0,0,1,0,0,1,0,1,0
+228000000,1,84.91,12,252.0,233,4,109.88,162,3.0,2.0,0,1,0,0,1,0,0,1
+898700000,0,200.8926,20,5755.0,3000,15,251.14,118,4.0,2.0,0,1,0,0,1,0,0,1
+147000000,1,39.6,1,257.0,660,4,53.54,240,2.0,1.0,1,0,0,1,0,1,0,0
+246000000,1,59.34,17,3146.0,2810,25,76.73,770,3.0,1.0,0,1,0,0,1,1,0,0
+521000000,0,129.749,9,2595.0,1564,14,164.86,211,4.0,2.0,0,1,0,0,1,0,0,1
+566000000,0,102.14,16,3030.0,2100,12,134.72,102,3.0,2.0,0,1,0,0,1,0,0,1
+97000000,0,59.78,5,355.0,355,2,78.12,276,2.0,1.0,0,1,0,0,1,0,0,1
+247170000,0,59.1416,5,3400.0,3160,30,82.59,74,3.0,2.0,0,1,0,0,1,0,0,1
+358000000,0,84.88799999999998,12,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
+385000000,1,64.79,15,729.0,405,3,86.04,135,2.0,1.0,0,1,0,0,1,1,0,0
+110000000,0,84.88,4,2169.0,2181,15,106.48,694,3.0,2.0,0,1,1,0,0,0,0,1
+435000000,1,84.9,8,349.0,297,4,101.42,142,3.0,2.0,1,0,0,1,0,0,1,0
+540000000,1,84.94,17,184.0,112,3,106.49,36,3.0,2.0,0,1,0,0,1,0,0,1
+395000000,1,84.69,5,411.0,366,6,106.5,126,3.0,2.0,0,1,0,0,1,0,0,1
+1397500000,1,137.1,7,1212.0,1212,12,149.53,216,4.0,2.0,1,0,0,1,0,0,0,1
+178500000,1,84.93,5,191.0,183,1,106.26,66,3.0,2.0,0,1,0,0,1,0,0,1
+500000000,0,150.13,18,1306.0,1306,15,183.99,157,4.0,2.0,0,1,0,0,1,0,0,1
+445080000,1,114.98,10,1484.0,1339,22,156.97,78,4.0,2.0,1,0,0,1,0,0,0,1
+166000000,1,59.88,2,954.0,1259,10,89.86,135,3.0,1.0,0,1,0,0,1,1,0,0
+224500000,0,84.9748,5,4697.0,3462,49,109.15,0,3.0,2.0,0,1,0,0,1,0,0,1
+185000000,0,59.9326,15,2023.0,1330,14,80.37,242,3.0,1.0,0,1,0,0,1,0,0,1
+1010000000,1,101.14,4,479.0,309,4,132.78,16,4.0,2.0,1,0,0,1,0,0,0,1
+310000000,0,59.9011,6,1024.0,989,10,88.27,275,3.0,2.0,0,1,0,0,1,0,0,1
+341000000,1,84.65,6,1300.0,1342,10,112.32,540,3.0,1.0,0,1,1,0,0,1,0,0
+370000000,1,68.22,6,738.0,1021,11,94.0,245,3.0,1.0,0,1,1,0,0,1,0,0
+320000000,1,59.88,3,282.0,290,4,79.84,161,3.0,1.0,0,1,0,0,1,0,0,1
+82500000,0,83.41,11,200.0,188,3,103.67,90,3.0,1.0,0,1,0,0,1,0,0,1
+434000000,1,73.59,9,200.0,215,2,93.09,119,3.0,1.0,0,1,0,0,1,0,0,1
+812000000,1,156.58,18,298.0,172,3,196.07,36,4.0,3.0,0,1,0,0,1,0,0,1
+93000000,0,39.69,3,380.0,520,12,39.69,150,2.0,1.0,0,1,0,0,1,0,0,1
+425000000,0,84.9794,7,865.0,800,7,105.74,123,3.0,2.0,0,1,0,0,1,0,0,1
+284000000,1,79.84,3,160.0,151,1,102.48,102,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,0,134.12,5,1367.0,1408,10,159.9,120,4.0,2.0,0,1,0,0,1,0,0,1
+241500000,1,80.1498,2,390.0,300,6,107.46,160,3.0,2.0,0,1,0,0,1,0,0,1
+532500000,1,114.63,6,401.0,388,5,141.56,84,4.0,2.0,0,1,0,0,1,0,0,1
+830000000,1,114.45,5,957.0,787,14,156.48,44,4.0,2.0,0,1,0,0,1,0,0,1
+200000000,1,46.75,3,981.0,1550,12,59.34,133,2.0,1.0,1,0,0,1,0,1,0,0
+235000000,1,59.82,15,882.0,795,9,85.16,354,3.0,1.0,0,1,0,0,1,1,0,0
+742500000,1,84.98,6,2780.0,2198,40,112.35,493,3.0,2.0,0,1,0,0,1,0,0,1
+747500000,1,59.9772,15,4443.0,3002,34,88.72,228,3.0,1.0,1,0,0,1,0,0,0,1
+630000000,1,83.18,7,3012.0,2938,16,113.82,211,3.0,2.0,0,1,0,0,1,0,0,1
+119000000,0,49.47,17,61.0,116,1,64.54,4,2.0,1.0,0,1,0,0,1,0,0,1
+152000000,0,59.8395,5,368.0,298,4,87.86,50,3.0,2.0,0,1,0,0,1,0,0,1
+342410000,1,84.74,7,327.0,282,7,110.15,70,3.0,2.0,1,0,0,1,0,0,0,1
+539000000,1,84.66,4,912.0,912,8,107.46,135,3.0,1.0,1,0,0,0,1,1,0,0
+415000000,1,84.84,10,498.0,498,5,102.77,13,3.0,2.0,0,1,0,0,1,0,0,1
+715000000,1,71.73,15,883.0,794,9,94.59,128,3.0,2.0,1,0,0,1,0,0,0,1
+347500000,1,84.94,9,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
+785000000,1,114.98,19,1208.0,844,10,150.53,118,4.0,2.0,0,1,0,0,1,0,0,1
+336000000,1,56.0,18,499.0,427,5,79.95,78,3.0,1.0,0,1,0,0,1,0,1,0
+140000000,0,52.11,1,258.0,714,9,71.74,714,3.0,1.0,0,1,0,0,1,1,0,0
+199000000,1,44.1,13,238.0,600,4,60.41,600,2.0,1.0,0,1,1,0,0,1,0,0
+543000000,1,119.32,10,704.0,704,8,138.88,120,4.0,2.0,0,1,0,0,1,0,0,1
+235000000,1,59.76,5,407.0,456,3,80.53,209,2.0,1.0,1,0,0,1,0,0,0,1
+1100000000,1,84.99,11,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
+305000000,1,59.88,22,1352.0,1352,15,79.43,552,3.0,1.0,1,0,0,1,0,0,0,1
+238000000,1,56.49,2,238.0,397,3,76.52,90,2.0,1.0,0,1,0,0,1,1,0,0
+448000000,1,84.87,20,1252.0,1668,18,105.99,1180,3.0,2.0,1,0,0,1,0,0,0,1
+135000000,1,38.64,9,840.0,840,5,50.4,300,2.0,1.0,0,1,1,0,0,0,0,1
+225000000,1,41.3,2,4471.0,2634,21,60.56,90,2.0,1.0,1,0,0,1,0,1,0,0
+595000000,1,84.99,7,1267.0,1230,22,114.78,182,3.0,2.0,0,1,0,0,1,0,0,1
+392000000,1,59.78,16,799.0,669,9,78.82,92,3.0,2.0,0,1,0,0,1,0,0,1
+170000000,1,43.35,7,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
+200000000,0,84.9595,11,358.0,350,4,114.07,156,3.0,2.0,0,1,0,0,1,0,0,1
+168000000,0,59.94,7,643.0,632,9,74.14,284,3.0,1.0,1,0,0,1,0,0,0,1
+500000000,1,75.51,15,855.0,855,10,103.06,360,3.0,1.0,0,1,1,0,0,1,0,0
+140000000,0,57.09,4,237.0,328,2,80.53,170,3.0,1.0,0,1,0,0,1,1,0,0
+335000000,1,79.984,8,384.0,352,4,106.22,153,3.0,2.0,0,1,0,0,1,0,0,1
+180000000,0,84.78,13,34.0,268,2,101.64,90,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,59.92,9,2721.0,2002,25,82.27,709,3.0,1.0,0,1,0,0,1,0,0,1
+650000000,1,84.92,25,516.0,537,3,112.39,94,3.0,2.0,0,1,0,0,1,0,0,1
+900000000,1,84.92,14,225.0,197,4,114.35,110,3.0,2.0,0,1,0,0,1,0,0,1
+670000000,1,84.9,2,918.0,733,17,109.34,285,3.0,2.0,1,0,0,1,0,0,0,1
+470000000,1,84.17,1,470.0,605,6,114.29,89,3.0,2.0,1,0,0,1,0,0,0,1
+153000000,1,49.77,8,2450.0,2462,16,72.73,1268,3.0,1.0,0,1,0,1,0,1,0,0
+229500000,1,49.54,8,893.0,2433,14,71.07,743,3.0,1.0,1,0,0,1,0,1,0,0
+344500000,1,59.91,16,349.0,297,3,77.82,140,3.0,1.0,0,1,0,0,1,1,0,0
+264500000,1,75.15,5,704.0,704,8,91.69,240,3.0,2.0,0,1,0,0,1,0,0,1
+219000000,1,59.95,1,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
+265000000,1,84.99,18,3060.0,2412,31,109.78,1182,3.0,2.0,0,1,0,0,1,0,0,1
+351500000,1,50.14,6,2455.0,3930,32,68.59,1120,2.0,1.0,1,0,0,1,0,1,0,0
+905000000,1,84.99,6,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
+285000000,1,74.66,6,510.0,735,6,93.1,135,3.0,1.0,1,0,0,1,0,0,0,1
+800000000,0,125.4155,14,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
+413000000,1,84.87799999999999,18,1054.0,886,11,110.77,200,3.0,2.0,0,1,0,0,1,0,0,1
+104000000,0,58.14,2,216.0,216,4,71.49,6,2.0,1.0,0,1,0,0,1,0,0,1
+315000000,0,120.28,18,401.0,244,2,161.98,1,4.0,2.0,0,1,0,0,1,0,0,1
+97000000,0,84.96,14,651.0,937,6,104.15,643,3.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,108.255,1,287.0,206,3,145.48,58,4.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,39.53,10,700.0,822,6,56.5,322,3.0,1.0,1,0,0,1,0,1,0,0
+560800000,1,114.91,3,967.0,889,13,150.33,56,4.0,2.0,0,1,0,0,1,0,0,1
+847000000,1,66.24,8,646.0,1595,19,94.45,795,2.0,1.0,1,0,0,1,0,1,0,0
+288500000,0,84.9932,22,2675.0,1852,18,108.43,251,3.0,2.0,0,1,0,0,1,0,0,1
+413000000,0,164.76,19,1578.0,922,9,202.5,196,4.0,2.0,0,1,0,0,1,0,0,1
+698000000,1,114.87,20,348.0,278,3,145.8,20,4.0,2.0,0,1,0,0,1,0,0,1
+248000000,1,59.52,14,344.0,424,3,76.44,209,3.0,1.0,0,1,0,0,1,1,0,0
+340000000,1,59.97,22,266.0,253,3,78.83,46,3.0,1.0,0,1,0,0,1,0,1,0
+440000000,1,84.96,10,1188.0,1329,16,102.68,240,3.0,2.0,0,1,0,0,1,0,0,1
+379000000,1,84.87,5,2990.0,2182,22,107.62,981,3.0,2.0,0,1,0,0,1,0,0,1
+382000000,0,84.8948,20,316.0,299,4,113.33,25,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.97,5,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
+187000000,0,84.98,14,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+715000000,1,134.914,5,986.0,564,11,164.73,210,4.0,2.0,1,0,0,1,0,0,0,1
+1600000000,1,83.21,7,300.0,1060,9,107.31,310,3.0,1.0,1,0,1,0,0,1,0,0
+464000000,0,133.57,8,3410.0,1926,29,165.64,340,4.0,2.0,0,1,0,0,1,0,0,1
+463000000,1,59.83,14,1314.0,1162,7,77.2,278,3.0,1.0,0,1,1,0,0,0,0,1
+88000000,0,43.67,6,21.0,132,2,54.81,23,2.0,1.0,0,1,0,0,1,0,0,1
+680000000,1,127.22,10,300.0,1320,12,146.81,270,4.0,2.0,0,1,1,0,0,0,0,1
+499000000,1,84.6,13,779.0,700,10,106.17,700,3.0,2.0,0,1,0,0,1,0,0,1
+475000000,0,144.48,19,2381.0,1391,14,179.62,93,4.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,113.25,15,195.0,218,1,153.94,22,4.0,2.0,0,1,0,0,1,1,0,0
+350000000,1,59.578,7,506.0,389,6,80.33,124,3.0,2.0,0,1,0,0,1,0,0,1
+655000000,1,157.07,4,1335.0,1335,16,183.72,180,5.0,2.0,0,1,0,0,1,0,1,0
+425000000,1,84.98,3,890.0,640,7,108.75,308,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,1,45.96,22,340.0,461,1,61.38,66,1.0,1.0,0,1,0,0,1,1,0,0
+419000000,0,179.97,8,857.0,375,14,218.21,70,3.0,2.0,1,0,0,1,0,0,0,1
+290000000,1,59.99800000000001,6,1693.0,1377,18,80.74,373,3.0,2.0,0,1,0,0,1,0,0,1
+570000000,1,59.9,16,2776.0,2298,27,82.54,384,3.0,1.0,0,1,0,0,1,0,0,1
+858000000,1,98.08,3,1104.0,1882,34,115.7,29,3.0,1.0,1,0,0,1,0,1,0,0
+60000000,0,49.77,6,230.0,249,4,59.87,48,2.0,1.0,0,1,0,0,1,0,0,1
+185000000,0,59.86,9,955.0,926,7,85.42,506,3.0,1.0,0,1,0,0,1,1,0,0
+442500000,1,75.51,12,855.0,855,10,103.06,360,3.0,1.0,0,1,1,0,0,1,0,0
+900000000,1,84.898,13,672.0,707,12,105.78,30,3.0,2.0,0,1,0,0,1,0,0,1
+638000000,1,84.97,20,3310.0,2517,42,107.49,120,3.0,2.0,1,0,0,1,0,0,0,1
+102500000,0,31.8492,17,178.0,379,1,43.63,285,1.0,1.0,0,1,0,0,1,1,0,0
+110850000,0,84.91,8,830.0,1741,16,101.13,630,3.0,2.0,0,1,0,0,1,0,0,1
+122000000,1,49.92,9,390.0,713,6,65.65,267,3.0,1.0,1,0,0,1,0,1,0,0
+318000000,1,59.912,14,2554.0,2462,31,85.25,370,3.0,1.0,0,1,0,0,1,0,0,1
+490000000,1,59.82,4,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
+820000000,1,124.62,20,616.0,299,6,156.69,19,4.0,2.0,0,1,0,0,1,0,0,1
+563000000,1,59.07,10,435.0,435,3,76.99,60,2.0,1.0,1,0,0,1,0,1,0,0
+74000000,0,76.93,1,124.0,293,3,99.17,57,3.0,1.0,0,1,0,0,1,0,0,1
+695000000,1,84.04,7,465.0,387,5,115.94,45,3.0,2.0,1,0,0,1,0,0,0,1
+157000000,0,59.79,20,1037.0,1026,12,86.92,234,3.0,1.0,0,1,0,0,1,0,0,1
+214000000,1,36.88,1,579.0,660,9,53.61,401,2.0,1.0,0,1,0,0,1,0,0,1
+156000000,1,24.319000000000006,7,206.0,264,1,36.49,118,1.0,1.0,0,1,0,0,1,1,0,0
+400000000,1,59.89,12,912.0,912,8,76.96,330,2.0,1.0,1,0,0,0,1,1,0,0
+365000000,1,84.65,12,328.0,278,6,99.96,0,3.0,2.0,1,0,0,1,0,0,0,1
+256000000,1,59.89,5,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
+383000000,1,59.99,11,184.0,163,3,83.46,8,3.0,2.0,0,1,0,0,1,0,0,1
+525000000,1,84.71,21,2615.0,2123,21,108.47,805,3.0,2.0,0,1,0,0,1,0,0,1
+1280000000,1,219.82,27,1081.0,445,2,279.31,4,4.0,4.0,1,0,0,0,1,0,0,1
+219420000,0,117.27,5,1576.0,1112,17,153.13,214,4.0,2.0,0,1,1,0,0,0,0,1
+287000000,0,84.9706,17,651.0,511,2,111.72,133,3.0,2.0,0,1,0,0,1,0,0,1
+405000000,1,78.57,9,218.0,218,3,93.95,31,3.0,1.0,0,1,0,0,1,0,0,1
+179000000,0,59.96,19,670.0,661,6,79.77,253,3.0,1.0,0,1,0,0,1,0,0,1
+120000000,1,41.3,12,1710.0,1710,10,60.33,30,2.0,1.0,0,1,1,0,0,1,0,0
+790000000,1,118.25,9,1710.0,855,6,135.86,75,4.0,2.0,0,1,1,0,0,0,0,1
+70500000,0,59.84,3,375.0,988,6,73.97,598,2.0,1.0,0,1,0,0,1,0,0,1
+830000000,1,84.82799999999997,1,1964.0,936,14,102.8,408,3.0,1.0,1,0,0,1,0,0,0,1
+385000000,1,114.84,15,648.0,791,7,141.2,112,4.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,84.93,14,566.0,480,8,105.15,101,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,59.69,6,460.0,442,3,77.45,58,3.0,1.0,0,1,0,0,1,0,0,1
+140000000,1,59.4,4,191.0,227,2,83.18,115,2.0,1.0,0,1,0,0,1,1,0,0
+316000000,1,84.96,15,907.0,1113,14,109.23,693,3.0,2.0,0,1,0,0,1,0,0,1
+372500000,1,84.50399999999998,8,821.0,705,9,116.64,492,3.0,2.0,0,1,0,0,1,0,0,1
+185000000,0,84.9777,22,290.0,262,3,112.35,224,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,84.50399999999998,12,821.0,705,9,116.64,492,3.0,2.0,0,1,0,0,1,0,0,1
+431000000,1,46.75,8,1710.0,855,6,59.13,210,2.0,1.0,0,1,1,0,0,1,0,0
+285000000,1,72.97399999999998,12,149.0,150,3,90.73,45,3.0,2.0,0,1,0,0,1,0,0,1
+517000000,1,114.99,12,3060.0,2412,31,146.14,685,4.0,2.0,0,1,0,0,1,0,0,1
+333000000,0,84.9789,9,524.0,470,6,113.66,126,3.0,2.0,0,1,0,0,1,0,0,1
+92500000,1,31.73,12,583.0,536,2,46.58,325,1.0,1.0,0,1,1,0,0,1,0,0
+400000000,1,59.85,8,652.0,461,9,78.6,40,3.0,2.0,0,1,0,0,1,0,0,1
+188000000,1,35.45,12,600.0,600,4,47.03,178,2.0,1.0,0,1,0,0,1,1,0,0
+42000000,0,40.425,11,260.0,999,9,56.44,114,3.0,1.0,0,1,0,0,1,1,0,0
+397000000,1,59.88,9,1262.0,1220,10,85.31,510,3.0,1.0,0,1,1,0,0,1,0,0
+140000000,0,84.93,7,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.98,5,611.0,757,8,109.32,176,3.0,2.0,0,1,0,0,1,0,0,1
+305000000,1,89.46,11,1000.0,1000,13,106.59,712,3.0,2.0,1,0,0,1,0,0,0,1
+430000000,0,84.9924,2,1659.0,809,13,113.52,119,3.0,2.0,0,1,0,0,1,0,1,0
+510000000,1,135.0,3,1352.0,1352,15,157.42,280,4.0,2.0,1,0,0,1,0,0,0,1
+109000000,0,53.84,5,140.0,280,7,60.21,80,2.0,1.0,0,1,0,0,1,0,1,0
+245000000,0,59.901,7,439.0,486,7,79.45,169,3.0,2.0,0,1,0,0,1,0,0,1
+768000000,1,84.885,17,1209.0,919,14,106.64,250,3.0,2.0,1,0,0,1,0,0,0,1
+202000000,0,82.55,10,326.0,452,3,103.65,176,3.0,2.0,0,1,0,0,1,0,0,1
+111500000,0,60.0,9,876.0,819,8,80.43,102,2.0,1.0,0,1,0,0,1,0,0,1
+900000000,1,101.0107,24,1102.0,550,6,129.95,19,3.0,2.0,0,1,0,0,1,0,0,1
+143000000,0,59.86,4,110.0,175,1,75.22,76,3.0,1.0,0,1,0,0,1,0,0,1
+161250000,0,84.41,1,662.0,588,10,112.4,75,3.0,2.0,1,0,0,1,0,0,0,1
+335000000,1,59.97,4,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
+274500000,1,59.97,8,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
+578000000,1,84.66,5,912.0,912,8,107.46,135,3.0,1.0,1,0,0,0,1,1,0,0
+172500000,0,59.85,6,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
+790000000,1,114.93,10,1953.0,1992,16,142.97,374,4.0,2.0,1,0,0,1,0,0,0,1
+380000000,1,59.98,8,1307.0,994,14,80.15,156,2.0,1.0,0,1,0,0,1,0,0,1
+132000000,0,59.93,11,1351.0,1127,11,78.45,348,3.0,1.0,0,1,0,0,1,0,0,1
+210000000,1,36.88,2,579.0,660,9,53.61,401,2.0,1.0,0,1,0,0,1,0,0,1
+303000000,0,85.0,9,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+680000000,1,84.87,3,221.0,293,2,108.05,22,3.0,2.0,0,1,0,0,1,0,0,1
+262000000,1,57.36,2,218.0,203,1,80.36,72,2.0,2.0,0,1,0,0,1,1,0,0
+105000000,0,74.48,13,885.0,1044,12,94.19,360,3.0,1.0,0,1,0,0,1,0,0,1
+395000000,1,59.828,13,777.0,517,7,92.49,0,3.0,1.0,0,1,0,0,1,0,0,1
+290000000,0,124.5622,3,1875.0,1627,13,146.75,200,4.0,2.0,0,1,0,0,1,0,0,1
+338000000,1,59.39,10,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
+145000000,1,59.95,11,270.0,290,2,84.47,147,3.0,1.0,0,1,0,0,1,1,0,0
+318000000,1,82.68,10,286.0,465,4,99.61,377,0.0,0.0,0,1,0,0,1,0,0,1
+433000000,1,84.4516,2,3210.0,2061,25,112.09,890,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,0,84.86200000000002,11,443.0,436,4,110.47,112,3.0,2.0,0,1,0,0,1,0,0,1
+91000000,0,59.99,6,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+1097000000,1,76.5,13,3930.0,3930,30,112.39,1110,3.0,1.0,1,0,0,1,0,1,0,0
+1965000000,1,84.96700000000001,10,1684.0,1119,9,113.41,136,3.0,2.0,1,0,0,1,0,0,0,1
+200000000,1,38.64,3,840.0,840,5,50.4,300,2.0,1.0,0,1,1,0,0,0,0,1
+600000000,1,84.89,5,144.0,127,3,106.32,44,3.0,2.0,0,1,0,0,1,0,0,1
+175000000,1,44.94,11,2328.0,2328,18,58.61,180,2.0,1.0,1,0,0,1,0,1,0,0
+213000000,0,77.85,14,1500.0,1963,15,95.12,104,3.0,1.0,0,1,1,0,0,0,0,1
+465000000,1,101.86,10,1265.0,818,17,124.96,608,4.0,2.0,1,0,0,1,0,0,0,1
+335000000,0,84.99,2,932.0,841,29,112.8,211,3.0,2.0,0,1,0,0,1,0,0,1
+471000000,1,114.99,7,3060.0,2412,31,146.14,685,4.0,2.0,0,1,0,0,1,0,0,1
+355000000,0,110.2211,17,1265.0,1090,10,135.76,50,3.0,2.0,0,1,0,0,1,0,0,1
+590000000,1,84.95,5,1535.0,1410,19,108.56,630,3.0,2.0,0,1,0,0,1,0,0,1
+298000000,1,69.03,10,558.0,694,5,94.94,188,3.0,1.0,0,1,0,1,0,1,0,0
+243620000,0,77.0849,8,577.0,517,4,102.83,90,3.0,2.0,0,1,0,0,1,0,0,1
+442000000,1,79.35,6,1616.0,1378,19,107.25,216,3.0,2.0,0,1,0,0,1,0,0,1
+384000000,0,84.9271,8,276.0,203,3,109.48,32,3.0,2.0,1,0,0,1,0,0,0,1
+290000000,1,41.3,9,2123.0,2136,17,58.59,540,2.0,1.0,1,0,0,1,0,1,0,0
+408000000,0,147.52,2,554.0,252,13,180.12,20,4.0,2.0,1,0,0,1,0,0,0,1
+98000000,1,27.61,10,37.0,232,1,37.42,232,1.0,1.0,0,1,0,0,1,1,0,0
+262000000,1,59.4,17,1448.0,1047,9,82.03,442,3.0,1.0,1,0,0,1,0,1,0,0
+88300000,0,37.62,9,104.0,400,3,52.32,225,2.0,1.0,0,1,0,0,1,1,0,0
+599000000,1,84.96,10,744.0,444,7,97.7,196,3.0,2.0,0,1,0,0,1,0,0,1
+228000000,1,59.92,2,108.0,127,1,81.5,71,3.0,1.0,0,1,0,0,1,1,0,0
+350000000,0,84.72,4,2918.0,1536,18,108.87,300,3.0,1.0,0,1,0,0,1,1,0,0
+750000000,1,84.885,20,1209.0,919,14,106.64,250,3.0,2.0,1,0,0,1,0,0,0,1
+159000000,0,59.55,4,844.0,851,13,79.84,29,3.0,1.0,0,1,0,0,1,1,0,0
+135000000,1,45.9,15,469.0,939,9,60.52,240,2.0,1.0,1,0,0,1,0,1,0,0
+265000000,0,115.51,1,1367.0,1408,10,140.36,184,4.0,2.0,0,1,0,0,1,0,0,1
+633000000,1,115.41,1,1426.0,1332,20,149.28,58,4.0,2.0,0,1,0,0,1,0,0,1
+483000000,0,84.83,2,3240.0,3060,33,112.86,502,3.0,1.0,0,1,1,0,0,1,0,0
+105000000,0,59.8198,9,520.0,499,7,75.94,82,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,0,84.93,13,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
+238000000,0,59.85,11,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
+500000000,1,113.51,12,1704.0,2340,18,145.46,468,4.0,2.0,1,0,0,0,1,0,0,1
+473000000,1,84.64,18,1855.0,1605,25,109.23,792,3.0,2.0,0,1,0,0,1,0,0,1
+730000000,1,84.98,7,319.0,217,2,107.6,40,3.0,2.0,0,1,0,0,1,0,1,0
+2270000000,1,174.67,4,3695.0,1297,4,233.94,218,4.0,2.0,1,0,0,1,0,0,0,1
+585000000,1,84.88,17,4329.0,5150,42,106.63,1298,3.0,2.0,0,1,0,0,1,0,0,1
+605000000,0,125.4155,41,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
+1075000000,1,76.5,5,3930.0,3930,30,112.39,1110,3.0,1.0,1,0,0,1,0,1,0,0
+123500000,0,84.87,14,1789.0,1669,10,106.77,594,3.0,2.0,0,1,1,0,0,0,0,1
+451000000,1,59.52,3,360.0,264,2,84.96,84,2.0,1.0,0,1,0,0,1,0,0,1
+338000000,1,94.36,6,354.0,296,3,115.15,60,3.0,1.0,0,1,0,0,1,1,0,0
+90300000,0,59.99,10,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+423000000,1,54.81,1,2300.0,2400,18,76.44,495,3.0,1.0,0,1,1,0,0,1,0,0
+83000000,0,45.5,18,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
+590000000,1,59.98,4,221.0,252,7,78.93,252,3.0,1.0,0,1,0,0,1,0,0,1
+1000000000,1,100.92,6,479.0,309,4,132.48,87,4.0,2.0,1,0,0,1,0,0,0,1
+360000000,0,84.99,24,1070.0,1070,14,107.78,214,3.0,2.0,1,0,0,1,0,0,0,1
+216000000,1,44.94,4,840.0,840,5,58.61,150,2.0,1.0,0,1,1,0,0,0,0,1
+490000000,1,84.689,19,989.0,795,10,116.82,337,3.0,2.0,1,0,0,1,0,0,0,1
+279000000,0,123.35,8,1180.0,761,17,151.26,180,4.0,2.0,0,1,0,1,0,0,0,1
+360000000,1,84.9852,2,305.0,245,11,109.36,34,3.0,2.0,0,1,0,0,1,0,0,1
364000000,1,39.6,13,1410.0,1403,7,56.36,567,2.0,1.0,1,0,0,1,0,1,0,0
-340000000,1,84.95,4,329.0,276,7,106.53,223,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,84.89,2,1875.0,2075,21,102.49,648,3.0,2.0,0,1,0,0,1,0,0,1
-50000000,0,49.77,13,236.0,713,7,67.92,120,2.0,1.0,0,1,0,0,1,0,0,1
-523000000,1,84.54899999999998,16,989.0,795,10,117.84,161,3.0,2.0,1,0,0,1,0,0,0,1
-357000000,1,80.01,7,379.0,450,3,95.93,450,3.0,2.0,0,1,0,0,1,0,0,1
-547000000,1,59.98,5,650.0,561,15,80.49,164,3.0,2.0,0,1,0,0,1,0,0,1
-104000000,0,49.32,20,202.0,504,4,68.13,141,2.0,1.0,0,1,0,0,1,1,0,0
-415000000,1,114.75,8,339.0,297,2,144.42,54,4.0,2.0,0,1,0,0,1,0,0,1
-202000000,0,84.78,9,289.0,332,2,115.7,108,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,84.9,16,815.0,700,10,107.55,256,3.0,2.0,0,1,0,0,1,0,0,1
-238300000,0,84.84,20,110.0,102,1,106.67,17,3.0,2.0,0,1,0,0,1,0,0,1
-795000000,1,114.533,9,348.0,258,4,136.12,82,4.0,2.0,0,1,0,0,1,0,0,1
-450000000,0,127.489,33,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,59.76,2,560.0,1070,12,81.09,312,3.0,1.0,1,0,0,1,0,1,0,0
-420000000,1,84.94,6,182.0,155,2,109.43,59,3.0,2.0,0,1,0,0,1,0,0,1
-168000000,1,44.1,6,241.0,630,5,60.39,630,2.0,1.0,0,1,0,0,1,1,0,0
-110000000,0,49.14,15,82.0,180,2,68.25,180,2.0,1.0,0,1,1,0,0,1,0,0
-61000000,0,59.99,10,90.0,232,1,76.51,59,3.0,1.0,0,1,0,0,1,1,0,0
-554500000,1,84.84,6,684.0,580,13,107.65,221,3.0,2.0,0,1,0,0,1,0,0,1
-387500000,1,59.97,11,784.0,778,5,85.4,319,3.0,1.0,0,1,0,0,1,1,0,0
+376000000,1,84.95,9,2084.0,1830,16,109.64,752,3.0,2.0,0,1,0,0,1,0,0,1
+915000000,1,101.6,2,900.0,893,6,109.58,208,4.0,1.0,1,0,0,1,0,1,0,0
+195000000,0,84.49,14,383.0,394,4,109.09,99,3.0,2.0,0,1,0,0,1,0,0,1
+335000000,0,84.64,8,938.0,938,12,105.79,162,3.0,2.0,0,1,0,1,0,0,0,1
+208000000,1,49.8,2,502.0,845,8,67.83,84,2.0,1.0,1,0,0,1,0,1,0,0
+188000000,1,39.58,3,407.0,930,8,51.19,270,2.0,1.0,1,0,0,1,0,1,0,0
+331500000,1,71.68,10,300.0,1320,12,87.42,165,2.0,1.0,0,1,1,0,0,0,0,1
+620000000,0,89.49600000000002,28,3728.0,1631,3,129.62,46,3.0,2.0,0,1,0,0,1,0,0,1
+435000000,1,109.7,12,1710.0,855,6,124.18,45,4.0,2.0,0,1,1,0,0,0,0,1
+104000000,1,39.6,7,522.0,1372,6,52.96,520,2.0,1.0,1,0,0,1,0,1,0,0
+208000000,1,59.4,2,1448.0,1047,9,82.03,442,3.0,1.0,1,0,0,1,0,1,0,0
+680000000,1,84.4,23,533.0,538,6,114.15,92,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,0,84.83,12,3240.0,3060,33,112.86,502,3.0,1.0,0,1,1,0,0,1,0,0
+535000000,1,84.87799999999999,15,1054.0,886,11,110.77,200,3.0,2.0,0,1,0,0,1,0,0,1
+249000000,1,59.86,13,965.0,643,4,83.81,140,3.0,1.0,0,1,0,0,1,1,0,0
+302000000,0,84.98,10,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,57.18899999999999,16,442.0,375,5,81.99,90,3.0,1.0,0,1,0,0,1,0,0,1
+518000000,1,84.97,2,154.0,134,3,112.53,52,3.0,2.0,0,1,0,0,1,0,0,1
+448000000,1,84.58,12,329.0,306,6,110.6,168,3.0,2.0,0,1,0,0,1,0,0,1
+178000000,0,84.98,3,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+258000000,0,102.52,8,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
+140000000,1,44.1,13,241.0,630,5,60.39,630,2.0,1.0,0,1,0,0,1,1,0,0
+125000000,1,49.94,6,2800.0,2830,23,70.52,870,2.0,1.0,1,0,0,1,0,1,0,0
+440000000,1,52.51,3,455.0,492,1,76.03,175,3.0,1.0,0,1,1,0,0,1,0,0
+170000000,1,57.66,5,150.0,204,5,72.52,84,3.0,1.0,0,1,0,0,1,0,0,1
+500000000,1,84.79,9,834.0,417,3,106.15,18,3.0,2.0,0,1,0,0,1,0,0,1
+634000000,1,84.85799999999998,12,1108.0,810,17,109.48,157,3.0,2.0,0,1,0,0,1,0,0,1
+408000000,1,84.38,5,1120.0,2213,26,91.85,50,3.0,1.0,1,0,0,1,0,1,0,0
+360000000,1,58.42,7,2990.0,2182,22,75.08,223,3.0,1.0,0,1,0,0,1,0,0,1
+510000000,1,84.03,22,1544.0,1544,9,108.91,144,3.0,2.0,0,1,0,0,1,0,0,1
+873000000,1,84.96,2,2924.0,2397,31,112.21,660,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,0,132.49200000000002,2,2918.0,1536,18,157.01,84,4.0,2.0,0,1,0,0,1,1,0,0
+275000000,0,85.0,8,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
+155000000,0,59.9,14,191.0,330,2,85.02,205,3.0,1.0,0,1,0,0,1,1,0,0
+1350000000,1,155.85,8,630.0,450,7,170.73,180,5.0,2.0,0,1,1,0,0,0,0,1
+190000000,0,59.97,21,931.0,874,7,84.62,470,2.0,1.0,0,1,0,0,1,1,0,0
+185000000,1,45.9,13,350.0,750,5,60.52,120,2.0,1.0,0,1,0,0,1,1,0,0
+1425000000,1,115.47,5,1444.0,1848,36,143.81,90,3.0,2.0,1,0,0,1,0,1,0,0
+137000000,0,84.84,2,55.0,113,1,105.36,20,3.0,2.0,0,1,0,0,1,0,0,1
+279000000,1,59.28,13,245.0,219,2,85.85,95,3.0,1.0,0,1,0,0,1,1,0,0
+1027000000,1,95.03,3,1199.0,1588,30,116.03,155,3.0,1.0,1,0,0,1,0,1,0,0
+690000000,1,114.98,6,3310.0,2517,42,136.39,148,4.0,2.0,1,0,0,1,0,0,0,1
+358000000,0,149.98,21,1263.0,916,14,184.75,188,4.0,2.0,0,1,0,0,1,0,0,1
+728000000,1,59.8848,12,753.0,738,11,79.41,376,3.0,2.0,1,0,0,1,0,0,0,1
+278000000,1,59.99,15,119.0,111,2,79.61,32,3.0,1.0,0,1,0,0,1,1,0,0
+480000000,1,84.99,2,463.0,417,7,110.26,366,3.0,2.0,0,1,0,0,1,0,0,1
+201000000,0,59.99,14,1050.0,1721,16,80.41,780,3.0,1.0,1,0,0,1,0,0,0,1
+244700000,0,84.99,32,1066.0,690,4,107.13,11,3.0,2.0,0,1,0,0,1,0,0,1
+940000000,1,129.34,14,2382.0,1702,21,160.11,204,4.0,2.0,0,1,0,0,1,0,0,1
+243000000,1,56.61,9,66.0,181,1,78.59,109,3.0,1.0,0,1,0,0,1,1,0,0
+81770000,0,50.49,27,284.0,297,1,64.92,27,1.0,1.0,0,1,0,0,1,1,0,0
+579000000,1,84.93,8,1204.0,712,12,109.94,152,3.0,2.0,0,1,0,0,1,0,0,1
+313000000,1,102.8,14,140.0,130,1,135.14,14,3.0,2.0,0,1,0,0,1,0,0,1
+245000000,1,59.74,14,304.0,288,2,80.38,135,3.0,1.0,0,1,0,0,1,1,0,0
+180000000,1,54.54,10,149.0,299,4,72.06,91,2.0,1.0,0,1,0,0,1,1,0,0
+628000000,1,84.94,15,809.0,770,9,102.87,510,3.0,2.0,0,1,0,0,1,0,0,1
+81000000,0,82.6,3,186.0,441,4,100.73,164,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,59.76,3,1673.0,1424,18,74.85,284,3.0,1.0,0,1,0,0,1,0,0,1
+360000000,1,84.34,4,498.0,498,5,101.89,333,3.0,2.0,0,1,0,0,1,0,0,1
+199610000,0,84.9748,2,4697.0,3462,49,109.15,543,3.0,2.0,0,1,0,0,1,0,0,1
+1000000000,1,75.97,6,2080.0,1810,22,103.99,16,3.0,2.0,1,0,0,1,0,0,0,1
+65000000,0,39.43,2,536.0,1366,14,54.15,267,1.0,1.0,0,1,0,0,1,1,0,0
+860000000,1,130.93,9,1316.0,1316,21,152.51,658,4.0,2.0,1,0,0,1,0,0,0,1
+105000000,0,49.73,1,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
+352000000,0,84.9606,15,749.0,542,5,109.22,88,3.0,2.0,0,1,0,0,1,0,0,1
+505000000,1,84.88,8,4329.0,5150,42,106.63,1298,3.0,2.0,0,1,0,0,1,0,0,1
+490000000,1,114.72,3,815.0,700,10,140.6,189,4.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,84.97,3,3310.0,2517,42,107.49,55,3.0,2.0,1,0,0,1,0,0,0,1
+66800000,0,38.43,1,104.0,400,3,54.47,55,2.0,1.0,0,1,0,0,1,1,0,0
+176000000,0,74.65,12,467.0,464,5,99.14,232,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,59.76,17,392.0,392,4,89.05,168,3.0,1.0,0,1,0,0,1,1,0,0
+260000000,1,59.5,16,169.0,102,1,86.0,102,3.0,1.0,0,1,0,0,1,1,0,0
+380000000,0,149.93,15,1346.0,988,12,182.16,126,4.0,2.0,0,1,0,0,1,0,0,1
+888000000,1,50.64,2,2500.0,5040,124,56.2,1055,3.0,1.0,0,1,0,0,1,0,0,1
+260000000,1,59.43,8,233.0,284,3,81.66,128,3.0,1.0,0,1,0,0,1,0,0,1
+900000000,1,143.61,7,542.0,290,2,181.76,54,3.0,2.0,1,0,0,1,0,0,0,1
+632000000,0,151.9156,30,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+268500000,1,59.49,17,1052.0,964,11,82.81,302,3.0,1.0,0,1,0,0,1,1,0,0
+278000000,1,59.58,3,4932.0,4509,31,81.7,684,2.0,1.0,0,1,1,0,0,1,0,0
+390000000,0,102.52,16,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,84.99,10,121.0,106,1,111.22,95,3.0,2.0,0,1,0,0,1,0,0,1
+271000000,1,84.815,8,1402.0,2002,16,104.95,180,3.0,2.0,0,1,0,0,1,0,0,1
+760000000,1,79.61,8,138.0,261,3,99.71,180,3.0,1.0,1,0,0,1,0,0,0,1
+235000000,1,44.24,11,1200.0,1234,15,55.8,132,2.0,1.0,0,1,0,0,1,1,0,0
+572500000,1,84.959,7,777.0,517,7,113.26,277,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,114.35,6,1630.0,1613,16,140.7,288,4.0,2.0,0,1,0,0,1,0,0,1
+105000000,0,84.945,6,471.0,450,3,103.74,370,3.0,2.0,0,1,0,0,1,0,0,1
+2200000000,1,145.83,12,1824.0,805,7,178.76,386,3.0,2.0,1,0,0,1,0,0,0,1
+658000000,1,84.9846,6,221.0,181,4,111.3,13,3.0,2.0,0,1,0,0,1,0,0,1
+580000000,1,107.95,13,576.0,396,6,131.18,276,3.0,2.0,0,1,0,0,1,0,0,1
+1585000000,1,76.79,9,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
+195000000,1,59.4,8,100.0,100,1,84.41,52,3.0,1.0,0,1,0,0,1,1,0,0
+85000000,0,32.58,10,217.0,358,1,46.28,48,1.0,1.0,0,1,0,0,1,0,0,1
+650000000,0,100.945,20,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
+171000000,1,59.97,9,784.0,778,5,85.4,319,3.0,1.0,0,1,0,0,1,1,0,0
+350000000,1,39.95,12,142.0,191,1,53.25,21,1.0,1.0,0,1,0,0,1,0,0,1
+95000000,0,59.8,18,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
+294000000,0,84.69,16,500.0,499,5,105.34,48,3.0,2.0,0,1,0,0,1,0,0,1
+94000000,0,66.58,2,146.0,130,4,74.6,30,3.0,1.0,0,1,0,0,1,0,0,1
+315000000,1,84.94,2,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
+460000000,0,122.23,7,318.0,201,3,167.13,34,4.0,2.0,0,1,0,0,1,0,0,1
+92500000,0,59.98,10,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
+129500000,0,79.9424,11,526.0,490,5,102.48,16,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,49.73,20,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
+257500000,1,57.88,9,233.0,678,6,81.92,32,2.0,1.0,0,1,0,0,1,1,0,0
+1120000000,1,84.99,10,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
+267500000,0,84.3659,16,660.0,560,8,104.58,206,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,0,73.146,3,189.0,336,5,92.56,140,3.0,1.0,0,1,0,0,1,0,0,1
+354000000,0,138.22,11,1158.0,655,13,162.0,75,4.0,2.0,1,0,0,1,0,0,0,1
+170000000,0,59.94600000000001,20,1093.0,1002,12,79.59,444,3.0,1.0,1,0,0,1,0,0,0,1
+227500000,1,50.55,13,234.0,270,2,71.82,120,3.0,1.0,0,1,0,0,1,1,0,0
+269000000,0,84.97,25,1357.0,1166,12,109.12,579,3.0,2.0,0,1,0,0,1,0,0,1
+59500000,0,41.3,5,1418.0,4056,26,56.84,570,2.0,1.0,0,1,0,0,1,1,0,0
+300000000,1,59.99,5,534.0,452,6,84.21,200,3.0,1.0,0,1,0,0,1,1,0,0
+79000000,0,59.67,10,239.0,280,1,87.4,120,3.0,1.0,0,1,0,0,1,1,0,0
+1270000000,1,72.51,5,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
+1372000000,1,176.86,4,130.0,264,3,194.68,88,4.0,2.0,1,0,0,1,0,0,0,1
+323500000,0,84.7737,20,1858.0,1828,17,106.64,122,3.0,2.0,0,1,0,0,1,0,0,1
+583000000,1,84.95,3,758.0,758,6,108.31,757,3.0,2.0,1,0,0,1,0,0,0,1
+79000000,0,56.97,7,339.0,350,6,69.54,15,2.0,1.0,0,1,0,0,1,0,0,1
+368000000,1,73.133,15,2554.0,2462,31,100.88,702,3.0,2.0,0,1,0,0,1,0,0,1
+215000000,1,70.62,6,4753.0,3169,30,97.67,780,2.0,1.0,0,1,0,0,1,1,0,0
+415000000,0,147.97,4,554.0,252,13,180.87,18,4.0,2.0,1,0,0,1,0,0,0,1
+600000000,1,114.99,11,910.0,662,11,139.42,104,4.0,2.0,0,1,0,0,1,0,0,1
+420000000,0,117.27,10,1576.0,1112,17,153.13,214,4.0,2.0,0,1,1,0,0,0,0,1
+285000000,1,59.92,2,409.0,353,6,90.28,45,3.0,1.0,1,0,0,1,0,1,0,0
+641280000,0,244.19,5,554.0,252,13,292.31,15,4.0,3.0,1,0,0,1,0,0,0,1
+238000000,1,54.59,9,994.0,3315,21,77.01,810,3.0,1.0,1,0,0,1,0,1,0,0
+590000000,0,151.9156,37,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+297000000,1,84.98,2,467.0,433,7,107.08,25,3.0,2.0,0,1,0,0,1,0,0,1
+125200000,0,84.85,7,1167.0,1158,13,108.22,254,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,59.895,13,563.0,554,3,85.46,234,2.0,1.0,0,1,0,0,1,1,0,0
+352000000,1,59.94,17,1215.0,1215,10,83.98,610,3.0,1.0,0,1,1,0,0,1,0,0
+213000000,0,84.57,14,194.0,241,3,108.61,60,3.0,2.0,0,1,0,0,1,0,0,1
+304000000,1,60.0,20,186.0,170,2,87.53,81,3.0,1.0,0,1,0,0,1,1,0,0
+201120000,1,59.87,5,1105.0,987,13,82.75,78,3.0,2.0,1,0,0,1,0,0,0,1
+600000000,1,52.47,2,308.0,300,6,73.06,300,2.0,1.0,0,1,0,0,1,1,0,0
+357000000,1,84.52799999999998,3,372.0,320,3,102.76,187,3.0,2.0,0,1,0,0,1,0,0,1
+510000000,1,47.25,10,757.0,1382,16,63.18,330,2.0,1.0,1,0,0,1,0,1,0,0
+460000000,1,84.93,5,187.0,166,3,109.06,152,3.0,2.0,0,1,0,0,1,0,0,1
+365000000,0,134.97,5,728.0,728,12,157.19,140,4.0,2.0,1,0,0,1,0,0,0,1
+228000000,0,84.9748,10,4697.0,3462,49,109.15,543,3.0,2.0,0,1,0,0,1,0,0,1
+345000000,1,84.62,12,161.0,170,1,109.29,136,3.0,2.0,0,1,0,0,1,0,0,1
+1700000000,0,223.2425,47,5755.0,3000,15,294.31,6,3.0,3.0,0,1,0,0,1,0,0,1
+1230000000,1,148.94,23,1129.0,580,4,185.98,76,3.0,2.0,1,0,0,1,0,0,0,1
+180000000,1,84.94,1,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
+740000000,1,84.96,3,2275.0,1656,28,106.45,1019,3.0,2.0,0,1,0,0,1,0,0,1
+133000000,0,59.92,2,1263.0,916,14,80.0,295,3.0,1.0,0,1,0,0,1,0,0,1
+371000000,1,59.89,6,981.0,1550,12,75.2,240,2.0,1.0,1,0,0,1,0,1,0,0
+1178000000,1,140.04,6,320.0,320,3,153.62,160,4.0,2.0,1,0,0,1,0,0,0,1
+363000000,1,84.94,10,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+224000000,1,59.44,10,832.0,829,10,82.41,382,2.0,1.0,0,1,0,0,1,1,0,0
+370000000,1,84.97,8,540.0,407,7,103.3,158,3.0,2.0,0,1,0,0,1,0,0,1
+120000000,0,59.807,1,2269.0,1950,15,87.22,313,3.0,2.0,0,1,0,0,1,0,0,1
+720000000,1,84.98,10,1155.0,863,14,108.76,178,3.0,2.0,0,1,0,0,1,0,0,1
+365000000,1,84.91,10,204.0,231,3,102.08,231,3.0,2.0,0,1,0,0,1,0,0,1
+542500000,1,84.96,7,210.0,173,3,110.55,94,3.0,2.0,0,1,0,0,1,0,0,1
+490000000,1,84.74,14,540.0,342,3,106.46,92,3.0,2.0,0,1,0,0,1,1,0,0
+370000000,1,59.89,7,981.0,1550,12,75.2,240,2.0,1.0,1,0,0,1,0,1,0,0
+93000000,0,46.27,17,1340.0,1340,10,65.78,1340,3.0,1.0,0,1,0,0,1,0,0,1
+60000000,0,29.775,18,178.0,432,1,40.62,90,1.0,1.0,0,1,1,0,0,1,0,0
+130000000,1,33.18,5,334.0,884,5,44.56,269,2.0,1.0,0,1,0,1,0,1,0,0
+138500000,0,59.9905,1,1875.0,1627,13,87.52,498,3.0,2.0,0,1,0,0,1,0,0,1
+239000000,0,84.9174,3,1888.0,1500,17,110.76,380,3.0,2.0,1,0,0,1,0,0,0,1
+650000000,1,35.87,3,1136.0,2841,58,35.87,480,2.0,1.0,0,1,0,0,1,0,0,1
+290000000,1,66.03,1,824.0,837,6,84.56,173,2.0,1.0,0,1,1,0,0,1,0,0
+900000000,1,84.94,11,576.0,537,6,114.7,153,3.0,2.0,0,1,0,0,1,0,0,1
+249000000,1,84.92,9,209.0,209,3,105.73,90,3.0,2.0,0,1,0,0,1,0,0,1
+203000000,0,134.77,10,477.0,744,11,156.22,78,5.0,2.0,0,1,1,0,0,0,0,1
+172000000,0,84.9341,24,330.0,298,3,120.2,198,3.0,2.0,0,1,0,0,1,0,0,1
+458000000,1,59.76,15,1349.0,1150,14,79.79,240,3.0,1.0,0,1,0,0,1,0,0,1
+305000000,0,134.97,2,643.0,632,9,166.95,216,4.0,2.0,1,0,0,1,0,0,0,1
+565000000,1,84.84,7,657.0,540,9,108.46,264,3.0,2.0,1,0,0,1,0,0,0,1
+135000000,0,63.27,1,136.0,200,1,84.59,80,3.0,1.0,0,1,0,0,1,1,0,0
+420000000,0,84.958,3,754.0,478,6,116.72,127,3.0,2.0,0,1,0,0,1,0,0,1
+348000000,0,102.52,21,4515.0,2637,30,131.85,398,3.0,2.0,0,1,0,0,1,0,0,1
+978000000,1,84.95,28,4900.0,3696,46,110.84,659,3.0,2.0,1,0,0,1,0,0,0,1
+387000000,1,59.38,6,242.0,200,6,76.3,64,2.0,2.0,0,1,0,0,1,0,0,1
+215000000,0,59.99,13,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+590000000,1,59.91,6,597.0,516,7,83.44,228,3.0,2.0,0,1,0,0,1,0,0,1
+335000000,0,84.7737,16,1858.0,1828,17,106.64,521,3.0,2.0,0,1,0,0,1,0,0,1
+605000000,0,125.4155,41,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
+605000000,1,84.82799999999997,3,1964.0,936,14,102.8,408,3.0,1.0,1,0,0,1,0,0,0,1
+2370000000,1,94.49,13,601.0,330,4,122.73,21,3.0,2.0,1,0,0,1,0,0,0,1
+700000000,1,137.28,1,748.0,576,6,148.39,168,4.0,2.0,1,0,0,1,0,0,0,1
+287500000,1,59.94,18,3940.0,3003,25,82.42,580,3.0,1.0,0,1,0,0,1,0,0,1
+404500000,1,84.29,5,1580.0,1330,22,110.34,65,3.0,2.0,0,1,0,0,1,0,0,1
+257000000,1,83.43,5,120.0,112,1,112.55,45,3.0,2.0,0,1,0,0,1,1,0,0
+1090000000,1,147.26,5,485.0,384,6,176.05,112,4.0,2.0,0,1,0,0,1,0,0,1
+336000000,1,73.133,7,2554.0,2462,31,100.88,702,3.0,2.0,0,1,0,0,1,0,0,1
+385000000,1,118.25,2,1299.0,1080,8,137.2,120,4.0,2.0,0,1,1,0,0,0,0,1
+440000000,1,59.98,9,1440.0,1067,13,79.44,171,3.0,2.0,1,0,0,1,0,0,0,1
+300000000,0,106.2656,2,592.0,421,9,133.41,74,3.0,2.0,0,1,0,0,1,0,0,1
+359000000,1,59.95,5,515.0,654,4,91.7,340,3.0,1.0,0,1,0,0,1,1,0,0
+435000000,1,84.83,1,1126.0,864,22,103.42,336,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,79.4198,14,311.0,251,2,111.21,97,3.0,2.0,0,1,0,0,1,0,0,1
+498000000,1,59.91,9,735.0,915,8,81.11,322,3.0,2.0,0,1,0,1,0,1,0,0
+246500000,0,59.9639,19,777.0,773,9,81.66,258,3.0,2.0,0,1,0,0,1,0,0,1
+246000000,1,71.77,12,432.0,864,7,76.83,456,2.0,1.0,0,1,0,0,1,1,0,0
+350000000,1,59.64,10,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+253000000,1,59.34,3,700.0,791,5,86.46,317,3.0,1.0,0,1,0,0,1,1,0,0
+482000000,1,52.51,6,455.0,492,1,76.03,175,3.0,1.0,0,1,1,0,0,1,0,0
+110000000,0,49.94,6,482.0,900,8,73.02,537,2.0,1.0,0,1,0,0,1,1,0,0
+1040000000,1,83.06,21,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
+615000000,1,59.89,10,1710.0,855,6,76.51,165,2.0,1.0,0,1,1,0,0,1,0,0
+243000000,1,56.17,7,1102.0,1092,12,60.24,109,2.0,1.0,0,1,0,0,1,1,0,0
+130000000,0,84.21,1,156.0,282,2,101.7,60,3.0,1.0,0,1,0,0,1,0,0,1
+327000000,0,84.4693,7,250.0,250,3,114.49,18,3.0,2.0,0,1,0,0,1,0,0,1
+259000000,1,68.13,13,4932.0,4509,31,92.46,507,3.0,1.0,0,1,1,0,0,1,0,0
+251000000,0,84.9264,6,422.0,358,3,112.44,52,3.0,2.0,0,1,0,0,1,0,0,1
+1065000000,1,105.35,5,617.0,1352,12,127.89,232,4.0,2.0,1,0,0,1,0,0,0,1
+400000000,0,147.97,4,857.0,375,14,181.02,100,4.0,2.0,1,0,0,1,0,0,0,1
+217000000,0,59.99,22,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+550000000,1,67.28,5,270.0,270,8,73.72,70,3.0,1.0,0,1,0,0,1,0,0,1
+492000000,0,126.638,5,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
+84000000,0,41.85,7,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
+490000000,1,55.4561,10,729.0,734,7,74.93,415,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,84.50399999999998,13,821.0,705,9,116.64,492,3.0,2.0,0,1,0,0,1,0,0,1
+295000000,1,84.995,3,1103.0,958,15,105.42,958,3.0,2.0,0,1,0,0,1,0,0,1
+214000000,0,124.74,8,198.0,383,3,158.04,45,3.0,2.0,0,1,0,0,1,0,0,1
+185000000,0,39.95,1,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
+400000000,1,84.95,12,279.0,279,5,105.9,279,3.0,2.0,1,0,0,1,0,0,0,1
+194000000,0,84.87,3,550.0,552,3,107.08,167,3.0,2.0,0,1,0,0,1,0,0,1
+595000000,1,39.53,9,325.0,1162,8,61.27,268,3.0,1.0,1,0,0,1,0,1,0,0
+145000000,0,84.76,2,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
+617000000,1,84.947,9,1428.0,1070,16,109.6,285,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,0,106.064,14,4697.0,3462,49,137.0,0,3.0,2.0,0,1,0,0,1,0,0,1
+135000000,0,59.9875,6,1117.0,1111,17,88.56,103,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,117.183,12,431.0,279,3,144.62,106,3.0,2.0,0,1,0,0,1,0,0,1
+82000000,0,59.82,1,105.0,144,3,70.46,56,3.0,1.0,0,1,0,0,1,0,0,1
+102000000,0,53.246,1,900.0,936,3,57.63,299,2.0,1.0,0,1,0,0,1,0,0,1
+476000000,1,84.84299999999998,9,2733.0,2197,30,109.94,628,3.0,2.0,0,1,0,0,1,0,0,1
+354000000,1,46.26,6,900.0,1316,10,74.69,252,2.0,1.0,1,0,0,1,0,1,0,0
+255000000,0,117.95,1,955.0,894,5,139.52,200,4.0,2.0,0,1,0,0,1,0,0,1
+244000000,1,39.6,13,677.0,1476,15,51.96,432,2.0,1.0,1,0,0,1,0,1,0,0
+265000000,1,55.77,9,254.0,230,2,81.79,56,3.0,1.0,0,1,0,0,1,1,0,0
+310000000,1,59.94,9,3940.0,3003,25,82.42,145,2.0,1.0,0,1,0,0,1,0,0,1
+435000000,1,59.94,2,456.0,448,4,95.87,230,3.0,1.0,0,1,1,0,0,1,0,0
+1295000000,1,164.98,14,300.0,115,3,192.85,17,5.0,2.0,1,0,0,1,0,0,0,1
+761540000,1,128.81,5,4418.0,2603,37,160.26,148,4.0,2.0,1,0,0,1,0,0,0,1
+267000000,1,70.52,11,500.0,579,6,91.3,225,3.0,1.0,0,1,1,0,0,1,0,0
+340000000,0,138.56,8,702.0,848,11,167.9,288,4.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,70.87,2,1468.0,1480,25,77.02,216,2.0,1.0,0,1,1,0,0,1,0,0
+690000000,1,114.76,2,224.0,208,3,141.4,30,4.0,2.0,0,1,0,0,1,0,0,1
+175000000,1,56.88,12,220.0,473,4,74.12,252,3.0,1.0,0,1,0,0,1,1,0,0
+160000000,1,45.9,13,469.0,939,9,60.52,240,2.0,1.0,1,0,0,1,0,1,0,0
+109000000,0,48.51,18,640.0,640,4,66.94,640,2.0,1.0,0,1,0,0,1,1,0,0
+287000000,0,84.874,21,961.0,623,4,106.18,71,3.0,2.0,0,1,0,0,1,0,0,1
+161600000,0,61.09,4,3240.0,3060,33,81.04,168,3.0,1.0,0,1,1,0,0,1,0,0
+229000000,1,59.67,9,500.0,499,3,79.34,222,2.0,1.0,0,1,0,0,1,1,0,0
+720000000,1,84.95,13,4890.0,3293,51,110.34,790,3.0,2.0,1,0,0,1,0,0,0,1
+66000000,0,59.67,12,198.0,288,2,77.83,144,3.0,1.0,0,1,0,0,1,0,0,1
+690000000,1,84.9,7,576.0,288,3,103.17,288,3.0,2.0,1,0,0,1,0,0,0,1
+210000000,0,84.7894,13,355.0,253,2,107.65,94,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,59.76,6,560.0,1070,12,81.09,312,3.0,1.0,1,0,0,1,0,1,0,0
+870000000,1,79.61,7,138.0,261,3,99.71,180,3.0,1.0,1,0,0,1,0,0,0,1
+397000000,1,59.96,6,228.0,194,4,82.89,24,3.0,2.0,0,1,0,0,1,0,0,1
+303000000,1,59.98,6,1267.0,999,18,81.23,108,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,1,84.91,1,103.0,100,1,113.94,64,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,59.958,20,1616.0,1378,19,85.31,444,3.0,1.0,0,1,0,0,1,0,0,1
+465000000,1,84.78,8,2990.0,2182,22,108.02,115,3.0,2.0,0,1,0,0,1,0,0,1
+648000000,1,53.59,16,883.0,794,9,75.6,27,3.0,2.0,1,0,0,1,0,0,0,1
+326000000,0,134.64,16,344.0,334,6,166.52,78,4.0,2.0,1,0,0,1,0,0,0,1
+685000000,1,119.47,14,1400.0,776,14,149.47,325,4.0,2.0,0,1,0,0,1,0,0,1
+528000000,1,114.97,25,3940.0,3003,25,145.55,524,4.0,2.0,0,1,0,0,1,0,0,1
+255000000,1,50.14,13,2455.0,3930,32,68.59,1120,2.0,1.0,1,0,0,1,0,1,0,0
+365000000,0,134.9,18,249.0,214,3,160.44,42,4.0,2.0,1,0,0,1,0,0,0,1
+387000000,0,121.21,12,3287.0,1360,5,152.76,98,3.0,2.0,1,0,1,0,0,0,0,1
+210000000,1,59.94,7,824.0,1236,10,81.41,192,2.0,1.0,0,1,0,0,1,1,0,0
+345000000,1,37.18,7,66.0,111,1,52.03,2,1.0,1.0,0,1,0,0,1,1,0,0
+110000000,0,74.56,19,423.0,420,7,95.37,80,3.0,1.0,0,1,0,0,1,0,0,1
+154000000,0,84.97399999999998,7,339.0,330,7,106.38,68,3.0,2.0,1,0,0,1,0,0,0,1
+295000000,1,84.85,4,380.0,414,4,101.62,180,3.0,2.0,1,0,0,1,0,0,0,1
+268000000,1,62.12,1,800.0,986,9,87.11,15,3.0,1.0,0,1,0,0,1,1,0,0
+215000000,0,59.94600000000001,11,334.0,303,2,79.97,50,3.0,1.0,0,1,0,0,1,0,0,1
+290000000,0,84.99,15,1573.0,1733,13,102.69,628,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,59.75,13,155.0,322,1,77.74,111,2.0,1.0,0,1,0,0,1,0,0,1
+335000000,1,84.94,16,1571.0,1402,16,120.27,143,3.0,2.0,0,1,0,0,1,0,0,1
+279000000,1,84.844,7,1693.0,1377,18,111.12,671,3.0,2.0,0,1,0,0,1,0,0,1
+800000000,1,74.25,9,912.0,940,6,103.6,280,3.0,1.0,1,0,0,1,0,1,0,0
+2170000000,1,138.51,10,576.0,888,12,152.07,168,5.0,2.0,1,0,0,1,0,0,0,1
+520000000,1,165.55,4,301.0,160,8,207.52,30,5.0,2.0,0,1,0,0,1,0,0,1
+520000000,0,163.967,2,2918.0,1536,18,189.5,56,4.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,84.973,18,931.0,874,7,108.71,226,3.0,2.0,0,1,0,0,1,0,0,1
+311000000,1,84.15,12,630.0,630,8,105.79,510,3.0,2.0,0,1,0,0,1,0,0,1
+148000000,0,65.16,4,390.0,390,13,80.34,300,3.0,1.0,0,1,0,0,1,0,0,1
+203000000,0,76.56,21,1721.0,1374,17,97.89,286,3.0,1.0,0,1,0,0,1,0,0,1
+107000000,1,49.77,7,275.0,458,4,68.5,235,2.0,1.0,1,0,0,1,0,1,0,0
+103000000,0,59.7,23,994.0,868,10,79.93,336,3.0,1.0,0,1,0,0,1,0,0,1
+347000000,1,84.891,16,617.0,490,7,116.04,200,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,33.11,8,280.0,371,1,44.18,84,1.0,1.0,0,1,0,0,1,1,0,0
+205000000,1,51.03,9,730.0,845,8,72.23,341,2.0,1.0,0,1,0,0,1,1,0,0
+233000000,0,59.9905,16,1875.0,1627,13,87.52,498,3.0,2.0,0,1,0,0,1,0,0,1
+773000000,1,99.61,2,1468.0,1480,25,109.58,520,3.0,1.0,0,1,1,0,0,1,0,0
+505000000,1,84.92,8,354.0,380,3,104.14,100,3.0,2.0,0,1,0,0,1,0,0,1
+318000000,1,64.05,13,265.0,225,1,82.85,108,3.0,2.0,0,1,0,0,1,1,0,0
+94000000,0,59.4,3,144.0,214,2,89.94,18,3.0,1.0,0,1,0,0,1,0,0,1
+510000000,0,84.9138,22,1977.0,1609,18,114.13,473,3.0,2.0,0,1,0,0,1,0,0,1
+216000000,1,39.6,12,677.0,1476,15,51.96,432,2.0,1.0,1,0,0,1,0,1,0,0
+850000000,1,114.88,19,779.0,651,5,142.76,134,4.0,2.0,0,1,0,0,1,0,0,1
+878000000,1,165.39,5,354.0,138,1,205.0,4,4.0,2.0,1,0,0,1,0,0,0,1
+92000000,0,58.01,3,1578.0,2544,18,80.26,264,2.0,1.0,0,1,0,0,1,1,0,0
+126000000,0,59.91,6,400.0,466,6,74.91,216,2.0,1.0,0,1,0,0,1,0,0,1
+390000000,0,84.9517,11,371.0,321,5,109.09,23,3.0,2.0,0,1,0,0,1,0,0,1
+640000000,1,59.8848,17,753.0,738,11,79.41,376,3.0,2.0,1,0,0,1,0,0,0,1
+2057900000,1,165.5725,17,563.0,190,4,207.48,104,4.0,2.0,0,1,0,0,1,0,0,1
+728000000,1,52.73,3,930.0,620,8,73.66,234,2.0,1.0,1,0,0,1,0,1,0,0
+350000000,1,59.98,11,242.0,252,3,81.29,108,3.0,1.0,0,1,0,0,1,1,0,0
+485000000,1,84.97,26,3940.0,3003,25,109.57,1066,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,0,127.489,8,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
+139700000,1,44.94,7,2328.0,2328,18,58.61,180,2.0,1.0,1,0,0,1,0,1,0,0
+205000000,1,57.9,11,254.0,360,3,80.7,169,3.0,1.0,0,1,0,0,1,1,0,0
+382000000,1,59.94,9,4329.0,5150,42,85.9,864,3.0,1.0,0,1,0,0,1,1,0,0
+435000000,1,84.93,8,243.0,213,4,109.0,108,3.0,2.0,0,1,0,0,1,0,0,1
+595000000,1,134.79,2,1096.0,1017,11,162.31,165,4.0,2.0,0,1,1,0,0,0,0,1
+510000000,0,145.918,12,1578.0,922,9,178.06,100,4.0,2.0,0,1,0,0,1,0,0,1
+90000000,0,59.955,18,624.0,632,6,80.23,280,3.0,1.0,0,1,0,0,1,0,0,1
+527000000,1,84.85,5,834.0,417,3,106.22,297,3.0,2.0,0,1,0,0,1,0,0,1
+108000000,0,53.246,13,900.0,936,3,57.63,299,2.0,1.0,0,1,0,0,1,0,0,1
+718000000,1,82.45,11,2100.0,2100,21,108.43,672,3.0,2.0,1,0,0,1,0,1,0,0
+659000000,0,159.15,5,1161.0,852,11,184.16,120,5.0,2.0,0,1,0,0,1,0,0,1
+335000000,1,84.75,8,1252.0,1668,18,105.79,20,3.0,2.0,1,0,0,1,0,0,0,1
+705000000,1,84.96,24,1610.0,1689,17,112.97,192,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,60.0,5,226.0,226,3,83.26,72,3.0,1.0,1,0,0,1,0,1,0,0
+425000000,0,84.6389,41,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+182500000,0,84.9959,9,453.0,466,3,115.68,226,3.0,2.0,0,1,0,0,1,0,0,1
+695000000,1,114.87,22,627.0,490,4,148.82,52,4.0,2.0,0,1,0,0,1,0,0,1
+555000000,0,126.9004,42,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
+424000000,1,101.86,7,635.0,462,7,125.13,288,4.0,2.0,1,0,0,1,0,0,0,1
+170000000,1,41.3,1,2123.0,2136,17,58.59,540,2.0,1.0,1,0,0,1,0,1,0,0
+378000000,1,84.84299999999998,2,2733.0,2197,30,109.94,628,3.0,2.0,0,1,0,0,1,0,0,1
+381000000,0,84.93,15,1351.0,1127,11,109.09,108,3.0,2.0,0,1,0,0,1,0,0,1
+473000000,1,83.42,4,194.0,136,1,115.9,11,3.0,2.0,0,1,0,0,1,0,0,1
+895000000,1,114.66,7,699.0,563,9,144.55,35,4.0,2.0,1,0,0,1,0,0,0,1
+248000000,1,49.77,10,522.0,1372,6,66.56,442,3.0,1.0,1,0,0,1,0,1,0,0
+727000000,1,84.96799999999998,10,2237.0,2407,30,111.41,138,3.0,2.0,1,0,0,1,0,0,0,1
+380000000,1,84.84299999999998,7,2733.0,2197,30,109.94,628,3.0,2.0,0,1,0,0,1,0,0,1
+101000000,0,84.48,9,160.0,188,1,101.85,48,3.0,2.0,0,1,0,0,1,0,0,1
+279000000,0,84.898,3,393.0,412,3,106.52,226,3.0,2.0,0,1,0,0,1,0,0,1
+532000000,1,84.91,7,600.0,524,7,105.26,164,3.0,1.0,0,1,1,0,0,0,0,1
+320000000,0,84.69,23,500.0,499,5,105.34,48,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,1,42.395,3,72.0,113,1,58.7,8,3.0,1.0,0,1,0,0,1,1,0,0
+81000000,0,40.66,4,1000.0,812,18,46.28,576,1.0,1.0,0,1,0,0,1,0,0,1
+435000000,1,59.82,16,2085.0,1592,15,82.65,300,2.0,1.0,0,1,1,0,0,1,0,0
+95000000,0,84.78,1,192.0,194,2,103.33,163,3.0,1.0,0,1,0,0,1,0,0,1
+200000000,1,44.1,14,238.0,600,4,60.41,600,2.0,1.0,0,1,1,0,0,1,0,0
+733000000,1,84.98,22,2040.0,1302,18,115.99,644,3.0,2.0,0,1,0,0,1,0,0,1
+153500000,0,49.73,5,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
+2200000000,1,104.03,15,1308.0,843,7,138.01,56,4.0,2.0,1,0,0,1,0,0,0,1
+175000000,1,59.69,11,242.0,289,3,80.58,289,3.0,1.0,0,1,0,0,1,1,0,0
+128000000,0,84.99,6,2716.0,2302,24,107.86,1028,3.0,2.0,0,1,0,0,1,0,0,1
+168000000,0,84.99,16,1989.0,1901,15,103.02,748,3.0,2.0,0,1,0,0,1,0,0,1
+364000000,1,60.12,4,191.0,116,2,78.6,30,1.0,1.0,0,1,0,0,1,0,0,1
+500000000,1,84.5802,8,418.0,284,6,106.28,112,3.0,2.0,0,1,0,0,1,0,0,1
+115000000,1,49.77,8,560.0,1070,12,67.54,338,3.0,1.0,1,0,0,1,0,1,0,0
+234500000,1,48.6,2,505.0,700,7,69.23,356,2.0,1.0,1,0,0,1,0,1,0,0
+722000000,1,84.99,7,273.0,138,4,109.24,1,3.0,2.0,0,1,0,0,1,0,0,1
+77000000,0,52.11,1,258.0,714,9,71.74,714,3.0,1.0,0,1,0,0,1,1,0,0
+255000000,1,71.98,3,270.0,386,5,87.32,60,3.0,1.0,0,1,0,0,1,0,0,1
+850000000,1,84.93,13,2080.0,1810,22,116.26,151,3.0,2.0,1,0,0,1,0,0,0,1
+1150000000,1,72.51,1,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
+310000000,1,59.855,5,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
+431000000,1,59.92,14,551.0,657,7,83.98,114,3.0,2.0,1,0,0,1,0,0,0,1
+400000000,1,59.82,30,2085.0,1592,15,82.65,300,2.0,1.0,0,1,1,0,0,1,0,0
+577000000,1,84.97,4,3310.0,2517,42,107.49,120,3.0,2.0,1,0,0,1,0,0,0,1
+502000000,1,84.72,1,400.0,357,3,105.55,27,3.0,2.0,0,1,0,0,1,0,1,0
+825000000,1,59.76,7,930.0,930,11,82.14,466,3.0,1.0,1,0,0,1,0,1,0,0
+239000000,0,116.24,11,970.0,874,10,141.49,126,4.0,2.0,0,1,0,0,1,0,0,1
+134000000,0,49.99,9,735.0,1116,13,69.24,194,2.0,1.0,0,1,0,0,1,1,0,0
+222000000,1,36.16,7,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
+188000000,0,59.99,14,876.0,819,8,80.43,286,3.0,1.0,0,1,0,0,1,0,0,1
+450000000,0,84.9844,23,852.0,693,6,112.96,56,3.0,2.0,0,1,0,0,1,0,0,1
+217500000,1,84.9,6,180.0,256,2,102.26,235,3.0,2.0,0,1,1,0,0,1,0,0
+184000000,1,68.99,9,994.0,3315,21,94.01,1140,3.0,1.0,1,0,0,1,0,1,0,0
+360000000,0,104.028,15,503.0,301,5,129.8,84,3.0,2.0,0,1,0,0,1,0,0,1
+133000000,0,59.66,3,61.0,116,1,77.85,18,3.0,1.0,0,1,0,0,1,0,0,1
+745000000,1,145.72,15,716.0,324,2,182.06,44,4.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,59.89,6,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
+380000000,1,59.76,13,407.0,456,3,80.53,209,2.0,1.0,1,0,0,1,0,0,0,1
+428000000,1,79.46,11,246.0,367,2,96.78,127,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,84.935,17,216.0,187,5,109.12,140,3.0,2.0,0,1,0,0,1,0,0,1
+90000000,0,39.72,1,380.0,380,8,45.12,180,2.0,1.0,0,1,0,0,1,0,0,1
+63000000,0,41.27,14,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
+203000000,1,34.44,12,257.0,660,4,46.57,210,2.0,1.0,1,0,0,1,0,1,0,0
+277000000,1,59.98,3,208.0,165,2,78.18,75,3.0,1.0,0,1,1,0,0,0,0,1
+647000000,1,84.99,4,2657.0,2652,32,111.47,486,3.0,2.0,0,1,0,0,1,0,0,1
+700000000,1,84.885,7,1209.0,919,14,106.64,250,3.0,2.0,1,0,0,1,0,0,0,1
+103500000,0,59.94600000000001,11,895.0,852,12,79.91,372,3.0,1.0,1,0,0,1,0,0,0,1
+190000000,1,49.6,6,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
+937000000,1,84.8,7,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
+377000000,1,59.37,6,465.0,387,5,82.61,34,3.0,1.0,1,0,0,1,0,0,0,1
+600000000,0,130.1762,11,2446.0,1149,9,165.18,403,4.0,2.0,0,1,0,0,1,0,0,1
+344000000,1,114.48,19,709.0,783,6,140.58,244,4.0,2.0,0,1,1,0,0,0,0,1
+196000000,0,84.99,4,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
+298000000,1,59.4,10,243.0,219,2,87.91,127,3.0,1.0,0,1,0,0,1,1,0,0
+244000000,0,84.9934,3,125.0,113,3,106.48,109,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,1,84.98,8,424.0,496,5,106.5,276,3.0,2.0,0,1,0,0,1,0,0,1
+189000000,0,102.52,2,2381.0,1391,14,133.32,336,3.0,2.0,0,1,0,0,1,0,0,1
+404000000,1,59.76,4,1349.0,1150,14,79.79,240,2.0,1.0,0,1,0,0,1,0,0,1
+1010000000,1,84.99,12,7876.0,5563,65,109.2,1201,3.0,2.0,1,0,0,1,0,0,0,1
+127000000,0,75.29,21,692.0,668,7,95.95,126,3.0,1.0,0,1,0,0,1,0,0,1
+190000000,1,36.29,12,200.0,260,1,49.59,260,1.0,1.0,0,1,0,0,1,1,0,0
+340000000,0,182.68,19,528.0,451,5,230.76,48,5.0,2.0,0,1,0,0,1,0,0,1
+745000000,1,84.76700000000002,9,308.0,269,5,105.86,44,3.0,2.0,0,1,0,0,1,0,0,1
+693000000,1,84.88,8,2123.0,1696,7,109.8,786,3.0,2.0,0,1,1,0,0,0,0,1
+190000000,0,84.8,16,2919.0,2290,20,114.17,677,3.0,2.0,0,1,0,0,1,0,0,1
+63000000,0,66.42,4,250.0,255,1,87.82,60,3.0,1.0,0,1,0,0,1,1,0,0
+514000000,1,84.99,13,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
+82000000,0,59.82,1,242.0,318,2,82.06,156,2.0,1.0,0,1,0,0,1,1,0,0
+305000000,1,83.72,7,120.0,117,1,109.13,2,3.0,2.0,0,1,0,0,1,0,0,1
+273000000,1,59.99800000000001,18,1693.0,1377,18,80.74,373,3.0,2.0,0,1,0,0,1,0,0,1
+295000000,0,131.07,3,2252.0,1895,17,157.42,338,4.0,2.0,0,1,0,0,1,0,0,1
+273000000,0,84.97,30,1616.0,1082,10,108.6,248,3.0,2.0,0,1,0,0,1,0,0,1
+68240000,0,59.0604,17,423.0,476,2,81.73,219,2.0,1.0,0,1,0,0,1,1,0,0
+180000000,0,59.94,8,1422.0,1422,15,75.18,648,3.0,1.0,1,0,0,1,0,1,0,0
+218000000,1,59.9,27,2776.0,2298,27,82.54,384,3.0,1.0,0,1,0,0,1,0,0,1
+188000000,0,84.98,22,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
+668000000,0,127.489,12,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
+114000000,0,57.09,3,800.0,1000,9,78.3,600,3.0,1.0,0,1,0,0,1,1,0,0
+515000000,1,104.7,2,1530.0,765,9,124.16,264,4.0,2.0,0,1,1,0,0,0,0,1
+71000000,0,49.94,7,1578.0,2544,18,68.94,448,2.0,1.0,0,1,0,0,1,1,0,0
+285000000,1,59.964,8,1069.0,860,11,87.18,202,3.0,1.0,0,1,0,0,1,1,0,0
+415000000,1,59.96,6,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
+680000000,1,84.95,12,758.0,758,6,108.31,757,3.0,2.0,1,0,0,1,0,0,0,1
+239000000,0,75.33,10,223.0,478,3,93.73,214,3.0,1.0,0,1,0,0,1,0,0,1
+173000000,0,59.794,15,174.0,298,1,81.44,298,2.0,1.0,0,1,0,0,1,1,0,0
+336000000,1,58.01,9,1999.0,2856,32,80.17,616,2.0,1.0,1,0,0,1,0,1,0,0
+72500000,0,25.5675,12,160.0,404,1,35.42,123,1.0,1.0,0,1,0,0,1,0,0,1
+1310000000,1,76.5,1,3930.0,3930,30,112.39,1110,3.0,1.0,1,0,0,1,0,1,0,0
+150000000,0,84.91,15,1500.0,1963,15,104.36,104,3.0,1.0,0,1,1,0,0,0,0,1
+210000000,1,49.94,8,823.0,2646,28,69.05,270,2.0,1.0,1,0,0,1,0,1,0,0
+780000000,1,84.97,11,1077.0,1094,10,112.0,674,3.0,1.0,1,0,0,1,0,1,0,0
+625000000,1,47.94,4,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
+505000000,1,84.955,6,767.0,532,6,111.22,64,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.92,18,463.0,390,4,109.73,0,3.0,2.0,0,1,0,0,1,0,0,1
+517000000,1,84.51,3,210.0,174,4,104.23,106,3.0,2.0,0,1,0,0,1,0,0,1
+900000000,1,114.09,21,1244.0,588,10,136.65,88,4.0,2.0,0,1,0,0,1,0,0,1
+113000000,0,59.99,15,1050.0,1721,16,80.41,780,3.0,1.0,1,0,0,1,0,0,0,1
+169440000,0,84.9282,18,950.0,560,7,110.95,114,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,59.96,3,249.0,232,2,84.58,156,3.0,1.0,0,1,0,0,1,1,0,0
+950000000,1,148.22,4,247.0,157,3,179.46,12,4.0,2.0,0,1,0,0,1,0,0,1
+670000000,1,134.77,3,629.0,469,9,174.59,26,3.0,2.0,1,0,0,1,0,0,0,1
+68000000,0,60.0,5,300.0,106,4,66.51,106,3.0,1.0,0,1,0,0,1,0,0,1
+590000000,1,59.99,8,4418.0,2603,37,82.13,530,3.0,2.0,1,0,0,1,0,0,0,1
+160000000,0,49.83,7,1984.0,1848,24,70.1,406,2.0,1.0,1,0,0,1,0,1,0,0
+137000000,0,84.92,6,1000.0,865,5,104.83,614,3.0,2.0,0,1,0,0,1,0,0,1
+2350000000,1,196.21,15,720.0,960,13,211.23,120,5.0,2.0,1,0,0,1,0,0,0,1
+350000000,1,84.6,7,182.0,108,1,113.32,48,3.0,2.0,0,1,0,0,1,0,0,1
+130000000,0,59.88,12,843.0,788,13,75.81,356,3.0,1.0,1,0,0,1,0,0,0,1
+80000000,0,59.9,13,191.0,330,2,85.02,205,3.0,1.0,0,1,0,0,1,1,0,0
+129000000,1,37.67,8,1016.0,1016,9,53.61,178,2.0,1.0,1,0,0,1,0,1,0,0
+370000000,1,84.96,20,96.0,114,1,116.04,57,3.0,2.0,0,1,0,0,1,0,0,1
+268000000,0,84.935,7,1592.0,1344,11,117.79,528,3.0,2.0,0,1,0,0,1,0,0,1
+155000000,0,84.9,15,1422.0,1422,15,106.48,288,3.0,2.0,1,0,0,1,0,1,0,0
+107000000,1,49.5,15,1800.0,3481,25,69.83,1177,3.0,1.0,1,0,0,1,0,1,0,0
+163000000,1,41.3,6,1500.0,2029,23,58.59,270,2.0,1.0,1,0,0,1,0,1,0,0
+322980000,0,112.1715,7,1367.0,935,9,143.21,92,4.0,2.0,0,1,0,0,1,0,0,1
+127000000,0,67.73,3,92.0,232,1,88.26,97,3.0,1.0,0,1,0,0,1,0,0,1
+365000000,1,54.81,4,2300.0,2400,18,76.44,495,3.0,1.0,0,1,1,0,0,1,0,0
+135000000,0,58.46,12,1418.0,4056,26,80.24,528,2.0,1.0,0,1,0,0,1,1,0,0
+315000000,0,100.9973,14,2595.0,1564,14,131.16,230,3.0,2.0,0,1,0,0,1,0,0,1
+103500000,0,59.94600000000001,23,1093.0,1002,12,79.59,444,3.0,1.0,1,0,0,1,0,0,0,1
+230000000,1,59.4,4,782.0,800,6,84.73,306,3.0,1.0,1,0,0,1,0,1,0,0
+172000000,1,43.2,10,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
+287000000,1,59.99,11,1346.0,1168,17,80.89,469,3.0,1.0,0,1,0,0,1,0,0,1
+180000000,1,41.3,7,676.0,2265,26,58.44,510,2.0,1.0,1,0,0,1,0,1,0,0
+117500000,0,84.9,16,1035.0,1016,11,106.68,242,3.0,2.0,0,1,0,0,1,0,0,1
+159290000,0,84.971,11,631.0,680,1,117.2,75,3.0,2.0,0,1,0,0,1,0,0,1
+485000000,1,84.78,7,346.0,402,3,109.39,147,3.0,2.0,0,1,0,0,1,0,0,1
+688000000,1,84.53,6,741.0,484,14,108.03,158,3.0,2.0,1,0,0,1,0,0,0,1
+150000000,1,63.86,10,121.0,160,2,90.16,10,3.0,1.0,0,1,0,0,1,1,0,0
+580000000,1,84.988,18,2185.0,1622,22,112.07,462,3.0,2.0,0,1,0,0,1,0,0,1
+385000000,1,84.79,8,492.0,378,9,107.5,20,3.0,2.0,1,0,0,1,0,0,0,1
+553000000,0,125.4155,17,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
+525000000,1,84.4,23,533.0,538,6,114.15,92,3.0,2.0,0,1,0,0,1,0,0,1
+720000000,1,123.27,4,360.0,360,4,130.58,360,3.0,2.0,1,0,0,1,0,0,0,1
+99000000,0,49.08,13,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+63000000,0,41.27,19,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
+670000000,1,84.98,3,687.0,616,10,106.6,127,3.0,2.0,0,1,0,0,1,0,0,1
+810000000,0,156.8296,23,1659.0,809,13,194.1,47,4.0,2.0,0,1,0,0,1,0,1,0
+760000000,1,84.96,12,1356.0,1260,8,110.46,1260,3.0,1.0,1,0,0,1,0,1,0,0
+577000000,1,84.95,8,4890.0,3293,51,110.34,790,3.0,2.0,1,0,0,1,0,0,0,1
+119000000,0,49.94,15,1600.0,1320,10,72.95,180,2.0,1.0,0,1,0,0,1,1,0,0
+594000000,1,84.52,1,684.0,644,6,103.86,206,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,0,82.68,9,432.0,432,3,108.13,70,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,59.98,6,1267.0,999,18,81.23,53,3.0,2.0,0,1,0,0,1,0,0,1
+173000000,0,61.357,34,631.0,680,1,84.61,38,2.0,1.0,0,1,0,0,1,0,0,1
+505000000,1,84.92,13,221.0,306,2,106.32,289,3.0,2.0,0,1,1,0,0,0,0,1
+508000000,0,164.74,2,979.0,880,13,197.99,80,5.0,2.0,1,0,0,1,0,0,0,1
+510000000,1,84.76,10,354.0,354,3,98.45,12,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,49.72,8,315.0,696,6,70.89,696,3.0,1.0,1,0,0,1,0,1,0,0
+273500000,1,59.69,3,242.0,289,3,80.58,289,3.0,1.0,0,1,0,0,1,1,0,0
+704000000,1,84.95,14,4890.0,3293,51,108.36,34,3.0,2.0,1,0,0,1,0,0,0,1
+433000000,1,84.92,15,1365.0,964,12,109.88,454,3.0,2.0,0,1,0,0,1,0,0,1
+245000000,0,84.85,1,1180.0,761,17,109.99,70,3.0,2.0,0,1,0,1,0,0,0,1
+445000000,1,84.96,10,435.0,368,5,108.75,121,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,0,84.77,16,305.0,440,2,106.74,280,3.0,2.0,0,1,0,0,1,0,0,1
+102500000,0,59.99,17,810.0,604,11,78.34,80,3.0,2.0,0,1,0,0,1,0,0,1
+945000000,1,99.0,5,2100.0,2100,21,126.78,336,3.0,2.0,1,0,0,1,0,1,0,0
+277000000,1,72.34,9,444.0,704,6,92.28,128,3.0,1.0,0,1,0,0,1,1,0,0
+350000000,1,59.64,10,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+307000000,1,84.92,3,4804.0,3830,54,111.06,442,3.0,2.0,0,1,0,0,1,0,0,1
+595000000,1,110.08,11,449.0,447,3,136.49,32,4.0,2.0,0,1,0,0,1,0,0,1
+1030000000,1,84.8,7,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
+325000000,1,46.75,9,1299.0,1080,8,60.21,150,2.0,1.0,0,1,1,0,0,1,0,0
+170000000,0,84.9149,15,1206.0,1176,13,113.17,350,3.0,2.0,0,1,0,0,1,0,0,1
+336500000,1,84.97,6,2300.0,1981,18,108.85,816,3.0,2.0,1,0,0,1,0,0,0,1
+377660000,0,124.71,4,554.0,252,13,155.33,36,3.0,2.0,1,0,0,1,0,0,0,1
+735000000,1,84.98,4,750.0,248,2,113.04,31,3.0,2.0,0,1,0,0,1,0,0,1
+574800000,0,182.7637,23,2733.0,1598,19,230.41,165,4.0,2.0,0,1,0,0,1,0,0,1
+209500000,0,84.3263,29,443.0,436,4,111.91,112,3.0,2.0,0,1,0,0,1,0,0,1
+313000000,1,59.97,8,1323.0,1114,14,79.34,106,3.0,1.0,0,1,0,0,1,0,0,1
+330000000,1,28.84,11,438.0,412,1,38.67,130,1.0,1.0,0,1,0,0,1,1,0,0
+720000000,1,59.9772,19,4443.0,3002,34,88.72,48,3.0,1.0,1,0,0,1,0,0,0,1
+220700000,0,84.85,15,1576.0,1112,17,109.86,240,3.0,2.0,0,1,1,0,0,0,0,1
+490000000,1,74.19,7,1879.0,3100,34,89.25,240,2.0,1.0,1,0,0,1,0,1,0,0
+650000000,1,79.7,9,1382.0,845,13,109.94,327,3.0,2.0,1,0,0,1,0,0,0,1
+587000000,0,84.6389,12,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+480000000,0,118.1105,21,916.0,559,5,149.55,60,4.0,2.0,0,1,0,0,1,0,0,1
+760000000,1,59.99,28,7876.0,5563,65,82.1,27,3.0,2.0,1,0,0,1,0,0,0,1
+300000000,1,39.6,6,677.0,1476,15,51.96,432,2.0,1.0,1,0,0,1,0,1,0,0
+281390000,0,84.9222,14,916.0,559,5,118.18,55,3.0,2.0,0,1,0,0,1,0,0,1
+158000000,0,59.99,22,215.0,431,2,84.38,207,3.0,1.0,0,1,0,0,1,1,0,0
+615000000,1,84.94,8,218.0,161,2,105.93,103,3.0,2.0,0,1,0,0,1,0,0,1
+245000000,0,84.93,3,625.0,654,8,107.75,250,3.0,2.0,0,1,0,0,1,0,0,1
+965000000,1,86.61,12,900.0,893,6,95.68,273,3.0,1.0,1,0,0,1,0,1,0,0
+158000000,1,51.27,1,130.0,120,2,72.18,70,2.0,1.0,0,1,0,0,1,0,0,1
+372000000,1,84.675,6,180.0,277,3,98.44,129,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,59.76,22,1065.0,833,11,81.91,240,3.0,1.0,0,1,1,0,0,0,0,1
+158000000,1,59.99,4,131.0,140,1,74.26,39,3.0,1.0,0,1,0,0,1,0,1,0
+585000000,1,54.94,4,617.0,1352,12,75.55,834,2.0,1.0,1,0,0,1,0,1,0,0
+389000000,0,84.98,15,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,59.75,8,161.0,134,1,80.58,15,3.0,1.0,0,1,0,0,1,0,0,1
+427000000,1,84.9941,8,216.0,183,2,107.63,112,3.0,2.0,0,1,0,0,1,0,0,1
+412000000,1,84.32,2,981.0,1550,12,101.35,360,3.0,2.0,1,0,0,1,0,0,0,1
+515000000,1,84.88,18,2123.0,1696,7,109.8,786,3.0,2.0,0,1,1,0,0,0,0,1
+500000000,1,84.91,8,692.0,807,8,103.1,556,3.0,2.0,0,1,0,0,1,0,0,1
+194000000,1,39.96,3,893.0,2433,14,57.07,451,2.0,1.0,1,0,0,1,0,1,0,0
+265000000,0,84.9357,12,482.0,480,6,107.2,480,3.0,2.0,0,1,0,0,1,0,0,1
+393000000,1,84.99,8,708.0,823,5,102.93,339,3.0,2.0,0,1,0,0,1,0,0,1
+74000000,0,57.09,3,800.0,1000,9,78.3,600,3.0,1.0,0,1,0,0,1,1,0,0
+305000000,1,30.18,4,138.0,160,1,44.28,52,2.0,1.0,0,1,0,0,1,1,0,0
+430000000,1,84.73,3,496.0,423,4,109.24,59,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,84.43,3,1163.0,967,11,108.63,154,3.0,2.0,0,1,0,0,1,0,0,1
+980000000,1,118.28,22,994.0,488,7,146.78,88,4.0,2.0,1,0,0,1,0,0,0,1
+50250000,0,27.36,18,220.0,448,1,42.98,107,1.0,1.0,0,1,0,0,1,0,0,1
+615000000,0,126.9004,51,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
+899000000,0,132.11,21,1009.0,564,4,171.76,60,4.0,2.0,0,1,0,0,1,0,0,1
+120000000,0,59.983,10,328.0,408,3,80.99,280,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,84.958,6,210.0,178,6,106.05,46,3.0,2.0,0,1,0,0,1,0,0,1
+292500000,1,64.4,1,870.0,725,7,90.08,275,2.0,1.0,0,1,0,0,1,1,0,0
+670000000,1,108.31,12,283.0,130,2,135.07,6,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,0,84.51,9,335.0,335,4,112.4,213,3.0,2.0,0,1,0,0,1,0,0,1
+168000000,0,59.98,18,774.0,763,6,80.54,229,3.0,1.0,0,1,0,0,1,0,0,1
+595000000,1,83.45,16,153.0,204,2,98.32,204,3.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,114.928,5,848.0,758,15,144.01,139,4.0,2.0,0,1,0,0,1,0,0,1
+117000000,0,29.24,3,717.0,674,5,43.53,228,1.0,1.0,0,1,0,0,1,1,0,0
+279000000,1,84.79,7,185.0,132,3,99.95,132,3.0,2.0,0,1,0,0,1,0,0,1
+397000000,1,84.741,7,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
+95000000,0,59.82,24,422.0,499,3,82.17,205,3.0,1.0,0,1,0,0,1,1,0,0
+590000000,1,84.46,3,324.0,245,6,102.48,153,3.0,2.0,0,1,0,0,1,0,0,1
+490500000,1,59.99,25,4596.0,3226,40,87.41,212,3.0,2.0,0,1,0,0,1,0,0,1
+717000000,1,84.98,20,2024.0,1142,14,114.16,102,3.0,2.0,1,0,0,1,0,0,0,1
+1480000000,1,131.93,4,528.0,1056,10,141.98,192,4.0,2.0,1,0,0,1,0,1,0,0
+370000000,1,59.99,13,2088.0,1634,28,78.94,105,3.0,2.0,0,1,0,0,1,1,0,0
+630000000,1,134.94,19,2300.0,1981,18,164.0,352,4.0,2.0,1,0,0,1,0,0,0,1
+330000000,1,59.76,15,652.0,642,9,80.71,342,3.0,1.0,1,0,0,1,0,0,0,1
+129500000,0,76.0621,9,775.0,846,8,95.65,340,3.0,2.0,0,1,0,0,1,0,0,1
+497000000,1,106.5,4,240.0,218,3,128.95,41,4.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,44.52,7,840.0,1200,4,58.34,330,3.0,1.0,1,0,0,1,0,1,0,0
+175000000,0,59.86,7,955.0,926,7,85.42,506,3.0,1.0,0,1,0,0,1,1,0,0
+190000000,0,59.9675,13,513.0,528,8,81.22,218,3.0,2.0,0,1,0,0,1,0,0,1
+1200000000,1,132.54,6,994.0,488,7,163.53,96,3.0,2.0,1,0,0,1,0,0,0,1
+360000000,1,47.52,12,1104.0,1882,34,64.59,60,1.0,1.0,1,0,0,1,0,1,0,0
+490000000,1,84.97,8,540.0,407,7,103.3,28,3.0,2.0,0,1,0,0,1,0,0,1
+1580000000,1,84.97,2,601.0,330,4,118.76,15,3.0,2.0,1,0,0,1,0,0,0,1
+220000000,1,59.91,11,794.0,671,8,84.99,304,3.0,1.0,0,1,0,0,1,1,0,0
+84500000,0,58.8,20,188.0,299,2,76.38,125,3.0,1.0,0,1,0,0,1,0,0,1
+436300000,1,59.65,8,196.0,171,4,75.64,51,3.0,1.0,0,1,0,0,1,0,0,1
+345000000,1,59.98,23,533.0,538,6,87.47,226,3.0,1.0,0,1,0,0,1,1,0,0
+122000000,0,84.99,11,423.0,420,7,106.5,210,3.0,1.0,0,1,0,0,1,0,0,1
+435000000,1,84.9883,12,716.0,544,10,108.59,21,3.0,2.0,0,1,0,0,1,0,0,1
+590000000,1,119.91,14,1299.0,1080,8,137.65,180,0.0,0.0,0,1,1,0,0,0,0,1
+296000000,1,59.97,3,2195.0,1998,25,80.48,690,3.0,1.0,0,1,0,0,1,0,0,1
+208000000,1,44.52,12,1402.0,2002,16,59.2,540,2.0,1.0,0,1,0,0,1,1,0,0
+530000000,1,59.86,8,1020.0,680,12,77.56,98,3.0,1.0,1,0,0,1,0,0,0,1
+351000000,1,84.59,9,1676.0,1278,7,105.0,585,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.96,17,343.0,349,2,108.09,169,3.0,2.0,0,1,0,0,1,0,0,1
+500000000,1,84.66,12,1299.0,1080,8,109.43,135,3.0,2.0,0,1,1,0,0,0,1,0
+205000000,1,39.84,6,560.0,1070,12,54.07,420,2.0,1.0,1,0,0,1,0,1,0,0
+260000000,1,84.86,1,138.0,122,1,107.83,22,3.0,2.0,0,1,0,0,1,0,0,1
+735000000,1,68.91,7,3300.0,1572,13,74.18,336,2.0,1.0,1,0,0,1,0,1,0,0
+390000000,1,59.89,2,981.0,1550,12,75.2,240,2.0,1.0,1,0,0,1,0,1,0,0
+136000000,0,59.9115,17,4697.0,3462,49,81.59,0,3.0,2.0,0,1,0,0,1,0,0,1
+114500000,0,59.805,7,432.0,448,2,78.73,192,3.0,1.0,0,1,0,0,1,0,0,1
+370000000,1,84.75,17,500.0,476,3,103.83,446,3.0,2.0,0,1,0,0,1,0,0,1
+222500000,0,58.01,6,2716.0,2716,20,76.68,90,2.0,1.0,0,1,1,0,0,1,0,0
+275000000,0,84.9807,3,1449.0,1256,16,111.57,480,3.0,2.0,0,1,0,0,1,0,0,1
+483910000,1,114.98,12,1484.0,1339,22,156.97,78,4.0,2.0,1,0,0,1,0,0,0,1
+358000000,0,94.412,9,1018.0,718,8,121.36,535,3.0,2.0,0,1,0,0,1,0,0,1
+890000000,1,84.90899999999998,13,201.0,180,3,110.27,91,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,0,126.23,11,1915.0,987,13,160.77,104,4.0,2.0,0,1,0,0,1,0,1,0
+245000000,1,59.58,12,2110.0,2496,23,79.89,522,3.0,1.0,0,1,0,0,1,0,1,0
+880000000,1,154.71,8,938.0,312,3,186.7,13,4.0,2.0,1,0,0,1,0,0,0,1
+507500000,1,59.99,16,2924.0,2397,31,84.49,120,3.0,2.0,0,1,0,0,1,0,0,1
+344240000,1,84.97,6,492.0,378,9,109.23,20,3.0,2.0,1,0,0,1,0,0,0,1
+185000000,0,84.6885,11,173.0,176,4,108.17,76,3.0,2.0,0,1,0,0,1,0,0,1
+1327000000,1,122.867,14,2322.0,617,3,163.2,178,3.0,2.0,0,1,0,0,1,0,0,1
+118000000,0,59.4,8,299.0,299,4,85.14,105,3.0,1.0,0,1,0,0,1,1,0,0
+330000000,1,84.96,1,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
+354500000,1,84.88,7,802.0,860,8,108.75,209,3.0,2.0,0,1,0,0,1,0,0,1
+680000000,1,85.0,1,735.0,915,8,108.14,405,3.0,2.0,0,1,0,1,0,0,0,1
+183000000,1,45.55,14,676.0,2265,26,60.07,210,2.0,1.0,1,0,0,1,0,1,0,0
+235000000,0,84.9636,2,303.0,298,5,112.83,20,3.0,2.0,0,1,0,0,1,0,1,0
+93000000,0,59.99,11,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+247500000,1,57.63,6,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
+510000000,1,82.06,3,1842.0,1842,26,87.93,0,2.0,1.0,1,0,0,1,0,1,0,0
+520000000,0,125.4155,22,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
+275000000,1,59.4,16,401.0,388,5,82.28,88,3.0,1.0,0,1,0,0,1,0,0,1
+645480000,1,162.16,2,1267.0,999,18,191.31,11,5.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,84.97,14,3940.0,3003,25,109.57,280,3.0,2.0,0,1,0,0,1,0,1,0
+425000000,1,84.75,7,563.0,478,7,109.13,160,3.0,2.0,0,1,0,0,1,0,0,1
+880000000,1,84.99,11,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
+690000000,1,84.9,7,169.0,149,4,113.26,38,3.0,2.0,0,1,0,0,1,0,0,1
+297000000,1,84.83,22,853.0,996,10,108.33,484,3.0,2.0,0,1,0,0,1,0,0,1
+833000000,1,84.44,7,760.0,558,6,110.82,147,3.0,2.0,0,1,0,0,1,0,0,1
+115000000,0,78.18,11,830.0,1741,16,93.14,360,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,59.26,12,893.0,2433,14,83.26,447,3.0,1.0,1,0,0,1,0,1,0,0
+335000000,1,84.87,8,461.0,453,6,107.15,158,3.0,2.0,0,1,0,0,1,0,0,1
+383500000,1,59.89,6,912.0,912,8,76.96,330,2.0,1.0,1,0,0,0,1,1,0,0
+91000000,0,84.97,7,541.0,987,13,102.63,548,3.0,2.0,0,1,0,0,1,0,0,1
+218500000,0,84.41,10,662.0,588,10,112.4,75,3.0,2.0,1,0,0,1,0,0,0,1
+195000000,0,84.9402,8,865.0,800,7,107.83,434,3.0,2.0,0,1,0,0,1,0,0,1
+335000000,1,59.94,8,787.0,768,4,85.94,309,3.0,1.0,0,1,0,0,1,1,0,0
+525000000,1,84.77,18,677.0,926,6,107.82,268,3.0,2.0,1,0,0,1,0,0,0,1
+525000000,1,114.97,7,249.0,232,2,142.2,38,4.0,2.0,0,1,0,0,1,0,0,1
+500000000,0,90.993,32,3728.0,1631,3,135.15,46,2.0,2.0,0,1,0,0,1,0,0,1
+301000000,1,60.81,3,704.0,704,8,71.81,50,3.0,1.0,0,1,0,0,1,0,0,1
+329000000,1,59.6983,7,588.0,528,12,79.61,232,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,84.76,23,4804.0,3830,54,109.28,760,3.0,2.0,0,1,0,0,1,0,0,1
+478000000,1,84.9,3,285.0,257,3,114.02,92,3.0,2.0,0,1,0,0,1,0,0,1
+398000000,1,84.99,8,500.0,715,5,103.24,286,3.0,2.0,0,1,0,0,1,0,0,1
+325000000,1,59.97,3,363.0,336,8,78.7,142,3.0,1.0,0,1,0,0,1,0,0,1
+430000000,1,78.665,3,1488.0,1244,16,100.42,637,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,84.7,2,267.0,252,4,111.58,34,3.0,2.0,0,1,0,0,1,0,0,1
+107000000,0,52.11,8,258.0,714,9,71.74,714,3.0,1.0,0,1,0,0,1,1,0,0
+182000000,0,84.82,4,795.0,795,12,102.28,240,3.0,2.0,0,1,1,0,0,0,0,1
+259000000,0,120.69,14,406.0,356,4,144.52,128,4.0,2.0,1,0,0,1,0,0,0,1
+246000000,1,84.97,10,3146.0,2810,25,99.67,1240,3.0,2.0,0,1,0,0,1,0,0,1
+950000000,1,67.11,4,156.0,312,2,73.06,53,3.0,1.0,1,0,0,1,0,1,0,0
+550000000,1,114.96,22,618.0,508,5,142.63,176,4.0,2.0,1,0,0,1,0,0,0,1
+120000000,0,59.98,3,547.0,928,9,74.82,4,3.0,1.0,1,0,0,1,0,1,0,0
+140000000,1,36.16,11,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
+79000000,0,45.5,1,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
+533000000,1,84.774,18,693.0,558,8,110.24,396,3.0,2.0,0,1,0,0,1,0,0,1
+195000000,0,84.925,14,203.0,200,2,106.41,120,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,83.5358,15,678.0,587,6,104.59,257,3.0,2.0,0,1,0,0,1,0,0,1
+255000000,1,58.59,9,558.0,694,5,78.16,188,1.0,1.0,0,1,0,1,0,1,0,0
+345000000,1,34.44,7,1410.0,1403,7,49.01,417,2.0,1.0,1,0,0,1,0,1,0,0
+640000000,1,84.32,24,464.0,487,3,103.08,487,3.0,2.0,0,1,0,0,1,0,0,1
+225000000,0,84.9902,8,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
+680000000,1,84.95,10,4890.0,3293,51,110.34,790,3.0,2.0,1,0,0,1,0,0,0,1
+270000000,0,84.8673,1,438.0,408,3,116.05,160,3.0,2.0,0,1,0,0,1,0,0,1
+288000000,1,50.14,9,2455.0,3930,32,68.59,1120,2.0,1.0,1,0,0,1,0,1,0,0
+365000000,1,51.48,4,1104.0,1882,34,69.98,60,2.0,1.0,1,0,0,1,0,1,0,0
+93550000,0,49.14,18,700.0,990,7,62.81,556,2.0,1.0,0,1,0,0,1,0,1,0
+86500000,0,59.88,8,843.0,788,13,75.81,356,3.0,1.0,1,0,0,1,0,0,0,1
+550000000,1,115.51,4,685.0,540,9,150.09,142,4.0,2.0,0,1,0,0,1,0,0,1
+800000000,1,114.7,20,608.0,520,7,140.53,92,4.0,2.0,0,1,1,0,0,0,0,1
+430000000,0,126.638,1,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
+348210000,0,74.65,1,820.0,814,9,102.15,158,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,59.99,18,473.0,434,6,77.6,105,3.0,2.0,0,1,0,0,1,1,0,0
+86000000,0,59.99,6,862.0,831,12,79.6,80,2.0,1.0,0,1,0,0,1,0,0,1
+160000000,1,59.56,8,132.0,125,2,89.01,49,3.0,1.0,0,1,0,0,1,1,0,0
+135000000,0,59.78,20,355.0,355,2,78.12,276,2.0,1.0,0,1,0,0,1,0,0,1
+449000000,1,84.98,18,451.0,420,5,109.48,144,3.0,2.0,0,1,0,0,1,0,0,1
+740000000,1,59.98,1,221.0,252,7,78.93,252,3.0,1.0,0,1,0,0,1,0,0,1
+465000000,1,84.99,7,2251.0,2904,21,110.76,816,3.0,2.0,0,1,0,0,1,0,0,1
+730000000,1,84.85799999999998,15,1108.0,810,17,109.08,49,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,59.85,17,277.0,256,3,82.27,96,3.0,2.0,0,1,0,0,1,0,0,1
+295000000,0,119.2,27,399.0,266,3,155.55,20,4.0,2.0,0,1,0,0,1,0,0,1
+204000000,0,59.73,9,692.0,668,7,79.13,200,3.0,1.0,0,1,0,0,1,0,0,1
+333000000,1,84.97,10,3146.0,2810,25,99.67,1240,3.0,2.0,0,1,0,0,1,0,0,1
+325000000,1,59.6,19,530.0,465,5,76.03,215,3.0,1.0,0,1,0,0,1,1,0,0
+248000000,0,59.77,7,865.0,981,9,82.58,441,3.0,1.0,0,1,0,0,1,0,0,1
+700000000,1,84.98,12,687.0,616,10,106.04,20,3.0,2.0,0,1,0,0,1,0,0,1
+2750000000,1,160.28,6,720.0,960,13,172.62,224,5.0,2.0,1,0,0,1,0,0,0,1
+204800000,0,84.975,5,808.0,710,9,107.58,292,3.0,2.0,0,1,0,0,1,0,0,1
+52000000,0,62.46,13,234.0,450,3,81.11,120,2.0,1.0,0,1,0,0,1,1,0,0
+172000000,1,62.22,15,4753.0,3169,30,82.38,464,2.0,1.0,0,1,0,0,1,1,0,0
+308000000,1,84.98,8,600.0,558,5,104.31,532,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,59.65,10,632.0,573,4,84.19,257,3.0,1.0,0,1,0,0,1,1,0,0
+940000000,1,83.86,2,930.0,620,8,103.93,216,3.0,1.0,1,0,0,1,0,0,0,1
+110000000,0,59.88,13,94.0,112,1,78.77,78,3.0,1.0,0,1,0,0,1,1,0,0
+220000000,1,60.054,4,635.0,620,22,81.54,64,3.0,2.0,0,1,0,0,1,0,0,1
+630000000,0,151.9156,34,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,59.98,16,648.0,791,7,82.38,116,3.0,1.0,0,1,0,0,1,0,0,1
+148000000,1,49.6,13,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
+546000000,0,100.945,22,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
+565000000,0,126.23,26,1915.0,987,13,160.77,104,4.0,2.0,0,1,0,0,1,0,1,0
+357000000,1,59.76,1,2300.0,1981,18,81.14,386,3.0,1.0,1,0,0,1,0,1,0,0
+276090000,0,84.99,9,932.0,841,29,111.34,120,3.0,2.0,0,1,0,0,1,0,0,1
+301950000,0,123.35,3,1180.0,761,17,151.26,180,4.0,2.0,0,1,0,1,0,0,0,1
+424000000,1,59.91,5,735.0,915,8,81.11,117,2.0,1.0,0,1,0,1,0,1,0,0
+1260000000,1,144.33,9,300.0,408,4,156.08,96,4.0,2.0,1,0,0,1,0,1,0,0
+262000000,1,39.78,14,1800.0,3481,25,56.12,479,2.0,1.0,1,0,0,1,0,1,0,0
+340000000,1,59.92,4,500.0,400,16,72.95,160,3.0,1.0,0,1,1,0,0,0,0,1
+249000000,1,68.8,9,2561.0,2134,26,94.66,342,3.0,1.0,0,1,0,0,1,1,0,0
+355500000,0,134.25,16,2136.0,1424,19,168.94,200,4.0,2.0,1,0,0,1,0,1,0,0
+150000000,1,59.64,14,678.0,460,5,75.88,84,3.0,1.0,0,1,0,0,1,1,0,0
+389100000,0,180.56,2,554.0,252,13,216.62,16,4.0,2.0,1,0,0,1,0,0,0,1
+477500000,1,84.2,22,2110.0,2496,23,112.93,255,3.0,2.0,0,1,0,0,1,0,1,0
+1020000000,1,84.96,12,554.0,391,8,106.46,86,3.0,2.0,1,0,0,1,0,0,0,1
+195000000,0,84.9402,14,865.0,800,7,107.83,243,3.0,2.0,0,1,0,0,1,0,0,1
+1160000000,1,149.225,18,503.0,222,4,174.16,141,4.0,2.0,0,1,0,0,1,0,0,1
+330000000,1,64.65,6,877.0,686,9,79.24,228,3.0,1.0,1,0,0,1,0,0,0,1
+153000000,0,85.0,6,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
+440000000,1,84.99,10,284.0,249,3,114.64,226,3.0,2.0,0,1,0,0,1,0,0,1
+186660000,1,59.84,5,1014.0,948,19,80.26,233,3.0,2.0,1,0,0,1,0,0,0,1
+279000000,0,59.9074,7,1306.0,1011,13,85.67,159,3.0,2.0,0,1,0,0,1,0,0,1
+830000000,1,84.91,7,1025.0,991,8,109.07,690,3.0,2.0,0,1,0,0,1,0,0,1
+345000000,1,66.96,7,763.0,763,8,92.96,523,3.0,1.0,1,0,0,1,0,1,0,0
+46500000,0,41.3,4,326.0,1080,7,57.15,360,2.0,1.0,0,1,0,0,1,1,0,0
+820000000,1,41.98,2,2500.0,5040,124,42.98,1530,2.0,1.0,0,1,0,0,1,0,0,1
+700000000,1,84.69,9,353.0,302,8,107.5,111,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,0,84.9749,19,829.0,703,7,113.91,234,3.0,2.0,0,1,0,0,1,0,0,1
+118000000,0,41.3,2,2716.0,2716,20,57.29,810,2.0,1.0,0,1,1,0,0,1,0,0
+465000000,1,84.98,10,652.0,642,9,108.69,300,3.0,2.0,1,0,0,1,0,0,0,1
+463000000,1,84.71,18,1610.0,1689,17,109.27,308,3.0,2.0,0,1,0,0,1,0,0,1
+88000000,1,44.33,1,994.0,3315,21,62.53,525,3.0,1.0,1,0,0,1,0,1,0,0
+900000000,1,125.79,4,230.0,132,3,151.21,80,4.0,2.0,0,1,0,0,1,0,0,1
+473000000,1,84.36,4,368.0,498,5,103.35,498,3.0,1.0,0,1,0,0,1,0,0,1
+68240000,0,59.0604,13,423.0,476,2,81.73,219,2.0,1.0,0,1,0,0,1,1,0,0
+700000000,1,73.18,12,102.0,169,2,89.0,30,3.0,1.0,0,1,0,0,1,0,0,1
+843000000,1,82.94,20,3012.0,2938,16,113.5,434,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,0,84.8502,30,1213.0,840,6,128.6,136,3.0,2.0,0,1,0,0,1,0,0,1
+435000000,1,84.78,1,796.0,777,9,99.79,325,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,70.56,3,360.0,1980,12,85.1,210,3.0,1.0,1,0,0,1,0,0,0,1
+90000000,0,65.385,4,132.0,288,1,86.33,48,2.0,1.0,0,1,0,0,1,1,0,0
+263500000,1,84.844,16,1693.0,1377,18,111.12,671,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,59.907,10,672.0,707,12,76.03,108,3.0,2.0,0,1,0,0,1,0,0,1
+94100000,1,38.64,12,840.0,840,5,50.4,300,2.0,1.0,0,1,1,0,0,0,0,1
+239000000,0,104.76,13,284.0,297,1,134.7,27,3.0,2.0,0,1,0,0,1,1,0,0
+735000000,1,59.8848,17,753.0,738,11,79.41,376,3.0,2.0,1,0,0,1,0,0,0,1
+350000000,1,58.59,1,558.0,694,5,78.16,188,1.0,1.0,0,1,0,1,0,1,0,0
+262000000,0,125.4,1,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
+315000000,0,144.48,24,1578.0,922,9,178.06,100,4.0,2.0,0,1,0,0,1,0,0,1
+235000000,1,59.42,12,104.0,123,2,76.09,58,3.0,1.0,0,1,0,0,1,0,0,1
+223000000,1,49.77,14,275.0,458,4,68.5,235,2.0,1.0,1,0,0,1,0,1,0,0
+1450000000,1,84.98200000000001,20,6075.0,3410,44,116.11,209,3.0,2.0,1,0,0,1,0,0,0,1
+330000000,0,142.96,2,220.0,225,2,170.65,38,4.0,2.0,0,1,0,0,1,0,0,1
+315000000,0,84.6528,3,1405.0,998,6,115.61,92,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,84.91,6,510.0,735,6,102.76,450,3.0,1.0,1,0,0,1,0,0,0,1
+520000000,1,84.96,4,5402.0,5387,49,106.86,792,3.0,2.0,0,1,1,0,0,0,0,1
+310000000,0,67.8038,22,867.0,751,8,87.97,78,3.0,2.0,0,1,0,0,1,0,0,1
+580000000,1,111.73,4,489.0,220,2,137.5,10,4.0,2.0,0,1,0,0,1,0,0,1
+670000000,0,132.0678,19,1659.0,809,13,164.6,183,4.0,2.0,0,1,0,0,1,0,1,0
+1045000000,1,84.92,1,1453.0,1148,14,109.93,305,3.0,2.0,0,1,0,0,1,0,0,1
+295000000,1,59.29,5,646.0,1595,19,75.43,40,2.0,1.0,1,0,0,1,0,1,0,0
+245000000,1,59.91,18,794.0,671,8,84.99,304,3.0,1.0,0,1,0,0,1,1,0,0
+410000000,1,84.99,3,349.0,297,4,101.53,96,3.0,2.0,1,0,0,1,0,0,1,0
+395000000,1,59.92,16,2022.0,2065,14,81.21,1032,3.0,1.0,0,1,1,0,0,0,0,1
+179000000,1,39.84,3,937.0,1609,16,54.53,534,2.0,1.0,1,0,0,1,0,1,0,0
+503000000,1,84.79,5,511.0,318,8,105.99,27,3.0,2.0,1,0,0,0,1,0,0,1
+708000000,1,83.06,10,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
+1520000000,1,122.91,2,757.0,1382,16,148.76,32,3.0,1.0,1,0,0,1,0,0,0,1
+673000000,1,114.98,24,1011.0,837,10,143.33,90,4.0,2.0,0,1,0,0,1,0,1,0
+465000000,1,59.27,10,224.0,208,3,77.44,100,3.0,1.0,0,1,0,0,1,0,0,1
+370000000,1,60.0,6,748.0,719,9,80.55,143,3.0,1.0,0,1,0,0,1,1,0,0
+342000000,0,164.34,18,780.0,725,6,198.28,50,5.0,2.0,0,1,0,0,1,0,0,1
+50000000,0,50.43,3,78.0,156,3,61.46,60,2.0,1.0,0,1,0,0,1,0,0,1
+360000000,1,59.87,3,1105.0,987,13,82.75,78,3.0,2.0,1,0,0,1,0,0,0,1
+180130000,0,84.9985,17,726.0,650,6,111.31,384,3.0,2.0,0,1,0,0,1,0,0,1
+374000000,1,84.81700000000002,16,383.0,339,8,107.12,13,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,84.96,6,1306.0,1125,15,104.91,449,3.0,2.0,0,1,0,0,1,0,0,1
+425000000,0,84.6389,33,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+259900000,0,84.9636,13,5755.0,3000,15,118.61,816,3.0,2.0,0,1,0,0,1,0,0,1
+790000000,1,88.68,11,900.0,893,6,95.68,273,3.0,1.0,1,0,0,1,0,1,0,0
+730000000,1,115.65,15,1353.0,960,17,137.88,888,4.0,2.0,0,1,1,0,0,0,0,1
+285000000,1,59.94,16,445.0,437,5,87.71,200,3.0,1.0,0,1,0,0,1,1,0,0
+195000000,0,84.88799999999998,14,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,154.79,1,340.0,330,10,179.71,20,4.0,2.0,0,1,0,0,1,0,0,1
+624000000,1,84.96,21,2924.0,2397,31,112.21,660,3.0,2.0,0,1,0,0,1,0,0,1
+1100000000,1,136.325,13,4494.0,4494,56,158.84,1416,4.0,2.0,1,0,0,1,0,0,0,1
+317010000,1,59.97,14,426.0,1747,10,82.56,270,3.0,1.0,0,1,1,0,0,1,0,0
+1200000000,1,114.65,9,788.0,438,7,146.56,66,4.0,2.0,1,0,0,1,0,0,0,1
+305000000,0,84.38,16,350.0,450,2,102.11,60,3.0,2.0,0,1,0,0,1,0,0,1
+154500000,0,57.06,18,541.0,987,13,76.77,209,2.0,1.0,0,1,0,0,1,1,0,0
+978000000,1,72.51,1,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
+565000000,1,84.98,18,682.0,568,9,111.87,346,3.0,2.0,0,1,0,0,1,0,0,1
+550000000,0,80.794,32,3728.0,1631,3,118.46,50,2.0,2.0,0,1,0,0,1,0,0,1
+222000000,0,84.88,21,2169.0,2181,15,106.48,694,3.0,2.0,0,1,1,0,0,0,0,1
+477500000,1,100.35,7,983.0,680,13,122.51,208,3.0,2.0,1,0,0,1,0,0,0,1
+176770000,0,84.9985,3,726.0,650,6,111.31,384,3.0,2.0,0,1,0,0,1,0,0,1
+1170000000,1,114.595,17,1066.0,1001,9,141.87,212,4.0,2.0,1,0,0,1,0,0,0,1
+305000000,0,117.59,18,4697.0,3462,49,140.5,0,4.0,2.0,0,1,0,0,1,0,0,1
+184000000,0,59.6054,3,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
+215500000,1,65.43,6,146.0,300,4,87.71,48,3.0,1.0,0,1,0,0,1,1,0,0
+145000000,1,35.3,15,681.0,1362,10,48.34,300,2.0,1.0,0,1,0,0,1,1,0,0
+647000000,0,126.9004,14,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
+77730000,0,59.4,3,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
+160000000,1,33.18,1,334.0,884,5,44.56,269,2.0,1.0,0,1,0,1,0,1,0,0
+450000000,1,59.58,4,2110.0,2496,23,79.89,522,3.0,1.0,0,1,0,0,1,0,1,0
+363000000,1,60.72,12,217.0,435,4,80.82,105,2.0,1.0,1,0,0,1,0,1,0,0
+280000000,0,125.04,32,543.0,431,3,156.57,86,4.0,2.0,0,1,0,0,1,0,0,1
+415000000,1,84.87,15,315.0,330,5,105.17,180,3.0,2.0,0,1,0,0,1,0,0,1
+105000000,0,84.98,14,126.0,263,2,102.52,173,3.0,2.0,0,1,0,0,1,0,0,1
+790000000,1,114.88,9,1349.0,1150,14,142.03,92,4.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,84.75,6,456.0,811,6,105.79,324,3.0,2.0,0,1,0,0,1,0,0,1
+275000000,1,39.98,17,1200.0,800,7,57.61,325,2.0,1.0,0,1,0,0,1,1,0,0
+400000000,1,112.03,12,329.0,239,2,135.99,97,4.0,2.0,0,1,0,0,1,0,0,1
+123000000,0,84.73,12,830.0,1741,16,100.93,120,3.0,2.0,0,1,0,0,1,0,0,1
+440000000,1,84.88,4,530.0,448,7,107.09,402,3.0,2.0,0,1,0,0,1,0,0,1
+289000000,1,59.94,8,132.0,122,2,83.61,51,3.0,1.0,0,1,0,0,1,1,0,0
+595000000,1,84.98,3,245.0,206,4,106.48,206,3.0,2.0,0,1,0,0,1,0,0,1
+180000000,1,79.84,2,160.0,151,1,102.48,12,3.0,2.0,0,1,0,0,1,0,0,1
+223000000,0,84.82,7,795.0,795,12,102.28,240,3.0,2.0,0,1,1,0,0,0,0,1
+67000000,0,61.56,3,765.0,795,7,79.34,300,3.0,2.0,0,1,0,0,1,0,1,0
+235000000,1,59.4,3,713.0,652,8,83.27,186,3.0,1.0,1,0,0,1,0,1,0,0
+110000000,0,84.14,4,290.0,264,2,104.96,112,3.0,2.0,0,1,0,0,1,0,0,1
+263000000,0,84.9963,13,333.0,320,5,109.17,320,3.0,2.0,1,0,0,1,0,0,0,1
+720000000,1,50.38,4,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
+410000000,1,84.96,11,102.0,169,2,104.17,89,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,0,84.97399999999998,23,2136.0,1424,19,106.93,288,3.0,2.0,1,0,0,1,0,1,0,0
+155000000,1,49.5,14,272.0,840,4,64.44,225,3.0,1.0,1,0,0,1,0,1,0,0
+375000000,0,117.021,21,961.0,623,4,150.1,31,4.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,103.68,5,523.0,392,5,129.42,16,3.0,2.0,0,1,0,0,1,0,0,1
+301950000,0,123.35,4,1180.0,761,17,151.26,180,4.0,2.0,0,1,0,1,0,0,0,1
+410000000,1,27.68,30,7876.0,5563,65,42.28,124,1.0,1.0,1,0,0,1,0,0,0,1
+303000000,1,59.89,17,748.0,719,9,81.42,76,3.0,1.0,0,1,0,0,1,1,0,0
+1375000000,1,135.99,5,5540.0,5539,122,171.9,20,4.0,2.0,1,0,0,1,0,0,0,1
+284000000,0,84.95,15,524.0,474,11,110.24,14,3.0,2.0,0,1,0,0,1,0,0,1
+147500000,1,58.5,3,195.0,390,3,72.87,150,3.0,1.0,0,1,0,0,1,1,0,0
+397000000,0,147.97,6,554.0,252,13,180.87,18,4.0,2.0,1,0,0,1,0,0,0,1
+444000000,0,59.0621,1,1174.0,1059,11,81.14,96,3.0,2.0,0,1,0,0,1,0,0,1
+173000000,0,84.87,11,228.0,299,4,96.38,164,3.0,2.0,0,1,0,0,1,0,0,1
+180000000,0,84.97,21,1357.0,1166,12,109.12,579,3.0,2.0,0,1,0,0,1,0,0,1
+163000000,0,59.98,9,287.0,387,2,85.83,106,3.0,1.0,0,1,0,0,1,1,0,0
+750000000,1,84.9866,10,221.0,181,4,111.3,13,3.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,59.97,8,1152.0,1161,16,84.01,75,3.0,2.0,0,1,0,0,1,0,0,1
+840000000,1,84.79,3,9766.0,6864,66,108.82,1762,3.0,2.0,1,0,0,1,0,0,0,1
+320000000,0,84.9791,7,1449.0,1256,16,111.57,480,3.0,2.0,0,1,0,0,1,0,0,1
+108000000,0,59.88,7,94.0,112,1,78.77,78,3.0,1.0,0,1,0,0,1,1,0,0
+420000000,0,126.5517,10,910.0,684,7,153.64,150,4.0,2.0,0,1,0,0,1,0,0,1
+150000000,1,59.34,4,1239.0,1676,21,82.99,256,3.0,1.0,1,0,0,1,0,0,1,0
+465000000,1,84.6,8,779.0,700,10,106.17,700,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,0,133.53,8,2252.0,1895,17,155.37,50,4.0,2.0,0,1,0,0,1,0,0,1
+1420000000,1,84.78,10,787.0,834,10,107.16,243,3.0,2.0,1,0,0,1,0,0,0,1
+375000000,1,84.73,9,251.0,203,4,105.96,165,3.0,2.0,0,1,0,0,1,0,0,1
+105000000,0,49.94,2,1600.0,1320,10,72.95,180,2.0,1.0,0,1,0,0,1,1,0,0
+500000000,1,114.99,1,540.0,407,7,139.07,108,4.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,35.64,2,1136.0,2841,58,35.87,480,2.0,1.0,0,1,0,0,1,0,0,1
+385000000,1,79.35,12,1616.0,1378,19,107.25,216,3.0,2.0,0,1,0,0,1,0,0,1
+185000000,1,44.52,14,78.0,1800,10,59.2,1800,2.0,1.0,0,1,1,0,0,1,0,0
+940000000,1,142.74,2,1156.0,578,9,154.81,190,4.0,2.0,1,0,0,0,1,0,0,1
+148000000,0,59.76,9,862.0,831,12,80.59,187,3.0,1.0,0,1,0,0,1,0,0,1
+566400000,1,101.87,7,511.0,318,8,133.47,2,3.0,3.0,1,0,0,0,1,0,0,1
+214000000,1,32.8,4,243.0,1376,8,48.73,144,2.0,1.0,0,1,1,0,0,1,0,0
+540000000,1,74.88,17,581.0,581,6,92.46,114,3.0,1.0,0,1,0,0,1,0,0,1
+252500000,1,39.76,11,984.0,2547,18,52.16,387,2.0,1.0,1,0,0,1,0,1,0,0
+139000000,0,43.71,4,1197.0,798,8,56.95,228,2.0,1.0,0,1,1,0,0,1,0,0
+374000000,1,84.76,12,354.0,354,3,98.48,240,3.0,2.0,0,1,0,0,1,0,0,1
+560000000,1,84.95,7,395.0,374,9,113.98,81,3.0,2.0,0,1,0,0,1,0,0,1
+2070000000,1,114.14,22,2454.0,1278,13,150.56,56,4.0,2.0,1,0,0,1,0,0,0,1
+60000000,0,32.1,4,66.0,130,1,42.65,26,1.0,1.0,0,1,0,0,1,0,0,1
+269000000,1,59.93,21,173.0,208,2,88.27,90,3.0,1.0,0,1,0,0,1,1,0,0
+92500000,0,59.99,12,144.0,144,1,75.67,112,3.0,1.0,0,1,0,0,1,0,0,1
+210000000,0,60.0,15,4515.0,2637,30,80.31,92,3.0,1.0,0,1,0,0,1,0,0,1
+400000000,1,59.474,4,990.0,930,11,79.08,23,3.0,2.0,0,1,0,0,1,0,0,1
+1080000000,1,59.91,15,2530.0,1976,25,82.68,82,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,1,49.85,2,1800.0,3481,25,70.32,468,3.0,1.0,1,0,0,1,0,0,0,1
+332000000,1,50.81,12,520.0,495,4,72.23,375,2.0,1.0,0,1,0,0,1,1,0,0
+244000000,0,84.9748,20,4697.0,3462,49,109.15,0,3.0,2.0,0,1,0,0,1,0,0,1
+432000000,1,83.97,10,176.0,126,4,102.13,14,3.0,2.0,0,1,0,0,1,0,0,1
+337500000,1,59.95,4,1602.0,1253,15,87.96,427,3.0,1.0,0,1,0,0,1,1,0,0
+165000000,0,75.57,6,2919.0,2290,20,101.75,231,3.0,2.0,0,1,0,0,1,0,0,1
+79000000,0,58.01,15,2716.0,2716,20,80.26,352,2.0,1.0,0,1,1,0,0,1,0,0
+2250000000,1,169.31,18,3893.0,2444,28,206.74,122,4.0,3.0,1,0,0,1,0,0,0,1
+130000000,0,59.97,11,551.0,1484,14,82.56,180,3.0,1.0,0,1,0,0,1,1,0,0
+370000000,1,84.9829,7,224.0,213,3,107.84,26,3.0,2.0,0,1,0,0,1,0,0,1
+260000000,1,59.58,3,427.0,361,7,77.41,103,3.0,2.0,0,1,0,0,1,0,0,1
+493000000,1,84.87,9,2721.0,2002,25,110.17,577,3.0,2.0,0,1,0,0,1,0,0,1
+1120000000,1,59.88,7,4900.0,3696,46,84.7,740,3.0,2.0,1,0,0,1,0,0,0,1
+515000000,1,73.87,1,473.0,338,3,88.89,130,3.0,1.0,0,1,0,0,1,0,0,1
+560000000,0,151.9156,4,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+1290000000,0,170.5,39,927.0,255,2,201.33,84,4.0,2.0,0,1,0,0,1,0,0,1
+2000000000,1,165.446,11,6075.0,3410,44,200.12,224,4.0,3.0,1,0,0,1,0,0,0,1
+290000000,1,71.77,9,432.0,864,7,76.83,456,2.0,1.0,0,1,0,0,1,1,0,0
+545000000,1,84.92,10,238.0,298,2,100.26,268,3.0,2.0,0,1,1,0,0,0,0,1
+209000000,1,66.87,5,320.0,432,9,84.1,216,3.0,1.0,0,1,0,0,1,0,0,1
+595000000,1,84.13,10,967.0,889,13,109.77,26,3.0,2.0,0,1,0,0,1,0,0,1
+339000000,1,59.84,22,1762.0,1495,18,81.73,654,3.0,1.0,0,1,0,0,1,0,0,1
+169000000,0,84.86,22,617.0,600,6,107.37,200,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,0,134.94,19,1984.0,1848,24,161.58,456,4.0,2.0,1,0,0,1,0,0,0,1
+300000000,1,84.77,4,305.0,610,6,105.19,268,3.0,2.0,0,1,0,0,1,0,0,1
+775320000,1,59.98,9,6075.0,3410,44,84.74,284,3.0,2.0,1,0,0,1,0,0,0,1
+139500000,0,64.43,11,144.0,144,1,82.67,48,3.0,1.0,1,0,1,0,0,0,0,1
+472000000,1,59.97,13,2275.0,1656,28,76.8,116,3.0,2.0,0,1,0,0,1,0,0,1
+587500000,1,101.88,8,572.0,298,11,133.81,3,3.0,3.0,1,0,0,1,0,0,0,1
+460000000,1,59.78,17,588.0,510,10,78.52,40,3.0,1.0,0,1,0,0,1,0,0,1
+2350000000,1,204.41,11,388.0,130,4,240.42,70,4.0,2.0,0,1,0,0,1,0,0,1
+180000000,0,132.18,18,1000.0,865,5,154.12,126,4.0,2.0,0,1,0,0,1,0,0,1
+142500000,0,84.93,22,436.0,436,3,107.63,150,3.0,2.0,0,1,0,0,1,0,0,1
+475000000,1,59.95,11,822.0,796,7,84.03,86,3.0,2.0,0,1,0,0,1,0,0,1
+780000000,1,114.34,10,684.0,644,6,140.5,152,4.0,2.0,0,1,0,0,1,0,0,1
+305000000,0,71.6967,10,608.0,548,7,97.95,122,3.0,2.0,0,1,0,0,1,0,0,1
+425000000,1,75.66,9,944.0,895,8,94.9,216,3.0,2.0,0,1,0,0,1,0,0,1
+1010000000,1,109.56,1,853.0,428,8,138.84,80,4.0,2.0,1,0,0,1,0,0,0,1
+138000000,1,36.16,8,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
+110000000,1,41.3,3,1710.0,1710,10,57.15,750,1.0,1.0,0,1,1,0,0,1,0,0
+236500000,1,62.22,7,4753.0,3169,30,82.38,464,2.0,1.0,0,1,0,0,1,1,0,0
+241000000,0,59.99,21,1367.0,1408,10,80.49,504,3.0,1.0,0,1,0,0,1,1,0,0
+1670000000,1,171.94400000000005,9,340.0,137,3,220.59,44,5.0,2.0,0,1,1,0,0,0,0,1
+350000000,0,144.48,5,2381.0,1391,14,179.62,93,4.0,2.0,0,1,0,0,1,0,0,1
+505000000,1,80.92,11,250.0,312,3,98.24,312,3.0,2.0,0,1,0,0,1,0,0,1
+223000000,0,84.99,14,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
+590000000,0,127.489,31,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
+281000000,1,51.84,8,774.0,1285,10,72.73,280,3.0,1.0,0,1,1,0,0,1,0,0
+1350000000,1,84.96700000000001,23,1684.0,1119,9,113.42,58,3.0,1.0,1,0,0,1,0,0,0,1
+281000000,1,68.13,6,4932.0,4509,31,92.46,507,3.0,1.0,0,1,1,0,0,1,0,0
+323000000,1,56.0,16,499.0,427,5,79.95,78,3.0,1.0,0,1,0,0,1,0,1,0
+599000000,0,115.03,21,9063.0,5239,48,144.33,528,4.0,2.0,0,1,0,0,1,0,0,1
+575000000,0,84.6528,19,1405.0,998,6,115.61,92,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,1,77.33,5,86.0,116,1,94.59,9,2.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,84.89,1,274.0,232,5,113.0,0,3.0,2.0,0,1,0,0,1,0,0,1
+1450000000,1,117.585,8,4494.0,4494,56,138.73,900,4.0,2.0,1,0,0,1,0,0,0,1
+283000000,1,59.34,12,424.0,626,9,83.16,309,3.0,1.0,1,0,0,1,0,1,0,0
+320000000,0,84.99,11,932.0,841,29,111.85,80,3.0,2.0,0,1,0,0,1,0,0,1
+447000000,1,114.49,7,335.0,296,7,138.08,58,4.0,2.0,0,1,0,0,1,0,0,1
+187500000,0,84.88799999999998,24,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,60.06,11,1425.0,998,10,76.88,538,2.0,1.0,0,1,0,0,1,1,0,0
+220000000,1,59.96,6,272.0,273,3,84.09,113,3.0,1.0,0,1,0,0,1,1,0,0
+499000000,0,84.38,31,3030.0,2100,12,112.34,295,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,59.44,25,832.0,829,10,82.41,382,2.0,1.0,0,1,0,0,1,1,0,0
+479000000,1,84.96,8,184.0,112,3,106.7,29,3.0,2.0,0,1,0,0,1,0,0,1
+186500000,0,84.96,12,702.0,848,11,102.96,80,3.0,2.0,0,1,0,0,1,0,0,1
+218500000,1,45.96,13,340.0,461,1,61.38,66,1.0,1.0,0,1,0,0,1,1,0,0
+640000000,1,84.699,9,444.0,297,6,107.14,144,3.0,2.0,0,1,0,0,1,0,0,1
+490000000,1,84.98,3,467.0,433,7,107.08,307,3.0,2.0,0,1,0,0,1,0,0,1
+138000000,0,59.84,9,375.0,988,6,73.97,598,2.0,1.0,0,1,0,0,1,0,0,1
+233500000,0,59.69,21,820.0,814,9,82.3,380,3.0,1.0,0,1,0,0,1,0,0,1
+485000000,0,100.945,10,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
+89000000,0,40.425,4,260.0,999,9,56.44,114,3.0,1.0,0,1,0,0,1,1,0,0
+505000000,0,125.4155,14,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
+870000000,1,119.301,8,753.0,635,15,149.58,72,4.0,2.0,0,1,0,0,1,0,0,1
+168000000,0,99.92,21,984.0,546,5,124.36,150,3.0,2.0,0,1,0,0,1,0,0,1
+118500000,0,66.56,15,1578.0,2544,18,92.76,360,3.0,1.0,0,1,0,0,1,1,0,0
+295000000,1,59.98,10,176.0,181,1,82.15,101,3.0,1.0,0,1,0,0,1,1,0,0
+239000000,0,85.0,21,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,1,60.03,10,236.0,296,3,82.32,296,2.0,1.0,0,1,0,0,1,1,0,0
+168080000,0,84.6588,14,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
+395000000,1,59.64,9,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+307000000,1,59.82,22,2776.0,2298,27,78.42,86,2.0,1.0,0,1,0,0,1,0,0,1
+248000000,0,59.91,3,1050.0,1721,16,80.3,480,3.0,1.0,1,0,0,1,0,0,0,1
+385000000,1,51.08,4,373.0,393,3,67.24,13,1.0,1.0,0,1,0,0,1,1,0,0
+188000000,0,116.76,4,109.0,299,2,134.88,66,4.0,2.0,0,1,0,0,1,0,0,1
+280500000,1,50.03,9,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
+230000000,1,59.97,14,1402.0,2002,16,83.11,240,3.0,1.0,0,1,0,0,1,1,0,0
+555000000,1,84.91,1,364.0,364,6,97.39,364,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,0,59.6,2,682.0,824,9,80.33,552,3.0,1.0,1,0,0,1,0,0,0,1
+380000000,1,114.84,10,3146.0,2810,25,129.52,799,4.0,2.0,0,1,0,0,1,0,0,1
+940000000,0,200.8926,19,5755.0,3000,15,251.14,118,4.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,83.45,13,153.0,204,2,98.32,204,3.0,2.0,0,1,0,0,1,0,0,1
+730000000,1,114.88,9,4329.0,5150,42,139.94,954,4.0,2.0,0,1,0,0,1,0,0,1
+420000000,0,123.307,11,5755.0,3000,15,164.91,623,4.0,2.0,0,1,0,0,1,0,0,1
+280000000,0,84.98,21,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+153000000,1,39.84,12,560.0,1070,12,54.07,420,2.0,1.0,1,0,0,1,0,1,0,0
+200000000,1,39.6,1,334.0,884,5,50.85,360,2.0,1.0,0,1,0,1,0,1,0,0
+650000000,1,84.89,4,1175.0,1036,16,114.12,83,3.0,2.0,1,0,0,1,0,0,0,1
+259000000,0,84.9943,3,840.0,743,8,108.56,294,3.0,2.0,0,1,0,0,1,0,0,1
+273000000,1,59.26,5,412.0,373,3,84.5,229,2.0,1.0,0,1,0,0,1,1,0,0
+168000000,0,59.8,23,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
+190000000,0,59.99,24,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+430000000,1,84.902,8,530.0,448,8,108.54,397,3.0,2.0,0,1,0,0,1,0,0,1
+323400000,0,112.1818,6,431.0,388,5,139.23,52,3.0,2.0,0,1,0,0,1,0,0,1
+95000000,0,84.9825,10,498.0,1153,11,101.52,748,3.0,1.0,0,1,0,0,1,0,0,1
+214000000,0,102.52,8,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
+98500000,0,49.73,19,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
+235000000,1,59.84,10,1357.0,1070,12,83.82,411,3.0,1.0,0,1,0,0,1,1,0,0
+470000000,1,84.93,8,341.0,811,9,103.02,240,3.0,1.0,0,1,1,0,0,0,0,1
+315000000,0,84.9073,19,608.0,548,7,112.12,376,3.0,2.0,0,1,0,0,1,0,0,1
+368000000,1,59.76,9,335.0,296,7,78.62,120,3.0,2.0,0,1,0,0,1,0,0,1
+184000000,1,39.6,2,619.0,1556,12,51.86,630,2.0,1.0,1,0,0,1,0,1,0,0
+368000000,1,84.945,9,449.0,447,3,107.82,216,3.0,2.0,0,1,0,0,1,0,1,0
+80000000,0,59.9,20,481.0,799,6,79.54,40,3.0,1.0,1,0,0,1,0,0,0,1
+34500000,0,41.3,14,1418.0,4056,26,56.84,570,2.0,1.0,0,1,0,0,1,1,0,0
+346000000,0,59.979,11,1306.0,1306,15,88.97,174,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,85.0,4,4515.0,2637,30,107.27,276,3.0,2.0,0,1,0,0,1,0,0,1
+142000000,0,57.06,10,541.0,987,13,76.77,209,2.0,1.0,0,1,0,0,1,1,0,0
+385500000,1,72.49,3,384.0,480,5,88.11,56,3.0,1.0,0,1,0,0,1,0,0,1
+340000000,0,84.9788,9,785.0,499,9,109.37,245,3.0,2.0,0,1,0,0,1,0,0,1
+1650000000,1,151.00799999999995,3,2634.0,1356,18,187.52,447,4.0,2.0,0,1,0,0,1,0,0,1
+590000000,1,84.93,14,720.0,625,10,104.77,204,3.0,2.0,0,1,0,0,1,0,0,1
+308000000,0,59.9467,12,457.0,497,8,86.85,170,3.0,2.0,0,1,0,0,1,0,0,1
+356000000,0,124.47,8,946.0,414,17,152.13,80,4.0,2.0,1,0,0,1,0,0,0,1
+650000000,1,84.9,13,436.0,436,3,101.76,358,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,59.37300000000001,7,1257.0,977,12,78.43,299,3.0,1.0,0,1,0,0,1,0,0,1
+340000000,1,116.46,2,381.0,274,3,148.55,1,0.0,0.0,0,1,0,0,1,0,0,1
+398000000,0,98.07,27,9063.0,5239,48,128.62,301,3.0,2.0,0,1,0,0,1,0,0,1
+630000000,0,119.851,40,3728.0,1631,3,177.38,1,3.0,2.0,0,1,0,0,1,0,0,1
+343500000,0,84.96,20,1992.0,1680,19,108.19,920,3.0,2.0,0,1,0,0,1,0,0,1
+49800000,0,39.43,9,536.0,1366,14,54.15,267,1.0,1.0,0,1,0,0,1,1,0,0
+330000000,1,84.71,13,4804.0,3830,54,111.12,292,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.96,14,5402.0,5387,49,106.86,792,3.0,2.0,0,1,1,0,0,0,0,1
+515000000,1,59.76,14,930.0,930,11,82.14,466,3.0,1.0,1,0,0,1,0,1,0,0
+81000000,0,52.2,5,100.0,220,4,60.87,20,2.0,1.0,0,1,0,0,1,0,0,1
+940000000,1,84.99,21,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
+328000000,1,59.988,13,805.0,611,9,82.22,124,3.0,1.0,0,1,0,0,1,0,0,1
+177000000,0,59.99,17,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+207000000,0,84.92,9,820.0,814,9,115.56,276,3.0,2.0,0,1,0,0,1,0,0,1
+630000000,1,115.801,28,2270.0,1764,19,153.16,222,4.0,2.0,0,1,0,0,1,0,0,1
+106000000,0,59.918,9,884.0,882,11,84.65,267,3.0,2.0,0,1,0,0,1,0,0,1
+237000000,1,51.86,9,124.0,100,1,70.97,50,2.0,1.0,0,1,0,0,1,0,0,1
+157500000,0,84.98,9,98.0,211,1,101.54,211,3.0,1.0,0,1,0,0,1,0,0,1
+535000000,1,84.65,1,329.0,314,4,108.29,138,3.0,2.0,0,1,0,0,1,0,0,1
+840000000,1,84.72,18,460.0,355,2,103.99,355,3.0,2.0,0,1,0,0,1,0,0,1
+87000000,0,47.11,5,170.0,220,4,53.19,139,3.0,1.0,0,1,0,0,1,0,0,1
+250000000,1,59.39,5,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
+300000000,1,59.4,18,1704.0,2340,18,79.34,324,3.0,1.0,1,0,0,0,1,1,0,0
+500000000,1,84.985,5,1153.0,850,21,108.04,434,3.0,2.0,0,1,0,0,1,0,0,1
+229000000,0,84.898,10,413.0,430,8,113.85,185,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,84.8,26,476.0,476,2,105.44,182,3.0,2.0,0,1,0,0,1,0,0,1
+1265000000,1,127.61,18,1244.0,588,10,152.27,222,4.0,2.0,0,1,0,0,1,0,0,1
+60000000,0,39.99,3,380.0,520,12,39.99,130,1.0,1.0,0,1,0,0,1,0,0,1
+164500000,0,55.438,19,283.0,277,4,74.66,71,2.0,1.0,0,1,0,0,1,0,0,1
+310000000,1,41.85,12,198.0,505,6,56.83,0,1.0,1.0,1,0,0,1,0,1,0,0
+438000000,0,84.964,11,627.0,565,6,111.18,270,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,59.97,7,2195.0,1998,25,80.48,690,3.0,1.0,0,1,0,0,1,0,0,1
+180000000,0,62.55,8,339.0,350,6,76.25,10,2.0,1.0,0,1,0,0,1,0,0,1
+190000000,0,59.64,24,479.0,531,4,81.4,122,3.0,1.0,0,1,0,0,1,0,0,1
+76000000,0,39.94,3,480.0,480,11,46.18,50,2.0,1.0,0,1,0,0,1,0,0,1
+148000000,0,84.9,19,402.0,384,3,106.81,211,3.0,2.0,1,0,0,1,0,0,0,1
+375000000,0,131.18,6,1616.0,1082,10,158.94,184,4.0,2.0,0,1,0,0,1,0,0,1
+1090000000,1,64.53,4,538.0,414,4,89.45,154,3.0,1.0,1,0,0,1,0,0,0,1
+63000000,0,59.92,14,561.0,885,5,78.02,693,2.0,1.0,0,1,0,0,1,0,0,1
+385000000,1,59.79,11,244.0,232,1,86.3,117,3.0,1.0,0,1,0,0,1,1,0,0
+298000000,1,84.85,1,380.0,414,4,101.62,180,3.0,2.0,1,0,0,1,0,0,0,1
+193000000,0,84.8273,3,642.0,455,8,113.84,102,3.0,2.0,1,0,0,1,0,0,0,1
+560000000,1,84.98,3,1415.0,1102,14,107.12,429,3.0,2.0,0,1,0,0,1,0,0,1
+116000000,0,49.83,19,187.0,400,3,69.19,400,2.0,1.0,0,1,0,0,1,0,0,1
+295000000,1,59.94,6,3940.0,3003,25,82.42,145,2.0,1.0,0,1,0,0,1,0,0,1
+579000000,1,52.68,3,390.0,390,3,57.35,60,2.0,1.0,0,1,0,0,1,1,0,0
+317000000,1,59.65,8,729.0,714,15,79.72,78,3.0,2.0,0,1,0,0,1,0,0,1
+463000000,1,59.747,6,990.0,930,11,80.34,118,3.0,2.0,0,1,0,0,1,0,0,1
+405000000,1,84.86,17,258.0,239,3,110.52,163,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,84.5,14,700.0,791,5,107.54,260,3.0,2.0,0,1,0,0,1,0,0,1
+158000000,0,84.6,2,510.0,930,11,96.58,570,3.0,2.0,0,1,0,0,1,0,0,1
+425000000,1,84.96,15,5402.0,5387,49,106.86,792,3.0,2.0,0,1,1,0,0,0,0,1
+455000000,0,129.7704,6,916.0,559,5,162.27,54,4.0,2.0,0,1,0,0,1,0,0,1
+620000000,1,84.68,11,345.0,336,3,102.39,254,3.0,2.0,1,0,0,1,0,0,0,1
+430000000,1,59.91,7,245.0,243,2,86.3,124,3.0,1.0,0,1,0,0,1,1,0,0
+340000000,0,84.6389,7,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,1,84.75,8,529.0,423,4,103.0,146,3.0,2.0,0,1,0,0,1,0,0,1
+208500000,1,64.26,4,149.0,299,4,86.37,130,3.0,1.0,0,1,0,0,1,1,0,0
+1250000000,1,59.9452,17,4580.0,3885,51,80.18,163,3.0,2.0,0,1,0,0,1,0,0,1
+87500000,0,75.75,11,121.0,178,1,105.21,52,3.0,2.0,0,1,0,0,1,1,0,0
+195000000,1,50.67,7,680.0,2256,20,69.59,938,2.0,1.0,1,0,0,1,0,1,0,0
+175000000,1,84.99,3,574.0,574,7,104.99,427,3.0,2.0,0,1,0,0,1,0,0,1
+585000000,1,60.0,3,1162.0,834,10,81.81,187,3.0,1.0,1,0,0,1,0,0,0,1
+295000000,1,59.94,6,1096.0,1017,11,81.92,222,3.0,1.0,0,1,1,0,0,1,0,0
+190000000,1,48.6,5,140.0,220,4,64.8,60,2.0,1.0,0,1,0,0,1,0,0,1
+279000000,0,84.7737,24,1858.0,1828,17,106.64,521,3.0,2.0,0,1,0,0,1,0,0,1
+266000000,1,65.37,10,282.0,414,3,87.91,192,3.0,1.0,0,1,0,0,1,1,0,0
+242000000,1,43.35,4,1590.0,1590,9,59.11,390,2.0,1.0,0,1,1,0,0,1,0,0
+267000000,1,84.17,7,282.0,445,5,97.41,224,3.0,2.0,0,1,0,0,1,0,0,1
+940000000,1,84.89,23,1122.0,732,10,115.17,144,3.0,2.0,1,0,0,1,0,0,0,1
+275000000,1,84.99,13,708.0,823,5,102.93,339,3.0,2.0,0,1,0,0,1,0,0,1
+189500000,0,59.985,22,957.0,928,12,75.11,416,3.0,1.0,1,0,0,1,0,0,0,1
+320000000,1,27.68,8,7876.0,5563,65,42.28,500,1.0,1.0,1,0,0,1,0,0,0,1
+650000000,1,84.98,3,2780.0,2198,40,109.07,584,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,49.8,4,554.0,1004,6,70.18,494,2.0,1.0,1,0,0,1,0,1,0,0
+95000000,0,59.99,13,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+300000000,1,84.78,10,1985.0,1286,16,109.43,608,3.0,2.0,0,1,0,0,1,0,0,1
+1370000000,1,148.86,6,853.0,428,8,181.82,85,4.0,2.0,1,0,0,1,0,0,0,1
+125000000,1,58.65,6,486.0,763,11,80.58,114,3.0,1.0,1,0,0,1,0,1,0,0
+610000000,1,124.77,13,918.0,901,7,153.2,288,4.0,2.0,0,1,1,0,0,0,0,1
+410000000,1,84.84,10,282.0,290,4,107.52,129,3.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,59.78,8,293.0,254,3,83.18,119,2.0,1.0,0,1,0,0,1,1,0,0
+400000000,0,84.6389,31,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+870000000,1,84.95,7,4890.0,3293,51,108.36,34,3.0,2.0,1,0,0,1,0,0,0,1
+475000000,1,84.9,4,1140.0,948,12,105.77,948,3.0,2.0,0,1,1,0,0,0,0,1
+339000000,0,59.97,11,227.0,228,2,79.34,0,3.0,1.0,0,1,0,0,1,0,0,1
+530000000,1,84.97,3,146.0,145,1,104.38,60,3.0,2.0,0,1,0,0,1,0,0,1
+183000000,0,84.9949,11,1875.0,1627,13,109.62,929,3.0,2.0,0,1,0,0,1,0,0,1
+82000000,0,24.975,7,178.0,432,1,34.07,45,1.0,1.0,0,1,1,0,0,1,0,0
+168000000,0,59.7627,15,425.0,419,6,84.54,83,3.0,2.0,0,1,0,0,1,0,0,1
+678140000,1,134.43,8,662.0,448,14,165.7,92,3.0,2.0,1,0,0,1,0,0,0,1
+370000000,1,84.97,9,3940.0,3003,25,109.57,1066,3.0,2.0,0,1,0,0,1,0,0,1
+355000000,1,55.02,14,1879.0,3100,34,75.22,720,2.0,1.0,1,0,0,1,0,1,0,0
+580000000,1,104.41,12,962.0,566,8,118.9,60,4.0,2.0,0,1,1,0,0,0,0,1
+273000000,1,59.99,4,1306.0,1125,15,78.45,452,3.0,1.0,0,1,0,0,1,0,0,1
+115000000,0,59.6231,11,517.0,517,4,82.53,112,2.0,1.0,0,1,0,0,1,0,0,1
+800000000,1,84.97,15,1077.0,1094,10,112.0,674,3.0,1.0,1,0,0,1,0,1,0,0
+94000000,0,41.85,9,236.0,713,7,57.11,236,2.0,1.0,0,1,0,0,1,0,0,1
+109000000,0,52.11,3,258.0,714,9,71.74,714,3.0,1.0,0,1,0,0,1,1,0,0
+1100000000,1,82.45,1,2100.0,2100,21,108.43,672,3.0,2.0,1,0,0,1,0,1,0,0
+178000000,1,43.2,8,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
+315000000,1,59.64,6,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+682500000,0,117.745,40,3728.0,1631,3,176.16,1,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,118.25,5,1299.0,1080,8,137.2,120,4.0,2.0,0,1,1,0,0,0,0,1
+229000000,1,49.77,5,706.0,1313,9,67.36,408,2.0,1.0,1,0,0,1,0,1,0,0
+239000000,1,49.77,11,560.0,1070,12,67.54,338,3.0,1.0,1,0,0,1,0,1,0,0
+314000000,0,84.99,10,381.0,518,3,104.88,194,3.0,2.0,0,1,0,0,1,0,0,1
+150000000,0,83.76,2,102.0,253,3,102.26,191,3.0,2.0,0,1,0,0,1,0,0,1
+710000000,1,59.907,4,672.0,707,12,76.03,108,3.0,2.0,0,1,0,0,1,0,0,1
+165000000,0,59.9942,12,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,59.96,3,471.0,374,7,75.05,73,3.0,1.0,0,1,0,0,1,0,0,1
+419000000,1,84.95,11,522.0,409,9,100.81,159,3.0,2.0,0,1,0,0,1,0,0,1
+510000000,1,84.99,6,2085.0,1592,15,104.38,542,3.0,2.0,0,1,1,0,0,0,0,1
+320000000,1,56.0,7,499.0,427,5,79.95,78,3.0,1.0,0,1,0,0,1,0,1,0
+345000000,1,59.75,4,688.0,650,12,81.01,201,3.0,2.0,0,1,0,0,1,0,0,1
+294000000,0,112.6636,2,642.0,455,8,143.01,93,3.0,2.0,1,0,0,1,0,0,0,1
+158500000,0,84.94,19,500.0,412,5,105.52,316,3.0,2.0,0,1,0,0,1,0,0,1
+259000000,1,84.96,9,178.0,247,2,107.76,134,3.0,2.0,0,1,0,0,1,0,0,1
+680000000,1,84.81,23,4596.0,3226,40,113.0,154,3.0,2.0,0,1,0,0,1,0,0,1
+169000000,0,134.98,18,345.0,352,2,161.98,58,4.0,2.0,0,1,0,0,1,0,0,1
+630000000,1,84.94,6,218.0,161,2,105.93,103,3.0,2.0,0,1,0,0,1,0,0,1
+557000000,1,75.86,11,900.0,893,6,82.17,260,2.0,1.0,1,0,0,1,0,1,0,0
+208000000,0,73.2,4,1035.0,1016,11,93.81,134,3.0,1.0,0,1,0,0,1,0,0,1
+460000000,0,114.4345,2,979.0,745,7,144.29,62,4.0,2.0,1,0,0,1,0,0,0,1
+395000000,1,84.91,10,597.0,516,7,109.58,252,3.0,2.0,0,1,0,0,1,0,0,1
+416000000,1,94.421,15,207.0,205,2,119.53,43,3.0,2.0,0,1,0,0,1,0,0,1
+145500000,0,95.95,6,581.0,526,6,118.1,216,3.0,2.0,0,1,0,0,1,0,0,1
+1000000000,1,84.99,3,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
+160000000,0,116.81,17,323.0,457,3,138.65,63,4.0,2.0,0,1,0,0,1,0,0,1
+162000000,0,84.9825,3,498.0,1153,11,101.52,748,3.0,1.0,0,1,0,0,1,0,0,1
+389000000,1,83.86,8,417.0,582,6,95.92,567,3.0,2.0,0,1,0,0,1,0,0,1
+325000000,1,59.89,2,1530.0,765,9,77.16,132,2.0,1.0,0,1,1,0,0,1,0,0
+403000000,1,114.84,5,3146.0,2810,25,129.52,799,4.0,2.0,0,1,0,0,1,0,0,1
+286000000,1,59.76,6,1803.0,1597,8,87.63,440,2.0,1.0,0,1,1,0,0,1,0,0
+590000000,1,84.82799999999997,6,1964.0,936,14,102.8,408,3.0,1.0,1,0,0,1,0,0,0,1
+290000000,1,59.58,3,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
+770000000,1,114.99,15,566.0,449,6,145.96,44,4.0,2.0,0,1,0,0,1,0,0,1
+224000000,1,53.79,3,511.0,639,5,58.28,400,2.0,1.0,0,1,1,0,0,1,0,0
+243000000,1,48.6,10,505.0,700,7,69.23,356,2.0,1.0,1,0,0,1,0,1,0,0
+560000000,1,115.53,14,902.0,919,7,138.21,84,4.0,2.0,0,1,0,0,1,0,0,1
+455000000,1,59.99,12,1306.0,1125,15,78.45,452,3.0,1.0,0,1,0,0,1,0,0,1
+158000000,1,49.08,11,502.0,845,8,66.84,60,2.0,1.0,1,0,0,1,0,0,0,1
+455000000,1,84.9877,5,224.0,213,3,119.51,9,3.0,2.0,0,1,0,0,1,0,0,1
+120000000,0,59.8,4,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
+180000000,0,59.96,24,1152.0,998,9,79.32,192,3.0,1.0,0,1,0,0,1,0,0,1
+94000000,0,55.18,16,295.0,298,2,73.87,70,3.0,1.0,0,1,0,0,1,0,0,1
+650000000,0,117.407,56,3728.0,1631,3,175.53,1,3.0,2.0,0,1,0,0,1,0,0,1
+169000000,1,59.67,6,1875.0,2075,21,74.38,296,3.0,2.0,0,1,0,0,1,1,0,0
+435000000,1,84.87299999999998,22,1069.0,860,11,109.48,461,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,66.7,11,1300.0,1342,10,88.5,620,2.0,1.0,0,1,1,0,0,1,0,0
+245000000,0,84.98,3,1323.0,1190,11,112.83,414,3.0,2.0,0,1,0,0,1,0,0,1
+1010000000,1,84.99,17,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
+820000000,1,84.9,19,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
+220000000,0,65.9876,15,1888.0,1500,17,86.19,300,3.0,2.0,1,0,0,1,0,0,0,1
+442000000,1,60.42,7,713.0,969,11,62.81,144,2.0,1.0,0,1,1,0,0,1,0,0
+187500000,1,39.84,3,937.0,1609,16,54.53,534,2.0,1.0,1,0,0,1,0,1,0,0
+555000000,1,84.94,7,720.0,625,10,105.0,214,3.0,2.0,0,1,0,0,1,0,0,1
+710000000,1,74.58,2,329.0,329,3,79.61,84,3.0,1.0,0,1,0,1,0,1,0,0
+570000000,1,59.92,6,551.0,657,7,83.98,150,3.0,2.0,1,0,0,1,0,0,0,1
+275000000,1,59.4,7,459.0,602,7,84.04,177,3.0,1.0,0,1,1,0,0,0,0,1
+500000000,1,84.95,7,1535.0,1410,19,108.56,630,3.0,2.0,0,1,0,0,1,0,0,1
+235000000,0,84.8734,1,1967.0,1758,19,110.61,477,3.0,2.0,1,0,0,1,0,0,0,1
+86000000,1,41.3,14,2123.0,2136,17,58.59,540,2.0,1.0,1,0,0,1,0,1,0,0
+320000000,1,84.27,13,208.0,299,4,101.16,138,3.0,2.0,1,0,0,1,0,0,0,1
+340000000,1,84.891,5,617.0,490,7,116.28,206,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,59.96,8,290.0,257,2,90.4,111,3.0,1.0,0,1,0,0,1,0,0,1
+495000000,1,84.99,20,1011.0,837,10,108.06,222,3.0,2.0,0,1,0,0,1,0,1,0
+278000000,1,59.93,18,1352.0,939,15,82.56,298,3.0,1.0,0,1,0,0,1,1,0,0
+393000000,0,101.8128,18,1693.0,862,8,131.18,141,3.0,2.0,0,1,0,0,1,0,0,1
+312000000,1,59.92,1,2721.0,2002,25,82.27,709,3.0,1.0,0,1,0,0,1,0,0,1
+620000000,0,119.851,30,3728.0,1631,3,173.39,56,4.0,2.0,0,1,0,0,1,0,0,1
+257000000,1,59.04,4,233.0,387,3,77.96,119,3.0,1.0,1,0,0,1,0,1,0,0
+500000000,1,84.63,12,270.0,270,2,99.94,270,3.0,2.0,1,0,0,1,0,0,0,1
+210000000,1,84.96,1,138.0,132,2,103.88,79,3.0,2.0,0,1,0,0,1,0,0,1
+748000000,1,84.97,17,208.0,206,1,110.66,103,3.0,2.0,0,1,1,0,0,0,0,1
+198000000,1,84.99,19,708.0,823,5,102.93,339,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,1,49.6,7,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
+458000000,1,59.43,14,2968.0,3710,33,77.92,1260,3.0,1.0,0,1,1,0,0,1,0,0
+170000000,0,40.66,2,1000.0,812,18,46.28,576,1.0,1.0,0,1,0,0,1,0,0,1
+274000000,1,59.4,14,1448.0,1047,9,82.03,442,3.0,1.0,1,0,0,1,0,1,0,0
+510000000,1,59.983,7,2185.0,1622,22,79.65,328,3.0,2.0,0,1,0,0,1,0,0,1
+540000000,1,84.69,8,97.0,150,1,102.54,150,3.0,2.0,0,1,1,0,0,0,0,1
+1265000000,1,84.95,1,1171.0,768,11,109.32,96,3.0,2.0,1,0,0,1,0,0,0,1
+650000000,1,52.47,1,308.0,300,6,73.06,300,2.0,1.0,0,1,0,0,1,1,0,0
+810000000,1,84.9,1,692.0,453,5,112.36,46,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,1,57.78,6,1161.0,1008,15,77.6,343,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,82.68,9,286.0,465,4,99.61,377,0.0,0.0,0,1,0,0,1,0,0,1
+283390000,0,123.35,3,1180.0,761,17,151.26,180,4.0,2.0,0,1,0,1,0,0,0,1
+180000000,1,63.78,7,878.0,1454,13,84.85,452,3.0,1.0,0,1,1,0,0,1,0,0
+343000000,0,126.149,15,368.0,298,4,148.69,100,4.0,2.0,0,1,0,0,1,0,0,1
+495000000,1,84.99,8,257.0,190,5,107.6,92,3.0,2.0,0,1,0,0,1,0,0,1
+162000000,1,82.94,7,380.0,353,4,102.14,380,3.0,2.0,0,1,0,0,1,0,0,1
+376000000,1,84.83,6,328.0,278,6,100.17,113,3.0,2.0,1,0,0,1,0,0,0,1
+950000000,1,92.2,11,3300.0,1572,13,99.13,192,3.0,1.0,1,0,0,1,0,1,0,0
+110000000,0,84.98,2,1430.0,1500,10,104.56,616,3.0,2.0,0,1,0,0,1,0,0,1
+850000000,1,74.12,2,1285.0,2550,34,90.09,192,2.0,1.0,1,0,0,1,0,0,0,1
+680000000,1,84.46,7,1299.0,1080,8,111.96,150,3.0,2.0,0,1,1,0,0,1,0,0
+950000000,1,41.99,4,1136.0,2841,58,42.55,1580,2.0,1.0,0,1,0,0,1,0,0,1
+505000000,0,84.98,18,1009.0,564,4,113.1,54,3.0,2.0,0,1,0,0,1,0,0,1
+725000000,1,116.94,3,567.0,378,5,137.44,168,4.0,2.0,1,0,0,1,0,0,0,1
+109500000,0,59.813,20,2651.0,1898,16,79.89,386,3.0,1.0,0,1,0,0,1,0,0,1
+93000000,1,45.55,13,360.0,1980,12,55.33,120,2.0,1.0,1,0,0,1,0,0,0,1
+900000000,1,84.99,6,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
+347000000,1,67.626,6,258.0,246,4,86.29,15,3.0,2.0,0,1,0,0,1,0,0,1
+328000000,1,84.741,10,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
+133000000,1,56.88,5,220.0,473,4,74.12,252,3.0,1.0,0,1,0,0,1,1,0,0
+318000000,1,59.88,15,659.0,746,5,84.82,380,3.0,2.0,0,1,0,0,1,1,0,0
+685000000,1,120.95,9,4890.0,3293,51,158.37,338,4.0,2.0,1,0,0,1,0,0,0,1
+230000000,0,84.99,2,1849.0,1691,16,107.53,628,3.0,2.0,0,1,0,0,1,0,0,1
+505000000,1,84.69,18,1974.0,1458,15,108.31,544,3.0,2.0,0,1,0,0,1,0,0,1
+80000000,0,70.582,11,900.0,936,3,76.66,287,3.0,1.0,0,1,0,0,1,1,0,0
+370000000,0,84.96,23,717.0,674,5,107.89,100,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,59.99,12,1806.0,1497,25,85.55,268,3.0,2.0,0,1,0,0,1,0,0,1
+317000000,1,84.96,11,816.0,408,4,110.25,408,3.0,2.0,0,1,0,0,1,0,0,1
+850000000,1,88.43,3,959.0,1372,47,88.43,150,3.0,2.0,0,1,1,0,0,0,0,1
+580000000,0,151.46,13,233.0,104,1,175.0,26,4.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,74.9,3,907.0,1113,14,97.9,46,3.0,2.0,0,1,0,0,1,0,0,1
+770000000,1,115.35,14,1353.0,960,17,137.88,888,4.0,2.0,0,1,1,0,0,0,0,1
+500000000,0,119.25,9,4515.0,2637,30,144.25,340,4.0,2.0,0,1,0,0,1,0,0,1
+295000000,1,57.1,9,456.0,811,6,76.88,198,2.0,1.0,0,1,0,0,1,1,0,0
+320000000,0,85.0,6,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
+123000000,1,27.61,5,37.0,232,1,37.42,232,1.0,1.0,0,1,0,0,1,1,0,0
+172000000,0,59.8,5,1833.0,1812,20,78.79,755,3.0,1.0,0,1,0,0,1,1,0,0
+360000000,1,49.68,15,448.0,825,5,61.89,150,3.0,1.0,0,1,0,0,1,1,0,0
+68500000,0,57.09,10,800.0,1000,9,78.3,600,3.0,1.0,0,1,0,0,1,1,0,0
+214000000,0,84.9,2,512.0,512,7,105.51,102,3.0,2.0,1,0,0,1,0,0,0,1
+250000000,1,59.58,18,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
+510000000,1,84.77,6,1953.0,1992,16,109.39,586,3.0,2.0,1,0,0,1,0,0,0,1
+138000000,0,59.85,7,612.0,1131,9,76.13,528,3.0,1.0,0,1,0,0,1,1,0,0
+623000000,0,151.9156,39,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+265000000,1,59.34,8,2084.0,1830,16,80.32,336,2.0,1.0,0,1,0,0,1,1,0,0
+776930000,1,115.95,2,1155.0,863,14,148.07,14,4.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,53.16,4,4753.0,3169,30,73.43,605,2.0,1.0,0,1,0,0,1,1,0,0
+411000000,1,59.73,18,366.0,320,5,78.41,132,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,1,45.77,10,1196.0,2392,18,63.68,720,2.0,1.0,1,0,0,1,0,1,0,0
+700000000,1,120.95,15,4890.0,3293,51,158.37,338,4.0,2.0,1,0,0,1,0,0,0,1
+477000000,1,119.5,3,981.0,1550,12,137.62,144,4.0,2.0,1,0,0,1,0,0,0,1
+95000000,0,59.916,3,431.0,764,6,79.34,764,3.0,1.0,0,1,0,0,1,0,0,1
+395000000,1,59.89,13,1710.0,855,6,76.51,165,2.0,1.0,0,1,1,0,0,1,0,0
+970000000,1,84.89,10,1056.0,867,13,109.27,277,4.0,2.0,1,0,1,0,0,0,0,1
+200000000,0,84.97,7,1616.0,1082,10,108.6,248,3.0,2.0,0,1,0,0,1,0,0,1
+305000000,1,59.95,21,515.0,654,4,91.7,340,3.0,1.0,0,1,0,0,1,1,0,0
+198000000,1,71.85,4,270.0,270,2,90.0,270,3.0,2.0,0,1,0,0,1,1,0,0
+186500000,0,74.209,7,520.0,499,7,94.46,90,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,0,84.93,20,1548.0,1358,19,102.78,268,3.0,2.0,1,0,0,1,0,0,0,1
+226000000,1,45.9,13,4471.0,2634,21,60.78,420,2.0,1.0,1,0,0,1,0,1,0,0
+220000000,0,102.52,22,2381.0,1391,14,133.32,336,3.0,2.0,0,1,0,0,1,0,0,1
+690000000,1,84.55,14,896.0,896,11,103.66,476,3.0,1.0,0,1,1,0,0,0,0,1
+61000000,0,41.85,12,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
+119000000,0,84.72,10,237.0,328,2,110.61,158,3.0,2.0,0,1,0,0,1,1,0,0
+635000000,1,84.52799999999998,8,372.0,320,3,102.76,84,3.0,2.0,0,1,0,0,1,0,0,1
+93000000,0,84.92,1,323.0,457,3,103.07,220,3.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,59.55,9,583.0,482,5,83.0,147,3.0,2.0,0,1,0,0,1,0,0,1
+144000000,1,59.69,19,561.0,561,2,83.21,215,2.0,1.0,0,1,1,0,0,1,0,0
+184500000,0,59.9615,7,692.0,547,8,82.55,80,3.0,2.0,0,1,0,0,1,0,0,1
+1100000000,1,84.99,4,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
+760000000,1,125.79,9,749.0,749,7,145.62,360,4.0,2.0,1,0,0,1,0,0,0,1
+498000000,1,84.9572,23,567.0,499,9,107.39,185,3.0,2.0,0,1,0,0,1,0,0,1
+294000000,0,84.97399999999998,4,682.0,682,10,105.16,136,3.0,2.0,1,0,0,1,0,0,0,1
+375000000,0,77.58,22,524.0,470,6,103.85,48,3.0,2.0,0,1,0,0,1,0,0,1
+305000000,0,84.96,23,1109.0,1094,9,105.92,400,3.0,2.0,0,1,0,0,1,0,0,1
+135000000,1,44.1,3,241.0,630,5,60.39,630,2.0,1.0,0,1,0,0,1,1,0,0
+330000000,1,84.78,13,1322.0,1155,10,108.91,258,3.0,2.0,0,1,0,0,1,0,0,1
+640000000,1,84.86,15,242.0,233,4,111.14,152,3.0,2.0,0,1,0,0,1,0,0,1
+560000000,1,114.5,11,290.0,257,2,141.88,38,4.0,2.0,0,1,0,0,1,0,0,1
+193000000,0,84.99,24,561.0,885,5,104.49,96,3.0,2.0,0,1,0,0,1,0,0,1
+630000000,1,123.72,12,1020.0,680,8,151.17,384,4.0,2.0,1,0,0,1,0,0,0,1
+195500000,0,84.935,11,1592.0,1344,11,117.79,528,3.0,2.0,0,1,0,0,1,0,0,1
+305000000,0,100.7622,11,1888.0,1500,17,130.35,300,3.0,2.0,1,0,0,1,0,0,0,1
+365000000,1,59.76,1,1803.0,1597,8,87.63,440,2.0,1.0,0,1,1,0,0,1,0,0
+98300000,0,59.99,13,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+448000000,1,114.78,7,339.0,299,5,138.59,59,4.0,2.0,0,1,0,0,1,0,0,1
+610000000,0,100.945,9,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
+1390000000,1,84.88,20,7712.0,5678,72,109.29,548,3.0,2.0,1,0,0,1,0,0,0,1
+165000000,1,34.44,3,297.0,1005,6,46.87,300,2.0,1.0,1,0,0,1,0,1,0,0
+510000000,0,84.6389,37,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
+472000000,0,119.009,19,3958.0,2947,29,139.31,486,4.0,2.0,0,1,0,0,1,0,0,1
+468000000,1,84.77,21,1953.0,1992,16,109.39,586,3.0,2.0,1,0,0,1,0,0,0,1
+560000000,1,84.93,2,720.0,625,10,104.77,204,3.0,2.0,0,1,0,0,1,0,0,1
+83000000,0,73.97,22,325.0,402,2,92.56,96,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,84.075,3,130.0,190,3,96.41,5,3.0,2.0,0,1,0,0,1,1,0,0
+210000000,1,59.94,9,293.0,271,2,85.17,126,3.0,1.0,0,1,0,0,1,1,0,0
+560000000,1,84.9,9,580.0,480,6,105.94,176,3.0,2.0,0,1,0,0,1,0,0,1
+204500000,0,84.86200000000002,7,443.0,436,4,110.47,112,3.0,2.0,0,1,0,0,1,0,0,1
+230000000,1,36.66,22,340.0,461,1,48.96,66,1.0,1.0,0,1,0,0,1,1,0,0
+510000000,1,84.69,25,1140.0,976,13,99.94,340,3.0,2.0,0,1,1,0,0,0,0,1
+313000000,1,84.96,12,708.0,823,5,103.2,260,3.0,2.0,0,1,0,0,1,0,0,1
+670000000,1,71.37,11,1879.0,3100,34,89.25,230,3.0,1.0,1,0,0,1,0,1,0,0
+360000000,1,59.34,2,2084.0,1830,16,80.32,336,2.0,1.0,0,1,0,0,1,1,0,0
+320000000,0,132.248,10,1162.0,690,14,164.57,108,4.0,2.0,0,1,0,1,0,0,0,1
+440000000,1,84.9,2,456.0,448,4,119.01,218,3.0,2.0,0,1,1,0,0,0,0,1
+498000000,1,63.98,5,118.0,591,5,86.81,149,3.0,1.0,0,1,0,0,1,1,0,0
+360000000,0,84.6389,15,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
+652000000,0,109.27,36,927.0,255,2,129.03,24,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,1,50.18,9,1225.0,910,7,67.76,630,2.0,1.0,0,1,1,0,0,1,0,0
+40000000,0,44.82,1,372.0,372,6,51.56,372,2.0,1.0,0,1,0,0,1,0,0,1
+550000000,1,96.83,4,389.0,292,4,124.65,12,3.0,2.0,1,0,0,0,1,0,0,1
+270000000,1,46.75,13,1299.0,1080,8,60.21,150,2.0,1.0,0,1,1,0,0,1,0,0
+279500000,1,59.76,7,1664.0,1261,10,86.19,262,2.0,1.0,0,1,0,0,1,1,0,0
+423000000,1,84.96,10,210.0,173,3,111.03,24,3.0,2.0,0,1,0,0,1,0,0,1
+460000000,1,84.96,2,335.0,192,3,111.6,150,3.0,2.0,0,1,0,0,1,0,0,1
+212000000,1,59.26,2,130.0,178,1,79.99,96,2.0,1.0,0,1,0,0,1,1,0,0
+107000000,0,85.995,15,597.0,532,6,106.85,380,3.0,2.0,0,1,0,0,1,0,0,1
+365000000,1,59.99,13,1426.0,1332,20,79.34,133,3.0,2.0,0,1,0,0,1,0,0,1
+648000000,1,119.87,13,454.0,393,6,147.83,76,4.0,2.0,0,1,0,0,1,0,0,1
+345000000,1,96.4,9,600.0,600,4,115.07,56,4.0,2.0,0,1,0,0,1,0,0,1
+238000000,1,59.91,20,794.0,671,8,84.99,304,3.0,1.0,0,1,0,0,1,1,0,0
+88000000,0,58.0,4,522.0,672,20,66.09,80,3.0,1.0,0,1,0,0,1,0,0,1
+400000000,1,58.76,3,250.0,206,2,85.95,38,3.0,1.0,0,1,0,0,1,1,0,0
+400000000,1,84.95,7,784.0,778,5,106.9,251,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,74.66,1,510.0,735,6,93.1,135,3.0,1.0,1,0,0,1,0,0,0,1
+375000000,1,84.94,16,381.0,274,3,107.84,110,3.0,2.0,0,1,0,0,1,0,0,1
+1350000000,1,155.85,7,630.0,450,7,170.73,180,5.0,2.0,0,1,1,0,0,0,0,1
+518000000,0,102.7835,13,888.0,753,10,132.49,82,3.0,2.0,0,1,0,0,1,0,0,1
+458000000,1,84.985,4,1153.0,850,21,108.04,434,3.0,2.0,0,1,0,0,1,0,0,1
+379000000,1,58.42,8,2990.0,2182,22,75.08,223,3.0,1.0,0,1,0,0,1,0,0,1
+95000000,0,59.8,15,810.0,604,11,76.04,108,3.0,2.0,0,1,0,0,1,0,0,1
+750000000,1,84.96,12,1208.0,844,10,111.82,194,3.0,2.0,0,1,0,0,1,0,0,1
+329000000,1,49.94,9,2800.0,2830,23,70.52,870,2.0,1.0,1,0,0,1,0,1,0,0
+273000000,1,59.4,5,1704.0,2340,18,79.34,324,3.0,1.0,1,0,0,0,1,1,0,0
+289000000,0,84.99,9,249.0,214,3,106.04,44,3.0,2.0,1,0,0,1,0,0,0,1
+899000000,1,82.45,12,2100.0,2100,21,108.43,672,3.0,2.0,1,0,0,1,0,1,0,0
+327500000,1,59.91,9,522.0,409,9,75.4,170,3.0,2.0,0,1,0,0,1,0,0,1
+820000000,1,59.99,5,7876.0,5563,65,82.47,29,3.0,2.0,1,0,0,1,0,0,0,1
+418000000,1,59.97,2,1152.0,1161,16,84.03,168,3.0,2.0,0,1,0,0,1,0,0,1
+497000000,1,84.89,13,1314.0,1162,7,112.39,352,3.0,2.0,0,1,1,0,0,0,0,1
+120000000,0,84.99,25,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,114.66,3,1676.0,1278,7,137.23,395,4.0,2.0,0,1,0,0,1,0,0,1
+135000000,0,78.11,15,2169.0,2181,15,97.99,250,3.0,1.0,0,1,1,0,0,1,0,0
+306000000,1,84.32,13,1092.0,876,5,103.23,619,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,84.04899999999998,2,1257.0,977,12,104.2,190,3.0,2.0,0,1,0,0,1,0,0,1
+968000000,1,84.99,21,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
+255000000,1,59.98,8,167.0,427,2,78.93,83,2.0,1.0,0,1,0,0,1,1,0,0
+418000000,1,58.14,13,646.0,1045,9,79.9,807,3.0,1.0,1,0,0,1,0,1,0,0
+133800000,0,84.98,9,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
+698000000,1,114.98,16,3310.0,2517,42,136.39,148,4.0,2.0,1,0,0,1,0,0,0,1
+115000000,0,59.83,6,565.0,702,10,87.14,310,3.0,1.0,0,1,0,0,1,0,0,1
+235000000,1,84.94,11,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
+114500000,0,49.94,11,482.0,900,8,73.02,537,2.0,1.0,0,1,0,0,1,1,0,0
+379000000,1,84.9623,12,269.0,235,4,107.04,109,3.0,2.0,0,1,0,0,1,0,0,1
+383000000,1,84.84,11,246.0,397,5,102.96,382,3.0,2.0,0,1,0,0,1,0,0,1
+319000000,1,59.97,12,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
+137000000,0,59.85,5,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
+130000000,0,84.98,12,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
+628000000,0,125.4155,42,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,84.93,5,619.0,564,7,105.95,105,3.0,2.0,0,1,0,0,1,0,0,1
+535000000,1,84.97,2,3310.0,2517,42,107.49,116,3.0,2.0,1,0,0,1,0,0,0,1
+370000000,0,84.9887,19,1274.0,1079,4,112.33,361,3.0,2.0,0,1,0,0,1,0,0,1
+323000000,1,59.94,3,3060.0,2412,31,82.67,545,3.0,1.0,0,1,0,0,1,0,0,1
+161000000,0,59.9467,16,457.0,497,8,86.85,170,3.0,2.0,0,1,0,0,1,0,0,1
+479000000,1,59.79,15,633.0,531,10,84.13,67,3.0,2.0,1,0,0,1,0,0,0,1
+160000000,0,59.685,5,159.0,211,1,78.51,115,3.0,1.0,0,1,0,0,1,0,0,1
+78000000,0,59.4,1,390.0,366,2,80.77,189,3.0,1.0,0,1,0,0,1,1,0,0
+280000000,0,84.9899,11,454.0,430,7,104.75,250,3.0,2.0,0,1,0,0,1,0,0,1
+64000000,0,42.29,13,536.0,1366,14,58.9,413,2.0,1.0,0,1,0,0,1,1,0,0
+562000000,0,126.9004,9,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
+580000000,1,84.97,19,3310.0,2517,42,107.49,55,3.0,2.0,1,0,0,1,0,0,0,1
+746000000,1,84.751,4,4494.0,4494,56,104.39,600,3.0,1.0,1,0,0,1,0,0,0,1
+320000000,0,84.99,10,1573.0,1733,13,102.69,628,3.0,2.0,0,1,0,0,1,0,0,1
+203000000,0,84.9888,1,522.0,524,6,105.86,249,3.0,2.0,0,1,0,0,1,0,0,1
+392000000,1,43.79,7,430.0,839,7,62.51,410,2.0,1.0,1,0,0,1,0,1,0,0
+780000000,1,84.85,1,834.0,417,3,106.22,297,3.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,114.752,10,2733.0,2197,30,140.05,511,4.0,2.0,0,1,0,0,1,0,0,1
+100000000,0,83.88,8,71.0,190,1,99.9,103,3.0,2.0,0,1,0,0,1,0,1,0
+182500000,0,59.98,13,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
+990000000,1,149.59,11,588.0,588,8,161.26,96,5.0,2.0,1,0,0,1,0,0,0,1
+183000000,1,44.52,10,78.0,1800,10,59.2,1800,2.0,1.0,0,1,1,0,0,1,0,0
+515000000,1,84.6,14,809.0,703,7,108.26,260,3.0,2.0,0,1,0,0,1,0,0,1
+165000000,0,83.52,18,220.0,285,2,106.96,135,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,59.82,10,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
+240000000,0,84.98,13,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+595000000,1,84.9958,16,2697.0,1653,29,105.25,615,3.0,2.0,0,1,0,0,1,0,0,1
+140000000,0,59.83,2,178.0,220,1,80.28,88,3.0,1.0,0,1,0,0,1,0,0,1
+307000000,1,84.96,15,708.0,823,5,103.2,260,3.0,2.0,0,1,0,0,1,0,0,1
+515000000,0,100.945,36,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
+468000000,1,84.97,14,1560.0,1247,24,110.25,165,3.0,2.0,0,1,0,0,1,0,0,1
+515000000,1,118.25,8,1299.0,1080,8,137.65,180,0.0,0.0,0,1,1,0,0,0,0,1
+450000000,1,59.98,7,650.0,561,15,80.49,164,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,117.15,7,188.0,153,3,151.71,19,4.0,2.0,0,1,0,0,1,0,0,1
+282000000,1,63.53,12,570.0,570,5,85.76,315,2.0,1.0,0,1,0,0,1,1,0,0
+220000000,1,45.55,15,360.0,1980,12,55.33,120,2.0,1.0,1,0,0,1,0,0,0,1
+357000000,1,83.21,10,1930.0,1482,9,107.43,670,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,79.777,2,2554.0,2462,31,109.8,901,3.0,2.0,0,1,0,0,1,0,0,1
+178000000,1,49.85,11,379.0,1192,8,70.04,180,3.0,1.0,0,1,1,0,0,1,0,0
+583000000,1,114.16,9,409.0,353,6,143.14,48,4.0,2.0,1,0,0,1,0,0,0,1
+418000000,0,84.9636,17,5755.0,3000,15,118.61,816,3.0,2.0,0,1,0,0,1,0,0,1
+440000000,1,59.956,13,201.0,180,3,78.45,26,2.0,2.0,0,1,0,0,1,0,0,1
+333000000,1,49.94,14,350.0,750,5,69.1,210,2.0,1.0,0,1,0,0,1,1,0,0
+370000000,0,84.949,17,481.0,416,5,105.8,174,3.0,2.0,0,1,0,0,1,0,0,1
+303000000,1,84.72,5,954.0,1259,10,108.68,375,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,59.97,1,282.0,273,3,93.64,142,2.0,1.0,0,1,0,0,1,1,0,0
+149000000,1,38.64,13,2328.0,2328,18,50.4,360,2.0,1.0,1,0,0,1,0,1,0,0
+110000000,0,103.17,13,56.0,148,1,122.63,30,3.0,2.0,0,1,0,0,1,0,0,1
+99500000,0,84.93,3,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
+364300000,1,59.98,10,1307.0,994,14,80.15,156,2.0,1.0,0,1,0,0,1,0,0,1
+240000000,1,84.97,5,3146.0,2810,25,99.67,1240,3.0,2.0,0,1,0,0,1,0,0,1
+676000000,1,84.97,17,512.0,1056,10,106.3,636,3.0,2.0,0,1,0,0,1,0,0,1
+435000000,0,73.92,8,3240.0,3060,33,100.06,516,3.0,1.0,0,1,1,0,0,1,0,0
+411500000,1,49.5,15,619.0,1556,12,66.29,450,3.0,1.0,1,0,0,1,0,1,0,0
+86500000,0,59.76,25,1789.0,1669,10,80.01,675,3.0,1.0,0,1,1,0,0,1,0,0
+265000000,1,59.28,15,245.0,219,2,85.85,95,3.0,1.0,0,1,0,0,1,1,0,0
+225000000,1,39.6,4,619.0,1556,12,51.86,630,2.0,1.0,1,0,0,1,0,1,0,0
+525000000,0,166.578,23,1578.0,922,9,202.5,196,4.0,2.0,0,1,0,0,1,0,0,1
+103000000,0,53.5994,8,193.0,261,1,70.64,40,3.0,1.0,0,1,0,0,1,0,0,1
+583000000,0,147.69,13,749.0,290,1,173.84,148,4.0,2.0,0,1,0,0,1,0,0,1
+239000000,0,59.97,16,220.0,216,2,81.27,54,3.0,1.0,0,1,0,0,1,0,0,1
+332000000,0,124.71,1,946.0,414,17,155.09,40,3.0,2.0,1,0,0,1,0,0,0,1
+770000000,1,84.025,12,185.0,162,3,106.67,38,3.0,2.0,0,1,0,0,1,0,0,1
+170000000,0,59.94600000000001,11,1093.0,1002,12,79.59,444,3.0,1.0,1,0,0,1,0,0,0,1
+125000000,1,58.65,2,486.0,763,11,80.58,114,3.0,1.0,1,0,0,1,0,1,0,0
+236000000,1,59.58,4,4932.0,4509,31,81.7,684,2.0,1.0,0,1,1,0,0,1,0,0
+82000000,0,40.425,7,260.0,999,9,56.44,114,3.0,1.0,0,1,0,0,1,1,0,0
+555000000,1,114.793,7,576.0,503,10,143.8,81,4.0,2.0,0,1,0,0,1,0,0,1
+403000000,1,84.98,5,294.0,161,2,107.96,101,3.0,2.0,0,1,0,0,1,0,0,1
+152000000,0,73.34,11,440.0,326,4,89.37,102,3.0,1.0,0,1,0,0,1,0,0,1
+699000000,1,84.6099,2,1971.0,1559,22,109.19,649,3.0,2.0,0,1,0,0,1,0,0,1
+287000000,1,84.89,14,242.0,252,3,100.66,108,3.0,2.0,0,1,0,0,1,0,0,1
+275000000,1,61.25,3,106.0,125,1,88.44,15,3.0,1.0,0,1,0,0,1,1,0,0
+100000000,0,84.48,2,117.0,235,2,100.38,162,3.0,2.0,0,1,0,0,1,0,0,1
+281000000,1,59.855,7,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
+305000000,1,84.94,6,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+195000000,1,49.5,8,334.0,884,5,63.48,255,2.0,1.0,0,1,0,1,0,1,0,0
+62000000,0,49.32,14,202.0,504,4,68.13,141,2.0,1.0,0,1,0,0,1,1,0,0
+189000000,0,71.6577,11,1309.0,1048,11,98.36,277,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,0,84.7287,15,443.0,436,4,110.3,100,3.0,2.0,0,1,0,0,1,0,0,1
+348000000,1,84.97,4,1602.0,1253,15,109.63,186,3.0,2.0,0,1,0,0,1,0,0,1
+115000000,0,84.8,16,476.0,476,2,105.44,182,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,79.098,16,346.0,299,2,108.29,192,3.0,2.0,0,1,0,0,1,0,0,1
+2220000000,1,132.94,10,1164.0,1140,15,145.74,288,4.0,2.0,1,0,0,1,0,0,0,1
+378500000,1,84.75,17,456.0,811,6,108.45,324,3.0,2.0,0,1,0,0,1,0,0,1
+690000000,1,114.76,10,411.0,366,6,139.17,72,4.0,2.0,0,1,0,0,1,0,0,1
+100000000,0,84.92,8,1000.0,865,5,104.83,614,3.0,2.0,0,1,0,0,1,0,0,1
+155000000,0,59.8,3,1833.0,1812,20,78.79,755,3.0,1.0,0,1,0,0,1,1,0,0
+330000000,0,84.838,10,655.0,305,2,110.93,101,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,59.9,12,173.0,184,3,76.43,19,3.0,1.0,0,1,0,0,1,1,0,0
+687000000,1,59.73,13,1066.0,1050,12,81.24,72,3.0,2.0,1,0,0,1,0,0,0,1
+700000000,0,151.9156,38,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+265000000,1,59.4,4,154.0,140,1,73.52,63,3.0,1.0,0,1,0,0,1,1,0,0
+609000000,1,59.981,8,87.0,114,4,87.57,36,3.0,2.0,1,0,0,1,0,0,0,1
+153500000,0,84.82,8,795.0,795,12,102.28,240,3.0,2.0,0,1,1,0,0,0,0,1
+114000000,0,84.8,12,476.0,476,2,105.44,182,3.0,2.0,0,1,0,0,1,0,0,1
+794000000,0,125.4155,6,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
+350000000,0,84.41,26,948.0,540,4,99.52,142,3.0,2.0,0,1,0,0,1,0,0,1
+363000000,0,84.958,20,754.0,478,6,109.67,78,3.0,2.0,0,1,0,0,1,0,0,1
+75000000,0,49.08,19,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+320000000,1,84.73,2,163.0,138,2,112.0,124,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,59.94,15,1535.0,1410,19,80.99,188,2.0,1.0,0,1,0,0,1,0,0,1
+215000000,0,59.92,15,1263.0,916,14,80.0,295,3.0,1.0,0,1,0,0,1,0,0,1
+180000000,1,84.98,3,170.0,208,2,102.25,5,3.0,2.0,0,1,0,0,1,0,0,1
+297000000,0,41.52,3,3240.0,3060,33,55.33,263,2.0,1.0,0,1,1,0,0,1,0,0
+215000000,0,84.88799999999998,22,2381.0,1391,14,107.97,134,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,59.24,17,290.0,257,2,89.31,9,3.0,1.0,0,1,0,0,1,1,0,0
+420000000,1,84.95,10,300.0,1320,12,101.83,480,3.0,2.0,0,1,1,0,0,0,0,1
+428000000,1,59.94,15,4329.0,5150,42,85.9,864,3.0,1.0,0,1,0,0,1,1,0,0
+500000000,1,59.76,21,1208.0,1170,13,75.33,19,2.0,1.0,0,1,0,0,1,0,0,1
+450000000,1,84.96,22,5402.0,5387,49,106.86,792,3.0,2.0,0,1,1,0,0,0,0,1
+334000000,1,58.14,7,1016.0,1016,9,79.91,838,3.0,1.0,1,0,0,1,0,1,0,0
+498000000,1,84.91,9,510.0,735,6,102.76,450,3.0,1.0,1,0,0,1,0,0,0,1
+635000000,1,126.16,14,1335.0,1335,16,136.83,240,4.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,84.97,14,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
+830000000,1,50.64,3,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
+420000000,1,39.53,3,1753.0,1753,11,56.4,640,2.0,1.0,1,0,0,1,0,1,0,0
+339000000,0,122.9131,5,1362.0,763,15,148.59,188,4.0,2.0,0,1,0,1,0,0,0,1
+470000000,1,84.677,7,2270.0,1764,19,115.48,296,3.0,2.0,0,1,0,0,1,0,0,1
+189430000,0,84.9902,2,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
+259000000,1,84.96,16,711.0,634,6,108.54,246,3.0,2.0,0,1,1,0,0,0,0,1
+455000000,1,84.786,21,2270.0,1764,19,115.58,453,3.0,2.0,0,1,0,0,1,0,0,1
+460000000,1,114.5,20,546.0,458,7,142.74,110,4.0,2.0,0,1,0,0,1,0,0,1
+87000000,1,46.8,10,1590.0,1590,9,63.74,455,2.0,1.0,0,1,1,0,0,1,0,0
+205500000,1,37.67,11,646.0,1045,9,55.27,238,2.0,1.0,1,0,0,1,0,1,0,0
+250000000,0,126.65,19,728.0,710,9,152.17,132,4.0,2.0,0,1,0,0,1,0,0,1
+80000000,0,42.29,13,536.0,1366,14,58.9,413,2.0,1.0,0,1,0,0,1,1,0,0
+370000000,1,84.86,13,258.0,239,3,110.52,163,3.0,2.0,0,1,0,0,1,0,0,1
+275000000,0,59.86,2,955.0,926,7,85.42,506,3.0,1.0,0,1,0,0,1,1,0,0
+140000000,0,59.99,4,663.0,893,11,76.57,683,3.0,1.0,0,1,0,0,1,0,0,1
+420000000,1,95.39,7,346.0,456,8,103.33,180,3.0,1.0,0,1,1,0,0,0,0,1
+250000000,1,84.94,1,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+248000000,1,51.9835,7,146.0,134,3,66.42,2,2.0,1.0,0,1,0,0,1,0,0,1
+265000000,1,59.9,1,454.0,406,3,87.41,210,3.0,1.0,0,1,0,0,1,1,0,0
+223000000,1,58.2159,17,122.0,152,1,85.12,152,3.0,2.0,0,1,0,0,1,0,0,1
+325000000,1,59.99,19,1177.0,1074,16,82.87,514,3.0,2.0,0,1,0,0,1,0,0,1
+158000000,1,58.72,7,212.0,214,2,79.12,100,3.0,1.0,0,1,0,0,1,1,0,0
+345000000,1,115.53,10,902.0,919,7,138.21,84,4.0,2.0,0,1,0,0,1,0,0,1
+1480000000,1,84.943,26,6075.0,3410,44,116.87,682,3.0,2.0,1,0,0,1,0,0,0,1
+263000000,1,84.97,2,137.0,119,1,113.74,73,3.0,2.0,0,1,0,0,1,0,0,1
+590000000,1,84.95,14,4890.0,3293,51,112.45,66,3.0,2.0,1,0,0,1,0,0,0,1
+278000000,1,89.46,12,1000.0,1000,13,106.59,712,3.0,2.0,1,0,0,1,0,0,0,1
+108000000,0,44.87,3,789.0,825,8,65.87,465,3.0,1.0,0,1,0,0,1,1,0,0
+368000000,1,59.88,20,519.0,492,5,81.34,175,3.0,1.0,0,1,0,0,1,0,0,1
+355000000,1,84.9829,9,224.0,213,3,119.51,9,3.0,2.0,0,1,0,0,1,0,0,1
+572000000,0,120.422,4,524.0,375,4,155.06,50,4.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,59.76,18,407.0,456,3,80.53,209,2.0,1.0,1,0,0,1,0,0,0,1
+252200000,0,84.9668,7,422.0,358,3,113.13,180,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,1,84.93,1,630.0,561,7,108.83,257,3.0,2.0,0,1,0,0,1,0,0,1
+158000000,0,116.85,5,670.0,661,6,140.99,96,4.0,2.0,0,1,0,0,1,0,0,1
+470000000,1,114.96,15,1188.0,1329,16,134.86,270,4.0,2.0,0,1,0,0,1,0,0,1
+232000000,0,84.93,1,1552.0,1035,9,101.49,330,3.0,2.0,0,1,1,0,0,0,0,1
+130000000,0,59.73,15,421.0,413,2,82.54,72,3.0,1.0,0,1,0,0,1,1,0,0
+720000000,1,84.65,3,444.0,297,6,107.74,72,3.0,2.0,0,1,0,0,1,0,0,1
+575000000,1,84.52,6,113.0,113,1,115.7,46,3.0,2.0,0,1,0,0,1,0,0,1
+112000000,0,59.94,1,295.0,298,2,80.25,76,3.0,1.0,0,1,0,0,1,0,0,1
+403000000,1,84.97,18,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
+258000000,1,59.91,4,158.0,168,2,84.69,80,3.0,1.0,0,1,0,0,1,0,0,1
+203000000,1,84.94,8,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+85000000,0,81.72,4,96.0,120,2,95.06,54,3.0,2.0,0,1,0,0,1,0,1,0
+395000000,1,84.964,2,479.0,381,10,109.92,40,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,59.93,17,1352.0,939,15,82.56,298,3.0,1.0,0,1,0,0,1,1,0,0
+1200000000,1,60.76,14,400.0,900,8,83.48,180,3.0,1.0,1,0,1,0,0,1,0,0
+95000000,0,46.27,8,1340.0,1340,10,65.78,1340,3.0,1.0,0,1,0,0,1,0,0,1
+327500000,1,73.89,9,806.0,660,4,97.81,420,3.0,1.0,0,1,1,0,0,1,0,0
+248000000,0,65.6536,2,1294.0,1035,16,86.21,197,3.0,2.0,1,0,0,1,0,0,0,1
+890000000,1,91.26,9,1104.0,1882,34,116.35,90,3.0,1.0,1,0,0,1,0,1,0,0
+210000000,1,49.77,15,706.0,1313,9,67.36,408,2.0,1.0,1,0,0,1,0,1,0,0
+123000000,0,50.85,5,150.0,149,4,64.03,18,2.0,1.0,0,1,0,0,1,0,1,0
+85000000,0,59.9325,2,498.0,1153,11,78.36,150,3.0,1.0,0,1,0,0,1,1,0,0
+910000000,1,84.97,16,7712.0,5678,72,109.47,556,3.0,2.0,1,0,0,1,0,0,0,1
+390000000,1,84.52,14,432.0,682,5,103.75,240,3.0,2.0,1,0,1,0,0,0,0,1
+290000000,1,78.57,9,218.0,218,3,93.95,31,3.0,1.0,0,1,0,0,1,0,0,1
+106000000,0,43.33,1,520.0,520,9,50.41,90,2.0,1.0,0,1,0,0,1,0,0,1
+1150000000,1,84.81,17,1767.0,1264,26,112.5,137,3.0,2.0,0,1,0,0,1,0,0,1
+467500000,1,129.37,5,457.0,478,4,153.8,84,4.0,2.0,1,0,0,1,0,0,0,1
+350000000,0,84.958,6,754.0,478,6,116.72,127,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,1,84.85,10,195.0,130,1,106.47,1,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,59.58,15,4932.0,4509,31,81.7,684,2.0,1.0,0,1,1,0,0,1,0,0
+800000000,1,96.75,4,1468.0,1480,25,105.15,648,3.0,1.0,0,1,1,0,0,1,0,0
+139000000,0,57.81,2,71.0,380,6,65.16,70,3.0,1.0,0,1,0,0,1,0,0,1
+254000000,0,59.6715,23,1858.0,1828,17,80.5,481,3.0,2.0,0,1,0,0,1,0,0,1
+143000000,0,67.97,10,359.0,576,6,86.63,576,3.0,1.0,0,1,0,0,1,0,0,1
+70000000,0,59.95,3,510.0,930,11,70.88,360,2.0,1.0,0,1,0,0,1,0,0,1
+523000000,0,84.97200000000002,3,740.0,581,7,116.42,56,3.0,2.0,0,1,0,0,1,0,0,1
+221000000,0,84.62,16,287.0,612,6,105.67,272,3.0,2.0,0,1,0,0,1,0,0,1
+1300000000,1,56.57,5,2500.0,5040,124,59.5,65,3.0,1.0,0,1,0,0,1,0,0,1
+257000000,1,83.85,12,373.0,658,8,101.68,192,3.0,2.0,0,1,0,0,1,0,0,1
+249000000,1,45.96,21,340.0,461,1,61.38,66,1.0,1.0,0,1,0,0,1,1,0,0
+585000000,1,84.98,17,417.0,363,7,110.92,65,3.0,2.0,0,1,0,0,1,0,0,1
+305000000,0,84.9471,5,327.0,315,5,113.14,1,3.0,2.0,0,1,0,0,1,0,0,1
+158000000,0,59.67,3,1282.0,1166,10,79.28,400,2.0,1.0,0,1,0,0,1,0,0,1
+739000000,1,59.25,10,1920.0,1511,18,79.61,554,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,0,119.25,10,2716.0,2302,24,144.77,246,4.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,70.3,5,771.0,783,8,89.22,232,3.0,1.0,0,1,0,0,1,0,0,1
+170000000,1,38.92,4,150.0,204,5,50.8,96,2.0,1.0,0,1,0,0,1,0,0,1
+81000000,0,41.16,1,482.0,900,8,58.26,90,2.0,1.0,0,1,0,0,1,1,0,0
+210000000,1,43.2,2,633.0,557,7,58.83,192,2.0,1.0,1,0,0,1,0,1,0,0
+230000000,1,51.48,2,2455.0,3930,32,72.81,1050,2.0,1.0,1,0,0,1,0,1,0,0
+200000000,0,84.99,3,1066.0,690,4,107.13,71,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,76.78,1,155.0,322,1,99.89,16,3.0,1.0,0,1,0,0,1,0,0,1
+315000000,0,84.7737,23,1858.0,1828,17,106.64,521,3.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,84.9,11,580.0,480,6,105.94,176,3.0,2.0,0,1,0,0,1,0,0,1
+232050000,0,84.9945,4,195.0,114,2,118.74,26,3.0,2.0,0,1,0,0,1,0,0,1
+295000000,1,84.83,14,853.0,996,10,108.33,484,3.0,2.0,0,1,0,0,1,0,0,1
+130000000,1,71.22,8,259.0,408,3,82.4,84,3.0,1.0,0,1,0,0,1,0,0,1
+265000000,0,84.9926,12,829.0,703,7,109.13,35,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,114.99,23,3060.0,2412,31,146.14,685,4.0,2.0,0,1,0,0,1,0,0,1
+440000000,1,84.8,3,625.0,537,8,109.87,537,3.0,2.0,1,0,0,1,0,0,0,1
+530000000,1,84.42,23,519.0,492,5,108.34,317,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,53.37,5,413.0,591,4,73.17,155,2.0,1.0,0,1,0,0,1,1,0,0
+127000000,0,49.965,9,260.0,999,9,69.76,885,3.0,1.0,0,1,0,0,1,1,0,0
+245000000,0,134.14,7,1000.0,865,5,156.42,76,0.0,0.0,0,1,0,0,1,0,0,1
+250000000,1,84.96,16,1459.0,1371,13,110.12,19,3.0,2.0,0,1,0,0,1,0,0,1
+439000000,1,84.91,18,1096.0,1017,11,108.11,334,3.0,2.0,0,1,1,0,0,0,0,1
+254000000,0,84.42,23,383.0,394,4,105.79,130,3.0,2.0,0,1,0,0,1,0,0,1
+570000000,1,84.95,10,263.0,221,7,106.04,116,3.0,2.0,0,1,0,0,1,0,0,1
+833000000,1,105.04,3,264.0,481,6,113.05,117,3.0,1.0,1,0,0,1,0,1,0,0
+832500000,1,59.95,3,9766.0,6864,66,86.85,600,3.0,2.0,1,0,0,1,0,0,0,1
+408000000,1,84.92,14,878.0,1454,13,105.14,348,3.0,2.0,0,1,1,0,0,0,0,1
+276000000,1,84.94,13,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+261000000,0,84.9949,9,1875.0,1627,13,109.62,929,3.0,2.0,0,1,0,0,1,0,0,1
+680000000,1,75.16,4,496.0,496,13,90.35,196,3.0,1.0,1,0,0,1,0,0,0,1
+450000000,1,59.95,4,690.0,582,11,78.46,234,3.0,2.0,0,1,0,0,1,0,0,1
+203000000,0,84.7737,23,1858.0,1828,17,106.64,122,3.0,2.0,0,1,0,0,1,0,0,1
+500000000,0,127.489,13,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
+1165960000,1,84.943,2,6075.0,3410,44,116.87,682,3.0,2.0,1,0,0,1,0,0,0,1
+280000000,0,111.57,33,543.0,431,3,139.71,87,3.0,2.0,0,1,0,0,1,0,0,1
+130000000,0,84.955,8,415.0,464,3,106.66,166,3.0,2.0,0,1,0,0,1,0,0,1
+470000000,1,84.955,4,767.0,532,6,111.22,235,3.0,2.0,0,1,0,0,1,0,0,1
+268000000,1,84.92,7,274.0,204,2,104.5,82,3.0,2.0,0,1,0,0,1,0,0,1
+388000000,1,114.87,7,265.0,225,2,150.09,47,4.0,2.0,0,1,0,0,1,0,0,1
+412500000,0,145.918,8,2381.0,1391,14,179.62,93,4.0,2.0,0,1,0,0,1,0,0,1
+83000000,1,38.64,15,2328.0,2328,18,50.4,360,2.0,1.0,1,0,0,1,0,1,0,0
+124000000,1,36.16,14,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
+825000000,1,84.39,24,489.0,387,2,115.31,54,3.0,2.0,1,0,0,1,0,0,0,1
+133000000,0,84.9,10,348.0,274,1,116.14,25,3.0,2.0,0,1,0,0,1,1,0,0
+448000000,1,50.54,2,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
+234500000,0,84.9,18,449.0,370,2,110.49,288,3.0,2.0,0,1,0,0,1,0,0,1
+700000000,0,115.687,22,3728.0,1631,3,168.25,46,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,0,123.307,22,5755.0,3000,15,164.91,623,4.0,2.0,0,1,0,0,1,0,0,1
+305000000,0,123.35,4,1180.0,761,17,151.26,180,4.0,2.0,0,1,0,1,0,0,0,1
+71000000,0,45.5,14,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
+214170000,0,84.525,16,294.0,241,2,106.79,92,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,59.86,4,965.0,643,4,83.81,140,3.0,1.0,0,1,0,0,1,1,0,0
+333000000,1,59.95,8,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
+216000000,0,84.59,10,662.0,588,10,112.64,150,3.0,2.0,1,0,0,1,0,0,0,1
+430000000,1,84.98,12,453.0,453,5,109.09,192,3.0,2.0,0,1,0,0,1,0,0,1
+273000000,1,60.42,4,713.0,969,11,62.81,144,2.0,1.0,0,1,1,0,0,1,0,0
+468000000,1,84.98,8,306.0,221,5,105.0,84,3.0,2.0,0,1,0,0,1,1,0,0
+274000000,0,59.676,7,1277.0,1110,13,92.16,276,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,84.87,9,4753.0,3169,30,114.51,424,3.0,1.0,0,1,0,0,1,1,0,0
+263000000,1,59.94,14,393.0,684,6,80.24,363,2.0,1.0,0,1,0,0,1,1,0,0
+900000000,1,59.77,5,2530.0,1976,25,83.87,80,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,50.14,14,2455.0,3930,32,68.59,1120,2.0,1.0,1,0,0,1,0,1,0,0
+221000000,0,84.88799999999998,6,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+130000000,0,84.88,1,350.0,450,5,103.68,270,3.0,2.0,0,1,0,0,1,0,0,1
+565000000,0,125.4155,32,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
+533000000,1,134.95,5,1762.0,1495,18,162.82,174,4.0,2.0,0,1,0,0,1,0,0,1
+50200000,0,40.13,1,84.0,700,16,45.92,699,2.0,1.0,0,1,0,0,1,0,0,1
+175000000,1,68.59,14,201.0,214,1,95.24,15,3.0,2.0,0,1,0,0,1,1,0,0
+184000000,0,84.975,2,306.0,200,3,106.18,98,3.0,2.0,0,1,0,0,1,0,0,1
+770000000,1,59.98,3,1289.0,1156,10,81.54,86,3.0,2.0,0,1,0,0,1,0,0,1
+1530000000,1,72.51,5,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
+523000000,1,100.35,8,983.0,680,13,122.51,208,3.0,2.0,1,0,0,1,0,0,0,1
+183000000,1,59.9,8,1590.0,1590,9,85.16,330,3.0,1.0,0,1,1,0,0,0,0,1
+208000000,1,50.14,4,2455.0,3930,32,68.59,1120,2.0,1.0,1,0,0,1,0,1,0,0
+495000000,1,114.86,4,2513.0,1224,13,149.58,20,4.0,2.0,0,1,0,0,1,0,1,0
+179000000,0,59.98,14,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
+710000000,1,134.914,15,986.0,564,11,164.73,210,4.0,2.0,1,0,0,1,0,0,0,1
+405000000,1,84.495,2,180.0,277,3,97.86,148,3.0,2.0,0,1,0,0,1,0,0,1
+515000000,1,114.97,5,684.0,580,13,136.98,112,4.0,2.0,0,1,0,0,1,0,0,1
+468000000,1,49.86,14,1753.0,1753,11,67.75,577,2.0,1.0,1,0,0,1,0,1,0,0
+395000000,1,84.82,15,710.0,629,9,108.98,30,3.0,2.0,1,0,0,1,0,0,0,1
+287000000,0,101.74,15,1180.0,761,17,124.75,176,3.0,2.0,0,1,0,1,0,0,0,1
+126000000,1,49.77,7,706.0,1313,9,67.36,408,2.0,1.0,1,0,0,1,0,1,0,0
+148500000,0,59.8,6,194.0,190,1,79.52,92,3.0,1.0,0,1,0,0,1,0,0,1
+470000000,1,84.79,21,799.0,669,9,106.38,489,3.0,2.0,0,1,0,0,1,0,0,1
+239000000,1,32.34,3,255.0,350,1,40.54,298,1.0,1.0,0,1,0,0,1,1,0,0
+247000000,1,49.75,9,800.0,986,9,74.84,427,3.0,1.0,0,1,0,0,1,1,0,0
+940000000,1,115.47,4,1444.0,1848,36,143.81,90,3.0,2.0,1,0,0,1,0,1,0,0
+105000000,0,59.6054,18,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
+73000000,0,41.85,7,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
+680000000,1,84.95100000000002,11,1185.0,882,16,112.29,222,3.0,2.0,0,1,0,0,1,0,0,1
+217000000,1,43.2,3,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
+189700000,1,59.4,10,630.0,561,7,84.87,232,3.0,1.0,0,1,0,0,1,1,0,0
+400000000,1,79.97,2,500.0,579,6,101.99,291,3.0,1.0,0,1,1,0,0,1,0,0
+1900000000,1,181.51,8,240.0,112,4,205.27,48,4.0,2.0,0,1,0,0,1,0,0,1
+298000000,1,59.78,15,454.0,372,2,85.86,122,3.0,1.0,0,1,0,0,1,0,0,1
+430000000,1,80.64,7,700.0,712,7,105.97,712,3.0,2.0,1,0,0,1,0,1,0,0
+180000000,1,39.89,5,154.0,216,1,57.7,171,1.0,1.0,0,1,0,0,1,1,0,0
+274000000,1,59.76,15,1664.0,1261,10,86.19,262,2.0,1.0,0,1,0,0,1,1,0,0
+557500000,1,151.41,11,1052.0,964,11,183.8,32,5.0,2.0,0,1,0,0,1,0,0,1
+630000000,1,84.947,8,1428.0,1070,16,109.6,285,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,1,84.354,7,158.0,139,2,109.86,83,3.0,2.0,0,1,0,0,1,0,0,1
+114000000,1,41.3,13,676.0,2265,26,58.44,510,2.0,1.0,1,0,0,1,0,1,0,0
+238000000,0,84.96,15,241.0,201,2,106.83,30,3.0,2.0,0,1,0,0,1,0,0,1
+537000000,1,84.81,15,545.0,545,5,103.86,485,3.0,2.0,1,0,0,1,0,0,0,1
+289000000,1,84.94,12,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
+63500000,0,52.11,5,258.0,714,9,71.74,714,3.0,1.0,0,1,0,0,1,1,0,0
+71500000,0,59.97,24,225.0,343,1,92.56,123,3.0,1.0,0,1,0,0,1,1,0,0
+334500000,0,84.9993,13,1314.0,1249,16,107.34,386,3.0,2.0,1,0,0,1,0,0,0,1
+200000000,1,45.9,11,2800.0,2830,23,60.78,180,2.0,1.0,1,0,0,1,0,0,0,1
+185000000,1,59.91,15,349.0,297,3,77.82,140,3.0,1.0,0,1,0,0,1,1,0,0
+560000000,1,107.95,9,576.0,396,6,131.18,276,3.0,2.0,0,1,0,0,1,0,0,1
+574000000,0,84.98700000000002,14,979.0,745,7,111.33,159,3.0,2.0,1,0,0,1,0,0,0,1
+725000000,1,83.69,3,641.0,802,15,105.58,0,3.0,1.0,1,0,0,1,0,0,0,1
+1500000000,1,126.31,7,1821.0,1129,13,165.5,177,4.0,2.0,1,0,0,0,1,0,0,1
+146000000,0,59.7,7,1098.0,1110,8,72.93,300,3.0,1.0,0,1,0,0,1,0,0,1
+160000000,1,41.26,9,800.0,986,9,58.78,107,2.0,1.0,0,1,0,0,1,1,0,0
+575000000,1,101.9176,18,3210.0,2061,25,136.16,411,3.0,2.0,0,1,0,0,1,0,0,1
+134000000,0,57.09,6,800.0,1000,9,78.3,600,3.0,1.0,0,1,0,0,1,1,0,0
+1240000000,0,217.1614,16,1086.0,390,4,268.0,128,4.0,3.0,0,1,0,0,1,0,0,1
+135000000,0,73.65,9,56.0,148,1,90.85,45,2.0,1.0,0,1,0,0,1,0,1,0
+330000000,1,84.96,19,824.0,1236,10,104.82,200,3.0,2.0,0,1,0,0,1,0,0,1
+85000000,0,59.57,3,143.0,204,2,79.79,56,2.0,1.0,0,1,0,0,1,0,1,0
+130000000,0,84.89,14,250.0,255,1,102.91,135,3.0,1.0,0,1,0,0,1,0,0,1
+275000000,0,131.07,13,2252.0,1895,17,157.42,338,4.0,2.0,0,1,0,0,1,0,0,1
+965000000,1,84.88,1,7712.0,5678,72,109.29,548,3.0,2.0,1,0,0,1,0,0,0,1
+444000000,1,59.94,7,793.0,951,11,79.96,176,3.0,1.0,0,1,0,0,1,0,0,1
+393500000,1,84.96,10,656.0,546,12,111.31,36,3.0,2.0,1,0,0,1,0,0,0,1
+140000000,0,59.76,3,862.0,831,12,80.59,187,3.0,1.0,0,1,0,0,1,0,0,1
+345000000,1,56.02,6,1161.0,1008,15,75.24,127,3.0,1.0,0,1,0,0,1,1,0,0
+900000000,1,56.57,5,2500.0,5040,124,59.5,65,3.0,1.0,0,1,0,0,1,0,0,1
+757000000,0,244.19,1,946.0,414,17,293.13,14,4.0,3.0,1,0,0,1,0,0,0,1
+72500000,0,67.45,15,1098.0,1110,8,82.35,330,3.0,1.0,0,1,0,0,1,0,0,1
+153000000,0,84.96,4,584.0,730,5,105.79,490,3.0,2.0,0,1,0,0,1,0,0,1
+180000000,1,60.89,3,180.0,357,7,66.12,56,2.0,1.0,0,1,0,0,1,0,0,1
+400000000,1,101.95,9,2251.0,2904,21,132.88,278,4.0,2.0,0,1,0,0,1,0,0,1
+1050000000,1,84.8,4,7712.0,5678,72,111.52,2938,3.0,2.0,1,0,0,1,0,0,0,1
+400000000,0,100.98,22,1120.0,800,9,130.24,183,3.0,2.0,0,1,0,0,1,0,0,1
+760000000,1,84.8919,4,4580.0,3885,51,113.0,520,3.0,2.0,0,1,0,0,1,0,0,1
+548000000,1,84.87799999999999,2,1054.0,886,11,110.77,200,3.0,2.0,0,1,0,0,1,0,0,1
+100000000,0,66.42,1,250.0,255,1,87.82,60,3.0,1.0,0,1,0,0,1,1,0,0
+288000000,1,59.76,19,1803.0,1597,8,87.63,440,2.0,1.0,0,1,1,0,0,1,0,0
+153000000,0,59.99,4,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+419000000,1,59.6983,4,588.0,528,12,79.61,232,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,35.28,13,840.0,1200,4,46.23,330,2.0,1.0,1,0,0,1,0,1,0,0
+980000000,1,131.08,10,1842.0,1842,26,141.57,432,4.0,2.0,1,0,0,1,0,0,0,1
+375000000,1,84.99,24,2251.0,2904,21,110.76,816,3.0,2.0,0,1,0,0,1,0,0,1
+95500000,0,84.6,24,150.0,143,1,106.88,120,3.0,2.0,0,1,0,0,1,0,0,1
+374610000,1,84.95,8,200.0,181,4,108.87,84,3.0,2.0,0,1,0,0,1,0,0,1
+244000000,0,84.93,8,1552.0,1035,9,101.49,330,3.0,2.0,0,1,1,0,0,0,0,1
+1345000000,1,154.44,9,1104.0,1882,34,190.1,84,4.0,2.0,1,0,0,1,0,1,0,0
+145000000,0,66.58,1,146.0,130,4,74.6,30,3.0,1.0,0,1,0,0,1,0,0,1
+500000000,0,84.5368,18,1174.0,1059,11,109.48,182,3.0,2.0,0,1,0,0,1,0,0,1
+1050000000,1,93.71,9,3300.0,1572,13,100.92,144,3.0,1.0,1,0,0,1,0,1,0,0
+190000000,0,84.88799999999998,5,2381.0,1391,14,107.97,134,3.0,2.0,0,1,0,0,1,0,0,1
+258000000,1,59.95,2,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
+272000000,0,60.83,5,3240.0,3060,33,83.12,504,3.0,1.0,0,1,1,0,0,1,0,0
+337000000,1,84.78,1,226.0,174,1,98.28,24,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,84.99600000000002,5,161.0,141,1,105.83,12,3.0,2.0,0,1,0,0,1,0,0,1
+75000000,0,24.2475,22,160.0,404,1,33.59,240,1.0,1.0,0,1,0,0,1,0,0,1
+224000000,0,84.975,20,808.0,710,9,107.58,292,3.0,2.0,0,1,0,0,1,0,0,1
+670000000,0,151.9156,43,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+1930000000,1,92.2,9,3300.0,1572,13,99.13,192,3.0,1.0,1,0,0,1,0,1,0,0
+1010000000,1,84.465,6,1335.0,713,11,107.36,80,3.0,2.0,1,0,0,1,0,0,0,1
+338000000,1,84.9713,2,169.0,140,1,106.02,59,3.0,2.0,0,1,0,0,1,0,0,1
+612000000,1,114.7143,10,433.0,349,8,133.52,89,4.0,2.0,0,1,0,0,1,0,0,1
+130000000,1,59.38,11,297.0,273,5,88.59,135,3.0,1.0,0,1,0,0,1,1,0,0
+93000000,0,84.945,8,471.0,450,3,103.74,370,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,0,110.72,7,2277.0,1728,25,138.36,682,4.0,2.0,0,1,0,0,1,0,0,1
+1119560000,1,84.984,15,6075.0,3410,44,116.71,190,3.0,2.0,1,0,0,1,0,0,0,1
+462000000,1,84.22,17,460.0,442,3,106.16,70,3.0,2.0,0,1,0,0,1,0,0,1
+944040000,1,136.18,9,613.0,132,2,168.15,26,3.0,2.0,0,1,0,0,1,0,0,1
+238500000,0,84.93,26,1351.0,1127,11,109.09,130,3.0,2.0,0,1,0,0,1,0,0,1
+192000000,1,53.16,8,4753.0,3169,30,73.43,605,2.0,1.0,0,1,0,0,1,1,0,0
+235000000,1,49.94,3,1999.0,2856,32,71.0,240,2.0,1.0,1,0,0,1,0,1,0,0
+250000000,0,84.994,13,902.0,807,8,112.4,1,3.0,2.0,0,1,0,0,1,0,0,1
+375000000,1,59.97,6,302.0,636,9,81.55,323,2.0,1.0,0,1,0,0,1,1,0,0
+519000000,1,59.87,5,2270.0,1764,19,82.29,72,3.0,2.0,0,1,0,0,1,0,0,1
+760000000,1,84.79,29,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
+329000000,1,84.76,3,4804.0,3830,54,109.28,760,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,58.46,15,2328.0,2328,18,80.31,528,2.0,1.0,1,0,0,1,0,1,0,0
+487000000,1,84.96,3,1803.0,1597,8,106.06,747,3.0,2.0,0,1,1,0,0,0,0,1
+180000000,0,58.01,3,2716.0,2716,20,76.81,1,2.0,1.0,0,1,1,0,0,1,0,0
+427000000,1,84.84,13,1200.0,1234,15,95.15,240,3.0,1.0,0,1,0,0,1,0,0,1
+230000000,1,84.94,6,3481.0,2678,25,102.02,164,3.0,2.0,0,1,0,0,1,0,0,1
+81500000,1,41.3,10,1710.0,1710,10,57.15,0,2.0,1.0,0,1,1,0,0,1,0,0
+355000000,1,66.56,8,2800.0,2830,23,92.74,240,3.0,1.0,1,0,0,1,0,1,0,0
+319910000,1,84.94,11,1571.0,1402,16,120.27,143,3.0,2.0,0,1,0,0,1,0,0,1
+316000000,1,59.97,7,1855.0,1605,25,79.62,130,3.0,2.0,0,1,0,0,1,0,0,1
+125000000,1,48.97,5,201.0,214,1,67.93,14,2.0,1.0,0,1,0,0,1,1,0,0
+209000000,0,59.72,3,431.0,654,4,77.1,344,3.0,1.0,0,1,0,0,1,0,0,1
+172000000,1,43.35,2,1590.0,1590,9,59.11,390,2.0,1.0,0,1,1,0,0,1,0,0
+315000000,1,33.18,8,325.0,1162,8,49.0,357,2.0,1.0,1,0,0,1,0,1,0,0
+447500000,1,59.99,19,4596.0,3226,40,87.41,212,3.0,2.0,0,1,0,0,1,0,0,1
+851000000,1,76.5,15,3930.0,3930,30,112.39,1110,3.0,1.0,1,0,0,1,0,1,0,0
+140000000,1,49.77,14,2450.0,2462,16,72.73,1268,3.0,1.0,0,1,0,1,0,1,0,0
+440000000,1,84.93,20,793.0,951,11,108.55,276,3.0,2.0,0,1,0,0,1,0,0,1
+125500000,1,59.2,1,2123.0,2136,17,76.58,90,2.0,1.0,1,0,0,1,0,1,0,0
+820000000,1,84.98,10,1155.0,863,14,108.76,178,3.0,2.0,0,1,0,0,1,0,0,1
+499000000,1,59.94,7,793.0,951,11,79.96,176,3.0,1.0,0,1,0,0,1,0,0,1
+598000000,1,59.67,18,304.0,304,2,77.04,152,3.0,1.0,0,1,0,0,1,0,0,1
+355000000,1,84.89,3,375.0,331,2,109.98,10,3.0,2.0,0,1,0,0,1,0,1,0
+255000000,1,44.78,6,488.0,488,2,60.46,162,2.0,1.0,0,1,1,0,0,1,0,0
+465000000,1,59.99,1,1029.0,888,19,73.07,267,3.0,1.0,0,1,0,0,1,0,0,1
+320000000,1,59.86,3,1691.0,1317,6,81.69,230,3.0,1.0,0,1,1,0,0,1,0,0
+226000000,0,84.97,15,2252.0,1895,17,106.74,69,3.0,2.0,0,1,0,0,1,0,0,1
+447500000,1,84.774,4,693.0,558,8,110.24,396,3.0,2.0,0,1,0,0,1,0,0,1
+429000000,1,59.84,9,1010.0,919,14,79.38,383,3.0,2.0,1,0,0,1,0,0,0,1
+140000000,0,84.96,1,651.0,937,6,104.15,643,3.0,2.0,0,1,0,0,1,0,0,1
+288000000,1,84.92,3,347.0,488,6,103.92,413,3.0,2.0,0,1,0,0,1,0,0,1
+293000000,1,66.21,4,130.0,120,2,90.71,50,3.0,1.0,0,1,0,0,1,0,0,1
+225000000,1,49.94,9,1999.0,2856,32,71.0,240,2.0,1.0,1,0,0,1,0,1,0,0
+260000000,1,49.94,5,4471.0,2634,21,71.02,480,2.0,1.0,1,0,0,1,0,0,0,1
+118000000,0,49.08,16,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+470000000,1,84.18,9,265.0,203,3,107.95,35,3.0,2.0,0,1,0,0,1,0,0,1
+180000000,0,84.48,9,73.0,113,1,106.01,65,3.0,2.0,0,1,0,0,1,0,0,1
+612000000,1,70.2,9,1397.0,2161,34,96.02,536,3.0,1.0,1,0,0,1,0,1,0,0
+177750000,0,84.94,8,187.0,178,1,98.17,30,3.0,2.0,0,1,0,0,1,0,0,1
+285440000,0,135.6199,13,1362.0,763,15,161.52,138,5.0,2.0,0,1,0,1,0,0,0,1
+710000000,1,114.33,2,539.0,457,9,143.75,51,4.0,2.0,0,1,0,0,1,0,0,1
+514000000,1,84.786,22,2270.0,1764,19,115.58,453,3.0,2.0,0,1,0,0,1,0,0,1
+327000000,1,56.68,13,282.0,272,6,78.93,142,2.0,1.0,0,1,0,0,1,0,0,1
+397500000,1,84.33,6,528.0,660,6,112.4,226,3.0,1.0,0,1,1,0,0,1,0,0
+230000000,1,33.18,11,1650.0,1650,12,47.2,486,2.0,1.0,1,0,0,1,0,1,0,0
+1900000000,1,153.35,6,386.0,322,3,163.9,46,4.0,2.0,1,0,0,1,0,0,0,1
+570000000,1,71.2,8,2100.0,2100,21,92.59,532,3.0,1.0,1,0,0,1,0,1,0,0
+40000000,0,41.4,5,100.0,220,4,48.28,30,2.0,1.0,0,1,0,0,1,0,0,1
+180000000,0,58.01,13,2716.0,2716,20,76.58,90,2.0,1.0,0,1,1,0,0,1,0,0
+368000000,1,83.67,7,824.0,837,6,104.68,299,3.0,1.0,0,1,1,0,0,1,0,0
+305000000,1,84.87,14,124.0,142,1,105.24,71,3.0,2.0,0,1,0,0,1,0,0,1
+215000000,1,57.36,5,440.0,366,1,75.85,46,2.0,1.0,0,1,0,0,1,1,0,0
+1005000000,1,114.96,1,2173.0,2036,19,142.63,509,4.0,2.0,1,0,0,1,0,0,0,1
+385000000,1,84.96,9,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
+145500000,0,84.9623,19,759.0,748,7,108.42,299,3.0,2.0,0,1,0,0,1,0,0,1
+163000000,1,59.84,1,1762.0,1495,18,81.73,654,3.0,1.0,0,1,0,0,1,0,0,1
+160000000,1,44.89,10,840.0,840,5,59.04,150,2.0,1.0,0,1,1,0,0,0,0,1
+500000000,1,84.91,7,692.0,807,8,103.1,556,3.0,2.0,0,1,0,0,1,0,0,1
+169000000,1,49.75,11,800.0,986,9,74.84,427,3.0,1.0,0,1,0,0,1,1,0,0
+428000000,1,84.73,13,2513.0,1224,13,110.34,59,3.0,2.0,0,1,0,0,1,0,1,0
+270000000,0,139.9,21,3776.0,3382,35,168.06,200,4.0,2.0,0,1,0,0,1,0,0,1
+315000000,1,46.75,9,1710.0,855,6,59.13,210,2.0,1.0,0,1,1,0,0,1,0,0
+440000000,1,84.99,1,1777.0,1370,24,111.42,264,3.0,2.0,0,1,0,0,1,0,0,1
+375000000,1,59.95,3,1126.0,864,22,75.88,180,3.0,2.0,0,1,0,0,1,0,0,1
+1200000000,1,84.96700000000001,33,1684.0,1119,9,113.23,256,3.0,2.0,1,0,0,1,0,0,0,1
+235000000,1,49.5,7,619.0,1556,12,66.29,450,3.0,1.0,1,0,0,1,0,1,0,0
+359000000,1,59.92,10,366.0,354,6,81.48,121,3.0,1.0,0,1,0,0,1,0,0,1
+393000000,0,117.592,18,637.0,613,8,135.6,112,4.0,2.0,0,1,0,0,1,0,0,1
+517000000,1,102.7,3,2488.0,1244,28,126.48,492,4.0,2.0,1,0,0,1,0,0,0,1
+165000000,0,59.445,1,997.0,957,12,73.77,430,3.0,1.0,1,0,0,1,0,0,0,1
+525000000,1,50.03,4,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
+86500000,0,41.3,15,326.0,1080,7,57.15,360,2.0,1.0,0,1,0,0,1,1,0,0
+164000000,0,84.99,3,241.0,201,2,106.86,77,3.0,2.0,0,1,0,0,1,0,0,1
+1290000000,1,127.65,15,551.0,258,2,159.23,50,3.0,2.0,1,0,0,1,0,0,0,1
+365000000,1,59.96,2,471.0,374,7,75.89,86,3.0,1.0,0,1,0,0,1,0,0,1
+202000000,1,45.77,6,1196.0,2392,18,63.68,720,2.0,1.0,1,0,0,1,0,1,0,0
+480000000,1,46.26,10,900.0,1316,10,74.69,252,2.0,1.0,1,0,0,1,0,1,0,0
+428000000,1,59.97,12,307.0,277,4,86.51,142,2.0,1.0,0,1,0,0,1,1,0,0
+285000000,1,84.92,6,347.0,488,6,103.92,413,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,0,84.84,18,938.0,938,12,105.79,514,3.0,2.0,0,1,0,1,0,0,0,1
+165000000,0,59.914,17,728.0,728,12,79.31,166,2.0,1.0,1,0,0,1,0,0,0,1
+367000000,0,84.9922,14,1761.0,1326,9,111.31,182,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,59.9588,6,1320.0,1277,14,86.18,527,3.0,2.0,0,1,0,0,1,0,0,1
+269000000,1,59.611,14,95.0,105,2,76.69,75,3.0,2.0,0,1,0,0,1,0,0,1
+476000000,0,84.97,21,1009.0,564,4,113.47,68,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,84.97,9,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
+865000000,1,59.97,18,4113.0,2678,35,86.43,112,3.0,2.0,1,0,0,1,0,0,0,1
+1077000000,1,105.99,10,1382.0,845,13,142.74,222,4.0,2.0,1,0,0,1,0,0,0,1
+348000000,0,62.636,1,1632.0,1139,16,90.2,139,3.0,2.0,0,1,0,0,1,0,0,1
+440000000,0,125.53,38,927.0,255,2,148.22,33,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,0,84.98,2,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+670000000,1,64.98,11,1199.0,1588,30,88.92,600,2.0,1.0,1,0,0,1,0,1,0,0
+225000000,1,49.94,12,1710.0,1710,10,72.95,120,2.0,1.0,0,1,1,0,0,1,0,0
+165000000,0,69.42,4,1.0,157,2,70.7,1,2.0,1.0,0,1,0,0,1,1,0,0
+288000000,1,46.75,8,1710.0,855,6,59.13,210,2.0,1.0,0,1,1,0,0,1,0,0
+163000000,1,39.6,15,257.0,660,4,53.54,240,2.0,1.0,1,0,0,1,0,1,0,0
+421600000,0,139.9597,4,588.0,265,5,162.84,99,4.0,2.0,0,1,0,0,1,0,0,1
+380000000,0,85.0,8,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+527000000,1,59.99,8,4596.0,3226,40,87.41,442,3.0,2.0,0,1,0,0,1,0,0,1
+385000000,1,59.98,11,350.0,326,7,77.34,73,3.0,2.0,0,1,0,0,1,0,0,1
+249000000,0,84.8404,10,775.0,846,8,104.14,16,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,1,45.55,6,360.0,1980,12,55.33,120,2.0,1.0,1,0,0,1,0,0,0,1
+361000000,1,84.9,7,278.0,348,3,103.47,172,3.0,2.0,0,1,0,0,1,0,0,1
+500000000,0,128.32,9,2252.0,1895,17,156.01,172,4.0,2.0,0,1,0,0,1,0,0,1
+385000000,1,59.89,10,981.0,1550,12,75.2,240,2.0,1.0,1,0,0,1,0,1,0,0
+290000000,1,79.2,13,494.0,824,8,97.97,228,3.0,1.0,0,1,0,0,1,0,0,1
+207000000,1,62.27,1,632.0,632,19,79.34,302,2.0,1.0,0,1,1,0,0,0,0,1
+750000000,1,84.98,17,2024.0,1142,14,114.16,102,3.0,2.0,1,0,0,1,0,0,0,1
+560000000,1,84.97,12,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
+610000000,1,60.13,2,400.0,900,8,83.48,180,3.0,1.0,1,0,1,0,0,1,0,0
+269000000,0,84.84,15,938.0,938,12,105.79,514,3.0,2.0,0,1,0,1,0,0,0,1
+490000000,1,59.981,17,1428.0,1070,16,80.26,18,3.0,2.0,0,1,0,0,1,0,0,1
+259500000,1,84.97,9,3940.0,3003,25,109.57,280,3.0,2.0,0,1,0,0,1,0,1,0
+205000000,0,84.36,24,500.0,423,4,107.85,248,3.0,2.0,0,1,0,0,1,0,0,1
+460000000,1,84.74,7,242.0,200,6,102.73,24,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,59.98,22,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
+610000000,1,81.07,4,600.0,570,7,97.69,120,3.0,1.0,0,1,1,0,0,0,0,1
+465000000,1,84.95,10,1017.0,914,10,107.98,514,3.0,2.0,0,1,1,0,0,0,0,1
+317000000,0,84.96,24,2651.0,1898,16,107.55,396,3.0,2.0,0,1,0,0,1,0,0,1
+425000000,1,84.21,15,212.0,206,2,109.29,72,3.0,2.0,1,0,0,1,0,0,0,1
+105000000,1,36.16,9,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
+255000000,0,126.93,4,1430.0,1500,10,149.18,284,4.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,59.96,8,228.0,194,4,82.89,29,3.0,2.0,0,1,0,0,1,0,1,0
+335000000,1,71.2,1,654.0,768,10,94.38,96,3.0,1.0,0,1,0,0,1,1,0,0
+162000000,0,80.4723,3,330.0,298,3,108.94,50,3.0,2.0,0,1,0,0,1,0,0,1
+355000000,0,134.98,9,780.0,725,6,158.28,96,4.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,84.98,8,1525.0,1281,11,109.36,441,3.0,2.0,0,1,0,0,1,0,0,1
+1700000000,1,144.7,14,1120.0,1288,15,156.67,224,5.0,2.0,1,0,0,1,0,0,0,1
+257000000,1,48.54,7,228.0,291,1,60.15,116,1.0,1.0,0,1,0,0,1,1,0,0
+314000000,1,70.56,10,360.0,1980,12,85.1,210,3.0,1.0,1,0,0,1,0,0,0,1
+527000000,1,59.76,15,930.0,930,11,82.14,466,3.0,1.0,1,0,0,1,0,1,0,0
+460000000,0,131.7788,3,1174.0,680,7,166.06,115,3.0,2.0,0,1,0,0,1,0,1,0
+170000000,0,75.86,14,3776.0,3382,35,94.87,100,3.0,1.0,0,1,0,0,1,0,0,1
+572500000,1,84.959,7,777.0,517,7,120.16,0,3.0,2.0,0,1,0,0,1,0,0,1
+1050000000,1,84.99,12,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
+316000000,1,89.46,7,1000.0,1000,13,106.59,712,3.0,2.0,1,0,0,1,0,0,0,1
+980000000,1,84.68,32,289.0,232,2,116.93,56,3.0,2.0,0,1,0,0,1,0,0,1
+560000000,1,99.917,5,986.0,564,11,126.75,354,3.0,2.0,1,0,0,1,0,0,0,1
+395000000,1,84.84,15,709.0,710,8,104.78,650,3.0,2.0,0,1,1,0,0,0,0,1
+238000000,0,84.9149,4,1206.0,1176,13,113.17,350,3.0,2.0,0,1,0,0,1,0,0,1
+309000000,1,54.55,21,2195.0,1998,25,72.01,134,2.0,1.0,0,1,0,0,1,1,0,0
+530000000,1,84.86,18,242.0,233,4,111.14,152,3.0,2.0,0,1,0,0,1,0,0,1
+180000000,1,49.6,2,326.0,410,3,69.37,120,3.0,1.0,0,1,1,0,0,1,0,0
+379000000,1,59.15,24,338.0,457,1,77.96,39,1.0,1.0,1,0,0,1,0,1,0,0
+400000000,1,47.94,1,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
+320000000,1,58.5,6,195.0,390,3,74.32,53,3.0,1.0,0,1,0,0,1,0,0,1
+279500000,1,59.74,5,779.0,651,5,85.62,230,2.0,1.0,0,1,0,0,1,1,0,0
+569000000,1,84.9796,9,446.0,403,6,108.61,85,3.0,2.0,0,1,0,0,1,0,0,1
+1345000000,1,149.39,7,520.0,535,8,161.98,154,4.0,2.0,0,1,1,0,0,0,0,1
+185000000,0,84.98,7,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+322000000,1,59.92,7,187.0,166,3,90.96,10,3.0,1.0,0,1,0,0,1,0,0,1
+75000000,0,73.22,10,200.0,188,3,91.13,43,3.0,1.0,0,1,0,0,1,0,0,1
+300000000,1,67.23899999999999,9,189.0,165,1,91.46,56,3.0,2.0,0,1,0,0,1,0,0,1
+115000000,0,59.94,2,1422.0,1422,15,75.18,648,3.0,1.0,1,0,0,1,0,1,0,0
+390000000,1,84.9375,2,146.0,134,3,108.33,42,3.0,2.0,0,1,0,0,1,0,0,1
+475000000,1,59.98,6,454.0,393,6,81.62,19,3.0,2.0,0,1,0,0,1,0,0,1
+448000000,1,84.98,11,424.0,496,5,106.5,276,3.0,2.0,0,1,0,0,1,0,0,1
+443000000,0,101.73,6,676.0,676,9,124.13,78,4.0,2.0,1,0,0,0,1,0,0,1
+374000000,1,84.59,14,1676.0,1278,7,105.0,585,3.0,2.0,0,1,0,0,1,0,0,1
+830000000,0,200.8926,16,5755.0,3000,15,251.14,118,4.0,2.0,0,1,0,0,1,0,0,1
+917000000,1,81.84,14,400.0,271,4,101.41,150,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,84.99,12,194.0,139,3,110.91,22,3.0,2.0,0,1,0,0,1,0,0,1
+268000000,0,84.41,8,997.0,957,12,104.75,195,3.0,2.0,1,0,0,1,0,0,0,1
+280000000,0,84.9174,17,1888.0,1500,17,110.76,380,3.0,2.0,1,0,0,1,0,0,0,1
+78250000,0,54.93,5,71.0,380,6,62.28,90,3.0,1.0,0,1,0,0,1,0,0,1
+269000000,0,84.97,17,2252.0,1895,17,106.74,645,3.0,2.0,0,1,0,0,1,0,0,1
+595000000,1,51.48,7,646.0,1595,19,74.79,720,2.0,1.0,1,0,0,1,0,1,0,0
+670000000,1,118.25,13,1299.0,1080,8,137.2,120,4.0,2.0,0,1,1,0,0,0,0,1
+600000000,1,84.97,23,392.0,208,2,109.75,250,3.0,2.0,0,1,0,0,1,0,0,1
+266000000,0,59.84,14,1109.0,1094,9,78.82,450,3.0,1.0,0,1,0,0,1,0,0,1
+1118000000,1,120.97,15,3258.0,1696,31,146.39,614,4.0,2.0,1,0,0,1,0,0,0,1
+250000000,1,59.58,4,90.0,159,3,84.72,28,3.0,2.0,0,1,0,0,1,0,0,1
+760000000,1,133.65,2,600.0,572,8,153.78,320,4.0,2.0,0,1,1,0,0,0,0,1
+590000000,1,84.95,8,1204.0,712,12,109.96,178,3.0,2.0,0,1,0,0,1,0,0,1
+697000000,1,84.7835,7,1971.0,1559,22,109.59,360,3.0,2.0,0,1,0,0,1,0,0,1
+134000000,0,59.8,5,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
+405000000,1,114.91,6,127.0,108,1,153.92,22,4.0,2.0,0,1,0,0,1,0,0,1
+149000000,1,38.64,11,2328.0,2328,18,50.4,360,2.0,1.0,1,0,0,1,0,1,0,0
+567480000,1,114.97,6,693.0,605,9,152.01,28,4.0,2.0,1,0,0,1,0,0,0,1
+136000000,0,56.34,2,175.0,254,7,63.91,20,3.0,1.0,0,1,0,0,1,0,0,1
+249000000,0,84.9149,15,1206.0,1176,13,113.17,350,3.0,2.0,0,1,0,0,1,0,0,1
+720000000,1,84.755,15,2300.0,2400,18,100.73,432,3.0,1.0,0,1,1,0,0,0,0,1
+495000000,1,114.6,23,705.0,601,4,141.19,150,4.0,2.0,0,1,0,0,1,0,0,1
+256000000,0,84.9271,18,276.0,203,3,109.48,65,3.0,2.0,1,0,0,1,0,0,0,1
+90000000,0,58.71,22,86.0,122,1,77.55,49,2.0,1.0,0,1,0,0,1,0,0,1
+130000000,0,59.99,18,71.0,125,1,78.61,17,3.0,1.0,0,1,0,0,1,0,0,1
+420000000,1,116.76,4,528.0,660,6,137.13,156,4.0,2.0,0,1,1,0,0,0,0,1
+647000000,1,84.97,13,470.0,367,6,107.68,221,3.0,2.0,0,1,0,0,1,0,0,1
+242500000,0,84.91,16,758.0,570,7,109.06,330,3.0,2.0,0,1,0,0,1,0,0,1
+519000000,1,84.91,10,1152.0,1152,12,103.71,570,3.0,2.0,0,1,0,0,1,0,0,1
+705000000,1,65.1,17,783.0,1368,15,88.32,240,2.0,1.0,1,0,0,1,0,1,0,0
+235000000,0,84.99,4,451.0,450,6,105.73,286,3.0,2.0,0,1,0,0,1,0,0,1
+770000000,1,84.82,11,416.0,590,4,105.8,446,3.0,2.0,1,0,0,1,0,0,0,1
+547000000,1,56.68,5,282.0,272,6,78.93,142,2.0,1.0,0,1,0,0,1,0,0,1
+405000000,0,145.131,22,2675.0,1852,18,173.99,162,4.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,83.52,14,674.0,1320,14,109.06,720,3.0,1.0,0,1,1,0,0,0,1,0
+900000000,1,98.63,15,1625.0,2280,33,115.7,696,3.0,1.0,1,0,0,1,0,1,0,0
+200000000,1,45.9,10,2800.0,2830,23,60.78,180,2.0,1.0,1,0,0,1,0,0,0,1
+540000000,1,84.91,16,1391.0,1606,15,104.75,958,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.84,16,1104.0,1174,11,108.54,596,3.0,2.0,0,1,1,0,0,0,0,1
+820000000,1,84.9,27,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
+262000000,1,49.94,13,4471.0,2634,21,71.02,480,2.0,1.0,1,0,0,1,0,0,0,1
+235000000,0,84.9512,20,250.0,250,3,116.76,65,3.0,2.0,0,1,0,0,1,0,0,1
+940000000,1,114.588,2,4580.0,3885,51,150.65,177,4.0,2.0,0,1,0,0,1,0,0,1
+545000000,1,113.25,12,1017.0,914,10,139.06,320,4.0,2.0,0,1,1,0,0,0,0,1
+155000000,1,44.55,6,771.0,783,8,56.34,98,2.0,1.0,0,1,0,0,1,1,0,0
+425000000,0,84.6389,21,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+291000000,0,84.75,18,832.0,576,7,105.99,180,3.0,2.0,0,1,0,0,1,0,0,1
+1210000000,1,84.95,1,1171.0,768,11,109.32,96,3.0,2.0,1,0,0,1,0,0,0,1
+535000000,1,84.84,3,474.0,415,8,107.27,72,3.0,2.0,0,1,0,0,1,0,0,1
+427000000,1,82.94,2,3012.0,2938,16,113.5,434,3.0,2.0,0,1,0,0,1,0,0,1
+770000000,1,84.42,5,172.0,196,2,106.0,52,3.0,2.0,0,1,0,0,1,0,0,1
+423000000,1,84.66,1,1710.0,855,6,108.25,150,3.0,1.0,0,1,1,0,0,1,0,0
+360000000,1,58.68,10,3012.0,2938,16,80.29,264,3.0,1.0,0,1,0,0,1,1,0,0
+278000000,1,75.03,12,1590.0,1590,9,99.17,325,3.0,1.0,0,1,1,0,0,0,0,1
+600000000,1,84.98,3,4596.0,3226,40,112.52,132,3.0,2.0,0,1,0,0,1,0,0,1
+285000000,1,59.82,18,2085.0,1592,15,82.65,300,2.0,1.0,0,1,1,0,0,1,0,0
+337000000,1,59.34,12,2084.0,1830,16,80.32,336,2.0,1.0,0,1,0,0,1,1,0,0
+67050000,0,59.02,25,280.0,360,4,76.73,166,3.0,1.0,0,1,0,0,1,0,0,1
+405000000,0,118.9889,9,608.0,548,7,140.33,50,4.0,2.0,0,1,0,0,1,0,0,1
+920000000,1,84.92,9,1096.0,548,6,102.55,380,3.0,1.0,0,1,0,1,0,0,0,1
+587000000,1,84.95,3,4890.0,3293,51,110.34,790,3.0,2.0,1,0,0,1,0,0,0,1
+400000000,1,59.75,4,1140.0,976,13,74.98,246,3.0,1.0,0,1,1,0,0,0,0,1
+378000000,1,114.97,13,3940.0,3003,25,145.55,524,4.0,2.0,0,1,0,0,1,0,0,1
+75000000,0,49.42,12,340.0,720,5,69.02,720,2.0,1.0,0,1,0,0,1,1,0,0
+193000000,0,84.6588,1,918.0,712,15,111.33,152,3.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,114.94,2,3384.0,3404,35,137.26,660,4.0,2.0,0,1,0,0,1,0,0,1
+740000000,1,84.705,6,4494.0,4494,56,103.12,900,3.0,1.0,1,0,0,1,0,0,0,1
+755000000,1,96.18,9,390.0,390,3,104.53,80,3.0,2.0,0,1,0,0,1,1,0,0
+682500000,1,84.84700000000002,12,522.0,452,8,108.61,160,3.0,2.0,0,1,0,0,1,0,0,1
+1070000000,1,193.03,5,588.0,588,8,210.48,1,6.0,2.0,1,0,0,1,0,0,0,1
+530000000,0,83.012,58,3728.0,1631,3,129.22,8,2.0,2.0,0,1,0,0,1,0,0,1
+142000000,0,84.99,5,170.0,238,3,102.95,88,3.0,2.0,0,1,0,0,1,0,0,1
+260000000,0,84.03399999999998,13,655.0,655,10,105.87,134,3.0,1.0,1,0,0,1,0,0,0,1
+220000000,0,59.99,10,4515.0,2637,30,80.31,92,3.0,1.0,0,1,0,0,1,0,0,1
+273000000,0,84.9636,2,303.0,298,5,112.83,20,3.0,2.0,0,1,0,0,1,0,1,0
+130000000,0,59.82,6,200.0,390,4,81.76,390,3.0,1.0,0,1,0,0,1,1,0,0
+371500000,0,115.1516,17,276.0,203,3,145.64,38,4.0,2.0,1,0,0,1,0,0,0,1
+327000000,1,55.02,15,1879.0,3100,34,75.22,720,2.0,1.0,1,0,0,1,0,1,0,0
+165000000,0,83.08,11,206.0,297,2,97.87,166,3.0,2.0,0,1,0,0,1,0,0,1
+2555000000,1,196.7,5,1120.0,1288,15,212.93,84,6.0,2.0,1,0,0,1,0,0,0,1
+415000000,1,84.97,9,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
+125000000,0,59.99,19,1430.0,1500,10,75.55,600,3.0,1.0,0,1,0,0,1,0,0,1
+86000000,1,41.3,6,1710.0,1710,10,57.15,0,2.0,1.0,0,1,1,0,0,1,0,0
+232480000,0,84.995,12,174.0,165,2,110.18,165,3.0,2.0,0,1,0,0,1,0,0,1
+157000000,0,74.2056,15,1858.0,1828,17,96.04,436,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,59.97,1,1610.0,1689,17,79.74,192,3.0,1.0,0,1,0,0,1,0,0,1
+510000000,1,59.99,10,4596.0,3226,40,87.41,212,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,59.94,13,824.0,1236,10,81.41,192,2.0,1.0,0,1,0,0,1,1,0,0
+379000000,0,84.6528,12,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,84.94,10,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
+580000000,1,84.71,21,1610.0,1689,17,109.27,308,3.0,2.0,0,1,0,0,1,0,0,1
+28600000,0,41.27,7,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
+1170000000,1,84.99,31,7876.0,5563,65,109.26,201,3.0,2.0,1,0,0,1,0,0,0,1
+153000000,0,59.983,21,328.0,408,3,80.99,64,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,84.14,4,253.0,236,3,103.44,164,3.0,2.0,0,1,0,0,1,0,0,1
+173000000,0,59.99,12,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+332000000,1,84.77,11,238.0,235,3,106.66,13,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,1,59.58,11,4932.0,4509,31,81.7,684,2.0,1.0,0,1,1,0,0,1,0,0
+210000000,1,39.69,10,900.0,1316,10,61.57,672,2.0,1.0,1,0,0,1,0,1,0,0
+158500000,1,49.85,14,1800.0,3481,25,70.32,468,3.0,1.0,1,0,0,1,0,0,0,1
+285000000,1,83.73,16,212.0,214,2,112.82,114,3.0,2.0,0,1,0,0,1,0,0,1
+620000000,1,84.91,8,364.0,364,6,97.39,364,3.0,2.0,0,1,0,0,1,0,0,1
+80000000,0,59.9942,11,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
+505000000,1,84.46,6,912.0,912,8,107.46,72,3.0,1.0,1,0,0,0,1,1,0,0
+259000000,1,58.46,6,2328.0,2328,18,80.31,528,2.0,1.0,1,0,0,1,0,1,0,0
+280000000,1,84.9696,12,241.0,212,4,109.25,12,3.0,2.0,0,1,0,0,1,0,0,1
+258000000,0,84.92,4,716.0,422,6,103.75,126,3.0,2.0,0,1,0,0,1,0,0,1
+292000000,1,78.2974,10,225.0,213,2,105.48,30,3.0,2.0,0,1,0,0,1,0,0,1
+492000000,1,84.92,7,238.0,298,2,100.26,268,3.0,2.0,0,1,1,0,0,0,0,1
+105000000,0,61.56,13,2050.0,2038,23,79.34,323,2.0,1.0,0,1,0,0,1,1,0,0
+395000000,1,113.67,10,4932.0,4509,31,143.86,480,4.0,2.0,0,1,1,0,0,0,0,1
+270000000,0,59.919,9,513.0,511,8,81.98,132,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,77.68,3,215.0,205,4,96.85,27,3.0,2.0,0,1,0,0,1,0,0,1
+570000000,1,59.86,5,9766.0,6864,66,86.74,288,3.0,2.0,1,0,0,1,0,0,0,1
+410000000,1,84.65,8,1571.0,1402,16,118.75,200,3.0,2.0,0,1,0,0,1,0,0,1
+374000000,1,59.85,12,1140.0,976,13,75.18,50,3.0,1.0,0,1,1,0,0,1,0,0
+500000000,1,84.90799999999999,9,1533.0,1095,11,108.04,561,3.0,2.0,0,1,0,0,1,0,0,1
+147500000,0,59.85,3,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
+405000000,1,84.99,7,1992.0,1601,14,110.14,718,3.0,2.0,0,1,0,0,1,0,0,1
+162000000,0,59.6054,14,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
+219250000,0,107.83,3,1158.0,655,13,129.0,228,4.0,2.0,1,0,0,1,0,0,0,1
+670000000,1,119.47,5,1400.0,776,14,149.47,325,4.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,68.28,4,285.0,284,3,93.51,72,3.0,2.0,0,1,0,0,1,0,0,1
+460000000,1,84.99,16,432.0,423,7,109.29,99,3.0,2.0,0,1,0,0,1,0,0,1
+322000000,0,84.939,5,439.0,486,7,107.27,317,3.0,2.0,0,1,0,0,1,0,0,1
+299000000,0,84.99,32,1066.0,690,4,107.13,58,3.0,2.0,0,1,0,0,1,0,0,1
+228000000,0,105.3,15,1167.0,1158,13,131.42,36,4.0,2.0,0,1,0,0,1,0,0,1
+905000000,1,84.96,7,1356.0,1260,8,110.46,1260,3.0,1.0,1,0,0,1,0,1,0,0
+315000000,1,59.94,13,1215.0,1215,10,83.98,610,3.0,1.0,0,1,1,0,0,1,0,0
+530000000,0,114.7042,11,638.0,514,6,149.92,98,4.0,2.0,0,1,0,0,1,0,0,1
+282000000,0,100.7622,13,1888.0,1500,17,130.35,300,3.0,2.0,1,0,0,1,0,0,0,1
+80000000,0,44.28,4,216.0,216,4,55.99,15,3.0,1.0,0,1,0,0,1,0,0,1
+825000000,1,133.76,8,672.0,672,11,156.13,288,4.0,2.0,1,0,1,0,0,0,0,1
+104580000,0,84.97,1,1576.0,1112,17,109.11,240,3.0,2.0,0,1,1,0,0,0,0,1
+370000000,1,59.98,5,417.0,375,5,81.69,162,3.0,2.0,0,1,0,0,1,0,0,1
+80000000,0,24.2475,22,160.0,404,1,33.59,240,1.0,1.0,0,1,0,0,1,0,0,1
+860000000,1,84.9,16,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
+330000000,1,59.99,2,1426.0,1332,20,79.34,252,3.0,2.0,0,1,0,0,1,0,0,1
+86500000,0,59.85,17,753.0,741,6,79.37,441,3.0,1.0,0,1,0,0,1,0,0,1
+74570000,0,59.98,4,287.0,387,2,85.83,106,3.0,1.0,0,1,0,0,1,1,0,0
+337500000,1,84.887,3,217.0,175,2,103.66,124,3.0,2.0,0,1,0,0,1,0,0,1
+276500000,1,39.53,11,700.0,822,6,56.5,322,3.0,1.0,1,0,0,1,0,1,0,0
+570000000,0,100.945,43,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
+140000000,0,122.85,9,765.0,795,7,141.58,30,4.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,84.76,12,1352.0,1352,15,107.95,520,3.0,2.0,1,0,0,1,0,0,0,1
+398000000,0,84.6389,19,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
+458000000,1,84.805,10,190.0,163,2,103.16,127,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,84.77,20,1721.0,1374,17,107.7,344,3.0,2.0,0,1,0,0,1,0,0,1
+252000000,1,59.95,16,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
+305000000,0,59.9074,20,1306.0,1011,13,85.67,159,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,1,102.28,30,614.0,254,1,138.12,24,3.0,2.0,0,1,0,0,1,0,0,1
+695000000,1,84.81,21,4596.0,3226,40,113.45,60,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,45.77,12,4471.0,2634,21,63.65,120,2.0,1.0,1,0,0,1,0,1,0,0
+146000000,0,59.6,23,325.0,402,2,80.38,96,3.0,1.0,0,1,0,0,1,0,0,1
+542540000,1,101.84,4,546.0,334,9,127.89,104,4.0,2.0,1,0,0,1,0,0,0,1
+245000000,1,59.93,11,381.0,274,3,76.09,56,3.0,1.0,0,1,0,0,1,0,0,1
+71000000,0,42.74,6,990.0,504,5,59.5,168,2.0,1.0,0,1,0,0,1,1,0,0
+462000000,1,84.53,12,819.0,731,11,110.82,82,3.0,2.0,1,0,0,1,0,0,0,1
+660000000,1,114.42,10,3012.0,2938,16,141.3,126,4.0,2.0,0,1,0,0,1,0,0,1
+547000000,1,66.0,5,1104.0,1882,34,89.38,144,2.0,1.0,1,0,0,1,0,1,0,0
+149000000,0,49.96,4,900.0,936,3,55.37,325,2.0,1.0,0,1,0,0,1,1,0,0
+1350000000,1,171.53,39,589.0,384,2,211.57,66,4.0,2.0,0,1,0,0,1,0,0,1
+199000000,0,59.6054,17,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
+385000000,0,84.6389,43,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+490000000,1,84.92,7,514.0,416,6,105.11,164,3.0,2.0,0,1,0,0,1,0,0,1
+163000000,0,59.91,12,361.0,458,6,78.66,262,3.0,2.0,0,1,0,0,1,0,0,1
+530000000,0,145.918,3,1578.0,922,9,178.06,100,4.0,2.0,0,1,0,0,1,0,0,1
+668000000,1,84.95100000000002,6,1185.0,882,16,109.48,50,3.0,2.0,0,1,0,0,1,0,0,1
+328000000,1,59.76,3,1014.0,948,19,80.21,107,3.0,2.0,1,0,0,1,0,0,0,1
+148000000,0,73.4,13,1109.0,1094,9,93.43,144,3.0,1.0,0,1,0,0,1,0,0,1
+117500000,0,85.995,15,597.0,532,6,106.85,380,3.0,2.0,0,1,0,0,1,0,0,1
+313000000,1,84.9729,5,235.0,191,3,106.06,56,3.0,2.0,0,1,0,0,1,0,0,1
+88000000,0,70.74,1,245.0,245,6,89.23,5,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,0,59.82,10,242.0,318,2,82.06,156,2.0,1.0,0,1,0,0,1,1,0,0
+750000000,1,84.97,20,3310.0,2517,42,107.49,120,3.0,2.0,1,0,0,1,0,0,0,1
+325000000,1,84.618,2,399.0,327,3,108.98,260,3.0,2.0,0,1,0,0,1,0,0,1
+760000000,1,42.55,5,2500.0,5040,124,42.98,1530,2.0,1.0,0,1,0,0,1,0,0,1
+395000000,1,84.93,19,455.0,430,6,107.67,203,3.0,2.0,1,0,0,1,0,0,0,1
+72500000,0,49.8,18,287.0,387,2,65.64,281,2.0,1.0,0,1,0,0,1,1,0,0
+250000000,1,59.96,11,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
+146000000,0,99.21,12,56.0,148,1,118.37,15,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,84.88,16,4329.0,5150,42,106.63,1298,3.0,2.0,0,1,0,0,1,0,0,1
+525000000,1,84.98,1,695.0,571,11,119.35,1,3.0,2.0,0,1,0,0,1,0,0,1
+334370000,0,127.29,7,1066.0,690,4,160.44,56,3.0,2.0,0,1,0,0,1,0,0,1
+444000000,1,84.86,13,967.0,889,13,111.35,60,3.0,2.0,0,1,0,0,1,0,0,1
+213000000,0,59.3705,15,226.0,215,1,79.57,30,3.0,1.0,0,1,0,0,1,0,0,1
+185000000,1,59.9,1,2776.0,2298,27,82.54,384,3.0,1.0,0,1,0,0,1,0,0,1
+200000000,0,57.26,4,480.0,480,11,62.5,110,3.0,1.0,0,1,0,0,1,0,0,1
+247000000,0,84.94,9,510.0,668,6,104.45,144,3.0,2.0,0,1,0,0,1,0,0,1
+265000000,0,84.9944,3,204.0,165,4,112.69,27,3.0,2.0,0,1,0,0,1,0,0,1
+235000000,1,49.8,5,554.0,1004,6,70.18,494,2.0,1.0,1,0,0,1,0,1,0,0
+188000000,0,59.79,18,735.0,722,9,81.42,144,3.0,2.0,0,1,0,0,1,0,0,1
+428000000,0,126.5517,1,910.0,684,7,153.64,150,4.0,2.0,0,1,0,0,1,0,0,1
+385000000,1,84.99,10,298.0,157,3,111.07,30,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.96,4,1307.0,994,14,107.86,408,3.0,2.0,0,1,0,0,1,0,0,1
+1450000000,1,81.42,5,311.0,234,2,98.21,84,3.0,2.0,1,0,0,1,0,0,0,1
+420000000,1,84.705,7,1665.0,2017,22,105.19,805,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.741,3,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
+236000000,1,84.96,5,1459.0,1371,13,110.12,19,3.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,130.539,12,491.0,333,7,173.67,62,4.0,2.0,0,1,0,0,1,0,0,1
+1150000000,1,101.09,5,143.0,286,4,108.46,167,3.0,1.0,0,1,1,0,0,1,0,0
+625000000,0,100.945,11,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
+170000000,0,59.88,6,1110.0,1206,12,78.19,340,2.0,1.0,0,1,0,0,1,0,0,1
+470000000,1,84.689,12,989.0,795,10,116.82,337,3.0,2.0,1,0,0,1,0,0,0,1
+322000000,0,112.4493,18,950.0,560,7,144.03,170,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,84.98,12,211.0,153,3,107.64,13,3.0,2.0,1,0,0,0,1,0,0,1
+545000000,1,84.73,1,546.0,436,8,109.34,101,3.0,2.0,1,0,0,1,0,0,0,1
+124500000,1,59.91,5,240.0,249,3,75.63,27,2.0,1.0,0,1,0,0,1,0,0,1
+492500000,1,84.83,15,546.0,472,9,108.3,74,3.0,2.0,0,1,0,0,1,0,0,1
+115000000,0,80.94,2,200.0,188,3,100.64,30,3.0,1.0,0,1,0,0,1,0,0,1
+229400000,0,101.74,1,1180.0,761,17,124.75,176,3.0,2.0,0,1,0,1,0,0,0,1
+417000000,1,59.88,14,1262.0,1220,10,85.31,510,3.0,1.0,0,1,1,0,0,1,0,0
+389000000,0,84.77,5,9063.0,5239,48,112.34,790,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,0,84.8273,7,642.0,455,8,110.21,78,3.0,2.0,1,0,0,1,0,0,0,1
+90000000,0,69.95,11,290.0,264,2,89.25,72,2.0,1.0,0,1,0,0,1,0,0,1
+321000000,0,119.25,17,2716.0,2302,24,144.77,246,4.0,2.0,0,1,0,0,1,0,0,1
+1183000000,1,84.96700000000001,7,1684.0,1119,9,113.42,58,3.0,1.0,1,0,0,1,0,0,0,1
+353000000,0,117.592,10,637.0,613,8,135.6,112,4.0,2.0,0,1,0,0,1,0,0,1
+315000000,1,84.64,1,297.0,273,5,108.03,102,3.0,2.0,0,1,0,0,1,0,0,1
+375000000,1,62.7103,2,231.0,208,4,86.81,27,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,84.22,6,130.0,146,1,104.75,60,3.0,2.0,0,1,0,0,1,0,0,1
+38000000,0,59.82,3,160.0,188,1,76.13,68,2.0,1.0,0,1,0,0,1,0,0,1
+735000000,1,114.99,13,588.0,510,10,133.44,100,4.0,2.0,0,1,0,0,1,0,0,1
+179000000,0,85.0,14,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+314000000,1,80.52,1,105.0,105,1,107.49,60,3.0,2.0,0,1,0,0,1,1,0,0
+1260000000,1,84.705,9,4494.0,4494,56,103.12,900,3.0,1.0,1,0,0,1,0,0,0,1
+305000000,1,84.96,23,907.0,1113,14,109.23,693,3.0,2.0,0,1,0,0,1,0,0,1
+495000000,1,84.99,5,463.0,417,7,110.26,366,3.0,2.0,0,1,0,0,1,0,0,1
+164500000,0,59.67,24,1282.0,1166,10,79.28,400,2.0,1.0,0,1,0,0,1,0,0,1
+455000000,1,83.34,1,674.0,1320,14,108.82,62,3.0,1.0,0,1,1,0,0,0,1,0
+177000000,0,84.9639,5,624.0,607,8,116.8,222,3.0,2.0,0,1,0,0,1,0,0,1
+134500000,0,84.9,9,882.0,1038,9,107.93,601,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,0,84.84200000000001,3,1323.0,1190,11,108.88,329,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,84.99,11,285.0,337,3,102.73,298,3.0,2.0,1,0,0,1,0,0,0,1
+370000000,0,84.935,11,1592.0,1344,11,117.79,528,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,59.958,4,137.0,131,1,79.06,45,3.0,1.0,0,1,0,0,1,1,0,0
+665000000,0,84.2249,13,900.0,450,7,105.15,319,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,0,122.22,15,795.0,795,12,141.39,210,4.0,2.0,0,1,1,0,0,0,0,1
+270000000,0,59.79,17,1037.0,1026,12,86.92,234,3.0,1.0,0,1,0,0,1,0,0,1
+481000000,1,114.88,11,730.0,845,8,139.17,204,4.0,2.0,0,1,0,0,1,0,0,1
+920000000,1,41.99,5,1136.0,2841,58,42.55,1580,2.0,1.0,0,1,0,0,1,0,0,1
+240000000,0,70.8693,15,1449.0,1256,16,93.61,120,3.0,2.0,0,1,0,0,1,0,0,1
+292000000,0,84.9848,18,1024.0,989,10,116.0,469,3.0,2.0,0,1,0,0,1,0,0,1
+151000000,0,84.16,9,104.0,207,1,108.81,75,3.0,2.0,0,1,0,0,1,1,0,0
+435000000,1,101.95,1,2251.0,2904,21,132.88,278,4.0,2.0,0,1,0,0,1,0,0,1
+672500000,1,80.03,5,959.0,1372,47,80.03,110,3.0,1.0,0,1,1,0,0,0,0,1
+785000000,1,177.86,3,1979.0,1164,21,215.8,208,5.0,3.0,0,1,0,0,1,0,0,1
+76000000,0,59.91,15,338.0,322,2,80.53,118,3.0,1.0,0,1,0,0,1,0,0,1
+840000000,1,84.93,10,508.0,422,7,110.91,196,3.0,2.0,0,1,0,0,1,0,0,1
+69000000,0,57.9,5,352.0,312,7,68.78,60,3.0,1.0,0,1,0,0,1,0,0,1
+115000000,0,77.85,14,812.0,738,8,97.34,158,3.0,2.0,0,1,0,0,1,0,0,1
+1021100000,0,138.72299999999998,60,3728.0,1631,3,205.77,7,4.0,2.0,0,1,0,0,1,0,0,1
+293000000,0,84.74,6,316.0,284,6,112.84,81,3.0,2.0,0,1,0,0,1,0,0,1
+328000000,1,59.95,11,1602.0,1253,15,87.96,427,3.0,1.0,0,1,0,0,1,1,0,0
+438000000,1,59.97,18,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
+530000000,1,114.97,4,2251.0,2904,21,149.84,61,4.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.98,3,466.0,1018,16,112.43,8,3.0,2.0,0,1,0,0,1,0,0,1
+147000000,0,84.84,14,938.0,938,12,105.79,514,3.0,2.0,0,1,0,1,0,0,0,1
+330000000,1,84.96,19,816.0,408,4,110.25,408,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,0,93.11,7,543.0,431,3,116.59,170,3.0,2.0,0,1,0,0,1,0,0,1
+351000000,0,115.1516,7,276.0,203,3,145.67,35,4.0,2.0,1,0,0,1,0,0,0,1
+430000000,1,84.59,13,1676.0,1278,7,105.0,585,3.0,2.0,0,1,0,0,1,0,0,1
+795000000,1,71.64,1,873.0,1860,26,88.99,1179,3.0,1.0,1,0,0,1,0,0,0,1
+865000000,1,59.99,6,7876.0,5563,65,82.1,27,3.0,2.0,1,0,0,1,0,0,0,1
+140000000,0,84.96,5,461.0,564,2,108.25,228,3.0,2.0,0,1,0,0,1,0,0,1
+583000000,1,84.98,21,4596.0,3226,40,112.52,132,3.0,2.0,0,1,0,0,1,0,0,1
+162500000,1,44.94,8,1402.0,2002,16,58.61,270,2.0,1.0,0,1,0,0,1,0,0,1
+160000000,0,76.72,6,865.0,981,9,104.97,453,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,55.55,8,381.0,341,3,79.08,100,3.0,1.0,0,1,0,0,1,1,0,0
+85000000,0,57.9,8,339.0,330,7,76.27,148,3.0,1.0,1,0,0,1,0,0,0,1
+630000000,1,84.81,17,1208.0,1170,13,99.82,773,3.0,2.0,0,1,0,0,1,0,0,1
+425000000,1,84.9134,15,231.0,208,4,108.38,109,3.0,2.0,0,1,0,0,1,0,0,1
+265000000,1,60.76,9,108.0,156,2,83.01,75,3.0,1.0,0,1,0,0,1,1,0,0
+284000000,0,84.85,14,1576.0,1112,17,109.86,240,3.0,2.0,0,1,1,0,0,0,0,1
+395000000,1,84.95,13,293.0,241,3,110.41,111,3.0,2.0,0,1,0,0,1,0,0,1
+127000000,1,51.03,6,730.0,845,8,72.23,341,2.0,1.0,0,1,0,0,1,1,0,0
+575000000,1,84.7,13,267.0,252,4,111.58,52,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,115.48,12,134.0,111,1,152.93,3,4.0,3.0,1,0,0,1,0,0,0,1
+106000000,0,49.94,14,1600.0,1320,10,69.1,180,2.0,1.0,0,1,0,0,1,1,0,0
+340000000,0,84.93,18,1187.0,1084,11,106.77,438,3.0,1.0,0,1,0,0,1,0,0,1
+607000000,0,119.851,20,3728.0,1631,3,177.38,1,3.0,2.0,0,1,0,0,1,0,0,1
+115000000,0,49.14,22,700.0,990,7,64.38,0,2.0,1.0,0,1,0,0,1,0,1,0
+114000000,0,84.6,5,510.0,930,11,96.58,480,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,0,84.9702,2,1026.0,792,6,115.7,496,3.0,2.0,0,1,0,0,1,0,0,1
+415000000,0,84.9842,14,692.0,547,8,114.33,35,3.0,2.0,0,1,0,0,1,0,0,1
+193000000,0,59.94,18,643.0,632,9,74.14,284,3.0,1.0,1,0,0,1,0,0,0,1
+248000000,1,59.88,7,1262.0,1220,10,85.31,510,3.0,1.0,0,1,1,0,0,1,0,0
+748000000,1,84.94,8,657.0,540,9,108.59,276,3.0,2.0,1,0,0,1,0,0,0,1
+125000000,1,59.4,9,329.0,609,5,83.09,258,3.0,1.0,0,1,1,0,0,1,0,0
+277000000,1,84.94,3,130.0,146,3,98.59,131,3.0,2.0,0,1,0,0,1,0,0,1
+1300000000,1,97.35,6,1259.0,960,14,124.57,390,4.0,2.0,1,0,0,1,0,0,0,1
+197000000,0,78.3,7,2169.0,2181,15,98.22,250,3.0,1.0,0,1,1,0,0,1,0,0
+550000000,1,121.22,2,212.0,221,3,145.01,30,4.0,2.0,0,1,0,0,1,0,0,1
+1064620000,1,167.62,14,511.0,318,8,214.15,4,4.0,3.0,1,0,0,0,1,0,0,1
+148000000,0,59.8,18,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
+344000000,1,84.96,1,1376.0,1140,15,106.16,717,3.0,2.0,1,0,0,1,0,0,0,1
+324000000,0,84.99,18,1989.0,1901,15,103.02,748,3.0,2.0,0,1,0,0,1,0,0,1
+132000000,1,51.48,8,2455.0,3930,32,72.81,1050,2.0,1.0,1,0,0,1,0,1,0,0
+248000000,1,59.61,5,352.0,294,3,75.51,30,3.0,1.0,0,1,0,0,1,0,0,1
+357500000,1,84.6475,20,539.0,467,9,108.33,467,3.0,2.0,0,1,0,0,1,0,0,1
+575000000,1,114.94,15,3384.0,3404,35,137.26,660,4.0,2.0,0,1,0,0,1,0,0,1
+395000000,1,119.78,25,614.0,254,1,161.75,40,3.0,2.0,0,1,0,0,1,0,0,1
+344000000,1,84.9,7,1762.0,1495,18,107.59,567,3.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,60.5,9,1120.0,2213,26,83.79,63,3.0,1.0,1,0,0,1,0,1,0,0
+174000000,0,84.97,17,479.0,432,4,109.46,177,3.0,2.0,0,1,0,0,1,0,0,1
+105000000,0,73.56,12,551.0,498,4,94.25,134,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,84.21,3,208.0,205,2,111.74,90,3.0,2.0,0,1,0,0,1,0,0,1
+805000000,1,105.58,5,1397.0,2161,34,124.61,160,4.0,1.0,1,0,0,1,0,1,0,0
+715000000,1,61.19,8,912.0,940,6,85.39,190,3.0,1.0,1,0,0,1,0,1,0,0
+269000000,1,59.88,11,2366.0,1971,28,81.95,520,3.0,1.0,0,1,0,0,1,1,0,0
+70000000,0,59.959,1,193.0,261,1,79.33,219,3.0,1.0,0,1,0,0,1,0,0,1
+325000000,0,73.09,2,1616.0,1082,10,94.14,104,3.0,2.0,0,1,0,0,1,0,0,1
+463000000,1,113.67,15,4932.0,4509,31,143.86,480,4.0,2.0,0,1,1,0,0,0,0,1
+118000000,0,75.65,7,774.0,763,6,97.52,172,3.0,2.0,0,1,0,0,1,0,0,1
+1050000000,1,121.48,2,373.0,196,4,142.83,100,4.0,2.0,1,0,0,1,0,0,0,1
+79500000,1,43.35,6,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
+143000000,0,61.52,8,1578.0,2544,18,85.72,360,2.0,1.0,0,1,0,0,1,1,0,0
+1320000000,1,82.45,3,2100.0,2100,21,108.43,672,3.0,2.0,1,0,0,1,0,1,0,0
+517000000,1,59.73,8,434.0,380,9,81.23,68,3.0,2.0,1,0,0,1,0,0,0,1
+410000000,1,114.75,9,2366.0,1971,28,141.56,396,4.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,120.14,9,1425.0,998,10,131.66,150,4.0,2.0,0,1,0,0,1,0,0,1
+155000000,0,71.54,20,325.0,402,2,87.99,24,3.0,2.0,0,1,0,0,1,0,0,1
+395000000,1,76.8,9,877.0,686,9,94.14,164,3.0,1.0,1,0,0,1,0,0,0,1
+435000000,1,83.08,12,168.0,183,1,105.94,138,3.0,2.0,0,1,0,0,1,0,0,1
+262500000,0,99.83,10,451.0,450,6,120.99,164,4.0,2.0,0,1,0,0,1,0,0,1
+111880000,0,84.34,20,1440.0,1780,16,114.6,510,3.0,2.0,0,1,0,0,1,0,0,1
+445000000,1,59.64,2,164.0,161,2,85.27,81,3.0,1.0,0,1,0,0,1,1,0,0
+284000000,0,112.4493,2,950.0,560,7,144.03,170,3.0,2.0,0,1,0,0,1,0,0,1
+448000000,0,100.945,47,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
+705000000,1,59.95,5,788.0,438,7,77.59,53,3.0,2.0,1,0,0,1,0,0,0,1
+265000000,0,84.9882,14,1846.0,1638,16,112.39,240,3.0,2.0,0,1,0,0,1,0,0,1
+152000000,1,52.07,5,261.0,435,4,70.95,135,2.0,1.0,0,1,0,0,1,1,0,0
+261000000,1,58.59,7,2561.0,2134,26,76.21,513,3.0,1.0,0,1,0,0,1,1,0,0
+178500000,0,83.68,3,268.0,499,5,102.04,95,3.0,2.0,0,1,0,0,1,0,0,1
+207000000,1,59.85,7,326.0,410,3,83.7,175,2.0,1.0,0,1,1,0,0,1,0,0
+520000000,1,131.7554,10,436.0,342,4,165.47,38,4.0,2.0,0,1,0,0,1,0,0,1
+168000000,0,82.38,11,122.0,100,1,102.14,30,3.0,2.0,0,1,0,0,1,0,0,1
+351500000,1,66.96,1,763.0,763,8,92.96,523,3.0,1.0,1,0,0,1,0,1,0,0
+525000000,1,84.85,11,735.0,915,8,107.98,52,3.0,2.0,0,1,0,1,0,0,0,1
+685000000,1,84.32,1,709.0,609,7,105.83,609,3.0,2.0,0,1,0,0,1,0,0,1
+895000000,1,59.97,19,4113.0,2678,35,86.43,112,3.0,2.0,1,0,0,1,0,0,0,1
+440000000,1,78.665,3,1488.0,1244,16,100.42,637,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,0,122.64,6,144.0,236,2,147.05,72,4.0,2.0,0,1,0,0,1,0,0,1
+360000000,0,116.817,13,2269.0,1950,15,151.86,528,4.0,2.0,0,1,0,0,1,0,0,1
+320000000,0,84.8885,29,1582.0,1149,8,108.66,263,3.0,2.0,0,1,0,0,1,0,0,1
+209000000,0,84.9749,12,829.0,703,7,113.91,234,3.0,2.0,0,1,0,0,1,0,0,1
+675000000,1,84.95,11,1010.0,895,15,109.32,151,3.0,2.0,0,1,0,0,1,0,0,1
+219000000,0,59.901,22,439.0,486,7,79.45,169,3.0,2.0,0,1,0,0,1,0,0,1
+276500000,0,84.7737,13,1858.0,1828,17,106.64,122,3.0,2.0,0,1,0,0,1,0,0,1
+540000000,0,111.862,8,585.0,361,5,155.65,275,3.0,2.0,0,1,0,0,1,0,0,1
+60000000,0,58.53,7,268.0,499,5,75.17,17,2.0,1.0,0,1,0,0,1,0,0,1
+338000000,1,84.46,5,270.0,386,5,101.43,206,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,102.0148,13,660.0,560,8,123.28,126,3.0,2.0,0,1,0,0,1,0,0,1
+345000000,1,46.75,6,1299.0,1080,8,60.21,150,2.0,1.0,0,1,1,0,0,1,0,0
+250000000,1,58.59,11,2561.0,2134,26,76.18,0,3.0,1.0,0,1,0,0,1,1,0,0
+314000000,0,85.0,21,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,0,196.84,9,4515.0,2637,30,239.85,49,5.0,2.0,0,1,0,0,1,0,0,1
+250000000,0,119.34,20,840.0,743,8,142.42,40,4.0,2.0,0,1,0,0,1,0,0,1
+572500000,1,84.66,14,1299.0,1080,8,109.43,135,3.0,2.0,0,1,1,0,0,0,1,0
+430000000,1,114.75,2,2366.0,1971,28,141.56,396,4.0,2.0,0,1,0,0,1,0,0,1
+248800000,1,59.98,22,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
+375000000,1,58.42,16,2990.0,2182,22,75.08,223,3.0,1.0,0,1,0,0,1,0,0,1
+180000000,0,59.84,6,514.0,498,5,79.55,160,3.0,1.0,0,1,0,0,1,0,0,1
+485000000,1,54.98,3,270.0,270,8,61.32,20,2.0,1.0,0,1,0,0,1,0,0,1
+57000000,0,53.44,6,79.0,209,1,64.98,1,2.0,1.0,0,1,0,0,1,0,0,1
+186000000,0,84.98,15,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+415000000,1,59.91,13,735.0,915,8,81.11,322,3.0,2.0,0,1,0,1,0,1,0,0
+48000000,0,49.08,5,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+520000000,1,59.26,10,450.0,509,6,80.2,120,2.0,1.0,0,1,0,0,1,1,0,0
+400000000,1,78.665,7,1488.0,1244,16,100.42,637,3.0,2.0,0,1,0,0,1,0,0,1
+272700000,1,59.99,1,2251.0,2904,21,78.18,753,3.0,2.0,0,1,0,0,1,1,0,0
+467000000,1,84.69,4,2022.0,2065,14,110.67,1032,3.0,2.0,0,1,1,0,0,0,0,1
+485000000,1,71.64,6,873.0,1860,26,88.99,1179,3.0,1.0,1,0,0,1,0,0,0,1
+510000000,0,84.6389,27,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
+257000000,1,59.2,7,823.0,2646,28,76.58,180,2.0,1.0,1,0,0,1,0,1,0,0
+326000000,1,84.96,17,561.0,561,2,104.62,198,3.0,2.0,0,1,1,0,0,0,0,1
+158000000,0,59.79,6,560.0,549,6,79.58,76,2.0,1.0,0,1,0,0,1,0,0,1
+125000000,0,37.65,4,217.0,358,1,62.81,151,1.0,1.0,0,1,0,0,1,0,0,1
+378000000,1,84.8768,4,648.0,554,7,110.02,554,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,46.75,12,981.0,1550,12,59.34,133,2.0,1.0,1,0,0,1,0,1,0,0
+383000000,1,84.77,3,1704.0,2340,18,105.79,684,3.0,2.0,1,0,0,0,1,0,0,1
+284000000,0,84.36,5,952.0,896,10,105.82,180,3.0,1.0,1,0,0,1,0,0,0,1
+940000000,1,126.94,2,500.0,448,5,150.57,224,4.0,2.0,0,1,1,0,0,0,0,1
+400000000,1,59.983,19,2185.0,1622,22,79.65,328,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,50.54,6,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
+355000000,1,59.76,11,1664.0,1261,10,86.19,262,2.0,1.0,0,1,0,0,1,1,0,0
+745000000,1,114.533,23,348.0,258,4,136.12,82,4.0,2.0,0,1,0,0,1,0,0,1
+468000000,1,84.915,3,251.0,222,3,109.28,27,3.0,2.0,0,1,0,0,1,0,0,1
+595000000,1,84.97,21,530.0,455,8,108.21,358,3.0,2.0,0,1,0,0,1,0,0,1
+150000000,1,39.92,8,1800.0,3481,25,54.99,149,3.0,1.0,1,0,0,1,0,1,0,0
+635000000,1,84.61,13,192.0,131,2,109.24,23,3.0,2.0,0,1,0,0,1,0,0,1
+800000000,1,84.93,3,2080.0,1810,22,116.26,62,3.0,2.0,1,0,0,1,0,0,0,1
+166000000,1,52.45,2,824.0,837,6,70.52,176,3.0,1.0,0,1,1,0,0,1,0,0
+760000000,1,114.78,1,798.0,644,8,141.97,108,4.0,2.0,0,1,0,0,1,0,0,1
+535000000,1,84.992,5,1651.0,1122,22,106.94,84,3.0,2.0,0,1,0,0,1,0,0,1
+703000000,1,114.88,9,4329.0,5150,42,139.94,954,4.0,2.0,0,1,0,0,1,0,0,1
+580000000,1,84.88,4,1391.0,1606,15,107.75,216,3.0,2.0,0,1,0,0,1,0,0,1
+367160000,1,59.983,2,2185.0,1622,22,79.65,328,3.0,2.0,0,1,0,0,1,0,0,1
+560000000,1,84.95,20,1535.0,1410,19,108.56,630,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,1,59.4,10,117.0,132,1,85.98,96,3.0,1.0,0,1,0,0,1,0,0,1
+720000000,1,84.33,8,413.0,412,5,103.53,149,3.0,1.0,1,0,0,1,0,0,0,1
+412000000,1,105.9035,4,330.0,256,4,131.41,75,4.0,2.0,0,1,0,0,1,0,0,1
+189430000,0,84.9902,2,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,49.5,4,1800.0,3481,25,69.83,1177,3.0,1.0,1,0,0,1,0,1,0,0
+220000000,0,84.96,11,1351.0,1127,11,109.09,471,3.0,2.0,0,1,0,0,1,0,0,1
+266000000,1,60.0,3,1875.0,2075,21,74.79,280,3.0,2.0,0,1,0,0,1,1,0,0
+650000000,1,84.92,14,354.0,380,3,104.14,100,3.0,2.0,0,1,0,0,1,0,0,1
+487000000,1,84.99,20,1777.0,1370,24,112.28,63,3.0,2.0,0,1,0,0,1,0,0,1
+125000000,0,84.994,13,902.0,807,8,112.4,1,3.0,2.0,0,1,0,0,1,0,0,1
+288300000,0,84.98700000000002,5,554.0,480,13,111.79,24,3.0,2.0,0,1,0,0,1,0,0,1
+557000000,1,84.11,8,443.0,443,4,103.82,60,3.0,1.0,1,0,0,1,0,0,0,1
+350000000,0,84.98700000000002,15,529.0,470,5,118.23,114,3.0,2.0,0,1,0,0,1,0,0,1
+198000000,0,84.53,11,662.0,588,10,112.56,30,3.0,2.0,1,0,0,1,0,0,0,1
+130000000,0,59.948,12,1497.0,1280,11,85.37,168,3.0,1.0,0,1,0,0,1,0,0,1
+260000000,1,59.76,8,1544.0,1544,9,87.43,86,3.0,1.0,0,1,0,0,1,1,0,0
+470000000,1,84.95,10,1017.0,914,10,107.98,514,3.0,2.0,0,1,1,0,0,0,0,1
+380000000,1,84.85,9,211.0,153,3,107.48,25,3.0,2.0,1,0,0,0,1,0,0,1
+258000000,1,59.9,16,274.0,212,3,77.04,32,2.0,1.0,0,1,0,0,1,0,0,1
+600000000,1,59.98,9,3310.0,2517,42,79.93,345,3.0,2.0,1,0,0,1,0,0,0,1
+732500000,1,84.9,31,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
+1095000000,1,59.99,13,2454.0,1278,13,88.15,4,3.0,2.0,1,0,0,1,0,0,0,1
+422000000,1,114.69,20,244.0,232,1,149.48,33,4.0,2.0,0,1,0,0,1,0,0,1
+548000000,1,84.92,6,286.0,421,3,103.5,331,3.0,2.0,0,1,0,0,1,0,0,1
+474000000,1,84.13,1,891.0,812,15,108.75,63,3.0,2.0,0,1,0,0,1,0,0,1
+985000000,1,84.99,3,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
+495000000,1,84.97,14,549.0,479,8,108.17,271,3.0,2.0,0,1,0,0,1,0,0,1
+99000000,0,83.99,3,151.0,268,2,99.64,206,3.0,2.0,0,1,0,0,1,0,0,1
+217000000,0,59.9793,7,231.0,270,3,80.79,190,3.0,2.0,0,1,0,0,1,0,0,1
+425000000,1,84.97,2,153.0,125,2,106.94,125,3.0,2.0,0,1,0,0,1,0,0,1
+187500000,0,73.82,14,206.0,297,2,87.91,58,3.0,1.0,0,1,0,0,1,0,0,1
+415000000,1,59.89,7,910.0,662,11,82.22,282,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,0,134.64,6,1167.0,1158,13,161.51,36,4.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,59.96,3,1267.0,999,18,82.61,156,3.0,2.0,0,1,0,0,1,0,0,1
+285000000,1,59.99800000000001,13,1693.0,1377,18,80.74,373,3.0,2.0,0,1,0,0,1,0,0,1
+445000000,1,90.95,19,316.0,261,3,118.75,120,3.0,2.0,0,1,0,0,1,0,0,1
+442000000,1,66.87,7,2300.0,2400,18,90.97,663,3.0,1.0,0,1,1,0,0,1,0,0
+182000000,0,84.7222,13,218.0,212,3,113.57,168,3.0,2.0,0,1,0,0,1,0,0,1
+189000000,1,33.18,13,1650.0,1650,12,47.2,486,2.0,1.0,1,0,0,1,0,1,0,0
+99000000,1,40.02,16,2450.0,2462,16,56.2,143,2.0,1.0,0,1,0,1,0,1,0,0
+350000000,0,84.975,9,1497.0,1280,11,116.28,382,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,1,59.89,11,748.0,719,9,81.42,36,3.0,1.0,0,1,0,0,1,1,0,0
+817000000,1,108.68,11,744.0,744,10,131.05,144,4.0,2.0,1,0,0,1,0,0,0,1
+99000000,0,37.72,11,238.0,130,1,44.12,26,2.0,1.0,0,1,0,0,1,1,0,0
+830000000,0,126.607,11,3728.0,1631,3,185.55,46,3.0,2.0,0,1,0,0,1,0,0,1
+132500000,0,103.09,1,268.0,499,5,135.18,14,3.0,2.0,0,1,0,0,1,0,0,1
+538000000,1,59.817,13,2270.0,1764,19,82.29,228,3.0,2.0,0,1,0,0,1,0,0,1
+61000000,0,49.8,12,287.0,387,2,65.64,281,2.0,1.0,0,1,0,0,1,1,0,0
+357000000,1,59.58,6,1351.0,1300,12,80.63,350,3.0,1.0,0,1,0,0,1,0,0,1
+345000000,1,84.75,1,456.0,811,6,105.79,324,3.0,2.0,0,1,0,0,1,0,0,1
+114500000,0,84.9,8,178.0,240,1,110.02,76,3.0,2.0,0,1,0,0,1,0,0,1
+421000000,1,51.76,8,308.0,2934,21,71.64,60,2.0,1.0,1,0,0,1,0,0,0,1
+557000000,1,84.59,8,486.0,423,6,108.4,142,3.0,2.0,0,1,0,0,1,0,0,1
+282500000,1,79.86,1,300.0,383,3,107.66,150,3.0,1.0,0,1,0,0,1,1,0,0
+855000000,1,80.87,15,1066.0,1050,12,109.4,328,3.0,2.0,1,0,0,1,0,0,0,1
+1065000000,1,76.4,2,796.0,398,4,82.15,196,3.0,1.0,1,0,0,1,0,1,0,0
+390000000,1,84.59,17,1676.0,1278,7,105.0,585,3.0,2.0,0,1,0,0,1,0,0,1
+223000000,0,115.51,16,1367.0,1408,10,140.36,184,4.0,2.0,0,1,0,0,1,0,0,1
+250500000,1,39.96,12,893.0,2433,14,57.07,451,2.0,1.0,1,0,0,1,0,1,0,0
+260000000,1,84.165,8,1400.0,1400,13,110.64,206,3.0,1.0,0,1,1,0,0,1,0,0
+630000000,1,84.95,9,329.0,276,7,106.53,223,3.0,2.0,0,1,0,0,1,0,0,1
+283000000,1,84.54,3,217.0,230,2,102.31,133,3.0,2.0,0,1,0,0,1,0,0,1
+417000000,1,49.8,2,554.0,1004,6,70.18,494,2.0,1.0,1,0,0,1,0,1,0,0
+570000000,1,108.63,15,944.0,895,8,130.3,168,4.0,2.0,0,1,0,0,1,0,0,1
+405000000,1,84.95200000000001,23,342.0,299,3,126.74,30,3.0,2.0,0,1,0,0,1,0,0,1
+285000000,0,85.0,11,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+900000000,1,84.88,15,2382.0,1702,21,110.52,361,3.0,2.0,0,1,0,0,1,0,0,1
+195000000,0,84.95,9,561.0,691,4,101.28,286,3.0,1.0,0,1,0,0,1,0,0,1
+520000000,1,84.97,8,512.0,1056,10,106.3,636,3.0,2.0,0,1,0,0,1,0,0,1
+260500000,1,59.855,2,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
+312000000,1,83.01,1,254.0,360,3,105.74,84,3.0,2.0,0,1,0,0,1,0,0,1
+150000000,0,84.99,25,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
+585000000,1,66.96,23,400.0,357,3,101.8,47,3.0,2.0,0,1,0,0,1,1,0,0
+184500000,0,84.9595,19,358.0,350,4,111.76,28,3.0,2.0,0,1,0,0,1,0,0,1
+480000000,0,127.489,12,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
+317000000,1,43.79,1,430.0,839,7,62.51,410,2.0,1.0,1,0,0,1,0,1,0,0
+580000000,1,59.97,4,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
+940000000,1,84.48,5,2906.0,2435,21,113.31,336,3.0,1.0,1,0,0,1,0,1,0,0
+165000000,0,60.0,20,470.0,466,7,75.0,214,3.0,1.0,1,0,0,1,0,0,0,1
+884500000,1,42.55,4,1136.0,2841,58,42.55,1580,2.0,1.0,0,1,0,0,1,0,0,1
+320000000,0,93.11,13,543.0,431,3,116.59,170,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,84.8098,4,433.0,349,8,103.99,174,3.0,2.0,0,1,0,0,1,0,0,1
+518500000,0,84.9112,10,1327.0,1006,12,110.04,192,3.0,2.0,0,1,0,0,1,0,0,1
+154000000,1,59.95,10,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
+170000000,0,84.93,14,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
+890000000,1,109.53,16,421.0,317,4,142.19,140,4.0,2.0,1,0,0,1,0,0,0,1
+445000000,1,84.64,18,1855.0,1605,25,109.23,792,3.0,2.0,0,1,0,0,1,0,0,1
+385000000,1,59.64,3,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+455000000,1,84.994,24,671.0,600,7,107.41,410,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,0,61.254,27,935.0,850,8,89.1,251,3.0,2.0,1,0,0,1,0,0,0,1
+450000000,1,84.84,2,684.0,580,13,107.65,36,3.0,2.0,0,1,0,0,1,0,0,1
+348000000,0,84.98,20,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
+613000000,1,60.13,10,300.0,1060,9,77.55,220,3.0,1.0,1,0,1,0,0,1,0,0
+226000000,0,59.76,19,1673.0,1424,18,74.85,284,3.0,1.0,0,1,0,0,1,0,0,1
+60000000,0,40.13,5,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
+550000000,0,190.555,3,2918.0,1536,18,217.94,84,6.0,2.0,0,1,0,0,1,0,1,0
+395000000,1,48.26,4,518.0,518,13,49.45,141,2.0,1.0,0,1,0,0,1,0,0,1
+245000000,1,58.59,9,480.0,427,4,81.11,138,2.0,1.0,1,0,0,1,0,1,0,0
+575000000,1,114.75,21,2123.0,1696,7,144.08,523,4.0,2.0,0,1,1,0,0,0,0,1
+86500000,0,84.58,6,53.0,181,2,103.23,60,2.0,1.0,0,1,0,0,1,1,0,0
+600000000,0,84.97,23,1009.0,564,4,113.47,130,3.0,2.0,0,1,0,0,1,0,0,1
+353000000,1,84.97,5,2772.0,3322,32,113.67,876,3.0,2.0,0,1,0,0,1,0,0,1
+660000000,1,84.45,12,918.0,733,17,108.25,56,3.0,2.0,1,0,0,1,0,0,0,1
+330850000,1,84.94,7,2202.0,1896,23,117.77,143,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,49.5,3,677.0,1476,15,64.98,594,3.0,1.0,1,0,0,1,0,1,0,0
+348000000,1,59.69,15,208.0,206,3,76.03,55,3.0,1.0,0,1,0,0,1,0,0,1
+310000000,1,60.0,15,1875.0,2075,21,74.79,280,3.0,2.0,0,1,0,0,1,1,0,0
+283000000,0,60.0,5,4515.0,2637,30,80.31,92,3.0,1.0,0,1,0,0,1,0,0,1
+108000000,0,49.965,13,260.0,999,9,69.76,885,3.0,1.0,0,1,0,0,1,1,0,0
+392500000,1,84.33,9,465.0,414,3,109.63,171,3.0,2.0,0,1,0,0,1,0,0,1
+129000000,0,59.9325,6,498.0,1153,11,78.36,150,3.0,1.0,0,1,0,0,1,1,0,0
+75000000,0,59.99,17,125.0,217,1,79.99,128,3.0,1.0,0,1,0,0,1,0,0,1
+420000000,1,59.88,17,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
+196000000,1,51.03,4,407.0,930,8,66.1,390,3.0,1.0,1,0,0,1,0,1,0,0
+197000000,0,58.66,6,155.0,292,2,75.92,180,3.0,1.0,0,1,0,0,1,0,0,1
+323000000,0,83.7711,9,1024.0,989,10,116.07,117,3.0,2.0,0,1,0,0,1,0,0,1
+78120000,0,59.075,25,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
+144000000,0,84.99,9,1573.0,1733,13,102.69,628,3.0,2.0,0,1,0,0,1,0,0,1
+199000000,0,84.9777,12,290.0,262,3,112.35,224,3.0,2.0,0,1,0,0,1,0,0,1
+139000000,1,48.96,4,502.0,845,8,66.66,236,2.0,1.0,1,0,0,1,0,1,0,0
+1500000000,1,108.15,9,192.0,144,2,115.41,96,3.0,1.0,0,1,0,0,1,1,0,0
+337000000,0,84.9805,12,524.0,470,6,113.66,126,3.0,2.0,0,1,0,0,1,0,0,1
+256000000,0,84.9676,13,431.0,388,5,112.99,58,3.0,2.0,0,1,0,0,1,0,0,1
+159000000,1,32.8,8,243.0,1376,8,48.73,144,2.0,1.0,0,1,1,0,0,1,0,0
+899000000,1,84.52,11,540.0,540,7,112.4,540,3.0,2.0,1,0,0,1,0,0,0,1
+293000000,1,70.56,14,360.0,1980,12,85.1,210,3.0,1.0,1,0,0,1,0,0,0,1
+371430000,1,84.94,10,364.0,333,9,109.81,138,3.0,2.0,0,1,0,0,1,0,0,1
+589000000,1,84.04899999999998,7,1257.0,977,12,104.2,190,3.0,2.0,0,1,0,0,1,0,0,1
+58000000,0,59.8,18,66.0,140,2,79.31,98,3.0,1.0,0,1,0,0,1,1,0,0
+290000000,1,84.94,7,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,0,84.97,8,2252.0,1895,17,106.74,645,3.0,2.0,0,1,0,0,1,0,0,1
+385000000,1,59.88,9,954.0,1259,10,89.86,135,3.0,1.0,0,1,0,0,1,1,0,0
+155000000,0,59.99,12,345.0,352,2,79.34,160,3.0,1.0,0,1,0,0,1,0,0,1
+268000000,0,99.9151,1,840.0,743,8,124.02,119,3.0,2.0,0,1,0,0,1,0,0,1
+455000000,1,84.99,9,1777.0,1370,24,112.28,63,3.0,2.0,0,1,0,0,1,0,0,1
+272500000,1,71.33,14,639.0,1332,9,88.99,90,3.0,1.0,0,1,0,0,1,0,0,1
+64000000,0,25.89,13,155.0,312,1,34.29,12,1.0,1.0,0,1,0,0,1,1,0,0
+1070000000,1,100.8,22,479.0,309,4,132.23,50,4.0,2.0,1,0,0,1,0,1,0,0
+184000000,0,59.4,1,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
+100000000,0,29.24,21,717.0,674,5,43.53,60,1.0,1.0,0,1,0,0,1,1,0,0
+307500000,0,125.4,16,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
+210000000,1,59.84,16,1357.0,1070,12,83.82,411,3.0,1.0,0,1,0,0,1,1,0,0
+518900000,1,60.0,9,1365.0,964,12,84.33,207,3.0,1.0,0,1,0,0,1,1,0,0
+153000000,0,53.92,22,294.0,445,3,68.47,44,3.0,1.0,0,1,0,0,1,0,0,1
+595000000,1,114.369,1,267.0,223,4,135.6,25,4.0,2.0,0,1,0,0,1,0,0,1
+398000000,1,114.95,6,1225.0,960,9,140.57,301,4.0,2.0,0,1,0,0,1,0,0,1
+787500000,1,108.43,16,323.0,257,5,140.48,76,4.0,2.0,0,1,0,0,1,0,0,1
+658000000,0,243.35,21,1578.0,922,9,306.83,44,5.0,3.0,0,1,0,0,1,0,0,1
+440000000,1,79.07,10,266.0,247,4,105.17,106,3.0,2.0,0,1,0,0,1,0,0,1
+89000000,0,78.11,1,2169.0,2181,15,97.99,250,3.0,1.0,0,1,1,0,0,1,0,0
+55000000,0,73.26,4,230.0,249,4,85.18,48,3.0,1.0,0,1,0,0,1,0,0,1
+580000000,0,126.9004,26,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
+510000000,1,81.05,17,2073.0,1786,24,100.78,1178,3.0,2.0,0,1,0,0,1,0,0,1
+423000000,1,84.98,25,1525.0,1281,11,109.36,441,3.0,2.0,0,1,0,0,1,0,0,1
+64500000,0,49.94,15,326.0,1080,7,72.95,270,2.0,1.0,0,1,0,0,1,1,0,0
+210000000,1,59.94,2,161.0,159,2,84.1,66,3.0,1.0,0,1,0,0,1,1,0,0
+152310000,0,84.6588,1,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
+383000000,1,59.88,6,1262.0,1220,10,85.31,510,3.0,1.0,0,1,1,0,0,1,0,0
+690000000,1,114.78,4,790.0,774,10,139.68,254,4.0,2.0,0,1,1,0,0,0,0,1
+320000000,1,79.248,14,384.0,352,4,105.24,161,3.0,2.0,0,1,0,0,1,0,0,1
+84500000,0,49.965,15,260.0,999,9,69.76,885,3.0,1.0,0,1,0,0,1,1,0,0
+260000000,0,84.76,17,970.0,874,10,104.07,210,3.0,2.0,0,1,0,0,1,0,0,1
+137000000,0,55.68,18,676.0,676,9,74.1,304,3.0,1.0,1,0,0,0,1,0,0,1
+380000000,1,126.63,8,1200.0,1234,15,136.95,252,4.0,2.0,0,1,0,0,1,0,0,1
+328000000,1,59.97,1,1307.0,994,14,79.62,98,3.0,1.0,0,1,0,0,1,0,0,1
+419000000,1,84.87,16,1215.0,1215,10,109.97,605,3.0,2.0,0,1,1,0,0,0,0,1
+570000000,1,84.81299999999997,16,1428.0,1070,16,110.28,103,3.0,2.0,0,1,0,0,1,0,0,1
+325000000,0,101.8124,14,1460.0,911,15,128.21,401,3.0,2.0,0,1,0,0,1,0,0,1
+155000000,1,45.9,12,2800.0,2830,23,64.82,360,2.0,1.0,1,0,0,1,0,1,0,0
+223000000,1,59.91,7,794.0,671,8,84.99,304,3.0,1.0,0,1,0,0,1,1,0,0
+700000000,1,119.37,6,316.0,540,6,138.25,270,4.0,2.0,0,1,1,0,0,0,0,1
+350000000,1,49.8,11,554.0,1004,6,70.18,494,2.0,1.0,1,0,0,1,0,1,0,0
+312000000,1,59.4,15,401.0,388,5,82.28,88,3.0,1.0,0,1,0,0,1,0,0,1
+131000000,0,84.945,16,471.0,450,3,103.74,370,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,59.39,13,567.0,690,5,82.53,270,2.0,1.0,1,0,0,1,0,1,0,0
+324000000,1,59.97,10,1855.0,1605,25,79.62,130,3.0,2.0,0,1,0,0,1,0,0,1
+510000000,1,84.95,5,1535.0,1410,19,108.56,630,3.0,2.0,0,1,0,0,1,0,0,1
+570000000,1,84.95,6,4890.0,3293,51,108.36,34,3.0,2.0,1,0,0,1,0,0,0,1
+235000000,1,59.79,17,774.0,648,9,78.43,267,3.0,2.0,0,1,0,0,1,0,0,1
+334000000,1,57.78,15,1161.0,1008,15,77.6,343,3.0,2.0,0,1,0,0,1,0,0,1
+245000000,1,30.215,9,72.0,113,1,41.83,22,2.0,1.0,0,1,0,0,1,1,0,0
+310000000,1,58.14,6,1016.0,1016,9,79.91,838,3.0,1.0,1,0,0,1,0,1,0,0
+440000000,1,53.88,12,1285.0,2550,34,74.74,480,2.0,1.0,1,0,0,1,0,1,0,0
+153000000,1,33.18,2,1650.0,1650,12,47.2,486,2.0,1.0,1,0,0,1,0,1,0,0
+65000000,0,82.08,8,143.0,298,3,100.53,72,3.0,1.0,0,1,0,0,1,0,0,1
+1170000000,1,84.95,22,1171.0,768,11,108.17,50,3.0,2.0,1,0,0,1,0,0,0,1
+150000000,1,70.81,8,432.0,864,7,76.83,456,2.0,1.0,0,1,0,0,1,1,0,0
+425000000,1,49.5,8,677.0,1476,15,64.98,594,3.0,1.0,1,0,0,1,0,1,0,0
+195000000,0,84.88799999999998,6,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+403000000,0,84.6389,8,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+189000000,0,59.83,14,494.0,444,8,79.34,59,3.0,1.0,1,0,0,1,0,0,0,1
+600000000,1,84.74,2,247.0,242,2,115.42,160,3.0,2.0,0,1,0,0,1,0,0,1
448000000,1,114.7,6,2772.0,3322,32,147.16,499,4.0,2.0,0,1,0,0,1,0,0,1
-291000000,1,60.0,15,2366.0,1971,28,81.91,112,3.0,1.0,0,1,0,0,1,0,0,1
-175000000,0,84.93,7,303.0,299,2,106.38,107,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,0,106.68,11,1552.0,1035,9,125.42,180,4.0,2.0,0,1,1,0,0,0,0,1
-111000000,0,44.64,24,265.0,512,1,59.78,8,1.0,1.0,0,1,0,0,1,0,0,1
-284000000,1,63.78,1,878.0,1454,13,84.85,452,3.0,1.0,0,1,1,0,0,1,0,0
-360000000,1,84.97,6,1602.0,1253,15,109.63,250,3.0,2.0,0,1,0,0,1,0,0,1
-330000000,0,126.93,11,1430.0,1500,10,149.18,284,4.0,2.0,0,1,0,0,1,0,0,1
-164000000,0,59.6054,20,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
-677000000,1,84.87100000000002,8,933.0,794,9,112.66,155,3.0,2.0,0,1,0,0,1,0,0,1
-295000000,1,59.92,20,705.0,601,4,86.1,250,3.0,1.0,0,1,0,0,1,1,0,0
-750000000,1,99.61,6,1468.0,1480,25,109.58,520,3.0,1.0,0,1,1,0,0,1,0,0
-760000000,1,84.98,15,2024.0,1142,14,114.16,102,3.0,2.0,1,0,0,1,0,0,0,1
-283500000,1,84.99,10,121.0,106,1,111.22,95,3.0,2.0,0,1,0,0,1,0,0,1
-80000000,0,59.58,14,64.0,126,1,80.22,126,2.0,1.0,0,1,0,0,1,1,0,0
-360000000,1,71.91,10,477.0,417,3,94.42,54,3.0,1.0,0,1,0,0,1,0,0,1
-447000000,1,84.73,9,251.0,203,4,105.96,165,3.0,2.0,0,1,0,0,1,0,0,1
-760000000,1,83.7,1,400.0,900,8,114.72,270,3.0,1.0,1,0,1,0,0,1,0,0
-675000000,1,84.92200000000003,11,1185.0,882,16,111.51,33,3.0,2.0,0,1,0,0,1,0,0,1
-835000000,1,84.79,12,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
-179500000,0,84.96,13,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
-70000000,0,59.85,25,612.0,1131,9,76.13,528,3.0,1.0,0,1,0,0,1,1,0,0
-452880000,0,142.5818,3,754.0,478,6,177.79,142,4.0,2.0,0,1,0,0,1,0,0,1
-285000000,1,59.33,6,1048.0,1213,13,79.35,170,3.0,1.0,0,1,0,0,1,0,1,0
-450000000,1,59.91,23,735.0,915,8,81.11,117,2.0,1.0,0,1,0,1,0,1,0,0
-220000000,1,59.97,6,215.0,205,4,79.45,21,3.0,2.0,0,1,0,0,1,0,0,1
-1135000000,1,120.0,8,1302.0,1302,10,151.04,126,4.0,2.0,1,0,0,1,0,1,0,0
-545000000,1,84.76,10,1352.0,1352,15,107.95,520,3.0,2.0,1,0,0,1,0,0,0,1
-260000000,0,84.94,16,507.0,270,2,116.09,25,3.0,2.0,0,1,0,0,1,0,0,1
-999000000,1,84.885,4,1209.0,919,14,106.64,250,3.0,2.0,1,0,0,1,0,0,0,1
-290000000,0,59.9,10,481.0,799,6,79.54,40,3.0,1.0,1,0,0,1,0,0,0,1
-324930000,0,139.93,7,1158.0,655,13,162.0,30,4.0,2.0,1,0,0,1,0,0,0,1
-88300000,0,59.91,22,622.0,789,5,82.65,330,3.0,1.0,0,1,0,0,1,1,0,0
-260000000,1,59.91,2,349.0,297,3,77.82,140,3.0,1.0,0,1,0,0,1,1,0,0
-134000000,0,84.93,4,381.0,518,3,103.28,89,3.0,2.0,0,1,0,0,1,0,0,1
-181000000,0,59.937,10,3958.0,2947,29,79.38,518,3.0,2.0,0,1,0,0,1,0,0,1
-304500000,1,59.84,23,524.0,514,5,77.94,40,3.0,1.0,0,1,0,0,1,1,0,0
-105000000,0,53.58,2,177.0,181,7,69.83,35,2.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,59.75,16,1140.0,976,13,74.98,246,3.0,1.0,0,1,1,0,0,0,0,1
-580000000,1,61.19,5,912.0,940,6,85.39,190,3.0,1.0,1,0,0,1,0,1,0,0
+230000000,1,32.34,5,255.0,350,1,40.54,298,1.0,1.0,0,1,0,0,1,1,0,0
+361000000,0,124.47,5,554.0,252,13,152.13,40,4.0,2.0,1,0,0,1,0,0,0,1
+209000000,1,59.97,12,258.0,250,2,87.25,106,3.0,1.0,0,1,0,0,1,1,0,0
+385000000,1,59.85,18,401.0,382,5,74.43,126,3.0,1.0,0,1,0,0,1,0,0,1
+790000000,1,84.96,19,1274.0,1082,12,116.27,175,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,59.8,8,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
+710000000,0,151.9156,49,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+360540000,1,84.95,6,240.0,187,6,115.19,35,3.0,2.0,1,0,0,1,0,0,0,1
+310000000,0,84.81,17,390.0,478,2,106.28,173,3.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,79.33,1,850.0,538,9,99.99,23,3.0,2.0,0,1,0,0,1,0,0,1
+233000000,0,59.9616,8,454.0,430,7,78.0,120,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,89.975,6,1020.0,680,8,113.91,296,3.0,2.0,1,0,0,1,0,0,0,1
+965000000,1,84.92,11,1096.0,548,6,102.55,380,3.0,1.0,0,1,0,1,0,0,0,1
+342000000,1,84.8098,15,433.0,349,8,103.99,174,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,1,43.35,5,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
+147000000,0,76.0621,11,775.0,846,8,95.65,340,3.0,2.0,0,1,0,0,1,0,0,1
+377000000,1,59.49,1,1052.0,964,11,82.81,302,3.0,1.0,0,1,0,0,1,1,0,0
+485000000,1,84.61,16,774.0,648,9,104.62,258,3.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,59.96,4,2657.0,2652,32,82.92,165,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,0,134.96,3,984.0,546,5,161.0,396,4.0,2.0,0,1,0,0,1,0,0,1
+508000000,1,84.985,12,1080.0,982,14,104.05,408,3.0,2.0,0,1,1,0,0,0,0,1
+1165000000,1,84.99799999999998,7,6075.0,3410,44,116.71,190,3.0,2.0,1,0,0,1,0,0,0,1
+269000000,1,46.75,7,1299.0,1080,8,60.21,150,2.0,1.0,0,1,1,0,0,1,0,0
+390000000,1,84.64,17,1855.0,1605,25,109.23,792,3.0,2.0,0,1,0,0,1,0,0,1
+312000000,0,84.99,6,932.0,841,29,111.85,80,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,1,84.95,17,2084.0,1830,16,109.64,752,3.0,2.0,0,1,0,0,1,0,0,1
+455000000,1,84.77,7,1953.0,1992,16,109.39,586,3.0,2.0,1,0,0,1,0,0,0,1
+270000000,1,83.85,12,373.0,658,8,101.68,192,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.77,4,989.0,780,9,104.64,780,3.0,2.0,0,1,1,0,0,0,0,1
+180000000,0,84.93,14,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
+199000000,1,45.55,8,4471.0,2634,21,60.32,210,2.0,1.0,1,0,0,1,0,1,0,0
+55000000,0,59.75,12,217.0,454,5,78.55,158,3.0,1.0,1,0,0,0,1,0,1,0
+297000000,1,84.66,14,217.0,230,2,102.46,70,3.0,2.0,0,1,0,0,1,0,0,1
+760000000,1,109.42,7,588.0,588,8,116.99,95,4.0,1.0,1,0,0,1,0,1,0,0
+230000000,0,59.99,2,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+187000000,0,59.99,1,1050.0,1721,16,80.41,780,3.0,1.0,1,0,0,1,0,0,0,1
+120000000,1,41.99,13,455.0,492,1,59.5,178,2.0,1.0,0,1,1,0,0,1,0,0
+350000000,1,84.96,9,736.0,736,8,102.23,482,3.0,1.0,0,1,0,0,1,0,0,1
+420000000,1,84.98,6,827.0,684,11,115.61,457,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,1,59.96,8,898.0,718,11,81.27,80,2.0,1.0,0,1,0,0,1,0,0,1
+80000000,0,38.64,8,1600.0,1320,10,49.67,360,2.0,1.0,0,1,0,0,1,1,0,0
+220000000,1,49.77,5,2450.0,2462,16,72.73,4,3.0,1.0,0,1,0,1,0,1,0,0
+470000000,1,110.56,12,290.0,216,7,134.04,108,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,0,112.37,2,477.0,744,11,132.88,74,4.0,2.0,0,1,1,0,0,0,0,1
+480000000,1,84.51,10,810.0,730,12,106.09,170,3.0,2.0,0,1,1,0,0,0,0,1
+885000000,1,84.99,11,7876.0,5563,65,109.47,46,3.0,2.0,1,0,0,1,0,0,0,1
+355000000,1,84.93,11,288.0,258,3,107.24,71,3.0,2.0,0,1,0,0,1,1,0,0
+205000000,0,133.295,16,1548.0,1358,19,161.32,296,4.0,2.0,1,0,0,1,0,0,0,1
+606000000,1,42.55,3,2500.0,5040,124,42.98,1530,2.0,1.0,0,1,0,0,1,0,0,1
+518000000,1,131.34,9,693.0,532,7,158.82,138,4.0,2.0,0,1,0,0,1,0,0,1
+305000000,1,46.26,6,900.0,1316,10,74.69,252,2.0,1.0,1,0,0,1,0,1,0,0
+1119500000,1,84.984,5,6075.0,3410,44,116.11,209,3.0,2.0,1,0,0,1,0,0,0,1
+420000000,0,84.6389,35,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,50.03,10,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
+153000000,0,59.98,15,547.0,928,9,74.82,4,3.0,1.0,1,0,0,1,0,1,0,0
+1380000000,1,84.97,11,7712.0,5678,72,109.47,556,3.0,2.0,1,0,0,1,0,0,0,1
+147500000,0,84.9825,8,498.0,1153,11,101.52,748,3.0,1.0,0,1,0,0,1,0,0,1
+530000000,0,144.5,14,1576.0,1112,17,181.91,68,4.0,2.0,0,1,1,0,0,0,0,1
+268000000,1,84.84,2,246.0,397,5,102.96,382,3.0,2.0,0,1,0,0,1,0,0,1
+820000000,1,59.48,5,930.0,620,8,84.54,170,3.0,1.0,1,0,0,1,0,1,0,0
+269000000,0,84.8374,7,194.0,191,3,106.55,21,3.0,2.0,0,1,0,0,1,0,0,1
+466000000,1,84.96,1,245.0,243,2,109.41,119,3.0,2.0,0,1,0,0,1,0,0,1
+125000000,0,84.91,15,663.0,893,11,108.38,210,3.0,2.0,0,1,0,0,1,0,0,1
+220500000,0,59.5399,10,248.0,248,4,78.95,108,3.0,2.0,0,1,0,0,1,0,0,1
+342000000,0,84.92,10,514.0,498,5,106.67,298,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,59.98,3,601.0,522,19,86.83,222,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,84.14,5,253.0,236,3,103.44,164,3.0,2.0,0,1,0,0,1,0,0,1
+155000000,0,59.76,9,1789.0,1669,10,80.01,675,3.0,1.0,0,1,1,0,0,1,0,0
+579000000,1,84.97,21,3310.0,2517,42,107.49,55,3.0,2.0,1,0,0,1,0,0,0,1
+270000000,0,75.585,24,274.0,256,1,99.56,100,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,1,59.9,17,237.0,245,3,75.89,97,2.0,1.0,0,1,0,0,1,0,0,1
+170000000,0,59.97,18,931.0,874,7,84.62,470,2.0,1.0,0,1,0,0,1,1,0,0
+485000000,1,84.32,1,709.0,609,7,105.83,609,3.0,2.0,0,1,0,0,1,0,0,1
+4150000000,1,235.312,8,1732.0,600,32,303.2,24,5.0,2.0,0,1,0,0,1,0,0,1
+345000000,1,93.55,5,143.0,135,1,121.42,29,3.0,2.0,0,1,0,0,1,0,0,1
+132000000,0,59.98,16,540.0,630,6,79.85,40,3.0,1.0,0,1,0,0,1,0,0,1
+782430000,1,84.86,1,515.0,654,4,109.1,314,3.0,2.0,0,1,0,0,1,0,0,1
+230000000,0,59.97,25,227.0,228,2,76.03,30,3.0,2.0,0,1,0,0,1,0,0,1
+188000000,0,59.816,3,682.0,682,10,74.03,114,3.0,1.0,1,0,0,1,0,0,0,1
+730000000,1,84.93,3,930.0,930,11,103.49,464,3.0,2.0,1,0,0,1,0,0,0,1
+211000000,1,59.94,3,293.0,271,2,85.17,126,3.0,1.0,0,1,0,0,1,1,0,0
+326000000,0,116.024,14,1162.0,690,14,145.15,203,3.0,2.0,0,1,0,1,0,0,0,1
+776000000,1,84.95,9,760.0,558,6,110.16,221,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,84.94,4,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+355000000,1,84.50399999999998,13,821.0,705,9,116.64,492,3.0,2.0,0,1,0,0,1,0,0,1
+865000000,1,115.5,4,631.0,523,5,139.36,52,4.0,2.0,0,1,0,0,1,0,0,1
+630000000,1,59.73,9,434.0,380,9,81.23,68,3.0,2.0,1,0,0,1,0,0,0,1
+225000000,0,84.898,4,413.0,430,8,113.85,185,3.0,2.0,0,1,0,0,1,0,0,1
+259000000,0,59.1416,7,3400.0,3160,30,82.28,385,3.0,2.0,0,1,0,0,1,0,0,1
+454000000,1,84.83,7,2616.0,2283,41,112.52,108,3.0,2.0,1,0,0,1,0,1,0,0
+167000000,0,84.69,12,1469.0,1468,16,101.41,718,3.0,2.0,0,1,0,0,1,0,0,1
+446000000,1,84.61,13,774.0,648,9,104.62,258,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,59.82,15,711.0,630,8,88.68,286,2.0,1.0,1,0,0,1,0,1,0,0
+268000000,1,84.95,15,784.0,778,5,106.9,251,3.0,2.0,0,1,0,0,1,0,0,1
+260000000,1,59.98,10,648.0,791,7,82.38,116,3.0,1.0,0,1,0,0,1,0,0,1
+178000000,1,44.17,13,510.0,735,6,56.14,15,2.0,1.0,1,0,0,1,0,1,0,0
+620000000,1,81.07,7,600.0,570,7,97.69,120,3.0,1.0,0,1,1,0,0,0,0,1
+780000000,1,169.199,4,1533.0,1095,11,200.02,194,5.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,77.17,4,496.0,423,4,108.9,0,3.0,2.0,0,1,0,0,1,0,0,1
+393000000,0,126.5517,12,910.0,684,7,153.64,150,4.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,84.71,24,4804.0,3830,54,111.12,292,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,0,84.6528,10,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
+84500000,0,42.29,13,536.0,1366,14,58.9,413,2.0,1.0,0,1,0,0,1,1,0,0
+333000000,0,84.6389,4,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
+246500000,1,84.97,7,3146.0,2810,25,99.67,1240,3.0,2.0,0,1,0,0,1,0,0,1
+1350000000,1,136.21,10,192.0,192,2,161.98,108,5.0,2.0,1,0,0,1,0,0,0,1
+175000000,0,84.6,5,510.0,930,11,96.58,480,3.0,2.0,0,1,0,0,1,0,0,1
+1500000000,1,219.82,34,1081.0,445,2,279.31,12,4.0,3.0,1,0,0,0,1,0,0,1
+535000000,1,84.88,18,4329.0,5150,42,106.63,1298,3.0,2.0,0,1,0,0,1,0,0,1
+179000000,0,84.86,1,672.0,672,13,95.52,120,3.0,2.0,0,1,1,0,0,0,0,1
+90000000,0,59.445,12,997.0,957,12,73.77,430,3.0,1.0,1,0,0,1,0,0,0,1
+201000000,1,43.92,6,1314.0,1162,7,56.68,219,1.0,1.0,0,1,1,0,0,1,0,0
+233000000,0,59.94,7,402.0,384,3,80.1,52,3.0,1.0,1,0,0,1,0,0,0,1
+219000000,0,84.9777,17,290.0,262,3,112.35,224,3.0,2.0,0,1,0,0,1,0,0,1
+140000000,0,84.69,1,1469.0,1468,16,101.41,718,3.0,2.0,0,1,0,0,1,0,0,1
+300500000,1,84.53,12,675.0,518,8,108.91,97,3.0,2.0,1,0,0,1,0,0,0,1
+488000000,1,80.31,13,135.0,132,1,99.18,84,3.0,2.0,0,1,0,0,1,0,0,1
+658000000,1,84.99,11,4418.0,2603,37,111.85,171,3.0,2.0,1,0,0,1,0,0,0,1
+30000000,0,36.36,4,50.0,220,3,36.3,220,2.0,1.0,0,1,0,0,1,1,0,0
+288500000,0,126.638,21,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
+314000000,1,59.99,5,1306.0,1125,15,78.45,452,3.0,1.0,0,1,0,0,1,0,0,1
+83000000,0,59.78,12,219.0,215,3,75.37,85,3.0,1.0,0,1,0,0,1,0,0,1
+230000000,1,64.39,6,500.0,715,5,82.89,208,3.0,1.0,0,1,0,0,1,1,0,0
+168000000,1,41.85,6,486.0,763,11,59.95,59,2.0,1.0,1,0,0,1,0,1,0,0
+527000000,1,84.68,12,712.0,643,10,109.61,93,3.0,2.0,1,0,0,1,0,0,0,1
+650000000,1,84.23,3,174.0,410,5,100.55,254,3.0,2.0,0,1,0,0,1,0,0,1
+345000000,1,84.98,9,263.0,231,3,106.26,209,3.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,84.92,16,517.0,499,5,108.75,6,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,0,84.9357,7,482.0,480,6,107.2,480,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,59.98,25,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
+623000000,1,59.88,15,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
+363000000,0,84.99,18,1849.0,1691,16,107.53,628,3.0,2.0,0,1,0,0,1,0,0,1
+285000000,1,59.98,10,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,27.68,17,7876.0,5563,65,42.28,500,1.0,1.0,1,0,0,1,0,0,0,1
+263000000,1,59.87,11,1800.0,3481,25,84.45,172,2.0,1.0,1,0,0,1,0,1,0,0
+280000000,1,49.94,14,550.0,1430,14,72.73,210,2.0,1.0,0,1,1,0,0,1,0,0
+148000000,0,84.96,23,335.0,472,1,105.35,222,3.0,2.0,0,1,0,0,1,1,0,0
+450000000,1,59.98,5,221.0,252,7,78.93,252,3.0,1.0,0,1,0,0,1,0,0,1
+183500000,0,59.85,7,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
+595000000,1,134.19,1,576.0,396,6,158.17,120,4.0,2.0,0,1,0,0,1,0,0,1
+543000000,1,35.87,3,1136.0,2841,58,35.87,480,2.0,1.0,0,1,0,0,1,0,0,1
+599000000,1,41.99,5,1136.0,2841,58,42.55,1580,2.0,1.0,0,1,0,0,1,0,0,1
+970000000,1,131.08,10,1842.0,1842,26,141.57,432,4.0,2.0,1,0,0,1,0,0,0,1
+210000000,1,59.91,13,240.0,249,3,75.63,27,2.0,1.0,0,1,0,0,1,0,0,1
+234500000,1,59.4,20,465.0,414,3,89.79,136,3.0,1.0,0,1,0,0,1,1,0,0
+455000000,1,132.96,9,4932.0,4509,31,164.28,1008,4.0,2.0,0,1,1,0,0,0,0,1
+275000000,1,64.39,7,500.0,715,5,96.7,39,3.0,1.0,0,1,0,0,1,1,0,0
+1085000000,1,83.06,3,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
+620000000,1,59.9,6,594.0,242,3,79.04,120,3.0,1.0,1,0,0,1,0,0,0,1
+436700000,0,84.7841,14,2446.0,1149,9,128.83,87,3.0,2.0,0,1,0,0,1,0,0,1
+150000000,0,84.93,1,127.0,245,2,104.01,24,3.0,2.0,0,1,0,0,1,0,0,1
+306500000,1,59.46,7,1800.0,3481,25,83.88,172,2.0,1.0,1,0,0,1,0,0,0,1
+194500000,1,49.94,8,676.0,2265,26,71.05,585,2.0,1.0,1,0,0,1,0,1,0,0
+430000000,1,59.67,2,581.0,581,6,73.68,171,2.0,1.0,0,1,0,0,1,0,0,1
+407500000,1,84.98,16,263.0,231,3,106.26,209,3.0,2.0,0,1,0,0,1,0,0,1
+529000000,0,144.48,5,1578.0,922,9,178.06,100,4.0,2.0,0,1,0,0,1,0,0,1
+83000000,0,59.9942,15,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,0,84.9227,28,468.0,451,4,110.02,173,3.0,2.0,0,1,0,0,1,0,0,1
+99000000,0,83.68,12,268.0,499,5,102.04,95,3.0,2.0,0,1,0,0,1,0,0,1
+67000000,0,84.86,1,270.0,210,1,98.39,119,3.0,2.0,0,1,0,0,1,0,0,1
+262000000,1,84.83,6,273.0,380,3,103.34,380,3.0,2.0,0,1,0,0,1,0,0,1
+477990000,0,132.8721,8,857.0,390,4,167.2,44,3.0,2.0,0,1,0,0,1,0,0,1
+475000000,1,84.97,4,146.0,145,1,106.37,30,3.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,84.985,17,507.0,391,6,109.44,225,3.0,2.0,0,1,0,0,1,0,0,1
+368000000,1,73.94,9,2123.0,2136,17,97.81,90,3.0,1.0,1,0,0,1,0,1,0,0
+220000000,0,59.84,13,1109.0,1094,9,78.82,450,3.0,1.0,0,1,0,0,1,0,0,1
+328000000,1,59.73,8,997.0,997,9,83.28,365,3.0,1.0,1,0,0,1,0,1,0,0
+305000000,1,59.445,11,2300.0,1981,18,80.71,223,2.0,1.0,1,0,0,1,0,1,0,0
+535000000,1,59.91,16,735.0,915,8,81.11,322,3.0,2.0,0,1,0,1,0,1,0,0
+104000000,0,84.97,11,134.0,209,1,104.19,30,3.0,2.0,0,1,0,0,1,0,0,1
+204000000,1,58.14,9,646.0,1045,9,79.9,807,3.0,1.0,1,0,0,1,0,1,0,0
+224000000,0,84.95,17,1367.0,1408,10,104.32,520,3.0,2.0,0,1,0,0,1,0,0,1
+198000000,0,59.98,5,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
+480000000,1,123.46,10,2504.0,1983,26,150.33,275,4.0,2.0,0,1,0,0,1,0,0,1
+177000000,0,84.98,12,634.0,299,3,103.32,228,3.0,2.0,0,1,0,0,1,0,0,1
+820000000,1,59.98,9,6075.0,3410,44,84.74,284,3.0,2.0,1,0,0,1,0,0,0,1
+1950000000,1,107.47,2,4026.0,3590,99,138.84,720,5.0,2.0,0,1,1,0,0,0,0,1
+620000000,1,84.97,16,3310.0,2517,42,107.49,120,3.0,2.0,1,0,0,1,0,0,0,1
+358000000,1,84.6,12,460.0,437,2,99.22,159,3.0,2.0,0,1,0,0,1,0,0,1
+145000000,0,78.68,4,70.0,163,2,94.51,115,3.0,1.0,0,1,0,0,1,0,0,1
+230000000,0,74.5241,1,1967.0,1758,19,97.15,40,3.0,2.0,1,0,0,1,0,0,0,1
+270000000,1,59.99,9,2088.0,1634,28,78.94,134,3.0,2.0,0,1,0,0,1,1,0,0
+107800000,0,49.94,5,1600.0,1320,10,72.95,180,2.0,1.0,0,1,0,0,1,1,0,0
+1130000000,1,84.43,12,5000.0,4424,28,115.54,11,4.0,2.0,1,0,0,1,0,1,0,0
+815000000,1,83.06,10,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
+265000000,0,116.817,2,2269.0,1950,15,151.86,528,4.0,2.0,0,1,0,0,1,0,0,1
+440000000,0,84.4011,27,523.0,472,4,111.89,176,3.0,2.0,0,1,0,0,1,0,0,1
+77000000,0,49.14,24,700.0,990,7,62.81,556,2.0,1.0,0,1,0,0,1,0,1,0
+503000000,1,81.2768,15,436.0,342,4,109.09,171,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,59.6054,2,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
+97150000,0,84.34,10,280.0,360,4,109.65,146,3.0,2.0,0,1,0,0,1,0,0,1
+352000000,1,59.9765,10,778.0,662,15,84.09,206,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,0,84.9902,14,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
+74500000,0,40.66,1,1000.0,812,18,46.28,576,1.0,1.0,0,1,0,0,1,0,0,1
+670000000,1,84.947,3,1428.0,1070,16,109.6,285,3.0,2.0,0,1,0,0,1,0,0,1
+930000000,1,84.9571,2,505.0,392,3,112.74,139,3.0,2.0,1,0,0,1,0,0,0,1
+277000000,1,55.6724,13,390.0,300,6,75.51,48,3.0,1.0,0,1,0,0,1,0,0,1
+744000000,1,74.97,20,1274.0,1082,12,102.59,126,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,0,101.99,6,1551.0,1124,21,130.39,58,3.0,2.0,0,1,0,0,1,0,0,1
+800000000,1,124.95,6,924.0,660,8,161.98,150,4.0,2.0,0,1,1,0,0,0,0,1
+274000000,1,59.34,6,700.0,791,5,86.46,317,3.0,1.0,0,1,0,0,1,1,0,0
+650000000,1,59.93,4,250.0,242,4,81.14,76,3.0,1.0,0,1,0,0,1,0,0,1
+363550000,0,145.64,8,948.0,540,4,171.72,128,4.0,2.0,0,1,0,0,1,0,0,1
+197000000,1,59.9,18,224.0,272,1,84.96,138,3.0,1.0,0,1,0,0,1,0,0,1
+1130000000,1,50.64,5,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
+327000000,0,102.0148,2,660.0,560,8,123.28,126,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,0,125.98,3,774.0,544,2,170.86,78,4.0,2.0,0,1,0,0,1,0,0,1
+207500000,0,58.695,13,962.0,892,8,79.91,148,2.0,1.0,0,1,0,0,1,0,0,1
+347000000,0,84.9805,18,524.0,470,6,113.66,38,3.0,2.0,0,1,0,0,1,0,0,1
+98000000,0,84.99,9,377.0,464,6,106.85,87,3.0,2.0,0,1,0,0,1,0,0,1
+137000000,0,37.65,4,217.0,358,1,62.81,151,1.0,1.0,0,1,0,0,1,0,0,1
+88000000,0,40.1,4,298.0,400,8,45.39,385,2.0,1.0,0,1,0,0,1,0,0,1
+73000000,0,73.04,18,175.0,274,1,100.38,49,3.0,2.0,0,1,0,0,1,1,0,0
+720000000,0,125.4155,6,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
+575000000,1,84.83,3,814.0,722,9,109.99,208,3.0,2.0,1,0,0,1,0,0,0,1
+425000000,1,84.75,2,456.0,811,6,105.79,324,3.0,2.0,0,1,0,0,1,0,0,1
+707000000,0,119.851,17,3728.0,1631,3,184.04,1,3.0,2.0,0,1,0,0,1,0,0,1
+185000000,0,59.997,10,1058.0,1028,13,81.74,240,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,59.7,14,1204.0,712,12,77.28,125,3.0,1.0,0,1,0,0,1,0,0,1
+150000000,0,59.816,13,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
+929000000,1,84.12200000000001,6,548.0,321,5,109.19,123,3.0,2.0,1,0,0,1,0,0,0,1
+175000000,0,121.47,10,243.0,170,2,150.03,58,4.0,2.0,0,1,0,0,1,0,0,1
+175000000,0,83.52,15,220.0,285,2,106.96,135,3.0,2.0,0,1,0,0,1,0,0,1
+104500000,0,59.6,14,682.0,824,9,80.33,552,3.0,1.0,1,0,0,1,0,0,0,1
+81000000,1,41.3,2,2123.0,2136,17,58.59,540,2.0,1.0,1,0,0,1,0,1,0,0
+470000000,1,85.46,3,713.0,969,11,92.56,108,2.0,1.0,0,1,1,0,0,1,0,0
+420000000,1,84.97,18,2772.0,3322,32,113.67,876,3.0,2.0,0,1,0,0,1,0,0,1
+238000000,1,84.96,8,708.0,823,5,103.2,260,3.0,2.0,0,1,0,0,1,0,0,1
+590000000,1,130.42,3,247.0,157,3,155.61,20,4.0,2.0,0,1,0,0,1,0,0,1
+500000000,1,84.45,10,690.0,582,11,105.33,232,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,59.65,9,632.0,573,4,84.19,257,3.0,1.0,0,1,0,0,1,1,0,0
+169500000,0,59.97,17,931.0,953,8,83.31,439,2.0,1.0,0,1,0,0,1,1,0,0
+221500000,1,59.82,4,374.0,298,4,84.72,98,3.0,1.0,0,1,0,0,1,1,0,0
+844000000,1,88.26,3,444.0,408,4,94.71,120,3.0,1.0,0,1,1,0,0,1,0,0
+630000000,1,84.65,10,409.0,353,6,108.82,78,3.0,2.0,1,0,0,1,0,0,0,1
+180000000,0,59.87,1,812.0,738,8,78.15,156,3.0,1.0,0,1,0,0,1,0,0,1
+460000000,1,59.99,10,1029.0,888,19,73.07,267,3.0,1.0,0,1,0,0,1,0,0,1
+485000000,0,100.945,19,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
+440000000,0,109.27,41,927.0,255,2,129.03,24,3.0,2.0,0,1,0,0,1,0,0,1
+162500000,0,84.91,20,810.0,604,11,107.79,160,3.0,2.0,0,1,0,0,1,0,0,1
+1600000000,1,150.689,20,1999.0,1461,3,191.93,31,3.0,2.0,1,0,0,1,0,0,0,1
+300000000,1,54.54,4,2000.0,2654,27,60.32,80,3.0,1.0,1,0,0,1,0,0,0,1
+134000000,1,45.55,12,360.0,1980,12,55.33,120,2.0,1.0,1,0,0,1,0,0,0,1
+815000000,0,135.239,34,3728.0,1631,3,195.84,46,4.0,2.0,0,1,0,0,1,0,0,1
+138000000,1,59.62,19,192.0,198,1,82.26,118,3.0,1.0,0,1,0,0,1,1,0,0
+525000000,1,84.46,3,981.0,1550,12,101.35,360,3.0,2.0,1,0,0,1,0,0,0,1
+330000000,1,59.26,2,877.0,895,9,79.85,315,2.0,1.0,0,1,0,0,1,1,0,0
+1000000000,1,84.9097,5,753.0,738,11,102.48,0,3.0,2.0,1,0,0,1,0,0,0,1
+262000000,1,51.84,11,774.0,1285,10,72.73,280,3.0,1.0,0,1,1,0,0,1,0,0
+371000000,1,59.99,5,1806.0,1497,25,85.55,268,3.0,2.0,0,1,0,0,1,0,0,1
+695000000,1,84.7835,9,1971.0,1559,22,109.59,360,3.0,2.0,0,1,0,0,1,0,0,1
+790000000,1,84.46,7,912.0,912,8,107.46,72,3.0,1.0,1,0,0,0,1,1,0,0
+300000000,1,59.85,7,5402.0,5387,49,82.93,324,3.0,1.0,0,1,1,0,0,0,1,0
+295000000,1,84.92,17,293.0,271,2,110.81,71,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,84.83,18,1104.0,1174,11,108.52,100,3.0,2.0,0,1,1,0,0,0,0,1
+195000000,0,59.9675,8,1357.0,1166,12,82.18,346,3.0,2.0,0,1,0,0,1,0,0,1
+260000000,1,59.4,4,819.0,772,2,81.18,39,2.0,1.0,0,1,0,0,1,1,0,0
+110000000,0,83.61,8,85.0,365,4,100.93,89,3.0,2.0,0,1,0,0,1,0,0,1
+475000000,0,125.4155,16,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,83.38,2,517.0,855,10,100.08,465,3.0,1.0,0,1,0,0,1,0,0,1
+80000000,0,59.99,4,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+83200000,0,59.91,3,735.0,1116,13,81.29,490,3.0,1.0,0,1,0,0,1,1,0,0
+899000000,1,84.98,9,2780.0,2198,40,112.35,493,3.0,2.0,0,1,0,0,1,0,0,1
+234000000,0,84.9532,20,358.0,350,4,114.07,90,3.0,2.0,0,1,0,0,1,0,0,1
+160500000,0,84.95,3,1367.0,1408,10,104.32,520,3.0,2.0,0,1,0,0,1,0,0,1
+548000000,0,100.945,29,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
+159000000,0,59.816,12,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
+243500000,1,58.01,3,1999.0,2856,32,80.17,616,2.0,1.0,1,0,0,1,0,1,0,0
+385000000,1,83.27,12,570.0,570,5,110.08,255,3.0,1.0,0,1,0,0,1,1,0,0
+47000000,0,41.3,1,2716.0,2716,20,57.29,810,2.0,1.0,0,1,1,0,0,1,0,0
+129000000,0,58.46,7,1418.0,4056,26,80.24,528,2.0,1.0,0,1,0,0,1,1,0,0
+200000000,1,58.77,11,1849.0,1541,14,80.38,465,2.0,1.0,0,1,0,0,1,1,0,0
+387000000,1,84.98,20,563.0,296,5,111.38,111,3.0,2.0,0,1,0,0,1,0,0,1
+364000000,1,50.03,13,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
+400000000,1,84.52,16,432.0,682,5,103.75,240,3.0,2.0,1,0,1,0,0,0,0,1
+338000000,0,109.6398,5,1362.0,763,15,131.85,84,4.0,2.0,0,1,0,1,0,0,0,1
+208500000,0,59.98,11,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
+180000000,0,59.4,17,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
+520000000,1,84.75,17,2110.0,2496,23,106.88,551,3.0,2.0,0,1,0,0,1,0,0,1
+185000000,0,118.51,9,1035.0,1016,11,143.16,100,4.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,59.75,13,218.0,194,2,80.73,96,3.0,1.0,0,1,0,0,1,0,0,1
+350000000,1,59.94,4,1535.0,1410,19,80.99,188,2.0,1.0,0,1,0,0,1,0,0,1
+525000000,1,84.92,8,516.0,537,3,112.39,94,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,0,84.98700000000002,28,979.0,745,7,111.18,284,3.0,2.0,1,0,0,1,0,0,0,1
+310000000,0,84.6389,34,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+325000000,1,59.58,3,2110.0,2496,23,79.89,522,3.0,1.0,0,1,0,0,1,0,1,0
+263000000,1,49.95,7,997.0,997,9,69.64,258,2.0,1.0,1,0,0,1,0,1,0,0
+380000000,0,131.5784,2,950.0,560,7,163.8,119,4.0,2.0,0,1,0,0,1,0,0,1
+259000000,1,84.945,3,449.0,447,3,107.82,216,3.0,2.0,0,1,0,0,1,0,1,0
+200000000,1,40.95,9,384.0,384,4,59.5,102,1.0,1.0,1,0,0,1,0,1,0,0
+420000000,1,59.64,2,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+300000000,1,59.26,10,130.0,178,1,79.99,96,2.0,1.0,0,1,0,0,1,1,0,0
+393000000,1,59.98,20,533.0,538,6,87.47,226,3.0,1.0,0,1,0,0,1,1,0,0
+429000000,1,84.96,12,210.0,173,3,110.55,94,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,0,84.99,34,1066.0,690,4,107.13,58,3.0,2.0,0,1,0,0,1,0,0,1
+169000000,1,59.98,5,253.0,247,2,81.32,76,3.0,1.0,1,0,0,1,0,0,0,1
+690000000,1,59.97,2,4113.0,2678,35,86.43,424,3.0,2.0,1,0,0,1,0,0,0,1
+585000000,1,58.57,6,263.0,263,2,79.34,0,2.0,1.0,0,1,0,0,1,0,0,1
+755000000,1,113.226,19,1257.0,977,12,134.05,108,4.0,2.0,0,1,0,0,1,0,0,1
+129500000,0,74.76,12,92.0,232,1,96.91,90,3.0,1.0,0,1,0,0,1,0,0,1
+440000000,1,49.94,12,4471.0,2634,21,71.02,480,2.0,1.0,1,0,0,1,0,0,0,1
+102500000,0,84.78,22,240.0,298,4,102.96,136,3.0,2.0,0,1,0,0,1,0,0,1
+95000000,0,41.3,1,2716.0,2716,20,57.29,810,2.0,1.0,0,1,1,0,0,1,0,0
+102550000,0,84.975,9,422.0,424,4,106.74,186,3.0,2.0,0,1,0,0,1,0,0,1
+668000000,1,113.226,19,1257.0,977,12,134.05,108,4.0,2.0,0,1,0,0,1,0,0,1
+135000000,1,70.62,11,4753.0,3169,30,97.67,780,2.0,1.0,0,1,0,0,1,1,0,0
+397000000,1,84.87,22,1664.0,1261,10,108.02,644,3.0,2.0,0,1,0,0,1,0,0,1
+2700000000,1,198.04,4,3893.0,2444,28,239.52,152,5.0,3.0,1,0,0,1,0,0,0,1
+340000000,1,84.63,18,264.0,236,2,107.8,127,3.0,2.0,0,1,0,0,1,0,0,1
+242500000,1,51.48,2,646.0,1595,19,74.79,720,2.0,1.0,1,0,0,1,0,1,0,0
+255000000,1,59.39,1,676.0,2265,26,77.11,150,2.0,1.0,1,0,0,1,0,0,0,1
+900000000,1,108.338,2,1964.0,936,14,127.88,288,4.0,2.0,1,0,0,1,0,0,0,1
+205000000,1,59.76,2,335.0,296,7,78.62,120,3.0,2.0,0,1,0,0,1,0,0,1
+369000000,1,59.96,14,3384.0,3404,35,83.76,705,3.0,1.0,0,1,0,0,1,1,0,0
+269000000,0,68.16,20,500.0,412,5,93.1,96,3.0,1.0,0,1,0,0,1,1,0,0
+1150000000,1,84.9648,7,1399.0,999,10,116.34,280,3.0,2.0,1,0,0,1,0,0,0,1
+363000000,1,59.98,19,533.0,538,6,87.47,226,3.0,1.0,0,1,0,0,1,1,0,0
+323000000,1,48.69,4,757.0,1382,16,65.1,264,2.0,1.0,1,0,0,1,0,1,0,0
+610000000,1,84.93,13,156.0,171,1,122.31,171,3.0,2.0,1,0,0,1,0,0,0,1
+420000000,1,66.87,11,654.0,768,10,93.1,220,3.0,1.0,0,1,0,0,1,1,0,0
+122000000,0,59.8,10,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
+180000000,1,84.98,1,1448.0,1047,9,103.8,176,3.0,2.0,1,0,0,1,0,0,0,1
+250000000,1,59.95,1,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
+450000000,1,114.88,2,1323.0,1114,14,145.14,157,4.0,2.0,0,1,0,0,1,0,0,1
+372500000,1,84.64,5,1855.0,1605,25,109.23,792,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,68.12,10,832.0,858,9,91.4,738,3.0,1.0,1,0,0,1,0,1,0,0
+285000000,1,84.815,13,1402.0,2002,16,104.95,180,3.0,2.0,0,1,0,0,1,0,0,1
+477000000,1,84.91,1,1391.0,1606,15,104.75,958,3.0,2.0,0,1,0,0,1,0,0,1
+207000000,0,59.4,15,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
+310000000,1,84.87,10,4753.0,3169,30,114.51,424,3.0,1.0,0,1,0,0,1,1,0,0
+270000000,1,84.93,15,134.0,126,1,107.63,52,3.0,2.0,0,1,0,0,1,0,0,1
+421000000,1,59.55,11,1415.0,1102,14,75.06,343,3.0,1.0,0,1,0,0,1,1,0,0
+378430000,0,127.6514,14,592.0,421,9,161.42,66,4.0,2.0,0,1,0,0,1,0,0,1
+895000000,1,84.97,9,3310.0,2517,42,107.49,116,3.0,2.0,1,0,0,1,0,0,0,1
+325000000,0,133.295,20,1548.0,1358,19,161.32,296,4.0,2.0,1,0,0,1,0,0,0,1
+136500000,0,116.76,17,109.0,299,2,134.88,66,4.0,2.0,0,1,0,0,1,0,0,1
+315000000,1,75.5,9,250.0,238,2,91.26,152,3.0,2.0,0,1,0,0,1,0,0,1
+161500000,0,59.69,15,820.0,814,9,82.3,380,3.0,1.0,0,1,0,0,1,0,0,1
+418000000,1,80.325,19,446.0,385,6,99.53,108,3.0,2.0,0,1,0,0,1,0,0,1
+195000000,1,59.58,9,4932.0,4509,31,81.7,684,2.0,1.0,0,1,1,0,0,1,0,0
+445000000,1,59.98,12,1440.0,1067,13,79.44,171,3.0,2.0,1,0,0,1,0,0,0,1
+150000000,0,80.55,4,230.0,160,3,87.6,5,3.0,2.0,0,1,0,0,1,0,1,0
+280000000,1,59.99,2,2088.0,1634,28,78.94,105,3.0,2.0,0,1,0,0,1,1,0,0
+150000000,0,84.91,16,178.0,220,1,107.36,110,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,0,84.73,4,494.0,444,8,112.36,105,3.0,2.0,1,0,0,1,0,0,0,1
+200500000,0,59.72,13,431.0,654,4,77.1,344,3.0,1.0,0,1,0,0,1,0,0,1
+540000000,1,84.63,11,214.0,332,4,109.09,120,3.0,2.0,1,0,0,1,0,0,0,1
+372500000,1,84.9,10,659.0,579,8,110.87,266,3.0,2.0,0,1,0,0,1,0,0,1
+238000000,1,59.76,1,937.0,1609,16,81.79,502,2.0,1.0,1,0,0,1,0,1,0,0
+880000000,1,84.94,6,364.0,333,9,109.81,138,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,1,57.1,5,456.0,811,6,76.88,198,2.0,1.0,0,1,0,0,1,1,0,0
+360000000,1,84.303,5,494.0,484,8,103.82,298,3.0,2.0,0,1,0,0,1,0,0,1
+367000000,1,50.54,10,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
+700000000,1,59.99,6,1027.0,847,10,85.02,76,3.0,2.0,0,1,0,1,0,0,0,1
+230000000,1,55.77,13,254.0,230,2,81.79,56,3.0,1.0,0,1,0,0,1,1,0,0
+266000000,1,59.76,16,1544.0,1544,9,83.46,558,3.0,1.0,0,1,0,0,1,1,0,0
+430000000,1,84.9,9,558.0,477,6,108.93,152,3.0,2.0,0,1,0,0,1,0,0,1
+84500000,0,59.97,17,931.0,874,7,84.62,470,2.0,1.0,0,1,0,0,1,1,0,0
+124000000,1,36.16,2,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
+330000000,1,83.59,9,261.0,435,4,101.08,90,3.0,1.0,0,1,0,0,1,0,0,1
+310000000,1,60.054,4,635.0,620,22,81.54,256,3.0,2.0,0,1,0,0,1,0,0,1
+845000000,1,84.96,15,1356.0,1260,8,110.46,1260,3.0,1.0,1,0,0,1,0,1,0,0
+200000000,1,54.7,3,902.0,585,5,72.36,201,2.0,1.0,0,1,0,0,1,1,0,0
+348000000,0,128.5315,16,1582.0,1149,8,154.85,227,4.0,2.0,0,1,0,0,1,0,0,1
+560000000,1,84.98,16,144.0,127,3,105.82,41,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,1,84.09,10,486.0,763,11,104.2,204,3.0,2.0,1,0,0,1,0,0,0,1
+308000000,0,84.92,13,820.0,814,9,115.56,276,3.0,2.0,0,1,0,0,1,0,0,1
+123000000,0,59.88,10,1110.0,1206,12,78.19,340,2.0,1.0,0,1,0,0,1,0,0,1
+68250000,0,49.73,8,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
+438000000,1,84.6,6,730.0,845,8,106.11,300,3.0,2.0,0,1,0,0,1,0,0,1
+114000000,0,53.25,7,900.0,936,3,57.63,299,2.0,1.0,0,1,0,0,1,0,0,1
+880000000,0,151.9156,29,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+527500000,0,134.1835,12,1174.0,680,7,167.95,54,3.0,2.0,0,1,0,0,1,0,0,1
+125000000,0,68.12,7,436.0,576,5,86.84,575,3.0,1.0,0,1,0,0,1,0,0,1
+190000000,1,41.85,14,486.0,763,11,59.95,59,2.0,1.0,1,0,0,1,0,1,0,0
+96250000,0,44.87,8,789.0,825,8,65.87,465,3.0,1.0,0,1,0,0,1,1,0,0
+113000000,0,51.32,4,130.0,235,4,60.24,45,3.0,1.0,0,1,0,0,1,0,0,1
+970000000,1,134.96,7,641.0,344,4,158.44,88,4.0,2.0,0,1,0,0,1,0,0,1
+123000000,1,49.94,11,4471.0,2634,21,73.22,270,2.0,1.0,1,0,0,1,0,1,0,0
+395000000,1,84.77,14,1704.0,2340,18,105.79,684,3.0,2.0,1,0,0,0,1,0,0,1
+975000000,1,99.0,12,2100.0,2100,21,126.78,336,3.0,2.0,1,0,0,1,0,1,0,0
+588100000,1,162.36,1,488.0,241,4,195.26,57,3.0,3.0,0,1,0,0,1,0,0,1
+285000000,1,84.94200000000002,1,238.0,190,1,110.98,114,3.0,2.0,0,1,0,0,1,0,0,1
+125000000,1,49.94,13,1710.0,1710,10,71.0,450,2.0,1.0,0,1,1,0,0,1,0,0
+97000000,0,59.94600000000001,21,895.0,852,12,79.91,372,3.0,1.0,1,0,0,1,0,0,0,1
+310000000,1,59.94,14,1215.0,1215,10,83.98,610,3.0,1.0,0,1,1,0,0,1,0,0
+262000000,0,71.6577,1,1309.0,1048,11,98.36,277,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,50.18,6,1225.0,910,7,67.76,630,2.0,1.0,0,1,1,0,0,1,0,0
+464000000,1,59.978,9,1533.0,1095,11,80.68,288,3.0,1.0,0,1,0,0,1,0,0,1
+340000000,1,59.99,8,1306.0,1125,15,78.45,452,3.0,1.0,0,1,0,0,1,0,0,1
+430000000,1,84.91,3,138.0,344,3,103.3,104,3.0,2.0,0,1,0,0,1,0,0,1
+94500000,0,59.9882,8,522.0,524,6,79.3,224,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,39.53,13,325.0,1162,8,61.27,268,3.0,1.0,1,0,0,1,0,1,0,0
+488000000,1,59.76,24,1208.0,1170,13,75.33,228,2.0,1.0,0,1,0,0,1,0,0,1
+320000000,1,58.01,12,1120.0,2213,26,80.26,580,2.0,1.0,1,0,0,1,0,1,0,0
+260000000,1,70.62,3,4753.0,3169,30,97.67,780,2.0,1.0,0,1,0,0,1,1,0,0
+325000000,0,84.88799999999998,17,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,1,57.86,1,72.0,120,4,64.65,90,3.0,1.0,0,1,0,0,1,0,0,1
+147000000,1,29.6,16,438.0,412,1,39.69,234,1.0,1.0,0,1,0,0,1,1,0,0
+281000000,0,84.97399999999998,20,2136.0,1424,19,106.93,288,3.0,2.0,1,0,0,1,0,1,0,0
+129000000,0,84.54,3,194.0,458,4,103.55,126,3.0,2.0,0,1,0,0,1,0,1,0
+207000000,1,49.77,17,2450.0,2462,16,72.73,4,3.0,1.0,0,1,0,1,0,1,0,0
+400000000,1,114.68,11,1875.0,2075,21,133.01,361,4.0,2.0,0,1,0,0,1,0,0,1
+425000000,1,59.82,8,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
+322000000,1,84.87,3,4932.0,4509,31,109.64,986,3.0,2.0,0,1,1,0,0,0,0,1
+525000000,1,84.992,6,1651.0,1122,22,106.94,84,3.0,2.0,0,1,0,0,1,0,0,1
+405000000,1,59.58,6,2110.0,2496,23,79.89,522,3.0,1.0,0,1,0,0,1,0,1,0
+40000000,0,59.91,11,162.0,299,2,82.08,113,3.0,1.0,0,1,0,0,1,0,1,0
+280000000,1,76.6408,5,146.0,134,3,96.67,20,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,76.23,5,265.0,225,1,98.61,117,3.0,2.0,0,1,0,0,1,1,0,0
+295000000,1,59.94,5,106.0,141,1,81.79,94,3.0,1.0,0,1,0,0,1,1,0,0
+613000000,1,102.13,8,564.0,371,7,126.45,30,4.0,2.0,1,0,0,1,0,0,0,1
+495500000,1,102.7,10,2488.0,1244,28,126.48,492,4.0,2.0,1,0,0,1,0,0,0,1
+447000000,1,84.92,10,397.0,355,7,112.66,314,3.0,2.0,0,1,0,0,1,0,0,1
+805000000,1,120.95,31,4890.0,3293,51,158.37,338,4.0,2.0,1,0,0,1,0,0,0,1
+200000000,1,73.92,20,1252.0,1668,18,93.89,220,3.0,1.0,1,0,0,1,0,0,0,1
+310000000,1,59.84,22,524.0,514,5,77.94,20,3.0,1.0,0,1,0,0,1,1,0,0
+118000000,0,84.93,9,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,84.42,20,519.0,492,5,108.34,317,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,0,91.3635,1,554.0,480,13,119.66,6,3.0,2.0,0,1,0,0,1,0,0,1
+1485000000,1,124.22,20,7876.0,5563,65,158.87,494,4.0,2.0,1,0,0,1,0,0,0,1
+247000000,1,59.895,1,1077.0,976,15,83.5,256,3.0,1.0,0,1,0,0,1,1,0,0
+840000000,0,134.05,10,3030.0,2100,12,176.98,105,4.0,2.0,0,1,0,0,1,0,0,1
+175000000,1,59.76,11,1544.0,1544,9,83.46,558,3.0,1.0,0,1,0,0,1,1,0,0
+173000000,0,59.8,4,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
+960000000,1,160.63,30,4596.0,3226,40,198.51,60,4.0,3.0,0,1,0,0,1,0,0,1
+207000000,1,84.43799999999997,1,208.0,180,5,107.54,5,3.0,2.0,0,1,0,0,1,0,0,1
+347000000,1,84.38,2,782.0,782,7,104.94,664,3.0,2.0,0,1,0,0,1,0,0,1
+1250000000,0,127.664,28,3728.0,1631,3,183.15,46,3.0,2.0,0,1,0,0,1,0,0,1
+377000000,1,83.15100000000002,14,131.0,119,1,105.39,36,3.0,2.0,0,1,0,0,1,0,0,1
+106000000,1,49.94,13,1980.0,1980,11,69.28,180,2.0,1.0,0,1,1,0,0,1,0,0
+268000000,0,95.53,8,400.0,360,4,112.08,180,3.0,2.0,0,1,0,0,1,0,0,1
+312000000,1,59.69,5,242.0,289,3,80.58,289,3.0,1.0,0,1,0,0,1,1,0,0
+104500000,0,60.0,7,2716.0,2302,24,80.72,200,2.0,1.0,0,1,0,0,1,0,0,1
+315000000,1,84.83,15,273.0,380,3,103.34,380,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,1,39.6,13,522.0,1372,6,52.96,520,2.0,1.0,1,0,0,1,0,1,0,0
+62000000,0,77.32,10,214.0,214,2,105.79,27,3.0,1.0,0,1,0,0,1,0,0,1
+265000000,1,59.82,15,287.0,245,2,84.6,93,3.0,1.0,0,1,0,0,1,1,0,0
+595000000,0,84.8954,22,1327.0,1006,12,109.16,181,3.0,2.0,0,1,0,0,1,0,0,1
+531000000,1,84.82,11,539.0,499,6,111.82,167,3.0,2.0,1,0,0,1,0,0,0,1
+860000000,1,59.97,9,4113.0,2678,35,86.43,112,3.0,2.0,1,0,0,1,0,0,0,1
+119000000,1,59.85,9,326.0,410,3,83.7,175,2.0,1.0,0,1,1,0,0,1,0,0
+300000000,1,79.07,9,550.0,1430,14,105.49,240,3.0,1.0,0,1,1,0,0,1,0,0
+210000000,0,84.91,12,830.0,1741,16,101.13,630,3.0,2.0,0,1,0,0,1,0,0,1
+575000000,1,84.38,8,301.0,258,3,114.72,258,3.0,2.0,0,1,0,0,1,0,0,1
+145000000,1,35.3,8,681.0,1362,10,48.34,300,2.0,1.0,0,1,0,0,1,1,0,0
+697000000,1,84.95100000000002,12,1185.0,882,16,109.48,50,3.0,2.0,0,1,0,0,1,0,0,1
+305000000,0,84.9821,12,579.0,539,9,114.38,208,3.0,2.0,1,0,0,1,0,0,0,1
+338000000,1,59.99800000000001,3,671.0,600,7,83.24,124,3.0,2.0,0,1,0,0,1,0,0,1
+120000000,0,59.83,15,625.0,654,8,77.74,284,3.0,1.0,0,1,0,0,1,0,0,1
+372500000,0,123.86,20,1323.0,1190,11,153.66,86,4.0,2.0,0,1,0,0,1,0,0,1
+469000000,1,84.94,5,202.0,197,2,112.21,0,3.0,2.0,0,1,0,0,1,0,0,1
+97000000,0,107.08,15,34.0,268,2,125.03,30,4.0,2.0,0,1,0,0,1,0,0,1
+700000000,1,118.25,4,1710.0,855,6,135.86,75,4.0,2.0,0,1,1,0,0,0,0,1
+160000000,0,65.16,2,390.0,390,13,80.34,300,3.0,1.0,0,1,0,0,1,0,0,1
+535000000,1,73.96,8,877.0,725,10,95.92,86,3.0,2.0,0,1,0,0,1,0,0,1
+730000000,1,84.85799999999998,8,1108.0,810,17,111.38,343,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,1,39.6,13,522.0,1372,6,52.96,520,2.0,1.0,1,0,0,1,0,1,0,0
+168500000,0,59.9115,15,4697.0,3462,49,81.59,0,3.0,2.0,0,1,0,0,1,0,0,1
+817000000,1,72.51,4,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
+1270000000,1,125.44,3,1104.0,1882,34,154.06,100,4.0,2.0,1,0,0,1,0,1,0,0
+390000000,1,84.98,12,412.0,373,7,107.89,95,3.0,2.0,0,1,0,0,1,0,0,1
+306000000,0,84.93,4,843.0,788,13,107.81,160,3.0,2.0,1,0,0,1,0,0,0,1
+56500000,0,59.58,12,64.0,126,1,80.22,126,2.0,1.0,0,1,0,0,1,1,0,0
+132000000,0,59.91,9,1427.0,1420,13,81.56,116,3.0,1.0,0,1,0,0,1,0,0,1
+240000000,1,59.97,7,164.0,123,1,85.87,67,3.0,1.0,0,1,0,0,1,1,0,0
+94000000,0,49.94,11,1418.0,4056,26,68.73,990,2.0,1.0,0,1,0,0,1,1,0,0
+86500000,0,45.5,11,800.0,1000,9,62.48,400,3.0,1.0,0,1,0,0,1,1,0,0
+409000000,0,144.48,17,1578.0,922,9,178.06,100,4.0,2.0,0,1,0,0,1,0,0,1
+204000000,1,38.64,9,840.0,840,5,50.4,300,2.0,1.0,0,1,1,0,0,0,0,1
+278000000,0,84.8348,13,132.0,113,3,106.26,95,3.0,2.0,0,1,0,1,0,0,0,1
+430000000,1,60.0,2,650.0,645,5,86.96,315,3.0,1.0,1,0,0,1,0,1,0,0
+680000000,1,84.84,1,1148.0,912,16,113.7,202,3.0,2.0,1,0,0,1,0,0,0,1
+324000000,0,59.816,21,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
+137000000,0,61.56,14,2050.0,2038,23,79.34,323,2.0,1.0,0,1,0,0,1,1,0,0
+185000000,1,54.48,4,552.0,690,7,68.38,60,2.0,1.0,0,1,0,0,1,0,0,1
+500000000,1,84.88,12,2123.0,1696,7,109.8,786,3.0,2.0,0,1,1,0,0,0,0,1
+110000000,0,49.14,21,700.0,990,7,62.81,556,2.0,1.0,0,1,0,0,1,0,1,0
+272000000,1,49.5,4,260.0,525,4,64.28,210,2.0,1.0,1,0,0,1,0,1,0,0
+362000000,0,115.1516,5,276.0,203,3,145.67,35,4.0,2.0,1,0,0,1,0,0,0,1
+570000000,1,113.329,13,2270.0,1764,19,152.51,40,4.0,2.0,0,1,0,0,1,0,0,1
+193000000,0,59.6715,5,1858.0,1828,17,80.5,481,3.0,2.0,0,1,0,0,1,0,0,1
+435000000,1,82.45,2,654.0,768,10,112.4,140,4.0,1.0,0,1,0,0,1,1,0,0
+200000000,1,73.48,8,338.0,338,4,91.0,83,3.0,1.0,0,1,0,0,1,0,0,1
+405000000,1,84.93,6,205.0,182,2,105.52,108,3.0,2.0,0,1,0,0,1,0,0,1
+157000000,0,59.95,13,369.0,333,1,76.46,102,3.0,1.0,0,1,0,0,1,0,0,1
+79410000,0,59.075,7,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
+350000000,1,84.9462,8,235.0,191,3,105.48,94,3.0,2.0,0,1,0,0,1,0,0,1
+1460000000,1,119.93,11,7712.0,5678,72,149.88,486,4.0,2.0,1,0,0,1,0,0,0,1
+310000000,1,59.96,16,2084.0,1830,16,81.16,178,3.0,1.0,0,1,0,0,1,0,0,1
+138000000,1,45.55,7,469.0,939,9,60.07,120,2.0,1.0,1,0,0,1,0,1,0,0
+191000000,0,84.98,17,955.0,894,5,104.42,546,3.0,2.0,0,1,0,0,1,0,0,1
+645000000,1,84.96,7,2275.0,1656,28,106.45,1019,3.0,2.0,0,1,0,0,1,0,0,1
+175000000,0,84.99,2,606.0,977,8,102.24,535,3.0,2.0,0,1,0,0,1,0,0,1
+1050000000,1,84.99,25,7876.0,5563,65,109.35,828,3.0,2.0,1,0,0,1,0,0,0,1
+370000000,1,84.98,16,467.0,433,7,107.08,25,3.0,2.0,0,1,0,0,1,0,0,1
+665000000,1,84.96,3,1610.0,1689,17,112.97,192,3.0,2.0,0,1,0,0,1,0,0,1
+497000000,1,84.734,6,677.0,603,11,113.71,12,3.0,2.0,0,1,0,0,1,0,0,1
+445000000,1,84.902,11,530.0,448,8,108.54,397,3.0,2.0,0,1,0,0,1,0,0,1
+158000000,1,45.9,6,2800.0,2830,23,64.82,360,2.0,1.0,1,0,0,1,0,1,0,0
+648000000,1,84.83,11,546.0,472,9,108.3,74,3.0,2.0,0,1,0,0,1,0,0,1
+90000000,1,39.58,1,407.0,930,8,51.19,270,2.0,1.0,1,0,0,1,0,1,0,0
+397000000,1,84.32,1,1710.0,855,6,108.25,150,3.0,1.0,0,1,1,0,0,1,0,0
+330000000,0,145.918,4,1578.0,922,9,178.06,100,4.0,2.0,0,1,0,0,1,0,0,1
+175000000,1,49.94,3,1710.0,1710,10,71.0,450,2.0,1.0,0,1,1,0,0,1,0,0
+436000000,1,55.02,1,1879.0,3100,34,75.22,720,2.0,1.0,1,0,0,1,0,1,0,0
+348000000,0,84.96,8,1109.0,1094,9,105.92,400,3.0,2.0,0,1,0,0,1,0,0,1
+180000000,1,45.55,14,360.0,1980,12,55.33,120,2.0,1.0,1,0,0,1,0,0,0,1
+630000000,1,134.99,1,2776.0,2298,27,163.51,346,4.0,2.0,0,1,0,0,1,0,0,1
+242420000,0,70.3067,14,916.0,559,5,98.13,64,3.0,2.0,0,1,0,0,1,0,0,1
+198000000,0,59.79,12,548.0,452,7,79.65,202,3.0,1.0,1,0,0,1,0,0,0,1
+160000000,1,44.5,6,681.0,1362,10,60.94,300,2.0,1.0,0,1,0,0,1,1,0,0
+225000000,0,59.8,14,408.0,402,4,84.93,50,3.0,1.0,0,1,0,0,1,0,0,1
+115000000,0,84.85,1,194.0,190,1,106.66,58,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,59.88,7,239.0,224,2,92.22,136,3.0,1.0,1,0,0,1,0,1,0,0
+272000000,0,84.99,6,932.0,841,29,112.8,211,3.0,2.0,0,1,0,0,1,0,0,1
+700000000,1,84.941,6,660.0,580,6,109.82,255,3.0,2.0,0,1,0,0,1,0,0,1
+763000000,1,148.23,1,900.0,900,8,170.42,180,5.0,2.0,0,1,1,0,0,0,0,1
+137500000,0,71.7664,3,116.0,112,2,86.86,48,3.0,2.0,0,1,0,0,1,0,0,1
+669000000,1,59.9656,6,4580.0,3885,51,80.62,139,3.0,2.0,0,1,0,0,1,0,0,1
+412000000,1,59.98,14,2780.0,2198,40,79.32,515,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,59.73,19,576.0,513,7,81.57,157,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,1,54.82100000000001,4,126.0,125,1,69.93,14,3.0,2.0,0,1,0,0,1,0,0,1
+199000000,0,84.98,6,1430.0,1500,10,104.56,616,3.0,2.0,0,1,0,0,1,0,0,1
+103950000,0,84.975,19,422.0,424,4,106.74,186,3.0,2.0,0,1,0,0,1,0,0,1
+82500000,0,39.95,8,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
+401000000,1,59.92,14,108.0,127,1,81.5,71,3.0,1.0,0,1,0,0,1,1,0,0
+170000000,0,59.82,15,728.0,710,9,79.93,294,2.0,1.0,0,1,0,0,1,0,0,1
+580000000,1,84.94,4,1440.0,1067,13,107.41,119,3.0,2.0,1,0,0,1,0,0,0,1
+565000000,1,84.49,8,662.0,448,14,106.11,54,3.0,2.0,1,0,0,1,0,0,0,1
+290000000,1,44.52,6,840.0,1200,4,58.34,330,3.0,1.0,1,0,0,1,0,1,0,0
+513000000,1,59.89,6,981.0,1550,12,75.2,240,2.0,1.0,1,0,0,1,0,1,0,0
+2080000000,1,135.92,11,3893.0,2444,28,173.64,182,4.0,2.0,1,0,0,1,0,0,0,1
+759000000,1,84.76,7,631.0,523,5,107.2,108,3.0,2.0,0,1,0,0,1,0,0,1
+57000000,0,60.48,3,198.0,383,3,80.66,98,3.0,1.0,0,1,0,0,1,0,0,1
+3390000000,1,244.972,27,6075.0,3410,44,301.38,35,4.0,4.0,1,0,0,1,0,0,0,1
+170000000,0,76.72,5,865.0,981,9,104.97,453,3.0,2.0,0,1,0,0,1,0,0,1
+475000000,1,84.75,3,2513.0,1224,13,110.37,103,3.0,2.0,0,1,0,0,1,0,1,0
+540000000,1,84.93,4,1204.0,712,12,109.94,152,3.0,2.0,0,1,0,0,1,0,0,1
+570000000,1,114.55,6,480.0,431,8,152.31,60,4.0,2.0,0,1,0,0,1,0,0,1
+428500000,1,84.87,12,2990.0,2182,22,107.62,981,3.0,2.0,0,1,0,0,1,0,0,1
+398640000,0,135.7818,28,505.0,299,5,169.58,113,4.0,2.0,0,1,0,0,1,0,0,1
+492000000,1,84.78,13,2990.0,2182,22,108.02,115,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,1,59.94,14,293.0,271,2,85.17,126,3.0,1.0,0,1,0,0,1,1,0,0
+196000000,0,47.19,9,1187.0,1084,11,63.0,46,1.0,1.0,0,1,0,0,1,0,0,1
+960000000,1,84.99,8,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
+185000000,0,84.73,7,494.0,444,8,112.36,105,3.0,2.0,1,0,0,1,0,0,0,1
+550000000,0,126.638,21,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
+149000000,0,59.89,13,735.0,1116,13,81.26,175,3.0,1.0,0,1,0,0,1,0,0,1
+390000000,1,84.741,5,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
+147000000,1,41.3,13,823.0,2646,28,58.59,360,2.0,1.0,1,0,0,1,0,1,0,0
+179000000,1,48.26,3,518.0,518,13,49.45,141,2.0,1.0,0,1,0,0,1,0,0,1
+380000000,1,119.49,11,2124.0,1634,12,132.75,330,4.0,2.0,0,1,1,0,0,0,0,1
+325000000,1,84.844,11,1693.0,1377,18,111.12,671,3.0,2.0,0,1,0,0,1,0,0,1
+54300000,0,40.13,4,84.0,700,16,45.92,699,2.0,1.0,0,1,0,0,1,0,0,1
+700000000,1,101.65,11,3310.0,2517,42,125.24,156,3.0,2.0,1,0,0,1,0,0,0,1
+495000000,1,84.9,1,618.0,508,5,108.86,308,3.0,2.0,1,0,0,1,0,0,0,1
+74000000,0,84.86,5,270.0,210,1,95.59,1,3.0,2.0,0,1,0,0,1,0,0,1
+369000000,1,84.94200000000002,14,238.0,190,1,110.98,114,3.0,2.0,0,1,0,0,1,0,0,1
+143000000,0,84.945,12,219.0,447,5,101.2,303,3.0,2.0,0,1,0,0,1,0,0,1
+529000000,1,66.24,10,646.0,1595,19,94.45,795,2.0,1.0,1,0,0,1,0,1,0,0
+480000000,1,84.9,11,1140.0,948,12,105.77,948,3.0,2.0,0,1,1,0,0,0,0,1
+349000000,1,105.36,6,2124.0,1634,12,119.39,270,4.0,2.0,0,1,1,0,0,0,0,1
+385000000,0,192.03,4,320.0,320,6,224.55,72,6.0,2.0,0,1,0,0,1,0,0,1
+170000000,1,39.84,5,560.0,1070,12,54.07,420,2.0,1.0,1,0,0,1,0,1,0,0
+208000000,1,59.27,5,144.0,118,2,78.1,39,3.0,1.0,0,1,0,0,1,0,0,1
+550000000,1,104.62,9,488.0,241,4,127.69,12,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,59.98,7,601.0,522,19,86.83,222,3.0,2.0,0,1,0,0,1,0,0,1
+249000000,0,59.7826,6,381.0,373,6,76.35,110,3.0,2.0,0,1,0,0,1,0,0,1
+319000000,1,84.97,9,449.0,704,5,100.18,704,3.0,2.0,0,1,0,0,1,0,0,1
+170000000,0,71.14,5,120.0,228,3,92.47,108,3.0,1.0,0,1,0,0,1,0,0,1
+120000000,0,53.85,3,320.0,630,9,61.2,265,3.0,1.0,0,1,0,0,1,0,0,1
+159000000,0,84.99,19,2716.0,2302,24,107.86,1028,3.0,2.0,0,1,0,0,1,0,0,1
+342600000,1,84.65,11,2202.0,1896,23,116.25,38,3.0,2.0,0,1,0,0,1,0,0,1
+125000000,0,59.91,22,2651.0,1898,16,79.69,188,3.0,1.0,0,1,0,0,1,0,0,1
+595000000,0,84.9897,12,1124.0,928,6,118.87,219,3.0,2.0,0,1,0,0,1,0,0,1
+268000000,1,59.34,7,111.0,107,1,88.37,4,3.0,1.0,0,1,0,0,1,1,0,0
+365000000,0,84.6389,9,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,0,124.47,7,857.0,375,14,152.13,80,4.0,2.0,1,0,0,1,0,0,0,1
+260000000,0,84.9899,1,1967.0,1758,19,111.32,237,3.0,2.0,1,0,0,1,0,0,0,1
+450000000,1,59.69,9,242.0,289,3,80.58,289,3.0,1.0,0,1,0,0,1,1,0,0
+360000000,1,84.87299999999998,9,1069.0,860,11,109.48,461,3.0,2.0,0,1,0,0,1,0,0,1
+335000000,0,115.51,2,1367.0,1408,10,140.36,184,4.0,2.0,0,1,0,0,1,0,0,1
+2280000000,1,145.83,4,1824.0,805,7,178.76,386,3.0,2.0,1,0,0,1,0,0,0,1
+945000000,1,169.44,14,567.0,378,5,192.91,112,5.0,2.0,1,0,0,1,0,0,0,1
+98000000,0,59.9425,21,998.0,950,7,78.57,700,3.0,1.0,0,1,0,0,1,0,0,1
+174480000,0,59.937,1,3958.0,2947,29,79.38,518,3.0,2.0,0,1,0,0,1,0,0,1
+598000000,1,71.37,8,1466.0,2030,32,89.26,300,3.0,1.0,1,0,0,1,0,1,0,0
+213670000,0,84.99,20,393.0,296,2,111.68,73,3.0,2.0,0,1,0,0,1,0,0,1
+233000000,0,84.044,10,115.0,110,1,105.74,102,3.0,2.0,0,1,0,0,1,0,0,1
+490000000,0,84.6389,8,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,0,59.94,21,402.0,384,3,80.1,52,3.0,1.0,1,0,0,1,0,0,0,1
+340000000,1,84.94,6,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,1,44.55,13,771.0,783,8,56.34,98,2.0,1.0,0,1,0,0,1,1,0,0
+287000000,0,84.99,23,393.0,296,2,111.68,73,3.0,2.0,0,1,0,0,1,0,0,1
+1320000000,1,150.689,18,1999.0,1461,3,191.93,31,3.0,2.0,1,0,0,1,0,0,0,1
+282000000,1,111.296,1,531.0,384,8,142.83,49,4.0,2.0,0,1,0,0,1,0,0,1
+337000000,1,84.72,23,1691.0,1317,6,109.56,524,3.0,2.0,0,1,1,0,0,0,0,1
+295000000,1,46.75,2,1710.0,855,6,59.13,210,2.0,1.0,0,1,1,0,0,1,0,0
+855000000,1,146.22,1,1156.0,578,9,154.71,2,0.0,0.0,1,0,0,0,1,0,0,1
+600000000,1,84.96,12,2275.0,1656,28,106.45,1019,3.0,2.0,0,1,0,0,1,0,0,1
+175500000,1,41.58,2,170.0,619,6,56.2,175,2.0,1.0,0,1,0,0,1,1,0,0
+303000000,1,59.99,18,2251.0,2904,21,78.18,753,3.0,2.0,0,1,0,0,1,1,0,0
+245000000,1,49.77,14,275.0,458,4,68.5,235,2.0,1.0,1,0,0,1,0,1,0,0
+668000000,1,59.92,15,551.0,657,7,83.98,251,3.0,2.0,1,0,0,1,0,0,0,1
+488000000,1,59.41,1,342.0,307,7,77.01,101,3.0,2.0,0,1,0,0,1,0,0,1
+288000000,1,50.54,4,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
+125000000,0,59.94,25,104.0,207,1,77.49,25,3.0,1.0,0,1,0,0,1,0,0,1
+485000000,1,84.87799999999999,7,1054.0,886,11,110.77,200,3.0,2.0,0,1,0,0,1,0,0,1
+550000000,0,101.97,11,1915.0,987,13,129.68,152,3.0,2.0,0,1,0,0,1,0,1,0
+245000000,0,59.84,2,1109.0,1094,9,78.82,450,3.0,1.0,0,1,0,0,1,0,0,1
+280000000,1,57.3,13,907.0,1113,14,73.56,192,2.0,1.0,0,1,0,0,1,0,0,1
+422000000,1,84.927,14,216.0,187,5,109.12,140,3.0,2.0,0,1,0,0,1,0,0,1
+201990000,0,84.9748,3,4697.0,3462,49,109.15,543,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,84.92,5,286.0,421,3,103.5,331,3.0,2.0,0,1,0,0,1,0,0,1
+105000000,0,61.56,1,2050.0,2038,23,79.34,323,2.0,1.0,0,1,0,0,1,1,0,0
+374000000,0,126.149,4,368.0,298,4,148.69,100,4.0,2.0,0,1,0,0,1,0,0,1
+145000000,0,84.7504,22,712.0,705,7,107.51,409,3.0,2.0,0,1,0,0,1,0,0,1
+486500000,1,59.46,17,200.0,179,1,82.22,72,3.0,1.0,1,0,0,1,0,1,0,0
+627000000,0,159.8382,7,2733.0,1598,19,201.51,165,4.0,2.0,0,1,0,0,1,0,0,1
+620000000,1,84.85799999999998,5,1108.0,810,17,111.38,343,3.0,2.0,0,1,0,0,1,0,0,1
+68000000,0,56.4,11,268.0,499,5,72.91,34,2.0,1.0,0,1,0,0,1,0,0,1
+1320000000,1,76.5,8,3930.0,3930,30,112.39,1110,3.0,1.0,1,0,0,1,0,1,0,0
+460000000,1,64.85,7,2073.0,1786,24,82.69,306,3.0,2.0,0,1,0,0,1,0,0,1
+143000000,1,44.78,1,488.0,488,2,60.46,162,2.0,1.0,0,1,1,0,0,1,0,0
+301000000,1,59.94,13,174.0,410,5,82.91,130,3.0,1.0,0,1,0,0,1,1,0,0
+115000000,0,49.94,14,326.0,1080,7,69.1,360,2.0,1.0,0,1,0,0,1,1,0,0
+109500000,0,84.9,5,187.0,181,1,116.77,34,3.0,2.0,0,1,0,0,1,1,0,0
+135000000,1,27.0,14,840.0,1200,4,35.39,540,1.0,1.0,1,0,0,1,0,1,0,0
+445000000,1,84.97,12,658.0,551,10,110.86,0,3.0,2.0,1,0,0,1,0,0,0,1
+309000000,1,59.89,2,748.0,719,9,81.42,76,3.0,1.0,0,1,0,0,1,1,0,0
+193000000,1,75.03,3,1590.0,1590,9,99.17,325,3.0,1.0,0,1,1,0,0,0,0,1
+254000000,0,84.99,21,1066.0,690,4,107.13,71,3.0,2.0,0,1,0,0,1,0,0,1
+43000000,0,41.85,13,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
+370000000,1,59.87,15,1163.0,967,11,78.67,179,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,59.94,11,393.0,684,6,80.24,363,2.0,1.0,0,1,0,0,1,1,0,0
+154000000,1,59.84,12,453.0,453,5,82.65,185,3.0,1.0,0,1,0,0,1,1,0,0
+530000000,1,84.87,14,2721.0,2002,25,110.17,577,3.0,2.0,0,1,0,0,1,0,0,1
+235000000,1,59.95,9,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
+290000000,1,63.78,3,878.0,1454,13,84.85,452,3.0,1.0,0,1,1,0,0,1,0,0
+800000000,1,59.9,3,635.0,597,12,84.91,315,3.0,2.0,0,1,0,0,1,0,0,1
+700000000,0,111.023,21,3728.0,1631,3,163.98,50,4.0,2.0,0,1,0,0,1,0,0,1
+695000000,1,59.851000000000006,8,277.0,272,3,78.51,28,3.0,2.0,0,1,0,0,1,0,0,1
+248000000,0,63.238,3,4515.0,2637,30,80.31,92,3.0,1.0,0,1,0,0,1,0,0,1
+429000000,1,39.53,7,1753.0,1753,11,56.4,640,2.0,1.0,1,0,0,1,0,1,0,0
+227000000,0,119.25,6,619.0,362,3,144.25,96,4.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,84.6,10,210.0,180,2,113.48,111,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,0,59.8,4,1992.0,1680,19,79.22,360,3.0,1.0,0,1,0,0,1,0,0,1
+579000000,1,114.98,5,644.0,439,8,150.77,68,3.0,2.0,1,0,0,1,0,0,0,1
+520000000,1,84.98,7,417.0,363,7,110.92,60,3.0,2.0,0,1,0,0,1,0,0,1
+263000000,0,59.9846,4,573.0,508,11,87.24,142,3.0,2.0,0,1,0,0,1,0,0,1
+224290000,0,84.6588,3,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,0,118.6193,7,1213.0,840,6,159.89,166,4.0,2.0,0,1,0,0,1,0,0,1
+323000000,0,84.9302,21,468.0,451,4,113.81,104,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,59.97,2,1855.0,1605,25,79.62,130,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,51.08,12,373.0,393,3,67.24,13,1.0,1.0,0,1,0,0,1,1,0,0
+212200000,0,85.76,10,684.0,522,6,104.61,331,3.0,2.0,0,1,0,0,1,0,0,1
+215000000,0,84.7737,7,1858.0,1828,17,106.64,122,3.0,2.0,0,1,0,0,1,0,0,1
+192000000,1,38.64,5,1402.0,2002,16,50.4,540,2.0,1.0,0,1,0,0,1,1,0,0
+313000000,0,84.92,7,1152.0,998,9,108.43,256,3.0,2.0,0,1,0,0,1,0,0,1
+460000000,1,84.95,6,1017.0,914,10,107.98,514,3.0,2.0,0,1,1,0,0,0,0,1
+400000000,1,46.26,11,900.0,1316,10,74.69,252,2.0,1.0,1,0,0,1,0,1,0,0
+370000000,0,84.93,8,1187.0,1084,11,106.77,438,3.0,1.0,1,0,0,0,1,0,0,1
+500000000,1,39.6,11,1410.0,1403,7,56.36,567,2.0,1.0,1,0,0,1,0,1,0,0
+259000000,0,84.96,18,1109.0,1094,9,105.92,400,3.0,2.0,0,1,0,0,1,0,0,1
+736980000,1,114.71,2,105.0,178,10,148.68,24,4.0,2.0,0,1,0,0,1,0,1,0
+67930000,0,49.14,19,700.0,990,7,62.81,556,2.0,1.0,0,1,0,0,1,0,1,0
+380000000,1,84.98299999999998,15,380.0,258,4,105.74,14,3.0,2.0,0,1,0,0,1,0,0,1
+424500000,0,84.9949,16,1632.0,1139,16,115.86,135,3.0,2.0,0,1,0,0,1,0,0,1
+178000000,0,59.9328,7,1320.0,1277,14,86.93,227,3.0,2.0,0,1,0,0,1,0,0,1
+1800000000,1,120.18,11,1442.0,990,15,142.14,294,5.0,2.0,1,0,0,1,0,0,0,1
+121660000,0,41.3,12,1578.0,2544,18,58.74,718,2.0,1.0,0,1,0,0,1,1,0,0
+140000000,0,84.02,19,388.0,383,3,104.23,21,3.0,2.0,0,1,0,0,1,0,0,1
+413000000,1,104.38,3,962.0,566,8,118.44,60,4.0,2.0,0,1,1,0,0,0,0,1
+720000000,1,84.82,8,416.0,590,4,105.8,446,3.0,2.0,1,0,0,1,0,0,0,1
+413000000,1,59.74,14,470.0,605,6,81.12,516,2.0,1.0,1,0,0,1,0,1,0,0
+500000000,1,84.896,14,810.0,730,12,106.58,384,3.0,2.0,0,1,1,0,0,0,0,1
+685000000,1,84.6099,14,1971.0,1559,22,109.19,649,3.0,2.0,0,1,0,0,1,0,0,1
+134000000,0,59.9399,13,517.0,517,4,81.87,116,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,0,84.9501,3,1582.0,1149,8,117.61,272,3.0,2.0,0,1,0,0,1,0,0,1
+580000000,1,84.95,5,492.0,455,6,109.84,74,3.0,2.0,0,1,0,0,1,0,0,1
+235000000,1,84.545,4,102.0,136,1,109.53,66,3.0,2.0,0,1,0,0,1,0,0,1
+464000000,1,101.97,19,250.0,193,2,126.68,66,4.0,2.0,0,1,0,0,1,0,0,1
+135000000,0,84.975,7,159.0,127,1,101.6,13,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,84.9949,18,1875.0,1627,13,109.62,929,3.0,2.0,0,1,0,0,1,0,0,1
+378000000,1,84.97,19,1560.0,1247,24,109.63,165,3.0,2.0,0,1,0,0,1,0,0,1
+217000000,0,82.55,11,326.0,452,3,103.65,176,3.0,2.0,0,1,0,0,1,0,0,1
+1090000000,1,122.7,19,606.0,233,2,152.54,25,3.0,2.0,0,1,0,0,1,0,0,1
+65500000,0,49.965,14,260.0,999,9,69.76,885,3.0,1.0,0,1,0,0,1,1,0,0
+600000000,1,134.65,14,983.0,680,13,157.36,120,4.0,2.0,1,0,0,1,0,0,0,1
+519000000,1,59.28,5,514.0,373,9,76.07,35,3.0,1.0,1,0,0,0,1,0,0,1
+238000000,0,84.87,7,318.0,201,3,116.06,134,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,59.88,14,2366.0,1971,28,85.56,115,3.0,1.0,0,1,0,0,1,0,0,1
+474000000,1,84.49,6,764.0,660,11,111.38,100,3.0,2.0,1,0,0,1,0,0,0,1
+245000000,1,59.4,11,113.0,213,2,84.11,104,2.0,1.0,0,1,0,0,1,1,0,0
+485000000,1,72.44,12,713.0,969,11,79.34,84,3.0,1.0,0,1,1,0,0,1,0,0
+205000000,0,84.95,6,131.0,170,2,108.41,87,3.0,2.0,0,1,0,0,1,0,0,1
+52500000,0,53.246,12,900.0,936,3,57.63,299,2.0,1.0,0,1,0,0,1,0,0,1
+1920000000,1,94.49,17,601.0,330,4,122.73,21,3.0,2.0,1,0,0,1,0,0,0,1
+510000000,1,113.91,4,1376.0,1140,15,139.23,423,4.0,2.0,1,0,0,1,0,0,0,1
+650000000,1,106.56,6,285.0,284,3,137.58,84,4.0,2.0,0,1,0,0,1,1,0,0
+299000000,1,59.96,9,449.0,449,3,80.59,228,3.0,1.0,0,1,0,0,1,0,0,1
+633300000,0,161.6999,6,2733.0,1598,19,203.85,66,4.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,84.98,1,1430.0,1500,10,104.56,616,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.6824,1,856.0,745,9,114.6,231,3.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,84.75,6,456.0,811,6,108.45,324,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,27.68,30,7876.0,5563,65,42.28,500,1.0,1.0,1,0,0,1,0,0,0,1
+365000000,1,84.955,9,260.0,190,4,109.16,135,3.0,2.0,0,1,0,0,1,0,0,1
+433000000,0,84.9215,8,1306.0,1011,13,114.37,436,3.0,2.0,0,1,0,0,1,0,0,1
+213000000,0,83.52,7,420.0,410,4,101.41,354,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,59.95,18,1573.0,1733,13,77.67,680,3.0,1.0,0,1,0,0,1,0,0,1
+218000000,1,59.95,23,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
+499000000,1,84.9,16,340.0,439,2,101.73,168,3.0,2.0,0,1,0,0,1,0,1,0
+250000000,1,50.18,14,1225.0,910,7,67.76,630,2.0,1.0,0,1,1,0,0,1,0,0
+485000000,1,84.96,7,5402.0,5387,49,109.42,676,3.0,2.0,0,1,1,0,0,0,0,1
+515000000,1,64.4,6,138.0,344,3,85.78,75,2.0,1.0,0,1,0,0,1,1,0,0
+210830000,0,84.97,3,1551.0,1124,21,112.63,90,3.0,2.0,0,1,0,0,1,0,0,1
+406000000,1,59.97,6,1855.0,1605,25,79.62,241,3.0,2.0,0,1,0,0,1,0,0,1
+268500000,1,81.0,3,220.0,200,3,93.7,40,3.0,1.0,0,1,0,0,1,0,0,1
+297000000,1,84.99,7,285.0,337,3,102.73,298,3.0,2.0,1,0,0,1,0,0,0,1
+900000000,1,95.84,1,277.0,555,7,105.52,300,3.0,1.0,1,0,0,1,0,0,0,1
+722000000,0,108.108,29,3728.0,1631,3,156.78,46,3.0,2.0,0,1,0,0,1,0,0,1
+291000000,0,84.962,13,895.0,852,12,106.96,176,3.0,2.0,1,0,0,1,0,0,0,1
+116000000,0,134.99,15,1469.0,1468,16,156.73,180,4.0,2.0,0,1,0,0,1,0,0,1
+295000000,1,84.99,4,708.0,823,5,102.93,339,3.0,2.0,0,1,0,0,1,0,0,1
+375000000,1,60.0,3,1064.0,813,9,81.63,244,3.0,2.0,0,1,0,0,1,0,0,1
+460000000,0,84.6389,30,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
+368000000,1,68.99,8,994.0,3315,21,94.01,1140,3.0,1.0,1,0,0,1,0,1,0,0
+520000000,0,84.6389,32,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
+540000000,1,51.12,13,700.0,822,6,70.83,262,2.0,1.0,1,0,0,1,0,1,0,0
+179500000,0,84.6,19,301.0,297,2,106.33,149,3.0,2.0,0,1,0,0,1,0,0,1
+325000000,1,59.98,1,181.0,170,2,77.25,44,3.0,2.0,0,1,0,0,1,0,0,1
+155000000,0,59.8,16,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
+340000000,1,59.64,5,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+530000000,1,53.06,4,300.0,1060,9,68.43,220,3.0,1.0,1,0,1,0,0,1,0,0
+468000000,1,84.84299999999998,11,805.0,611,9,109.86,348,3.0,2.0,0,1,0,0,1,0,0,1
+356290000,1,84.79,4,658.0,551,10,108.52,173,3.0,2.0,1,0,0,1,0,0,0,1
+330000000,1,59.96,2,3384.0,3404,35,83.76,705,3.0,1.0,0,1,0,0,1,1,0,0
+520000000,1,84.925,7,289.0,115,1,110.38,50,3.0,2.0,0,1,0,0,1,0,0,1
+630000000,1,114.62,16,2615.0,2123,21,144.37,570,4.0,2.0,0,1,0,0,1,0,0,1
+500000000,1,84.89,11,288.0,279,3,115.17,209,3.0,2.0,0,1,0,0,1,1,0,0
+685000000,0,89.49600000000002,29,3728.0,1631,3,129.43,4,3.0,2.0,0,1,0,0,1,0,0,1
+710000000,1,119.91,9,912.0,912,8,136.64,240,4.0,2.0,1,0,0,0,1,0,0,1
+354000000,1,83.805,13,1400.0,1400,13,110.17,206,3.0,1.0,0,1,1,0,0,1,0,0
+460000000,1,84.87799999999999,22,1054.0,886,11,110.77,200,3.0,2.0,0,1,0,0,1,0,0,1
+880000000,1,84.96,5,1356.0,1260,8,110.46,1260,3.0,1.0,1,0,0,1,0,1,0,0
+2045000000,1,120.8233,15,4443.0,3002,34,143.87,320,4.0,2.0,1,0,0,1,0,0,0,1
+427000000,1,84.72,9,954.0,1259,10,108.68,375,3.0,2.0,0,1,0,0,1,0,0,1
+565000000,1,84.32,19,709.0,609,7,105.83,609,3.0,2.0,0,1,0,0,1,0,0,1
+145000000,1,51.86,14,124.0,100,1,71.26,50,2.0,1.0,0,1,0,0,1,0,0,1
+65800000,0,37.62,15,104.0,400,3,52.32,225,2.0,1.0,0,1,0,0,1,1,0,0
+177000000,1,39.84,1,937.0,1609,16,54.53,534,2.0,1.0,1,0,0,1,0,1,0,0
+305000000,1,59.76,5,560.0,1070,12,81.09,312,3.0,1.0,1,0,0,1,0,1,0,0
+280000000,1,46.75,13,912.0,912,8,60.15,135,2.0,1.0,1,0,0,0,1,1,0,0
+840000000,1,84.99,27,7876.0,5563,65,109.26,201,3.0,2.0,1,0,0,1,0,0,0,1
+128000000,0,29.24,16,717.0,674,5,43.53,228,1.0,1.0,0,1,0,0,1,1,0,0
+438000000,1,59.92,3,551.0,657,7,83.98,150,3.0,2.0,1,0,0,1,0,0,0,1
+432500000,1,84.46,9,1530.0,765,9,109.38,228,3.0,1.0,0,1,1,0,0,1,0,0
+400000000,1,84.76,19,354.0,354,3,98.53,102,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,1,59.88,15,2366.0,1971,28,81.95,520,3.0,1.0,0,1,0,0,1,1,0,0
+723000000,1,114.71,5,1610.0,1689,17,145.72,82,4.0,2.0,0,1,0,0,1,0,0,1
+84000000,0,41.3,3,2716.0,2716,20,57.29,810,2.0,1.0,0,1,1,0,0,1,0,0
+1075000000,1,84.43,10,5000.0,4424,28,115.54,11,4.0,2.0,1,0,0,1,0,1,0,0
+265000000,0,119.042,16,759.0,748,7,142.39,50,4.0,2.0,0,1,0,0,1,0,0,1
+1300000000,1,110.72,21,489.0,387,2,151.74,24,3.0,2.0,1,0,0,1,0,0,0,1
+200000000,0,84.96,4,125.0,132,1,107.19,132,3.0,2.0,0,1,0,0,1,0,0,1
+133000000,0,41.3,4,1578.0,2544,18,58.74,718,2.0,1.0,0,1,0,0,1,1,0,0
+405000000,1,59.85,6,5402.0,5387,49,82.93,324,3.0,1.0,0,1,1,0,0,0,1,0
+278900000,0,112.4493,15,950.0,560,7,144.03,170,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,0,142.6556,9,1357.0,1166,12,175.74,50,4.0,3.0,0,1,0,0,1,0,0,1
+408000000,1,75.51,3,855.0,855,10,103.06,360,3.0,1.0,0,1,1,0,0,1,0,0
+320000000,1,59.95,10,384.0,480,5,78.98,120,2.0,1.0,0,1,0,0,1,1,0,0
+277500000,0,84.9943,13,840.0,743,8,108.56,294,3.0,2.0,0,1,0,0,1,0,0,1
+82000000,0,46.27,5,1340.0,1340,10,65.78,1340,3.0,1.0,0,1,0,0,1,0,0,1
+257000000,0,84.99,20,1849.0,1691,16,107.53,628,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,58.01,10,1120.0,2213,26,80.26,580,2.0,1.0,1,0,0,1,0,1,0,0
+1170000000,1,153.71,9,272.0,247,2,171.9,104,5.0,2.0,0,1,1,0,0,0,0,1
+227500000,1,59.88,11,2776.0,2298,27,82.5,384,3.0,1.0,0,1,0,0,1,1,0,0
+397500000,0,84.6389,15,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+150000000,0,65.43,1,140.0,140,4,76.53,50,3.0,2.0,0,1,0,0,1,0,0,1
+440000000,1,84.96,9,1307.0,994,14,107.86,408,3.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,84.87,9,293.0,258,6,110.15,172,3.0,2.0,0,1,0,0,1,0,0,1
+388000000,1,59.98,25,1344.0,1012,15,79.59,106,3.0,2.0,0,1,0,0,1,0,0,1
+523000000,1,84.90799999999999,10,779.0,655,5,109.49,339,3.0,2.0,0,1,0,0,1,0,0,1
+422000000,1,84.965,6,168.0,141,2,106.35,44,3.0,2.0,0,1,0,0,1,0,0,1
+432500000,1,59.89,10,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
+450000000,1,59.97,2,1855.0,1605,25,79.62,130,3.0,2.0,0,1,0,0,1,0,0,1
+135000000,0,57.09,13,800.0,1000,9,78.3,600,3.0,1.0,0,1,0,0,1,1,0,0
+158000000,0,59.82,13,529.0,900,6,80.81,900,2.0,1.0,0,1,0,0,1,1,0,0
+375000000,1,84.94,7,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.973,4,525.0,445,9,110.11,300,3.0,2.0,0,1,0,0,1,0,0,1
+225000000,0,59.73,19,1070.0,1070,14,75.74,490,2.0,1.0,1,0,0,1,0,0,0,1
+450000000,0,119.25,5,619.0,362,3,144.25,96,4.0,2.0,0,1,0,0,1,0,0,1
+1380000000,1,83.06,17,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
+654260000,0,188.4111,15,1086.0,390,4,232.52,130,3.0,2.0,0,1,0,0,1,0,0,1
+515500000,1,84.78,15,348.0,278,3,109.48,146,3.0,2.0,0,1,0,0,1,0,0,1
+720000000,1,59.98,5,1208.0,844,10,79.7,162,3.0,2.0,0,1,0,0,1,0,0,1
+625000000,1,114.84,15,2134.0,1456,23,136.55,348,4.0,2.0,0,1,0,0,1,0,0,1
+158000000,1,58.01,6,823.0,2646,28,80.26,1300,2.0,1.0,1,0,0,1,0,1,0,0
+37500000,0,45.5,20,800.0,1000,9,62.48,400,3.0,1.0,0,1,0,0,1,1,0,0
+675000000,1,122.69,15,453.0,453,5,148.76,76,4.0,2.0,0,1,0,0,1,0,0,1
+2740000000,1,213.435,18,1335.0,713,11,239.42,36,5.0,2.0,1,0,0,1,0,0,0,1
+242000000,0,84.98,13,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
+173000000,0,121.47,5,243.0,170,2,150.03,58,4.0,2.0,0,1,0,0,1,0,0,1
+850000000,1,114.45,7,957.0,787,14,156.48,44,4.0,2.0,0,1,0,0,1,0,0,1
+234000000,0,73.405,8,1323.0,1190,11,96.98,361,3.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,126.28,2,2488.0,1244,28,151.72,672,4.0,2.0,1,0,0,1,0,0,0,1
+48000000,0,41.3,6,1600.0,1320,10,57.15,180,3.0,2.0,0,1,0,0,1,0,0,1
+440000000,1,59.76,9,1208.0,1170,13,75.33,19,2.0,1.0,0,1,0,0,1,0,0,1
+450000000,1,59.91,11,369.0,410,3,81.29,156,2.0,1.0,0,1,0,0,1,1,0,0
+620000000,1,132.44,9,640.0,204,2,175.48,44,3.0,3.0,0,1,0,0,1,0,0,1
+105500000,1,49.89,4,893.0,2433,14,71.43,420,3.0,1.0,1,0,0,1,0,1,0,0
+449000000,1,84.995,10,143.0,121,2,109.14,121,3.0,2.0,0,1,0,0,1,0,0,1
+285000000,1,59.92,2,409.0,353,6,82.63,75,3.0,1.0,1,0,0,1,0,1,0,0
+590000000,1,49.86,11,1753.0,1753,11,67.75,577,2.0,1.0,1,0,0,1,0,1,0,0
+690000000,1,118.25,6,1299.0,1080,8,137.65,180,0.0,0.0,0,1,1,0,0,0,0,1
+273000000,0,84.7504,13,712.0,705,7,107.51,409,3.0,2.0,0,1,0,0,1,0,0,1
+349500000,1,59.91,12,735.0,915,8,81.11,117,2.0,1.0,0,1,0,1,0,1,0,0
+96500000,0,42.93,6,1552.0,1035,9,61.47,180,2.0,1.0,0,1,1,0,0,1,0,0
+584610000,1,114.97,14,693.0,605,9,152.01,28,4.0,2.0,1,0,0,1,0,0,0,1
+228000000,0,60.0,14,637.0,613,8,76.34,202,3.0,2.0,0,1,0,0,1,0,0,1
+433000000,1,84.98,2,306.0,221,5,105.0,84,3.0,2.0,0,1,0,0,1,1,0,0
+225000000,1,59.99800000000001,5,1693.0,1377,18,80.74,373,3.0,2.0,0,1,0,0,1,0,0,1
+161000000,0,84.5689,3,270.0,239,3,110.66,199,3.0,2.0,0,1,0,0,1,0,0,1
+296000000,0,84.9993,10,1314.0,1249,16,107.34,386,3.0,2.0,1,0,0,1,0,0,0,1
+289640000,0,84.99,9,932.0,841,29,111.17,120,3.0,2.0,0,1,0,0,1,0,0,1
+298000000,0,69.9127,23,513.0,511,8,95.11,134,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,84.97,3,540.0,407,7,103.3,28,3.0,2.0,0,1,0,0,1,0,0,1
+118000000,0,59.9675,12,1357.0,1166,12,82.18,346,3.0,2.0,0,1,0,0,1,0,0,1
+258000000,1,59.85,16,243.0,226,1,86.95,113,3.0,1.0,0,1,0,0,1,1,0,0
+220000000,1,84.53,15,215.0,495,4,99.79,150,3.0,1.0,0,1,0,0,1,0,0,1
+210000000,0,84.992,10,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
+950000000,1,65.1,16,783.0,1368,15,88.32,240,2.0,1.0,1,0,0,1,0,1,0,0
+320000000,1,68.03,4,440.0,366,1,89.97,44,3.0,1.0,0,1,0,0,1,1,0,0
+330000000,1,61.74,5,300.0,251,3,82.63,104,2.0,1.0,0,1,1,0,0,0,0,1
+269000000,1,84.99,4,574.0,574,7,104.99,427,3.0,2.0,0,1,0,0,1,0,0,1
+540000000,1,84.568,7,1002.0,859,11,107.51,49,3.0,2.0,0,1,0,0,1,0,0,1
+165000000,1,49.85,6,1800.0,3481,25,70.32,468,3.0,1.0,1,0,0,1,0,0,0,1
+550000000,1,84.97,17,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
+245000000,1,59.64,10,678.0,460,5,75.88,84,3.0,1.0,0,1,0,0,1,1,0,0
+705000000,1,126.4,8,1382.0,845,13,163.79,168,4.0,2.0,1,0,0,1,0,0,0,1
+695000000,1,84.98,1,1155.0,863,14,108.76,180,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,70.3,5,771.0,783,8,89.22,232,3.0,1.0,0,1,0,0,1,0,0,1
+1175000000,1,110.39,7,461.0,354,5,142.54,158,4.0,2.0,1,0,0,1,0,0,1,0
+131000000,0,84.88,23,2169.0,2181,15,106.48,694,3.0,2.0,0,1,1,0,0,0,0,1
+350000000,1,84.65,5,329.0,314,4,108.29,138,3.0,2.0,0,1,0,0,1,0,0,1
+308000000,1,59.94,7,1992.0,1601,14,77.68,476,3.0,1.0,0,1,0,0,1,0,0,1
+227500000,0,80.8949,2,340.0,294,2,108.59,196,3.0,2.0,0,1,0,0,1,0,0,1
+318000000,1,59.94,11,1215.0,1215,10,83.98,610,3.0,1.0,0,1,1,0,0,1,0,0
+184000000,1,59.91,14,71.0,103,1,83.91,80,3.0,1.0,0,1,0,0,1,1,0,0
+398500000,1,84.97,2,1560.0,1247,24,113.13,208,3.0,2.0,0,1,0,0,1,0,0,1
+680000000,0,151.9156,10,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+235000000,0,59.8,8,1992.0,1680,19,79.22,360,3.0,1.0,0,1,0,0,1,0,0,1
+240000000,0,84.949,1,481.0,416,5,105.8,32,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,123.51,13,962.0,566,8,140.76,90,4.0,2.0,0,1,1,0,0,0,0,1
+345000000,0,84.9668,14,422.0,358,3,113.13,180,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,84.697,11,2270.0,1764,19,115.32,212,3.0,2.0,0,1,0,0,1,0,0,1
+445000000,1,59.69,8,242.0,289,3,80.58,289,3.0,1.0,0,1,0,0,1,1,0,0
+479890000,1,83.34,14,674.0,1320,14,108.82,62,3.0,1.0,0,1,1,0,0,0,1,0
+470000000,1,59.76,7,1208.0,1170,13,75.33,19,2.0,1.0,0,1,0,0,1,0,0,1
+147500000,0,59.91,16,500.0,423,4,76.59,175,3.0,1.0,0,1,0,0,1,1,0,0
+187460000,0,84.9748,1,4697.0,3462,49,109.15,543,3.0,2.0,0,1,0,0,1,0,0,1
+1230000000,1,116.39,6,300.0,408,4,126.25,192,3.0,2.0,1,0,0,1,0,0,0,1
+591990000,1,114.66,8,1344.0,1106,16,141.92,56,4.0,2.0,0,1,0,0,1,0,0,1
+545000000,0,84.9708,27,1977.0,1609,18,115.66,214,3.0,2.0,0,1,0,0,1,0,0,1
+1110000000,1,50.64,1,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
+350000000,1,84.618,12,399.0,327,3,108.98,260,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,0,84.97399999999998,6,500.0,477,6,107.45,100,3.0,2.0,1,0,0,1,0,0,0,1
+265000000,1,49.94,12,823.0,2646,28,69.05,270,2.0,1.0,1,0,0,1,0,1,0,0
+388100000,0,130.5613,14,503.0,301,5,163.12,118,4.0,2.0,0,1,0,0,1,0,0,1
+205000000,0,124.84775,8,216.0,112,3,150.82,74,3.0,2.0,0,1,0,0,1,0,0,1
+700000000,1,75.16,1,496.0,496,13,90.35,196,3.0,1.0,1,0,0,1,0,0,0,1
+700000000,1,114.93,2,1262.0,1220,10,142.85,225,4.0,2.0,0,1,1,0,0,0,0,1
+247000000,1,59.94,6,787.0,768,4,85.94,309,3.0,1.0,0,1,0,0,1,1,0,0
+470000000,1,84.97,10,1777.0,1370,24,111.79,55,3.0,2.0,0,1,0,0,1,0,0,1
+174500000,0,59.85,17,434.0,434,4,75.74,2,3.0,2.0,0,1,0,0,1,0,0,1
+170000000,1,41.3,1,4471.0,2634,21,58.73,360,2.0,1.0,1,0,0,1,0,1,0,0
+254000000,1,59.96,13,205.0,274,4,79.01,104,3.0,1.0,0,1,0,0,1,1,0,0
+422000000,0,100.945,27,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
+1200000000,1,163.87,13,542.0,290,2,207.4,54,4.0,2.0,1,0,0,1,0,0,0,1
+158210000,0,84.4977,1,162.0,150,3,106.78,120,3.0,2.0,0,1,0,0,1,0,0,1
+840000000,1,98.63,14,1625.0,2280,33,115.7,696,3.0,1.0,1,0,0,1,0,1,0,0
+71000000,0,59.85,18,612.0,1131,9,76.13,528,3.0,1.0,0,1,0,0,1,1,0,0
+490000000,0,61.09,5,3240.0,3060,33,81.04,168,3.0,1.0,0,1,1,0,0,1,0,0
+68000000,0,36.33,1,560.0,560,11,43.53,110,2.0,1.0,0,1,0,0,1,0,0,1
+355000000,1,59.99,23,1630.0,1613,16,81.19,580,3.0,1.0,0,1,0,0,1,0,0,1
+574800000,0,182.7637,16,2733.0,1598,19,230.41,165,4.0,2.0,0,1,0,0,1,0,0,1
+218000000,0,84.9748,6,4697.0,3462,49,109.15,0,3.0,2.0,0,1,0,0,1,0,0,1
+572000000,1,84.9885,9,890.0,647,10,112.96,114,3.0,2.0,0,1,0,0,1,0,0,1
+275000000,0,131.85,10,634.0,335,4,161.98,76,4.0,2.0,0,1,0,0,1,0,0,1
+435000000,1,84.87,5,380.0,414,4,102.34,180,3.0,2.0,1,0,0,1,0,0,0,1
+54000000,0,45.5,10,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
+198000000,0,84.93,8,1552.0,1035,9,101.49,330,3.0,2.0,0,1,1,0,0,0,0,1
+410000000,1,84.57,23,2504.0,1983,26,107.57,690,3.0,2.0,0,1,0,0,1,0,0,1
+376500000,1,59.97,11,307.0,277,4,86.51,142,2.0,1.0,0,1,0,0,1,1,0,0
+75500000,0,59.4,1,105.0,144,3,70.46,56,3.0,1.0,0,1,0,0,1,0,0,1
+58000000,0,41.3,8,1418.0,4056,26,56.84,570,2.0,1.0,0,1,0,0,1,1,0,0
+269000000,0,84.82,19,259.0,207,1,99.1,69,4.0,2.0,0,1,0,0,1,0,0,1
+310000000,0,59.81,12,620.0,750,10,76.91,240,3.0,1.0,0,1,0,0,1,0,0,1
+468000000,1,84.92,10,644.0,439,8,112.01,58,3.0,2.0,1,0,0,1,0,0,0,1
+445000000,1,70.49,9,285.0,365,1,101.38,52,2.0,2.0,0,1,0,0,1,0,0,1
+158000000,1,44.33,4,994.0,3315,21,62.53,525,3.0,1.0,1,0,0,1,0,1,0,0
+455000000,1,84.95,19,522.0,409,9,100.81,159,3.0,2.0,0,1,0,0,1,0,0,1
+525000000,1,114.46,12,639.0,1332,9,139.51,396,4.0,2.0,0,1,0,0,1,0,0,1
+870000000,1,84.9,14,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
+530000000,1,84.88,3,2091.0,2282,19,107.65,576,3.0,2.0,0,1,0,0,1,0,0,1
+470000000,1,59.99,5,1426.0,1332,20,79.34,252,3.0,2.0,0,1,0,0,1,0,0,1
+575000000,0,84.6389,41,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+187000000,0,84.98,15,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+740000000,0,89.49600000000002,40,3728.0,1631,3,129.62,46,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,0,84.6389,4,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+80500000,0,84.9,10,112.0,147,1,115.7,0,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.73,19,163.0,138,2,112.0,124,3.0,2.0,0,1,0,0,1,0,0,1
+335000000,1,59.88,4,1262.0,1220,10,85.31,510,3.0,1.0,0,1,1,0,0,1,0,0
+390000000,1,59.94,7,132.0,122,2,83.61,51,3.0,1.0,0,1,0,0,1,1,0,0
+520000000,1,84.95200000000001,8,342.0,299,3,126.74,30,3.0,2.0,0,1,0,0,1,0,0,1
+269000000,0,59.99100000000001,23,572.0,502,5,92.3,92,3.0,2.0,0,1,0,0,1,0,0,1
+338000000,1,59.96,18,327.0,350,3,81.17,156,3.0,1.0,0,1,0,0,1,0,0,1
+407000000,1,59.99,8,386.0,323,3,80.96,153,3.0,2.0,0,1,0,0,1,0,0,1
+206000000,0,59.948,15,1497.0,1280,11,85.37,168,3.0,1.0,0,1,0,0,1,0,0,1
+170000000,1,59.648,8,149.0,150,3,74.85,60,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,84.99,13,219.0,215,3,99.46,90,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,0,122.76,2,702.0,848,11,148.77,128,4.0,2.0,0,1,0,0,1,0,0,1
+180000000,0,84.945,8,471.0,450,3,103.74,370,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.774,2,693.0,558,8,110.24,396,3.0,2.0,0,1,0,0,1,0,0,1
+525000000,1,100.35,6,983.0,680,13,122.51,208,3.0,2.0,1,0,0,1,0,0,0,1
+398640000,0,135.7818,14,505.0,299,5,169.58,113,4.0,2.0,0,1,0,0,1,0,0,1
+590000000,1,84.76,18,354.0,354,3,98.45,12,3.0,2.0,0,1,0,0,1,0,0,1
+255000000,1,59.76,14,1544.0,1544,9,83.46,558,3.0,1.0,0,1,0,0,1,1,0,0
+400000000,1,84.7848,3,336.0,245,3,113.54,101,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,84.6425,1,217.0,212,1,105.78,72,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,59.99,9,266.0,253,3,78.86,92,3.0,1.0,0,1,0,0,1,0,1,0
+180000000,1,58.01,15,469.0,939,9,80.17,264,2.0,1.0,1,0,0,1,0,1,0,0
+642000000,1,114.84,11,1140.0,976,13,129.89,240,4.0,2.0,0,1,1,0,0,0,0,1
+415000000,1,84.96,8,688.0,650,12,109.77,252,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,84.57,1,2504.0,1983,26,107.57,690,3.0,2.0,0,1,0,0,1,0,0,1
+337000000,1,84.96,11,498.0,498,5,102.9,90,3.0,2.0,0,1,0,0,1,0,0,1
+630000000,1,134.43,12,855.0,472,22,165.12,0,3.0,2.0,1,0,0,1,0,0,1,0
+186000000,1,59.4,3,202.0,184,2,80.99,76,3.0,1.0,0,1,0,0,1,0,0,1
+500000000,1,114.98,13,1346.0,1168,17,139.86,226,4.0,2.0,0,1,0,0,1,0,0,1
+143000000,0,84.89,8,885.0,1044,12,105.42,684,3.0,2.0,0,1,0,0,1,0,0,1
+500000000,1,49.5,9,1410.0,1403,7,70.45,419,3.0,1.0,1,0,0,1,0,1,0,0
+320000000,0,84.2249,11,1428.0,714,14,104.39,370,3.0,2.0,0,1,0,0,1,0,0,1
+730000000,1,84.91,5,375.0,331,2,110.01,137,3.0,2.0,0,1,0,0,1,0,1,0
+230000000,1,49.93,4,1650.0,1650,12,71.0,492,3.0,1.0,1,0,0,1,0,1,0,0
+489000000,0,129.749,20,2595.0,1564,14,164.86,211,4.0,2.0,0,1,0,0,1,0,0,1
+330000000,1,59.58,3,2110.0,2496,23,79.89,522,3.0,1.0,0,1,0,0,1,0,1,0
+690000000,1,84.86,1,515.0,654,4,109.1,314,3.0,2.0,0,1,0,0,1,0,0,1
+260000000,1,59.82,5,299.0,299,5,83.31,108,3.0,1.0,0,1,0,0,1,0,0,1
+750000000,1,133.3,10,550.0,386,5,166.63,89,4.0,2.0,0,1,0,0,1,0,0,1
+356000000,1,79.87,13,902.0,585,5,100.46,306,3.0,1.0,0,1,0,0,1,1,0,0
+630000000,1,59.97,2,363.0,336,8,78.7,142,3.0,1.0,0,1,0,0,1,0,0,1
+500000000,1,84.97,11,153.0,125,2,106.94,125,3.0,2.0,0,1,0,0,1,0,0,1
+90500000,0,72.36,8,561.0,885,5,90.93,96,3.0,1.0,0,1,0,0,1,0,0,1
+255000000,1,39.89,8,154.0,216,1,57.7,171,1.0,1.0,0,1,0,0,1,1,0,0
+101000000,0,49.83,1,187.0,400,3,69.19,400,2.0,1.0,0,1,0,0,1,0,0,1
+1030000000,1,152.222,1,1651.0,1122,22,181.22,108,4.0,2.0,0,1,0,0,1,0,0,1
+650000000,1,165.8299,15,2697.0,1653,29,204.82,227,4.0,2.0,0,1,0,0,1,0,0,1
+66500000,0,59.81,5,66.0,120,2,75.82,60,3.0,1.0,0,1,0,0,1,0,0,1
+300000000,1,59.99800000000001,5,1693.0,1377,18,80.74,373,3.0,2.0,0,1,0,0,1,0,0,1
+467000000,1,84.98,3,412.0,373,7,107.89,167,3.0,2.0,0,1,0,0,1,0,0,1
+217000000,0,59.98,19,547.0,928,9,74.82,4,3.0,1.0,1,0,0,1,0,1,0,0
+142000000,0,84.84,32,403.0,280,2,108.55,56,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,84.76,11,1352.0,1352,15,107.95,520,3.0,2.0,1,0,0,1,0,0,0,1
+178000000,0,59.92,21,249.0,300,1,78.23,49,3.0,1.0,0,1,0,0,1,1,0,0
+80000000,0,84.505,1,85.0,365,4,100.88,60,3.0,2.0,0,1,0,0,1,0,0,1
+187000000,0,59.85,22,434.0,434,4,75.74,178,3.0,1.0,0,1,0,0,1,1,0,0
+345000000,1,84.84,1,709.0,710,8,104.78,650,3.0,2.0,0,1,1,0,0,0,0,1
+255000000,1,59.92,15,108.0,127,1,81.5,71,3.0,1.0,0,1,0,0,1,1,0,0
+245900000,0,84.999,2,1314.0,1249,16,107.34,386,3.0,2.0,1,0,0,1,0,0,0,1
+61500000,0,71.04,5,352.0,312,7,82.87,36,3.0,1.0,0,1,0,0,1,0,0,1
+400000000,1,83.4,2,146.0,154,1,104.15,60,3.0,1.0,0,1,0,0,1,1,0,0
+1055000000,1,124.08,18,1056.0,867,13,153.66,80,4.0,2.0,1,0,1,0,0,0,0,1
+75000000,0,84.98,3,63.0,181,1,107.6,79,3.0,2.0,0,1,0,0,1,0,0,1
+590000000,0,243.35,12,2381.0,1391,14,308.51,47,5.0,3.0,0,1,0,0,1,0,0,1
+64000000,0,59.85,24,612.0,1131,9,76.13,528,3.0,1.0,0,1,0,0,1,1,0,0
+2600000000,1,222.76,4,3893.0,2444,28,270.27,156,5.0,3.0,1,0,0,1,0,0,0,1
+497500000,1,114.75,10,2123.0,1696,7,144.08,523,4.0,2.0,0,1,1,0,0,0,0,1
+150000000,0,84.88,2,350.0,450,5,103.68,270,3.0,2.0,0,1,0,0,1,0,0,1
+385000000,1,50.03,2,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
+198000000,1,49.94,14,2000.0,2654,27,70.52,540,2.0,1.0,1,0,0,1,0,1,0,0
+336000000,1,84.78,4,944.0,895,8,104.69,439,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,1,39.97,12,1200.0,800,7,57.6,75,1.0,1.0,0,1,0,0,1,1,0,0
+609000000,1,84.73,9,420.0,230,4,103.77,182,3.0,2.0,1,0,0,1,0,0,0,1
+575000000,1,84.81,17,1208.0,1170,13,99.82,773,3.0,2.0,0,1,0,0,1,0,0,1
+1525000000,1,119.93,7,7712.0,5678,72,149.88,486,4.0,2.0,1,0,0,1,0,0,0,1
+219000000,1,37.8,11,343.0,349,2,52.83,16,2.0,1.0,0,1,0,0,1,1,0,0
+498000000,1,84.75,11,563.0,478,7,109.13,160,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,59.54,9,329.0,314,4,82.23,72,3.0,1.0,0,1,0,0,1,1,0,0
+505000000,0,84.36,7,3030.0,2100,12,112.08,186,3.0,2.0,0,1,0,0,1,0,0,1
+445000000,1,130.539,7,491.0,333,7,173.67,62,4.0,2.0,0,1,0,0,1,0,0,1
+169000000,1,43.35,11,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
+116000000,0,49.83,12,187.0,400,3,69.19,400,2.0,1.0,0,1,0,0,1,0,0,1
+44000000,0,41.85,9,551.0,1484,14,57.11,836,2.0,1.0,0,1,0,0,1,1,0,0
+597000000,1,94.75,7,749.0,468,6,117.98,122,3.0,2.0,0,1,0,0,1,0,0,1
+348000000,1,114.63,9,802.0,860,8,141.49,192,4.0,2.0,0,1,0,0,1,0,0,1
+252000000,1,57.93,4,175.0,158,1,81.44,72,0.0,0.0,0,1,0,0,1,1,0,0
+137000000,0,84.99,18,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
+745000000,1,84.93,12,566.0,480,8,105.15,101,3.0,2.0,0,1,0,0,1,0,0,1
+234000000,0,84.98100000000002,9,1162.0,690,14,122.64,116,3.0,2.0,0,1,0,1,0,0,0,1
+88000000,0,83.36,6,85.0,365,4,110.28,56,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,1,59.754,6,1678.0,1372,26,79.42,378,3.0,2.0,0,1,0,0,1,0,0,1
+183000000,0,59.9115,13,4697.0,3462,49,81.59,314,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,1,49.94,4,2800.0,2830,23,70.52,870,2.0,1.0,1,0,0,1,0,1,0,0
+275000000,1,84.94,15,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,84.98,18,467.0,433,7,107.08,307,3.0,2.0,0,1,0,0,1,0,0,1
+212000000,0,72.18,15,215.0,431,2,92.29,87,3.0,1.0,0,1,0,0,1,0,0,1
+460000000,1,84.97,7,115.0,102,2,93.09,18,3.0,2.0,0,1,0,0,1,0,1,0
+205000000,0,97.376,2,869.0,671,12,122.95,169,3.0,2.0,0,1,0,0,1,0,0,1
+229000000,1,58.59,8,558.0,694,5,78.16,188,1.0,1.0,0,1,0,1,0,1,0,0
+66000000,0,49.08,8,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+305000000,1,84.88,11,802.0,860,8,108.75,209,3.0,2.0,0,1,0,0,1,0,0,1
+218000000,0,134.62,15,832.0,576,7,160.04,288,4.0,2.0,0,1,0,0,1,0,0,1
+457000000,0,84.6389,16,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+108000000,0,49.94,14,482.0,900,8,73.02,537,2.0,1.0,0,1,0,0,1,1,0,0
+105000000,0,84.19,22,303.0,299,2,105.58,22,3.0,2.0,0,1,0,0,1,0,0,1
+221000000,1,37.8,9,448.0,299,2,52.83,30,2.0,1.0,1,0,0,1,0,1,0,0
+230000000,1,66.24,9,220.0,473,4,86.33,23,2.0,1.0,0,1,0,0,1,1,0,0
+133000000,0,84.98,3,105.0,180,1,107.48,148,3.0,2.0,0,1,0,0,1,0,1,0
+368000000,1,59.94,4,1974.0,1458,15,81.58,420,3.0,1.0,0,1,0,0,1,0,0,1
+344000000,0,105.1991,13,1329.0,972,15,132.4,157,3.0,2.0,0,1,0,0,1,0,0,1
+520660000,0,159.5248,11,588.0,265,5,184.36,84,4.0,2.0,0,1,0,0,1,0,0,1
+140000000,0,77.17,13,126.0,263,2,93.09,15,3.0,1.0,0,1,0,0,1,0,0,1
+230000000,1,34.86,8,2124.0,1634,12,46.39,435,1.0,1.0,0,1,1,0,0,1,0,0
+275000000,0,84.57,9,316.0,284,6,112.61,20,3.0,2.0,0,1,0,0,1,0,0,1
+1060000000,1,134.36,13,641.0,344,4,157.64,84,4.0,2.0,0,1,0,0,1,0,0,1
+568000000,1,77.14,6,281.0,330,5,96.98,198,3.0,1.0,0,1,1,0,0,0,0,1
+300000000,1,59.92,7,781.0,1391,10,82.41,690,3.0,1.0,1,0,0,1,0,1,0,0
+480000000,1,84.97,11,531.0,458,7,110.16,185,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,0,59.84,4,714.0,705,5,79.17,176,2.0,1.0,0,1,0,0,1,0,0,1
+350000000,1,59.99,12,1651.0,1122,22,79.98,254,3.0,2.0,0,1,0,0,1,0,0,1
+319000000,0,101.92,2,1551.0,1124,21,132.21,216,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,1,59.98,14,648.0,791,7,83.23,82,3.0,1.0,0,1,0,0,1,0,0,1
+400000000,1,50.54,8,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
+349500000,1,59.64,12,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+205000000,1,41.85,6,198.0,505,6,56.83,445,1.0,1.0,1,0,0,1,0,1,0,0
+232000000,0,114.0,19,415.0,464,3,138.54,95,4.0,2.0,0,1,0,0,1,0,0,1
+154000000,0,84.72,13,348.0,274,1,115.89,99,3.0,2.0,0,1,0,0,1,1,0,0
+284000000,0,84.84,5,938.0,938,12,105.79,514,3.0,2.0,0,1,0,1,0,0,0,1
+265000000,0,43.085,4,100.0,193,8,45.47,1,2.0,1.0,0,1,0,0,1,0,0,1
+240000000,1,59.87,3,219.0,215,2,84.48,91,3.0,1.0,0,1,0,0,1,1,0,0
+300000000,0,59.98,14,547.0,928,9,74.8,2,3.0,1.0,1,0,0,1,0,1,0,0
+278000000,0,84.965,16,3958.0,2947,29,105.89,1464,3.0,2.0,0,1,0,0,1,0,0,1
+367000000,1,59.9,10,292.0,249,2,84.79,100,3.0,1.0,0,1,0,0,1,1,0,0
+508030000,1,114.78,2,181.0,130,3,142.31,48,4.0,2.0,0,1,0,0,1,0,0,1
+560000000,1,84.99,14,474.0,415,8,106.15,155,3.0,2.0,0,1,0,0,1,0,0,1
+950000000,1,183.87,11,2085.0,1592,15,221.49,228,5.0,3.0,0,1,1,0,0,0,0,1
+702000000,1,114.78,2,790.0,774,10,139.68,254,4.0,2.0,0,1,1,0,0,0,0,1
+125000000,0,84.91,9,830.0,1741,16,101.13,630,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,0,138.56,15,702.0,848,11,167.9,288,4.0,2.0,0,1,0,0,1,0,0,1
+205000000,1,49.54,3,893.0,2433,14,71.07,743,3.0,1.0,1,0,0,1,0,1,0,0
+310000000,1,84.98,1,453.0,453,5,109.09,192,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,39.82,6,893.0,2433,14,56.98,372,2.0,1.0,1,0,0,1,0,1,0,0
+242000000,1,44.64,10,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
+90000000,0,59.8,11,252.0,246,3,77.59,128,3.0,1.0,0,1,0,0,1,0,0,1
+600000000,0,84.6389,13,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+1420000000,1,128.01,3,2906.0,2435,21,152.72,560,4.0,2.0,1,0,0,1,0,0,0,1
+110000000,0,59.54,11,735.0,1116,13,80.79,171,3.0,1.0,0,1,0,0,1,1,0,0
+337000000,1,51.48,9,360.0,360,5,72.33,170,2.0,1.0,0,1,0,0,1,1,0,0
+238000000,0,103.528,17,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
+730000000,1,84.95,15,329.0,276,7,106.53,223,3.0,2.0,0,1,0,0,1,0,0,1
+485000000,0,134.314,24,3958.0,2947,29,162.78,336,4.0,2.0,0,1,0,0,1,0,0,1
+540000000,1,84.96,10,599.0,504,6,111.78,47,3.0,2.0,0,1,0,0,1,0,0,1
+224000000,1,32.08,9,175.0,175,1,43.79,53,1.0,1.0,0,1,0,0,1,1,0,0
+1760000000,1,94.49,5,2454.0,1278,13,125.49,250,3.0,2.0,1,0,0,1,0,0,0,1
+297000000,1,59.88,11,2366.0,1971,28,81.95,520,3.0,1.0,0,1,0,0,1,1,0,0
+460000000,1,126.28,11,2488.0,1244,28,151.72,672,4.0,2.0,1,0,0,1,0,0,0,1
+570000000,1,84.93,20,166.0,102,1,103.6,17,3.0,2.0,0,1,0,0,1,0,0,1
+750000000,1,84.98,3,1216.0,949,12,110.78,181,3.0,2.0,0,1,0,0,1,0,0,1
+120000000,0,59.88,6,181.0,257,3,79.55,257,3.0,1.0,0,1,0,0,1,0,0,1
+97150000,0,84.34,24,280.0,360,4,109.65,146,3.0,2.0,0,1,0,0,1,0,0,1
+106000000,0,49.94,6,326.0,1080,7,72.95,270,2.0,1.0,0,1,0,0,1,1,0,0
+445000000,1,52.51,12,455.0,492,1,76.03,175,3.0,1.0,0,1,1,0,0,1,0,0
+500000000,1,84.74,7,1105.0,987,13,110.34,94,3.0,2.0,1,0,0,1,0,0,0,1
+456000000,1,114.66,9,1602.0,1253,15,142.1,122,4.0,2.0,0,1,0,0,1,0,0,1
+560000000,1,84.95,2,4890.0,3293,51,112.13,36,3.0,2.0,1,0,0,1,0,0,0,1
+165000000,1,59.94,7,461.0,453,6,81.97,177,3.0,1.0,0,1,0,0,1,1,0,0
+308000000,0,106.064,10,4697.0,3462,49,137.0,587,3.0,2.0,0,1,0,0,1,0,0,1
+537000000,0,219.5,5,554.0,252,13,260.1,24,4.0,2.0,1,0,0,1,0,0,0,1
+520000000,1,84.32,11,464.0,487,3,103.08,487,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,1,49.99,8,471.0,639,6,69.17,410,2.0,1.0,1,0,0,1,0,1,0,0
+510000000,1,60.0,12,650.0,645,5,86.96,315,3.0,1.0,1,0,0,1,0,1,0,0
+287000000,1,84.64200000000002,6,791.0,504,3,102.73,84,3.0,2.0,0,1,0,0,1,0,0,1
+1010000000,1,84.9097,1,753.0,738,11,102.48,0,3.0,2.0,1,0,0,1,0,0,0,1
+142000000,0,58.46,5,1418.0,4056,26,80.24,528,2.0,1.0,0,1,0,0,1,1,0,0
+319000000,1,106.5,5,240.0,218,3,128.95,41,4.0,2.0,0,1,0,0,1,0,0,1
+375000000,1,83.68,17,254.0,230,2,110.48,19,3.0,2.0,0,1,0,0,1,0,0,1
+1080000000,1,133.41,5,470.0,256,5,171.98,100,5.0,2.0,1,0,0,0,1,0,0,1
+800000000,1,114.78,10,790.0,774,10,139.68,254,4.0,2.0,0,1,1,0,0,0,0,1
+590000000,1,84.83,12,359.0,313,5,105.69,227,3.0,2.0,0,1,0,0,1,0,0,1
+672330000,1,147.327,7,385.0,295,2,196.03,29,5.0,2.0,0,1,0,0,1,0,0,1
+175000000,1,84.54,7,217.0,230,2,102.31,133,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,59.9444,18,1117.0,1111,17,87.67,99,3.0,2.0,0,1,0,0,1,0,0,1
+256000000,1,59.78,23,454.0,372,2,85.86,122,3.0,1.0,0,1,0,0,1,0,0,1
+227000000,1,59.99,12,1346.0,1168,17,80.89,469,3.0,1.0,0,1,0,0,1,0,0,1
+167000000,0,59.68,4,388.0,383,3,79.34,60,3.0,1.0,0,1,0,0,1,0,0,1
+470000000,1,79.777,16,2554.0,2462,31,109.8,901,3.0,2.0,0,1,0,0,1,0,0,1
+1800000000,1,144.113,15,1335.0,713,11,165.29,68,4.0,2.0,1,0,0,1,0,0,0,1
+370000000,1,68.12,13,832.0,858,9,91.4,738,3.0,1.0,1,0,0,1,0,1,0,0
+310000000,1,54.59,13,994.0,3315,21,77.01,810,3.0,1.0,1,0,0,1,0,1,0,0
+695000000,0,92.743,53,3728.0,1631,3,138.57,1,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,84.97,8,3940.0,3003,25,109.57,1066,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,1,68.8,13,2561.0,2134,26,94.66,342,3.0,1.0,0,1,0,0,1,1,0,0
+270000000,1,84.92,14,347.0,488,6,103.92,413,3.0,2.0,0,1,0,0,1,0,0,1
+1046000000,1,84.79,30,9766.0,6864,66,108.82,216,3.0,2.0,1,0,0,1,0,0,0,1
+330000000,0,84.93,8,316.0,284,6,113.09,35,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,112.49,1,4753.0,3169,30,133.47,192,4.0,2.0,0,1,0,0,1,0,0,1
+548000000,1,84.99,15,1777.0,1370,24,112.28,63,3.0,2.0,0,1,0,0,1,0,0,1
+1600000000,1,122.81,11,1122.0,732,10,158.1,348,4.0,2.0,1,0,0,1,0,0,0,1
+210000000,1,44.33,15,994.0,3315,21,62.53,525,3.0,1.0,1,0,0,1,0,1,0,0
+225000000,0,84.8734,8,1967.0,1758,19,110.61,477,3.0,2.0,1,0,0,1,0,0,0,1
+550000000,1,134.97,23,2195.0,1998,25,163.1,296,4.0,2.0,0,1,0,0,1,0,0,1
+320000000,0,59.96,10,3410.0,1926,29,80.72,112,3.0,1.0,0,1,0,0,1,0,0,1
+343000000,0,84.84,16,110.0,102,1,106.68,17,3.0,2.0,0,1,0,0,1,0,0,1
+275000000,0,77.85,15,1500.0,1963,15,93.0,330,3.0,1.0,0,1,1,0,0,0,0,1
+408000000,1,57.78,10,1161.0,1008,15,77.6,343,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,0,121.48,5,410.0,414,4,144.17,80,4.0,2.0,0,1,0,0,1,0,0,1
+529000000,1,84.9,5,962.0,566,8,98.91,108,3.0,1.0,0,1,1,0,0,0,0,1
+207500000,0,84.9902,6,4697.0,3462,49,111.19,0,3.0,2.0,0,1,0,0,1,0,0,1
+599000000,1,59.81800000000001,5,402.0,376,5,79.35,89,3.0,2.0,0,1,0,0,1,0,0,1
+295000000,0,84.76,4,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
+814000000,0,115.29,37,3030.0,2100,12,155.85,111,4.0,2.0,0,1,0,0,1,0,0,1
+830000000,1,84.79,7,1155.0,863,14,109.06,100,3.0,2.0,0,1,0,0,1,0,0,1
+386000000,0,103.528,16,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
+470000000,1,82.94,18,3012.0,2938,16,113.5,434,3.0,2.0,0,1,0,0,1,0,0,1
+734000000,1,72.28,7,528.0,1056,10,77.8,108,2.0,1.0,1,0,0,1,0,1,0,0
+530000000,1,84.77,11,1376.0,2078,10,107.49,546,3.0,2.0,1,0,0,1,0,0,0,1
+795000000,1,50.39,3,1136.0,2841,58,50.67,780,2.0,1.0,0,1,0,0,1,0,0,1
+118000000,0,84.99,20,1110.0,1206,12,104.72,547,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,83.72,8,160.0,160,3,103.92,80,3.0,1.0,0,1,0,0,1,0,0,1
+312000000,1,50.18,14,1225.0,910,7,67.76,630,2.0,1.0,0,1,1,0,0,1,0,0
+430000000,1,84.91,3,1048.0,1213,13,108.06,350,3.0,2.0,0,1,0,0,1,0,0,1
+640000000,1,141.515,7,1230.0,1222,15,168.22,280,5.0,2.0,0,1,1,0,0,0,0,1
+107800000,0,49.96,4,900.0,936,3,55.37,325,2.0,1.0,0,1,0,0,1,1,0,0
+60000000,0,59.38,2,85.0,365,4,77.68,87,3.0,2.0,0,1,0,0,1,0,0,1
+1575000000,1,84.97,24,429.0,280,3,111.22,60,3.0,2.0,1,0,0,1,0,0,0,1
+470000000,1,84.985,14,507.0,391,6,109.44,225,3.0,2.0,0,1,0,0,1,0,0,1
+246000000,0,84.91,5,1500.0,1963,15,102.05,360,3.0,1.0,0,1,1,0,0,0,0,1
+109000000,0,49.42,3,340.0,720,5,69.02,720,2.0,1.0,0,1,0,0,1,1,0,0
+600000000,1,84.93,4,619.0,564,7,105.95,35,3.0,2.0,0,1,0,0,1,0,0,1
+328000000,0,130.595,4,1309.0,1048,11,162.0,122,4.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,84.97,4,137.0,119,1,113.74,73,3.0,2.0,0,1,0,0,1,0,0,1
+1050000000,1,100.31,11,5540.0,5539,122,132.23,851,3.0,1.0,1,0,0,1,0,0,0,1
+99060000,0,59.98,18,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
+570000000,1,108.08,8,981.0,1550,12,126.38,120,4.0,2.0,1,0,0,1,0,0,0,1
+315000000,1,84.98,5,344.0,340,3,112.4,144,3.0,2.0,0,1,0,0,1,0,0,1
+295000000,0,84.9749,13,829.0,703,7,113.91,234,3.0,2.0,0,1,0,0,1,0,0,1
+332000000,1,84.97,13,1602.0,1253,15,109.63,250,3.0,2.0,0,1,0,0,1,0,0,1
+155000000,1,54.55,9,2195.0,1998,25,72.01,134,2.0,1.0,0,1,0,0,1,1,0,0
+252000000,1,59.4,8,630.0,561,7,84.87,232,3.0,1.0,0,1,0,0,1,1,0,0
+190000000,0,119.37,23,461.0,564,2,152.1,92,4.0,2.0,0,1,0,0,1,0,0,1
+1590000000,1,116.19,23,4113.0,2678,35,144.32,678,4.0,2.0,1,0,0,1,0,0,0,1
+670000000,1,84.97,6,3310.0,2517,42,107.49,73,3.0,2.0,1,0,0,1,0,0,0,1
+580000000,1,84.96,8,2275.0,1656,28,106.45,1019,3.0,2.0,0,1,0,0,1,0,0,1
+135000000,0,84.99,20,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
+488000000,0,84.6389,8,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+407000000,1,84.91,4,300.0,1320,12,102.35,330,3.0,2.0,0,1,1,0,0,0,0,1
+713000000,1,84.97,13,1020.0,680,12,104.74,582,3.0,2.0,1,0,0,1,0,0,0,1
+485000000,0,102.295,24,749.0,542,5,131.23,98,3.0,2.0,0,1,0,0,1,0,0,1
+98500000,1,49.94,4,1980.0,1980,11,69.28,180,2.0,1.0,0,1,1,0,0,1,0,0
+950000000,1,101.9,6,387.0,256,9,135.93,66,3.0,2.0,0,1,0,0,1,0,0,1
+395000000,1,59.7,9,1401.0,1444,11,85.69,412,3.0,1.0,0,1,1,0,0,1,0,0
+220000000,1,111.94,2,233.0,216,3,144.89,48,4.0,2.0,0,1,0,0,1,0,0,1
+415000000,1,78.665,10,1488.0,1244,16,100.42,637,3.0,2.0,0,1,0,0,1,0,0,1
+127000000,0,59.63,16,248.0,298,6,77.45,40,3.0,1.0,0,1,0,0,1,0,0,1
+296140000,1,84.82,3,1581.0,1421,16,107.82,191,3.0,2.0,1,0,0,1,0,0,0,1
+640000000,1,59.82,9,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
+720000000,0,151.9156,14,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+212000000,1,59.88,3,241.0,336,4,84.58,216,2.0,1.0,0,1,0,0,1,1,0,0
+150000000,0,59.98,4,1427.0,1420,13,81.65,292,3.0,2.0,0,1,0,0,1,0,0,1
+393000000,1,78.07,2,924.0,660,8,102.47,135,3.0,1.0,0,1,1,0,0,0,0,1
+333000000,1,79.28,18,218.0,203,1,100.79,75,3.0,2.0,0,1,0,0,1,0,0,1
+575000000,1,84.69,4,2022.0,2065,14,110.67,1032,3.0,2.0,0,1,1,0,0,0,0,1
+290000000,1,55.32,18,266.0,247,4,74.19,105,3.0,1.0,0,1,0,0,1,1,0,0
+126000000,0,59.9942,2,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
+267500000,1,59.6,24,530.0,465,5,76.03,215,3.0,1.0,0,1,0,0,1,1,0,0
+326000000,0,84.93700000000003,2,555.0,540,6,114.71,360,3.0,2.0,0,1,0,0,1,0,0,1
+1336880000,0,157.0176,66,3942.0,1788,3,230.45,204,3.0,2.0,1,0,1,0,0,0,0,1
+400000000,1,79.777,6,2554.0,2462,31,109.8,901,3.0,2.0,0,1,0,0,1,0,0,1
+419500000,1,114.24,20,833.0,826,5,139.9,134,4.0,2.0,0,1,0,0,1,0,0,1
+108500000,0,84.96,17,702.0,848,11,102.96,80,3.0,2.0,0,1,0,0,1,0,0,1
+302500000,1,59.76,1,1349.0,1150,14,79.79,240,3.0,1.0,0,1,0,0,1,0,0,1
+340000000,0,59.9589,16,749.0,542,5,83.66,50,3.0,2.0,0,1,0,0,1,0,0,1
+123000000,0,57.06,4,205.0,288,1,71.26,98,2.0,1.0,0,1,0,0,1,0,0,1
+732000000,1,59.95,3,9766.0,6864,66,86.85,600,3.0,2.0,1,0,0,1,0,0,0,1
+480000000,1,84.991,11,432.0,423,7,109.29,99,3.0,2.0,0,1,0,0,1,0,0,1
+630000000,0,84.9616,28,1124.0,928,6,117.7,295,3.0,2.0,0,1,0,0,1,0,0,1
+246000000,1,62.22,13,4753.0,3169,30,82.38,464,2.0,1.0,0,1,0,0,1,1,0,0
+445000000,1,59.9843,5,575.0,477,6,79.28,82,3.0,2.0,0,1,0,0,1,0,0,1
+78000000,0,84.87,5,462.0,560,6,104.21,560,3.0,2.0,0,1,0,0,1,0,0,1
+255000000,0,112.818,15,379.0,231,2,141.18,116,3.0,2.0,0,1,0,0,1,0,0,1
+679000000,1,98.66,1,1468.0,1480,25,107.06,72,3.0,1.0,0,1,1,0,0,1,0,0
+345000000,1,84.03,11,1544.0,1544,9,108.91,144,3.0,2.0,0,1,0,0,1,0,0,1
+157000000,0,59.76,8,882.0,1038,9,75.97,437,3.0,1.0,0,1,0,0,1,0,0,1
+120000000,0,59.916,13,431.0,764,6,79.34,764,3.0,1.0,0,1,0,0,1,0,0,1
+455000000,1,75.51,1,855.0,855,10,103.06,360,3.0,1.0,0,1,1,0,0,1,0,0
+265000000,1,59.28,1,2123.0,2136,17,76.68,90,2.0,1.0,1,0,0,1,0,1,0,0
+560000000,1,134.97,25,2195.0,1998,25,163.1,296,4.0,2.0,0,1,0,0,1,0,0,1
+480000000,0,124.47,10,554.0,252,13,152.13,40,4.0,2.0,1,0,0,1,0,0,0,1
+320000000,1,84.58,14,139.0,154,1,113.99,79,3.0,2.0,0,1,0,0,1,0,0,1
+125500000,0,55.77,9,789.0,825,8,75.03,360,3.0,1.0,0,1,0,0,1,1,0,0
+319000000,1,84.72,21,954.0,1259,10,108.68,375,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,42.93,1,2300.0,2400,18,59.93,270,2.0,1.0,0,1,1,0,0,1,0,0
+302000000,0,84.9636,13,303.0,298,5,112.83,20,3.0,2.0,0,1,0,0,1,0,1,0
+192000000,1,39.82,2,893.0,2433,14,56.98,372,2.0,1.0,1,0,0,1,0,1,0,0
+450000000,1,110.56,12,290.0,216,7,134.04,108,3.0,2.0,0,1,0,0,1,0,0,1
+810000000,1,92.08,28,937.0,495,3,130.68,78,3.0,2.0,0,1,0,0,1,0,0,1
+368000000,0,85.0,14,4515.0,2637,30,107.27,276,3.0,2.0,0,1,0,0,1,0,0,1
+165000000,0,59.94,17,486.0,486,4,79.09,186,3.0,1.0,0,1,0,0,1,0,0,1
+620000000,1,59.75,2,1140.0,976,13,74.98,246,3.0,1.0,0,1,1,0,0,0,0,1
+338000000,1,39.6,11,297.0,1005,6,57.46,405,2.0,1.0,1,0,0,1,0,1,0,0
+89000000,0,59.91,12,361.0,458,6,78.66,262,3.0,2.0,0,1,0,0,1,0,0,1
+84800000,0,59.97,13,931.0,953,8,83.31,439,2.0,1.0,0,1,0,0,1,1,0,0
+1180000000,1,84.9,9,1453.0,1148,14,107.1,162,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,84.9888,16,522.0,524,6,105.86,249,3.0,2.0,0,1,0,0,1,0,0,1
+308000000,0,101.86,14,1556.0,1102,17,130.75,30,3.0,2.0,1,0,0,1,0,0,0,1
+154000000,0,59.76,10,1110.0,1206,12,78.14,175,2.0,1.0,0,1,0,0,1,0,0,1
+587000000,1,98.32,10,275.0,275,4,119.65,22,3.0,1.0,1,0,0,1,0,0,0,1
+209500000,0,84.3263,4,443.0,436,4,111.91,112,3.0,2.0,0,1,0,0,1,0,0,1
+593000000,1,79.05,4,1013.0,801,13,111.44,148,3.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,83.4,9,311.0,354,4,101.28,174,3.0,1.0,0,1,1,0,0,0,0,1
+278000000,0,84.96,16,1992.0,1680,19,108.19,920,3.0,2.0,0,1,0,0,1,0,0,1
+299000000,1,67.01,8,187.0,206,3,85.09,10,3.0,1.0,0,1,0,0,1,0,0,1
+395000000,1,58.57,13,263.0,263,2,79.05,75,2.0,1.0,0,1,0,0,1,1,0,0
+145000000,0,115.5,24,400.0,466,6,144.37,50,4.0,2.0,0,1,0,0,1,0,0,1
+145000000,1,49.98,9,471.0,639,6,69.16,75,2.0,1.0,1,0,0,1,0,1,0,0
+99500000,0,84.96,2,584.0,730,5,105.79,490,3.0,2.0,0,1,0,0,1,0,0,1
+328000000,1,94.06,5,168.0,183,1,118.11,13,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,84.98,11,344.0,424,3,109.12,200,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,84.95,13,1017.0,914,10,107.98,514,3.0,2.0,0,1,1,0,0,0,0,1
+260000000,0,84.97,14,1551.0,1124,21,112.63,90,3.0,2.0,0,1,0,0,1,0,0,1
+273000000,0,164.29,12,707.0,774,7,185.57,120,4.0,2.0,0,1,0,0,1,0,0,1
+502000000,1,84.755,3,2300.0,2400,18,100.73,432,3.0,1.0,0,1,1,0,0,0,0,1
+115000000,0,59.85,16,1548.0,1358,19,72.43,634,3.0,1.0,1,0,0,1,0,0,0,1
+500000000,1,84.9,10,183.0,144,1,107.96,117,3.0,2.0,0,1,0,0,1,0,0,1
+625000000,1,84.7835,4,1971.0,1559,22,109.59,360,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,1,59.85,3,2124.0,1634,12,76.7,269,2.0,1.0,0,1,1,0,0,1,0,0
+353000000,1,59.22,11,2455.0,3930,32,78.87,1260,3.0,1.0,1,0,0,1,0,1,0,0
+354000000,0,127.2641,14,1460.0,911,15,160.57,143,4.0,2.0,0,1,0,0,1,0,0,1
+470000000,0,129.3472,3,1693.0,862,8,164.51,204,4.0,2.0,0,1,0,0,1,0,0,1
+750000000,1,121.93,15,2924.0,2397,31,154.17,202,4.0,2.0,0,1,0,0,1,0,0,1
+110500000,1,44.89,15,840.0,840,5,59.04,150,2.0,1.0,0,1,1,0,0,0,0,1
+172000000,0,117.95,20,955.0,894,5,139.52,200,4.0,2.0,0,1,0,0,1,0,0,1
+95000000,0,59.22,8,220.0,285,2,84.55,100,2.0,1.0,0,1,0,0,1,1,0,0
+267000000,0,84.76,17,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
+610000000,1,84.88,8,530.0,448,7,107.09,402,3.0,2.0,0,1,0,0,1,0,0,1
+458000000,1,84.705,9,1665.0,2017,22,105.19,805,3.0,2.0,0,1,0,0,1,0,0,1
+169500000,1,34.44,11,486.0,1624,10,49.93,384,2.0,1.0,1,0,0,1,0,1,0,0
+103800000,0,79.195,7,900.0,900,11,96.12,300,3.0,1.0,0,1,0,0,1,0,0,1
+490000000,1,59.94,18,508.0,422,7,85.0,116,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,84.89,14,250.0,255,1,102.91,135,3.0,1.0,0,1,0,0,1,0,0,1
+265000000,1,59.84,18,1762.0,1495,18,81.73,654,3.0,1.0,0,1,0,0,1,0,0,1
+135000000,1,59.79,4,80.0,315,3,77.43,165,3.0,1.0,0,1,0,0,1,0,0,1
+501600000,0,159.8382,21,2733.0,1598,19,201.51,165,4.0,2.0,0,1,0,0,1,0,0,1
+120500000,0,59.8,8,1992.0,1680,19,79.22,360,3.0,1.0,0,1,0,0,1,0,0,1
+585000000,1,83.02,12,381.0,708,6,100.49,76,3.0,2.0,1,0,0,1,0,0,0,1
+170000000,1,39.7,13,781.0,1391,10,54.56,296,1.0,1.0,1,0,0,1,0,1,0,0
+300000000,0,99.66,2,758.0,570,7,122.84,120,4.0,2.0,0,1,0,0,1,0,0,1
+129500000,0,29.24,4,717.0,674,5,43.53,60,1.0,1.0,0,1,0,0,1,1,0,0
+420000000,1,84.84299999999998,13,2733.0,2197,30,109.94,628,3.0,2.0,0,1,0,0,1,0,0,1
+90000000,0,59.95,15,264.0,318,1,80.01,23,2.0,1.0,0,1,0,0,1,0,0,1
+417000000,1,84.09,5,2366.0,1971,28,105.32,394,3.0,2.0,0,1,0,0,1,0,0,1
+402000000,0,147.97,6,554.0,252,13,180.87,18,4.0,2.0,1,0,0,1,0,0,0,1
+390000000,1,84.98,6,466.0,1018,16,112.43,40,3.0,2.0,0,1,0,0,1,0,0,1
+140000000,0,49.94,25,547.0,928,9,67.4,288,2.0,1.0,1,0,0,1,0,1,0,0
+325000000,0,84.97,7,2252.0,1895,17,106.74,69,3.0,2.0,0,1,0,0,1,0,0,1
+277000000,1,59.99,10,2088.0,1634,28,78.94,105,3.0,2.0,0,1,0,0,1,1,0,0
+374100000,0,84.9669,9,1761.0,1326,9,110.8,530,3.0,2.0,0,1,0,0,1,0,0,1
+445000000,1,75.36,8,450.0,476,4,91.01,160,3.0,1.0,0,1,0,0,1,0,0,1
+173000000,0,84.98,3,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+123000000,1,49.93,12,1650.0,1650,12,71.0,492,3.0,1.0,1,0,0,1,0,1,0,0
+197000000,0,84.98,15,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,84.92,15,225.0,343,1,125.62,164,3.0,2.0,0,1,0,0,1,0,0,1
+514000000,1,84.87,12,3384.0,3404,35,104.58,1034,3.0,2.0,0,1,0,0,1,0,0,1
+255000000,0,134.64,8,394.0,363,3,160.85,86,4.0,2.0,0,1,0,0,1,0,0,1
+405000000,1,59.82,7,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
+305000000,1,107.28,1,432.0,864,7,114.78,120,4.0,1.0,0,1,0,0,1,1,0,0
168080000,0,84.6588,12,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
-475000000,1,84.78,15,944.0,895,8,104.69,439,3.0,2.0,0,1,0,0,1,0,0,1
-490000000,1,139.08,20,3940.0,3003,25,168.89,328,4.0,2.0,0,1,0,0,1,0,0,1
-495000000,1,84.88,19,713.0,652,8,108.42,259,3.0,2.0,1,0,0,1,0,0,0,1
-126500000,0,59.97,11,590.0,584,5,78.47,209,3.0,1.0,0,1,0,0,1,0,0,1
-247500000,0,84.9944,18,204.0,165,4,112.5,23,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,59.82,5,918.0,901,7,83.79,255,2.0,1.0,0,1,1,0,0,1,0,0
-278000000,0,110.7,9,389.0,256,3,176.04,77,4.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,132.248,3,1162.0,690,14,164.57,108,4.0,2.0,0,1,0,1,0,0,0,1
-1100000000,1,84.236,22,1291.0,926,12,109.5,640,3.0,2.0,0,1,0,0,1,0,0,1
-845000000,1,78.7,1,796.0,398,4,84.45,5,3.0,2.0,1,0,0,1,0,1,0,0
-432000000,1,84.87,5,2990.0,2182,22,107.62,981,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,1,84.4,12,1092.0,876,5,103.34,141,3.0,2.0,0,1,0,0,1,0,0,1
-145000000,0,84.81,9,584.0,730,5,105.79,490,3.0,2.0,0,1,0,0,1,0,0,1
-229000000,0,84.5059,11,620.0,432,5,105.77,278,3.0,2.0,0,1,0,0,1,0,0,1
-486000000,1,84.76,3,354.0,354,3,98.48,240,3.0,2.0,0,1,0,0,1,0,0,1
-942000000,1,66.6,6,1285.0,2550,34,89.88,959,3.0,1.0,1,0,0,1,0,1,0,0
-158400000,0,88.8,7,499.0,462,4,113.87,233,3.0,2.0,0,1,0,0,1,0,0,1
-481000000,1,114.85,8,4804.0,3830,54,142.21,849,4.0,2.0,0,1,0,0,1,0,0,1
-146000000,0,59.8,14,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-970000000,1,84.99,18,7876.0,5563,65,109.47,46,3.0,2.0,1,0,0,1,0,0,0,1
-254000000,1,49.94,5,4471.0,2634,21,71.02,480,2.0,1.0,1,0,0,1,0,0,0,1
-648500000,1,84.86399999999998,4,745.0,582,6,117.37,170,3.0,2.0,0,1,0,0,1,0,0,1
-93000000,0,59.73,3,421.0,413,2,85.23,81,3.0,1.0,0,1,0,0,1,1,0,0
-127000000,0,84.994,8,902.0,807,8,112.4,1,3.0,2.0,0,1,0,0,1,0,0,1
-1070000000,1,84.99,33,7876.0,5563,65,110.3,350,3.0,2.0,1,0,0,1,0,0,0,1
-320000000,0,75.57,18,2919.0,2290,20,101.75,231,3.0,2.0,0,1,0,0,1,0,0,1
-236000000,0,84.956,11,208.0,200,2,106.1,110,3.0,2.0,1,0,0,1,0,0,0,1
-88000000,0,70.965,4,230.0,160,3,78.0,34,3.0,2.0,0,1,0,0,1,0,0,1
-780000000,0,151.9156,39,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
-229000000,0,85.76,13,684.0,522,6,104.61,331,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,0,59.676,5,1277.0,1110,13,92.16,146,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,59.91,2,369.0,410,3,81.29,156,2.0,1.0,0,1,0,0,1,1,0,0
-210000000,0,59.9905,19,1875.0,1627,13,87.52,498,3.0,2.0,0,1,0,0,1,0,0,1
-1245000000,1,120.42,1,5540.0,5539,122,155.37,50,3.0,2.0,1,0,0,1,0,0,0,1
-140000000,1,41.3,6,1710.0,1710,10,57.15,0,2.0,1.0,0,1,1,0,0,1,0,0
-398000000,1,59.99,14,1177.0,1074,16,82.87,514,3.0,2.0,0,1,0,0,1,0,0,1
-695000000,1,133.65,4,600.0,572,8,153.78,320,4.0,2.0,0,1,1,0,0,0,0,1
-562000000,0,125.4155,9,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,84.6,8,809.0,703,7,108.26,260,3.0,2.0,0,1,0,0,1,0,0,1
-585000000,0,112.135,4,3728.0,1631,3,161.81,27,3.0,2.0,0,1,0,0,1,0,0,1
-126000000,0,44.1,14,1500.0,1963,15,58.42,285,2.0,1.0,0,1,1,0,0,1,0,0
-348000000,1,62.91,8,1102.0,1092,12,69.93,301,3.0,1.0,0,1,0,0,1,1,0,0
-598000000,1,84.94,4,263.0,221,7,106.64,50,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,59.98,13,551.0,526,5,86.97,194,3.0,1.0,0,1,0,0,1,1,0,0
-422500000,1,114.97,2,2251.0,2904,21,149.84,61,4.0,2.0,0,1,0,0,1,0,0,1
-770000000,0,147.69,11,749.0,290,1,173.84,148,4.0,2.0,0,1,0,0,1,0,0,1
-359800000,1,84.49,4,1115.0,947,16,110.85,30,3.0,2.0,1,0,0,1,0,0,0,1
-394500000,0,147.97,5,946.0,414,17,180.67,120,4.0,2.0,1,0,0,1,0,0,0,1
-1210000000,1,114.7,10,4900.0,3696,46,143.14,330,4.0,2.0,1,0,0,1,0,0,0,1
-177500000,0,85.0,25,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-880000000,1,167.69,11,601.0,300,13,210.81,72,3.0,2.0,1,0,0,1,0,0,0,1
-170000000,0,59.6,14,756.0,842,8,80.0,398,3.0,1.0,1,0,0,1,0,0,0,1
-600000000,1,84.99,2,616.0,299,6,109.95,19,3.0,2.0,0,1,0,0,1,0,0,1
-163000000,0,75.585,8,274.0,256,1,99.56,100,3.0,2.0,0,1,0,0,1,0,0,1
-453000000,1,84.96,8,688.0,650,12,109.77,252,3.0,2.0,0,1,0,0,1,0,0,1
-920000000,1,84.84,3,1148.0,912,16,113.7,10,3.0,2.0,1,0,0,1,0,0,0,1
-78500000,1,45.9,4,2800.0,2830,23,64.82,360,2.0,1.0,1,0,0,1,0,1,0,0
-477000000,1,93.13,2,538.0,538,4,111.35,269,3.0,2.0,1,0,0,1,0,0,0,1
-150000000,0,84.52,13,99.0,173,2,102.74,173,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,0,84.9913,20,3400.0,3160,30,113.39,659,3.0,2.0,0,1,0,0,1,0,0,1
-785000000,0,92.743,57,3728.0,1631,3,135.6,10,3.0,2.0,0,1,0,0,1,0,0,1
-490000000,1,84.902,7,530.0,448,8,108.54,397,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,82.96,5,280.0,280,3,100.76,280,3.0,2.0,0,1,0,0,1,0,0,1
-944040000,1,136.18,13,613.0,132,2,168.15,26,3.0,2.0,0,1,0,0,1,0,0,1
-182500000,1,59.96,10,1179.0,987,13,84.66,365,3.0,1.0,1,0,0,1,0,1,0,0
-443500000,0,84.6389,17,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-2297000000,1,144.2,5,1120.0,1288,15,156.13,167,5.0,2.0,1,0,0,1,0,0,0,1
-370000000,1,84.73,3,917.0,782,15,105.2,419,3.0,2.0,0,1,0,0,1,0,0,1
-228000000,1,62.22,13,4753.0,3169,30,82.38,464,2.0,1.0,0,1,0,0,1,1,0,0
-210000000,1,59.98,22,551.0,526,5,78.29,17,3.0,1.0,0,1,0,0,1,0,0,1
-165000000,0,71.14,7,120.0,228,3,92.47,108,3.0,1.0,0,1,0,0,1,0,0,1
-190000000,0,59.8,6,1992.0,1680,19,79.22,360,3.0,1.0,0,1,0,0,1,0,0,1
-301000000,1,34.44,12,619.0,1556,12,45.34,476,2.0,1.0,1,0,0,1,0,1,0,0
-160000000,0,59.94,3,1167.0,1158,13,80.48,626,3.0,1.0,0,1,0,0,1,0,0,1
-672000000,1,98.66,1,1468.0,1480,25,107.06,72,3.0,1.0,0,1,1,0,0,1,0,0
-583000000,1,84.96,11,2275.0,1656,28,106.45,1019,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,0,84.984,30,400.0,381,2,116.01,119,3.0,2.0,0,1,0,0,1,0,0,1
-81000000,0,59.85,1,612.0,1131,9,76.13,528,3.0,1.0,0,1,0,0,1,1,0,0
-98000000,0,59.95,4,1989.0,1901,15,77.24,809,3.0,1.0,0,1,0,0,1,0,0,1
-580000000,1,59.9818,6,4443.0,3002,34,88.72,228,3.0,1.0,1,0,0,1,0,0,0,1
-119000000,0,59.95,4,1989.0,1901,15,77.24,809,3.0,1.0,0,1,0,0,1,0,0,1
-75000000,0,40.66,1,1000.0,812,18,46.28,576,1.0,1.0,0,1,0,0,1,0,0,1
-210000000,1,44.1,14,1800.0,3481,25,62.22,344,3.0,1.0,1,0,0,1,0,1,0,0
-1100000000,1,84.77600000000002,9,672.0,707,12,109.09,119,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,0,59.816,2,682.0,682,10,74.03,114,3.0,1.0,1,0,0,1,0,0,0,1
-158000000,0,84.4,2,105.0,144,3,99.42,70,3.0,2.0,0,1,0,0,1,1,0,0
-1080000000,1,59.98,1,6075.0,3410,44,84.74,284,3.0,2.0,1,0,0,1,0,0,0,1
-1020000000,1,84.97,10,4900.0,3696,46,110.86,339,3.0,2.0,1,0,0,1,0,0,0,1
-81000000,0,40.44,2,0.0,159,4,50.21,10,3.0,2.0,0,1,0,0,1,0,0,1
-278000000,1,68.12,12,832.0,858,9,91.4,738,3.0,1.0,1,0,0,1,0,1,0,0
-287000000,0,84.9949,17,1875.0,1627,13,109.62,929,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,0,84.93,15,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,1,59.94,7,1974.0,1458,15,81.58,42,3.0,1.0,0,1,0,0,1,0,0,1
-625000000,1,84.96,4,1356.0,1260,8,110.46,1260,3.0,1.0,1,0,0,1,0,1,0,0
-300000000,0,84.84200000000001,18,1323.0,1190,11,108.88,329,3.0,2.0,0,1,0,0,1,0,0,1
-855000000,1,84.84,11,1424.0,1251,17,112.06,134,3.0,2.0,0,1,0,0,1,0,0,1
-654000000,1,92.56,11,692.0,577,5,99.3,1,3.0,1.0,0,1,0,1,0,0,0,1
-259500000,1,84.98,11,467.0,433,7,107.08,307,3.0,2.0,0,1,0,0,1,0,0,1
-264000000,1,59.89,1,1377.0,1542,16,78.45,200,3.0,1.0,0,1,0,0,1,0,0,1
-411300000,1,84.98,2,319.0,192,6,109.83,64,3.0,2.0,0,1,0,0,1,0,0,1
-30000000,0,33.1,14,115.0,118,1,43.25,72,1.0,1.0,0,1,0,0,1,0,0,1
-405000000,1,84.303,16,494.0,484,8,103.82,298,3.0,2.0,0,1,0,0,1,0,0,1
-590000000,0,100.945,14,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,1,59.88800000000001,6,989.0,795,10,84.01,73,3.0,2.0,1,0,0,1,0,1,0,0
-128000000,0,84.96,3,197.0,228,2,111.63,66,3.0,2.0,0,1,0,1,0,0,0,1
-214000000,0,59.76,2,1673.0,1424,18,74.85,284,3.0,1.0,0,1,0,0,1,0,0,1
-285000000,1,59.96,2,1267.0,999,18,82.61,156,3.0,2.0,0,1,0,0,1,0,0,1
-255000000,1,58.01,6,1500.0,2029,23,80.26,562,2.0,1.0,1,0,0,1,0,1,0,0
-244000000,1,59.88,18,344.0,363,3,78.79,19,3.0,1.0,0,1,0,0,1,0,0,1
-790000000,1,84.91,13,1643.0,1004,14,110.12,30,3.0,2.0,1,0,0,1,0,0,0,1
-138000000,0,59.075,22,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
-231000000,1,36.88,10,579.0,660,9,53.61,401,2.0,1.0,0,1,0,0,1,0,0,1
-1590000000,1,110.2,6,216.0,177,1,136.11,75,4.0,2.0,0,1,0,0,1,0,0,1
-327000000,1,50.25,3,140.0,112,5,62.28,49,2.0,1.0,0,1,0,0,1,1,0,0
-209000000,1,50.67,2,680.0,2256,20,69.59,938,2.0,1.0,1,0,0,1,0,1,0,0
-385000000,1,114.6,14,217.0,193,2,144.49,48,4.0,2.0,0,1,0,0,1,0,0,1
-651500000,1,84.8624,4,745.0,582,6,113.22,59,3.0,2.0,0,1,0,0,1,0,0,1
-363000000,1,84.88,4,581.0,548,7,111.7,55,3.0,2.0,1,0,0,1,0,0,0,1
-119000000,0,48.89,17,202.0,504,4,67.85,111,2.0,1.0,0,1,0,0,1,1,0,0
-336500000,1,39.6,13,1410.0,1403,7,56.36,567,2.0,1.0,1,0,0,1,0,1,0,0
-580000000,1,114.91,8,1643.0,1004,14,147.07,20,4.0,2.0,1,0,0,1,0,0,0,1
-275000000,0,59.9934,26,2675.0,1852,18,82.2,96,3.0,2.0,0,1,0,0,1,0,0,1
-1980000000,1,165.446,19,6075.0,3410,44,200.12,224,4.0,3.0,1,0,0,1,0,0,0,1
-1200000000,1,109.53,2,421.0,317,4,142.19,140,4.0,2.0,1,0,0,1,0,0,0,1
-140000000,0,59.9942,22,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,84.03,4,1544.0,1544,9,108.91,144,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,84.78,17,1000.0,865,5,104.83,614,3.0,2.0,0,1,0,0,1,0,0,1
-1118400000,1,124.62,7,616.0,299,6,158.43,19,4.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,59.49,5,480.0,431,8,79.1,69,3.0,1.0,0,1,0,0,1,1,0,0
-137000000,0,59.12,9,250.0,183,1,79.94,69,3.0,1.0,0,1,0,0,1,1,0,0
-340000000,1,84.936,4,545.0,466,6,98.39,204,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,84.65,3,537.0,436,11,105.95,436,3.0,2.0,1,0,0,1,0,0,0,1
-248000000,0,84.9944,11,204.0,165,4,113.8,17,3.0,2.0,0,1,0,0,1,0,0,1
-675000000,1,114.93,8,1953.0,1992,16,142.97,374,4.0,2.0,1,0,0,1,0,0,0,1
-400000000,0,84.9073,16,608.0,548,7,112.12,376,3.0,2.0,0,1,0,0,1,0,0,1
-128000000,1,44.64,17,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
-375000000,1,84.93,8,331.0,284,3,108.11,80,3.0,2.0,0,1,0,0,1,0,0,1
-214000000,0,84.81,8,948.0,540,4,99.99,142,3.0,2.0,0,1,0,0,1,0,0,1
-309000000,1,59.88,3,2776.0,2298,27,82.5,384,3.0,1.0,0,1,0,0,1,1,0,0
-71000000,0,49.86,3,64.0,100,2,59.59,100,3.0,1.0,0,1,0,0,1,0,0,1
-200000000,1,84.96,2,169.0,165,1,111.28,60,3.0,2.0,0,1,0,0,1,0,0,1
-165000000,1,59.98,16,648.0,791,7,83.23,82,3.0,1.0,0,1,0,0,1,0,0,1
-174000000,0,59.9675,17,513.0,528,8,81.22,218,3.0,2.0,0,1,0,0,1,0,0,1
-212000000,1,84.17,10,282.0,445,5,97.41,224,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,84.99,4,463.0,417,7,110.26,366,3.0,2.0,0,1,0,0,1,0,0,1
-111500000,0,84.88,9,2169.0,2181,15,106.48,694,3.0,2.0,0,1,1,0,0,0,0,1
-1100000000,1,59.78,6,2530.0,1976,25,82.68,82,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,0,84.6528,16,1405.0,998,6,115.61,92,3.0,2.0,0,1,0,0,1,0,0,1
-224000000,0,84.9943,2,840.0,743,8,108.56,294,3.0,2.0,0,1,0,0,1,0,0,1
-555000000,1,51.82,11,1198.0,1139,12,74.0,75,2.0,1.0,1,0,0,1,0,0,0,1
-276500000,1,59.22,11,2455.0,3930,32,78.87,1260,3.0,1.0,1,0,0,1,0,1,0,0
-1690000000,1,121.74,20,1824.0,805,7,152.54,198,4.0,2.0,1,0,0,1,0,0,0,1
-598000000,0,196.858,10,2381.0,1391,14,239.88,147,5.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.99,12,440.0,341,7,106.76,120,3.0,2.0,0,1,0,0,1,0,0,1
-303000000,0,83.505,20,294.0,241,2,105.5,88,3.0,2.0,0,1,0,0,1,0,0,1
-239000000,1,49.54,2,893.0,2433,14,71.07,743,3.0,1.0,1,0,0,1,0,1,0,0
-507500000,1,59.89,14,1710.0,855,6,76.51,165,2.0,1.0,0,1,1,0,0,1,0,0
-240000000,1,73.98,1,305.0,610,6,91.17,90,3.0,1.0,0,1,0,0,1,0,0,1
-700000000,1,59.88,14,239.0,224,2,92.22,136,3.0,1.0,1,0,0,1,0,1,0,0
-727000000,1,84.96,11,554.0,391,8,106.46,86,3.0,2.0,1,0,0,1,0,0,0,1
-147000000,0,59.98,13,287.0,387,2,85.83,106,3.0,1.0,0,1,0,0,1,1,0,0
-246000000,0,119.25,10,4515.0,2637,30,144.25,340,4.0,2.0,0,1,0,0,1,0,0,1
-354000000,0,101.73,1,676.0,676,9,124.13,78,4.0,2.0,1,0,0,0,1,0,0,1
-900000000,1,84.99,22,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
-220000000,0,84.9748,2,4697.0,3462,49,109.15,0,3.0,2.0,0,1,0,0,1,0,0,1
-180000000,0,41.52,9,3240.0,3060,33,55.33,263,2.0,1.0,0,1,1,0,0,1,0,0
-410000000,0,84.6389,14,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
-505000000,1,84.98299999999998,5,635.0,620,22,109.83,60,3.0,2.0,0,1,0,0,1,0,0,1
-135000000,0,46.78,12,66.0,130,1,62.15,39,2.0,1.0,0,1,0,0,1,0,0,1
-252580000,0,122.9131,3,1362.0,763,15,148.59,188,4.0,2.0,0,1,0,1,0,0,0,1
-590000000,1,84.97,17,3310.0,2517,42,107.49,116,3.0,2.0,1,0,0,1,0,0,0,1
-185000000,1,84.96,14,178.0,247,2,107.76,134,3.0,2.0,0,1,0,0,1,0,0,1
-174000000,0,59.94,18,513.0,589,4,75.85,265,2.0,1.0,0,1,0,0,1,0,0,1
-720000000,1,59.959,8,933.0,794,9,81.57,235,3.0,2.0,0,1,0,0,1,0,0,1
-220000000,1,44.1,3,238.0,600,4,60.41,600,2.0,1.0,0,1,1,0,0,1,0,0
-164000000,1,59.4,7,138.0,139,1,84.1,87,2.0,1.0,0,1,0,0,1,1,0,0
-1155000000,1,130.17,19,692.0,453,5,157.45,75,4.0,2.0,0,1,0,0,1,0,0,1
-700000000,0,125.4155,29,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-137000000,1,61.32,8,238.0,238,2,80.68,140,2.0,1.0,0,1,0,0,1,1,0,0
-169000000,0,59.94,19,1167.0,1158,13,80.48,626,3.0,1.0,0,1,0,0,1,0,0,1
-425000000,1,84.88,1,713.0,652,8,108.42,259,3.0,2.0,1,0,0,1,0,0,0,1
-735000000,1,134.77,6,629.0,469,9,174.59,26,3.0,2.0,1,0,0,1,0,0,0,1
-127000000,1,44.35,15,565.0,565,4,58.4,140,3.0,1.0,0,1,0,0,1,1,0,0
-190000000,0,84.15,12,2050.0,2038,23,109.09,499,3.0,1.0,0,1,0,0,1,1,0,0
-305000000,1,84.98,15,424.0,496,5,106.5,276,3.0,2.0,0,1,0,0,1,0,0,1
-299000000,0,84.9876,9,658.0,600,6,113.07,300,3.0,2.0,0,1,0,0,1,0,0,1
-379000000,1,84.98,11,327.0,499,5,107.6,142,3.0,2.0,0,1,0,0,1,0,0,1
-408000000,1,59.86,16,1154.0,978,10,85.35,30,3.0,2.0,0,1,0,0,1,0,0,1
-145000000,0,83.77,5,186.0,441,4,102.13,60,3.0,2.0,0,1,0,0,1,0,0,1
-180130000,0,84.9985,22,726.0,650,6,111.31,384,3.0,2.0,0,1,0,0,1,0,0,1
-210500000,0,39.95,9,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
-178000000,1,49.77,10,2450.0,2462,16,72.73,4,3.0,1.0,0,1,0,1,0,1,0,0
-181000000,0,84.93,10,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
-16000000,0,36.36,2,50.0,220,3,36.3,220,2.0,1.0,0,1,0,0,1,1,0,0
-167000000,0,59.98,4,540.0,630,6,79.85,40,3.0,1.0,0,1,0,0,1,0,0,1
-210000000,1,84.54,10,389.0,520,4,108.17,133,3.0,2.0,1,0,0,1,0,0,0,1
-318700000,0,114.49,3,1551.0,1124,21,143.99,109,4.0,2.0,0,1,0,0,1,0,0,1
-290000000,0,84.91,11,1500.0,1963,15,102.05,360,3.0,1.0,0,1,1,0,0,0,0,1
-267000000,1,49.77,11,562.0,804,6,68.15,326,2.0,1.0,1,0,0,1,0,1,0,0
-200000000,1,54.54,3,149.0,299,4,72.06,91,2.0,1.0,0,1,0,0,1,1,0,0
-775000000,1,59.96,8,7712.0,5678,72,84.75,1150,3.0,2.0,1,0,0,1,0,0,0,1
-280000000,1,49.94,12,550.0,1430,14,72.73,210,2.0,1.0,0,1,1,0,0,1,0,0
-342700000,0,119.3506,1,2595.0,1564,14,153.52,244,4.0,2.0,0,1,0,0,1,0,0,1
-970000000,1,76.5,8,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
-658000000,1,114.88,13,779.0,651,5,142.76,134,4.0,2.0,0,1,0,0,1,0,0,1
-435000000,1,84.96,15,2772.0,3322,32,105.09,114,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,84.87,12,4753.0,3169,30,114.51,424,3.0,1.0,0,1,0,0,1,1,0,0
-187000000,1,49.93,1,1650.0,1650,12,71.0,492,3.0,1.0,1,0,0,1,0,1,0,0
-635000000,1,84.98,28,4596.0,3226,40,112.47,422,3.0,2.0,0,1,0,0,1,0,0,1
-543000000,1,84.98,3,890.0,640,7,108.75,308,3.0,2.0,0,1,0,0,1,0,0,1
-1610080000,1,165.5725,6,563.0,190,4,207.48,104,4.0,2.0,0,1,0,0,1,0,0,1
-845000000,1,48.69,10,757.0,1382,16,65.1,264,2.0,1.0,1,0,0,1,0,1,0,0
-473000000,1,84.98899999999998,17,664.0,456,7,110.8,287,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,84.95,13,561.0,691,4,101.28,286,3.0,1.0,0,1,0,0,1,0,0,1
-393000000,1,79.984,4,384.0,352,4,106.22,153,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,1,24.74,5,66.0,111,1,34.62,6,1.0,1.0,0,1,0,0,1,1,0,0
-1390000000,1,84.99,23,7876.0,5563,65,109.2,1201,3.0,2.0,1,0,0,1,0,0,0,1
-548000000,1,101.9176,22,3210.0,2061,25,136.16,411,3.0,2.0,0,1,0,0,1,0,0,1
-118000000,0,73.08,7,516.0,1118,14,88.94,286,3.0,1.0,0,1,0,0,1,0,0,1
-405000000,1,84.57,5,880.0,880,6,107.25,600,3.0,2.0,0,1,0,0,1,0,0,1
-900000000,1,50.38,1,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
-335000000,1,84.77,16,401.0,172,2,111.79,76,4.0,2.0,0,1,0,0,1,0,0,1
-225000000,0,84.9923,9,1967.0,1758,19,111.22,180,3.0,2.0,1,0,0,1,0,0,0,1
-120000000,0,59.8,25,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
-250000000,1,49.75,1,800.0,986,9,74.84,427,3.0,1.0,0,1,0,0,1,1,0,0
-180000000,1,53.16,7,4753.0,3169,30,73.43,605,2.0,1.0,0,1,0,0,1,1,0,0
-600000000,1,84.94,6,351.0,258,5,105.82,64,3.0,2.0,0,1,0,0,1,0,0,1
-515000000,1,84.56,14,450.0,266,3,102.48,28,3.0,2.0,0,1,0,0,1,1,0,0
-408000000,0,84.98,7,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-423000000,0,119.3506,18,2595.0,1564,14,153.52,244,4.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,39.53,12,700.0,822,6,56.5,322,3.0,1.0,1,0,0,1,0,1,0,0
-328000000,1,59.99,12,1177.0,1074,16,82.87,514,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,59.99,12,2088.0,1634,28,78.94,134,3.0,2.0,0,1,0,0,1,1,0,0
-415000000,1,84.93,3,454.0,430,5,110.28,162,3.0,2.0,0,1,1,0,0,0,0,1
-195000000,0,59.6068,10,438.0,408,3,84.05,80,3.0,1.0,0,1,0,0,1,0,0,1
-415000000,1,59.98,7,533.0,538,6,87.47,226,3.0,1.0,0,1,0,0,1,1,0,0
-1095000000,1,108.89,12,1164.0,1140,15,117.59,308,4.0,1.0,1,0,0,1,0,1,0,0
-445000000,1,84.2,11,2110.0,2496,23,112.93,255,3.0,2.0,0,1,0,0,1,0,1,0
-160000000,0,59.9329,16,413.0,430,8,83.4,245,3.0,2.0,0,1,0,0,1,0,0,1
-1750000000,1,142.39,9,783.0,1368,15,179.54,96,5.0,2.0,1,0,0,1,0,0,0,1
-468000000,1,84.88,9,535.0,649,6,109.71,137,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,1,59.82,7,918.0,901,7,83.79,255,2.0,1.0,0,1,1,0,0,1,0,0
-330000000,1,66.87,3,320.0,432,9,84.1,216,3.0,1.0,0,1,0,0,1,0,0,1
-272500000,0,94.412,9,1018.0,718,8,121.36,535,3.0,2.0,0,1,0,0,1,0,0,1
-410000000,1,84.64,11,1855.0,1605,25,109.23,792,3.0,2.0,0,1,0,0,1,0,0,1
-698000000,1,42.55,1,1136.0,2841,58,42.55,1580,2.0,1.0,0,1,0,0,1,0,0,1
-225000000,0,84.99,23,469.0,477,3,107.22,223,3.0,2.0,0,1,0,0,1,0,0,1
-565000000,1,101.92,2,811.0,486,13,126.31,54,4.0,2.0,1,0,0,1,0,0,0,1
-565000000,1,59.88,5,348.0,278,3,84.42,72,3.0,1.0,0,1,0,0,1,1,0,0
-340000000,1,114.85,16,4804.0,3830,54,142.21,849,4.0,2.0,0,1,0,0,1,0,0,1
-170000000,0,59.73,3,1070.0,1070,14,75.74,490,2.0,1.0,1,0,0,1,0,0,0,1
-318000000,1,84.83,11,1104.0,1174,11,108.52,100,3.0,2.0,0,1,1,0,0,0,0,1
-217000000,0,84.965,6,3958.0,2947,29,105.89,1464,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,1,84.3,7,121.0,107,1,95.37,107,3.0,2.0,0,1,0,0,1,1,0,0
-220000000,1,23.32,12,83.0,110,1,30.84,11,1.0,1.0,0,1,0,0,1,1,0,0
-268000000,0,59.8915,12,475.0,470,8,77.83,135,3.0,2.0,0,1,0,0,1,0,0,1
-598000000,1,101.61,8,459.0,379,7,134.96,60,4.0,2.0,1,0,0,1,0,0,0,1
-302000000,1,59.65,13,729.0,714,15,79.72,78,3.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,84.99,12,417.0,363,7,111.99,64,3.0,2.0,0,1,0,0,1,0,0,1
-690000000,1,84.86,20,515.0,654,4,109.1,314,3.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,74.18,11,450.0,474,3,108.06,133,4.0,1.0,0,1,1,0,0,1,0,0
-175000000,0,84.98,11,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-422000000,1,84.98,12,611.0,757,8,109.32,176,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,84.69,3,2022.0,2065,14,110.67,1032,3.0,2.0,0,1,1,0,0,0,0,1
-170000000,0,84.9149,15,1206.0,1176,13,113.17,350,3.0,2.0,0,1,0,0,1,0,0,1
-96500000,1,39.7,12,706.0,1313,9,53.72,275,1.0,1.0,1,0,0,1,0,1,0,0
-1040000000,1,111.32,1,1821.0,1129,13,146.45,418,4.0,2.0,1,0,0,0,1,0,0,1
-330000000,1,39.6,6,486.0,1624,10,56.91,626,2.0,1.0,1,0,0,1,0,1,0,0
-160000000,0,59.67,13,239.0,280,1,87.4,120,3.0,1.0,0,1,0,0,1,1,0,0
-135000000,0,84.99,8,451.0,450,6,105.73,286,3.0,2.0,0,1,0,0,1,0,0,1
-429000000,1,84.955,5,345.0,238,5,109.42,34,3.0,2.0,0,1,0,0,1,0,0,1
-1540000000,1,146.53,11,631.0,421,3,176.74,74,3.0,2.0,0,1,1,0,0,0,0,1
-176000000,0,99.92,17,984.0,546,5,124.36,150,3.0,2.0,0,1,0,0,1,0,0,1
-220000000,0,59.99,3,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-400000000,1,50.03,10,2968.0,3710,33,66.24,1330,2.0,1.0,0,1,1,0,0,1,0,0
-645000000,1,84.61,9,192.0,131,2,109.24,23,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,110.14,13,1710.0,855,6,124.18,45,4.0,2.0,0,1,1,0,0,0,0,1
-783000000,1,84.95,12,567.0,378,5,103.19,56,3.0,1.0,1,0,0,1,0,0,0,1
-830000000,1,72.51,1,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
-437500000,1,84.97,11,632.0,573,4,107.28,222,3.0,2.0,0,1,0,0,1,0,0,1
-91150000,1,39.98,1,1200.0,800,7,57.61,325,2.0,1.0,0,1,0,0,1,1,0,0
-308000000,0,73.405,11,1323.0,1190,11,96.98,361,3.0,2.0,0,1,0,0,1,0,0,1
-255000000,1,59.4,16,1322.0,1155,10,86.34,532,3.0,1.0,0,1,0,0,1,1,0,0
-368000000,1,84.99,2,256.0,268,3,106.52,268,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,0,58.01,15,2716.0,2716,20,80.26,352,2.0,1.0,0,1,1,0,0,1,0,0
-264000000,0,52.7659,8,1331.0,1395,9,78.49,96,1.0,1.0,0,1,0,0,1,1,0,0
-985000000,1,107.31,9,3300.0,1572,13,115.58,360,4.0,1.0,1,0,0,1,0,1,0,0
-430000000,1,59.885,7,380.0,372,6,83.25,178,3.0,1.0,0,1,0,0,1,1,0,0
-105000000,0,49.83,11,1984.0,1848,24,70.1,406,2.0,1.0,1,0,0,1,0,1,0,0
-1655000000,1,142.06,16,582.0,476,8,172.22,74,4.0,2.0,1,0,0,1,0,0,0,1
-878000000,1,133.385,3,836.0,680,15,158.92,13,4.0,2.0,0,1,0,0,1,0,0,1
-563000000,1,84.9958,6,2697.0,1653,29,105.25,615,3.0,2.0,0,1,0,0,1,0,0,1
-1270000000,1,84.9231,2,4443.0,3002,34,110.94,65,3.0,2.0,1,0,0,1,0,0,0,1
-500000000,1,84.97,16,1777.0,1370,24,111.79,55,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,1,59.2,12,600.0,1944,16,76.58,90,2.0,1.0,1,0,0,1,0,1,0,0
-258500000,0,84.49,26,383.0,394,4,109.09,99,3.0,2.0,0,1,0,0,1,0,0,1
-389000000,0,84.9805,13,524.0,470,6,113.66,126,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,1,62.91,6,1102.0,1092,12,69.93,301,3.0,1.0,0,1,0,0,1,1,0,0
-490000000,1,85.0,6,1979.0,1164,21,109.27,610,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,84.46,13,1299.0,1080,8,111.96,150,3.0,2.0,0,1,1,0,0,1,0,0
-470000000,1,64.98,6,1199.0,1588,30,88.92,600,2.0,1.0,1,0,0,1,0,1,0,0
-340000000,1,84.99,11,480.0,427,4,104.19,110,3.0,1.0,1,0,0,1,0,0,0,1
-205000000,1,53.16,12,4753.0,3169,30,73.43,605,2.0,1.0,0,1,0,0,1,1,0,0
-650000000,1,84.99,13,304.0,284,5,110.68,40,3.0,2.0,1,0,0,1,0,0,0,1
-330000000,1,114.99,12,1525.0,1281,11,143.66,296,4.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,73.15,3,1500.0,848,12,89.42,284,3.0,1.0,0,1,1,0,0,0,0,1
-62000000,0,59.88,12,215.0,299,1,76.29,119,3.0,1.0,0,1,0,0,1,1,0,0
-63000000,0,59.94,2,206.0,287,2,81.44,102,3.0,1.0,0,1,0,0,1,0,0,1
-1050000000,1,59.9937,7,4443.0,3002,34,86.76,46,2.0,1.0,1,0,0,1,0,0,0,1
-239000000,0,125.16,5,1346.0,988,12,155.62,216,4.0,2.0,0,1,0,0,1,0,0,1
-695000000,1,84.85799999999998,8,1108.0,810,17,109.08,49,3.0,2.0,0,1,0,0,1,0,0,1
-351000000,1,59.91,15,608.0,520,7,86.64,208,3.0,1.0,0,1,1,0,0,1,0,0
-250000000,1,49.94,13,550.0,1430,14,72.73,210,2.0,1.0,0,1,1,0,0,1,0,0
-188000000,1,59.98,19,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,59.97,12,1323.0,1114,14,79.34,106,3.0,1.0,0,1,0,0,1,0,0,1
-105500000,0,59.8,17,1833.0,1812,20,78.79,755,3.0,1.0,0,1,0,0,1,1,0,0
-375000000,0,149.93,14,1346.0,988,12,182.16,126,4.0,2.0,0,1,0,0,1,0,0,1
-348000000,1,84.3819,6,229.0,154,2,111.0,58,3.0,2.0,0,1,0,0,1,0,0,1
-386000000,0,84.98,5,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-229000000,1,59.34,5,151.0,154,2,87.26,80,3.0,1.0,0,1,0,0,1,1,0,0
-423000000,1,54.94,17,617.0,1352,12,75.55,834,2.0,1.0,1,0,0,1,0,1,0,0
-195000000,1,51.03,9,407.0,930,8,66.1,390,3.0,1.0,1,0,0,1,0,1,0,0
-540000000,1,84.9,17,427.0,350,6,110.33,163,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,83.73,8,212.0,214,2,112.82,114,3.0,2.0,0,1,0,0,1,0,0,1
-398000000,1,47.94,10,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-305000000,1,84.94,7,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-867000000,1,106.93,6,1466.0,2030,32,125.62,492,4.0,1.0,1,0,0,1,0,0,0,1
-1060000000,1,88.26,3,959.0,1372,47,88.26,130,3.0,2.0,0,1,1,0,0,0,0,1
-339000000,1,59.76,10,392.0,392,4,89.05,168,3.0,1.0,0,1,0,0,1,1,0,0
-280000000,1,84.97200000000002,8,161.0,141,1,105.83,12,3.0,2.0,0,1,0,0,1,0,0,1
-1045000000,1,59.88,5,2530.0,1976,25,83.38,253,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,118.25,3,981.0,1550,12,137.62,144,4.0,2.0,1,0,0,1,0,0,0,1
-560000000,1,84.69,20,1974.0,1458,15,108.31,544,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,110.718,13,211.0,124,1,141.41,21,4.0,2.0,0,1,0,0,1,0,0,1
-192000000,1,59.93,18,815.0,700,10,83.36,255,3.0,1.0,0,1,0,0,1,1,0,0
-310000000,1,59.4,9,384.0,384,4,85.95,80,3.0,1.0,1,0,0,1,0,1,0,0
-255000000,1,59.39,11,567.0,690,5,82.53,270,2.0,1.0,1,0,0,1,0,1,0,0
-345000000,0,121.1904,27,1024.0,591,6,147.46,192,4.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,84.22,18,399.0,357,6,110.66,78,3.0,2.0,0,1,0,0,1,0,0,1
-397000000,1,114.95,16,1225.0,960,9,140.57,301,4.0,2.0,0,1,0,0,1,0,0,1
-1060000000,1,114.96,13,2173.0,2036,19,142.63,509,4.0,2.0,1,0,0,1,0,0,0,1
-253000000,1,49.6,12,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
-190000000,0,77.67,2,1152.0,998,9,98.55,320,3.0,2.0,0,1,0,0,1,0,0,1
-965000000,1,118.0151,3,1102.0,550,6,149.78,53,4.0,2.0,0,1,0,0,1,0,0,1
-180000000,0,40.95,9,1599.0,1270,13,58.21,144,1.0,1.0,0,1,0,0,1,1,0,0
-181500000,0,59.98,8,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
-350000000,0,117.8027,22,808.0,710,9,146.11,76,4.0,2.0,0,1,0,0,1,0,0,1
-180000000,0,68.76,5,590.0,1180,11,85.13,330,3.0,1.0,0,1,0,0,1,0,0,1
-797000000,1,84.98,5,1289.0,1156,10,110.61,16,3.0,2.0,0,1,0,0,1,0,0,1
-343000000,1,84.9852,2,305.0,245,11,109.36,34,3.0,2.0,0,1,0,0,1,0,0,1
-90000000,0,59.94600000000001,8,334.0,303,2,79.97,50,3.0,1.0,0,1,0,0,1,0,0,1
-522000000,1,84.93299999999998,13,195.0,165,3,106.72,45,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,84.73,5,527.0,480,8,109.18,289,3.0,2.0,0,1,0,0,1,0,0,1
-417000000,0,84.7841,13,2446.0,1149,9,128.83,87,3.0,2.0,0,1,0,0,1,0,0,1
-267000000,0,84.6588,3,918.0,712,15,111.33,152,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,75.03,1,1590.0,1590,9,99.17,325,3.0,1.0,0,1,1,0,0,0,0,1
-226500000,1,39.6,6,554.0,1004,6,55.81,322,2.0,1.0,1,0,0,1,0,1,0,0
-174000000,0,84.9056,16,150.0,148,2,112.01,128,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,59.92,10,559.0,848,3,80.44,598,3.0,2.0,0,1,0,0,1,0,0,1
-1177500000,1,58.08,1,2500.0,5040,124,59.5,65,3.0,1.0,0,1,0,0,1,0,0,1
-115500000,0,59.983,4,328.0,408,3,80.99,280,3.0,2.0,0,1,0,0,1,0,0,1
-444000000,1,101.97,15,319.0,285,2,129.37,46,3.0,2.0,0,1,0,0,1,0,0,1
-89000000,0,59.9942,12,1989.0,1973,18,83.14,1444,3.0,2.0,0,1,0,0,1,0,0,1
-118000000,0,59.9926,18,1265.0,1090,10,83.74,250,3.0,2.0,0,1,0,0,1,0,0,1
-1170000000,1,133.31,17,518.0,206,5,165.14,44,4.0,2.0,0,1,0,0,1,0,0,1
-338000000,1,68.161,8,258.0,246,4,86.18,96,3.0,2.0,0,1,0,0,1,0,0,1
-440000000,1,59.99,25,4596.0,3226,40,87.41,442,3.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,123.6025,14,716.0,544,10,151.86,103,4.0,2.0,0,1,0,0,1,0,0,1
-182000000,0,84.9825,8,498.0,1153,11,101.52,748,3.0,1.0,0,1,0,0,1,0,0,1
-298500000,0,84.88799999999998,10,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-156000000,0,59.62,16,423.0,420,7,79.12,130,3.0,1.0,0,1,0,0,1,1,0,0
-98500000,0,52.11,14,258.0,714,9,71.74,714,3.0,1.0,0,1,0,0,1,1,0,0
-550000000,1,84.66,17,320.0,333,4,109.29,69,4.0,2.0,0,1,1,0,0,0,0,1
-191000000,0,74.209,5,520.0,499,7,94.46,90,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,84.9956,12,778.0,662,15,110.73,343,3.0,2.0,0,1,0,0,1,0,0,1
-239000000,0,84.8834,3,1128.0,978,13,107.37,156,3.0,2.0,1,0,0,1,0,0,0,1
-720000000,1,84.92,6,1096.0,548,6,102.55,380,3.0,1.0,0,1,0,1,0,0,0,1
-320000000,0,84.98,18,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
-126000000,0,56.12,5,56.0,127,1,78.78,42,3.0,1.0,0,1,0,0,1,1,0,0
-87000000,0,59.97,1,931.0,953,8,83.31,439,2.0,1.0,0,1,0,0,1,1,0,0
-275000000,0,84.5849,9,431.0,388,5,113.73,144,3.0,2.0,0,1,0,0,1,0,0,1
-398000000,1,82.2,3,2124.0,1634,12,94.83,330,3.0,1.0,0,1,1,0,0,0,0,1
-638000000,0,158.8408,12,733.0,364,3,192.37,132,4.0,2.0,0,1,0,0,1,0,0,1
-308000000,1,59.99,15,1630.0,1613,16,81.19,580,3.0,1.0,0,1,0,0,1,0,0,1
-220000000,0,76.56,6,1721.0,1374,17,97.89,286,3.0,1.0,0,1,0,0,1,0,0,1
-218000000,1,48.6,3,505.0,700,7,69.23,356,2.0,1.0,1,0,0,1,0,1,0,0
-620000000,1,113.226,9,1257.0,977,12,134.05,108,4.0,2.0,0,1,0,0,1,0,0,1
-77000000,0,42.29,15,536.0,1366,14,58.9,413,2.0,1.0,0,1,0,0,1,1,0,0
-250000000,0,84.6389,20,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-477000000,1,84.99,15,566.0,449,6,112.14,109,3.0,2.0,0,1,0,0,1,0,0,1
-510000000,1,84.9958,1,2697.0,1653,29,105.25,615,3.0,2.0,0,1,0,0,1,0,0,1
-625000000,1,86.4,1,713.0,969,11,92.56,108,2.0,1.0,0,1,1,0,0,1,0,0
-104500000,0,49.08,10,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
-72000000,0,61.56,11,765.0,795,7,79.34,300,3.0,2.0,0,1,0,0,1,0,1,0
-143000000,0,59.86,4,955.0,926,7,85.42,506,3.0,1.0,0,1,0,0,1,1,0,0
-310000000,1,84.65,8,270.0,270,2,99.94,270,3.0,2.0,1,0,0,1,0,0,0,1
-538000000,1,84.98,9,682.0,568,9,111.87,346,3.0,2.0,0,1,0,0,1,0,0,1
-143500000,0,60.0,1,300.0,420,8,72.28,160,3.0,1.0,0,1,0,0,1,0,0,1
-680000000,1,84.99,11,1027.0,847,10,110.29,40,3.0,2.0,0,1,0,1,0,0,0,1
-360000000,1,59.79,7,244.0,232,1,86.3,117,3.0,1.0,0,1,0,0,1,1,0,0
-530000000,0,219.11,2,946.0,414,17,261.53,5,5.0,3.0,1,0,0,1,0,0,0,1
-108500000,1,41.3,3,1710.0,1710,10,57.15,750,1.0,1.0,0,1,1,0,0,1,0,0
-750000000,1,84.74,7,247.0,242,2,115.42,160,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,59.97,6,428.0,437,5,81.15,223,3.0,1.0,0,1,0,0,1,0,0,1
-311000000,1,39.6,13,677.0,1476,15,51.96,432,2.0,1.0,1,0,0,1,0,1,0,0
-626000000,1,114.84,10,337.0,339,6,144.34,83,4.0,2.0,0,1,0,0,1,0,0,1
-227000000,0,111.74,20,3776.0,3382,35,136.38,348,4.0,2.0,0,1,0,0,1,0,0,1
-192000000,1,49.72,4,315.0,696,6,70.89,696,3.0,1.0,1,0,0,1,0,1,0,0
-397500000,1,59.817,8,2270.0,1764,19,82.29,228,3.0,2.0,0,1,0,0,1,0,0,1
-139000000,0,55.77,6,789.0,825,8,75.03,360,3.0,1.0,0,1,0,0,1,1,0,0
-360000000,0,84.98700000000002,21,529.0,470,5,117.41,259,3.0,2.0,0,1,0,0,1,0,0,1
-528500000,1,84.4,7,638.0,527,10,115.56,138,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,0,127.489,3,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
-118000000,0,59.985,21,957.0,928,12,75.11,416,3.0,1.0,1,0,0,1,0,0,0,1
-466000000,1,84.96,15,335.0,192,3,111.6,150,3.0,2.0,0,1,0,0,1,0,0,1
-345000000,0,182.09,3,716.0,422,6,215.96,126,4.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,84.92,4,516.0,537,3,112.39,349,3.0,2.0,0,1,0,0,1,0,0,1
-159000000,0,59.99,13,663.0,893,11,76.57,683,3.0,1.0,0,1,0,0,1,0,0,1
-440000000,0,141.2661,16,1875.0,1156,10,179.95,128,4.0,2.0,0,1,0,0,1,0,0,1
-103500000,0,59.99,9,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-196000000,0,115.02,18,1109.0,1094,9,139.89,100,4.0,2.0,0,1,0,0,1,0,0,1
-108000000,0,59.88,7,843.0,788,13,75.81,356,3.0,1.0,1,0,0,1,0,0,0,1
-550000000,1,84.9,8,183.0,144,1,107.96,117,3.0,2.0,0,1,0,0,1,0,0,1
-246000000,0,84.98,15,624.0,632,6,107.17,264,3.0,2.0,0,1,0,0,1,0,0,1
-630000000,1,84.91,12,250.0,242,4,108.34,166,3.0,2.0,0,1,0,0,1,0,0,1
-257000000,1,58.5,13,195.0,390,3,72.87,150,3.0,1.0,0,1,0,0,1,1,0,0
-315000000,1,47.94,12,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-82500000,0,40.13,3,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
-126000000,0,84.86,4,270.0,210,1,98.39,119,3.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,59.92,13,551.0,657,7,83.98,251,3.0,2.0,1,0,0,1,0,0,0,1
-662830000,1,166.98,4,1119.0,571,15,203.62,84,5.0,2.0,1,0,0,1,0,0,0,1
-465000000,1,84.96,11,175.0,150,2,106.36,150,3.0,2.0,0,1,0,0,1,0,0,1
-262500000,0,84.977,9,625.0,530,4,108.6,424,3.0,2.0,0,1,0,0,1,0,0,1
-75000000,1,44.52,13,1402.0,2002,16,59.2,540,2.0,1.0,0,1,0,0,1,1,0,0
-265000000,0,59.1416,28,3400.0,3160,30,82.28,385,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,73.94,9,1120.0,2213,26,78.22,46,3.0,1.0,1,0,0,1,0,1,0,0
-197990000,0,84.9748,19,4697.0,3462,49,109.15,0,3.0,2.0,0,1,0,0,1,0,0,1
-159000000,0,84.69,2,1469.0,1468,16,101.41,718,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,0,59.73,23,979.0,880,13,79.8,396,2.0,1.0,1,0,0,1,0,0,0,1
-408000000,1,84.98,9,262.0,206,4,104.7,19,3.0,2.0,0,1,0,0,1,0,0,1
-89500000,0,59.94,7,1167.0,1158,13,80.48,626,3.0,1.0,0,1,0,0,1,0,0,1
-362000000,1,59.89,8,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
-900000000,1,59.78,4,626.0,464,5,86.0,35,3.0,2.0,1,0,0,1,0,0,0,1
-255000000,1,58.14,2,646.0,1045,9,79.9,807,3.0,1.0,1,0,0,1,0,1,0,0
-490000000,0,117.908,18,1198.0,648,3,154.62,94,4.0,2.0,0,1,0,0,1,0,1,0
-65000000,0,59.88,12,181.0,257,3,79.55,257,3.0,1.0,0,1,0,0,1,0,0,1
-835000000,1,64.98,5,1199.0,1588,30,88.92,600,2.0,1.0,1,0,0,1,0,1,0,0
-320000000,1,59.58,24,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-410000000,0,84.9887,36,1274.0,1079,4,112.33,361,3.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,59.55,17,205.0,340,2,91.48,340,3.0,1.0,1,0,0,1,0,0,0,1
-650000000,1,84.95,8,4890.0,3293,51,112.13,36,3.0,2.0,1,0,0,1,0,0,0,1
-78000000,0,59.9,9,320.0,511,4,83.6,367,3.0,1.0,0,1,0,0,1,1,0,0
-390000000,1,84.92,20,354.0,380,3,104.14,258,3.0,2.0,0,1,0,0,1,0,0,1
-485000000,1,84.98,3,576.0,473,7,110.66,60,3.0,2.0,1,0,0,1,0,0,0,1
-388000000,1,59.86,15,294.0,237,3,86.65,99,3.0,1.0,0,1,0,0,1,1,0,0
-450000000,1,79.777,16,2554.0,2462,31,109.8,901,3.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,84.99,2,787.0,768,4,109.88,459,3.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,134.74,2,690.0,468,7,157.6,240,4.0,2.0,0,1,0,0,1,0,0,1
-380000000,0,126.638,21,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,84.7556,4,427.0,342,6,107.93,239,3.0,2.0,0,1,0,0,1,0,0,1
-440000000,1,82.08,7,126.0,208,2,94.11,99,3.0,1.0,0,1,0,0,1,0,0,1
-117000000,1,46.8,9,1590.0,1590,9,63.74,455,2.0,1.0,0,1,1,0,0,1,0,0
-345500000,1,84.92,7,681.0,1362,10,101.07,290,3.0,2.0,0,1,0,0,1,0,0,1
-394000000,0,84.9804,26,316.0,299,4,113.28,49,3.0,2.0,0,1,0,0,1,0,0,1
-730000000,1,102.48,4,250.0,250,5,104.3,250,4.0,2.0,0,1,1,0,0,0,0,1
-70000000,0,84.135,4,162.0,299,2,102.34,186,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.87,12,1800.0,3481,25,84.45,172,2.0,1.0,1,0,0,1,0,1,0,0
-447000000,1,84.84299999999998,16,2733.0,2197,30,109.94,628,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,84.9,8,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
-105000000,0,59.74,4,91.0,174,1,79.1,102,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,66.24,5,646.0,1595,19,94.45,795,2.0,1.0,1,0,0,1,0,1,0,0
-180130000,0,84.9985,21,726.0,650,6,111.31,384,3.0,2.0,0,1,0,0,1,0,0,1
-95000000,0,84.92,23,175.0,274,1,116.71,100,3.0,2.0,0,1,0,0,1,1,0,0
-130000000,0,84.83,19,191.0,330,2,106.6,125,3.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,84.76,5,354.0,354,3,98.45,12,3.0,2.0,0,1,0,0,1,0,0,1
-325000000,1,60.0,10,2366.0,1971,28,79.8,80,3.0,1.0,0,1,0,0,1,1,0,0
-522000000,1,65.08,10,1444.0,1848,36,84.64,480,2.0,1.0,1,0,0,1,0,1,0,0
-119000000,0,59.99,24,1430.0,1500,10,75.55,600,3.0,1.0,0,1,0,0,1,0,0,1
-74000000,0,30.49,18,265.0,512,1,40.83,270,1.0,1.0,0,1,0,0,1,0,0,1
-72680000,0,59.83,7,565.0,702,10,87.14,310,3.0,1.0,0,1,0,0,1,0,0,1
-260000000,0,84.9891,15,382.0,239,3,110.71,68,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,51.82,25,1198.0,1139,12,74.0,23,2.0,1.0,1,0,0,1,0,0,0,1
-520000000,1,84.734,11,677.0,603,11,113.71,12,3.0,2.0,0,1,0,0,1,0,0,1
-1300000000,1,84.705,2,4494.0,4494,56,103.12,900,3.0,1.0,1,0,0,1,0,0,0,1
+98000000,0,59.76,1,449.0,370,2,86.29,56,3.0,1.0,0,1,0,0,1,1,0,0
+900000000,1,84.99,24,7876.0,5563,65,110.3,350,3.0,2.0,1,0,0,1,0,0,0,1
+454000000,1,84.92299999999999,2,426.0,297,2,112.4,124,3.0,2.0,0,1,0,0,1,0,0,1
+226000000,0,59.85,24,1548.0,1358,19,72.43,634,3.0,1.0,1,0,0,1,0,0,0,1
+315000000,1,59.91,5,369.0,410,3,81.29,156,2.0,1.0,0,1,0,0,1,1,0,0
+869000000,1,100.25,6,785.0,786,11,108.33,338,3.0,1.0,1,0,0,1,0,1,0,0
+1195000000,1,163.87,26,542.0,290,2,207.4,54,4.0,2.0,1,0,0,1,0,0,0,1
+210000000,1,58.71,3,518.0,518,13,60.21,5,2.0,1.0,0,1,0,0,1,0,0,1
+410000000,1,58.01,7,823.0,2646,28,80.26,1300,2.0,1.0,1,0,0,1,0,1,0,0
+196000000,0,76.67,8,108.0,144,2,101.83,60,4.0,1.0,0,1,0,0,1,1,0,0
+84000000,0,59.56,4,522.0,672,20,65.8,50,2.0,1.0,0,1,0,0,1,0,0,1
+300000000,0,84.956,15,208.0,200,2,106.1,110,3.0,2.0,1,0,0,1,0,0,0,1
+98000000,0,49.08,9,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+440000000,1,84.66,1,1299.0,1080,8,111.96,150,3.0,2.0,0,1,1,0,0,1,0,0
+355000000,0,84.92,16,716.0,422,6,103.75,126,3.0,2.0,0,1,0,0,1,0,0,1
+902000000,1,84.99,3,7876.0,5563,65,109.4,149,3.0,2.0,1,0,0,1,0,0,0,1
+73000000,0,41.27,22,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
+90000000,0,49.14,4,700.0,990,7,62.81,556,2.0,1.0,0,1,0,0,1,0,1,0
+945000000,1,124.93,2,444.0,444,6,151.99,133,4.0,2.0,0,1,0,0,1,0,0,1
+71000000,0,40.1,4,298.0,400,8,45.39,385,2.0,1.0,0,1,0,0,1,0,0,1
+135000000,0,57.09,10,800.0,1000,9,78.3,600,3.0,1.0,0,1,0,0,1,1,0,0
+564000000,1,84.84,2,282.0,290,4,107.52,129,3.0,2.0,0,1,0,0,1,0,0,1
+154000000,0,77.82,1,375.0,988,6,94.2,180,3.0,2.0,0,1,0,0,1,0,0,1
+440000000,1,84.9,17,266.0,420,4,106.51,352,3.0,2.0,1,0,0,1,0,0,0,1
+650000000,1,107.75,1,877.0,725,10,132.32,55,4.0,3.0,0,1,0,0,1,0,0,1
+769000000,0,125.4155,46,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
+154000000,0,56.345,5,952.0,896,10,75.28,402,3.0,1.0,1,0,0,1,0,0,0,1
+140000000,0,84.77,13,159.0,211,1,104.36,96,3.0,2.0,0,1,0,0,1,0,0,1
+294000000,1,59.99,9,2088.0,1634,28,78.94,105,3.0,2.0,0,1,0,0,1,1,0,0
+283000000,1,84.65,4,328.0,278,6,99.96,165,3.0,2.0,1,0,0,1,0,0,0,1
+129500000,1,31.0,8,438.0,438,2,42.84,79,2.0,1.0,0,1,1,0,0,1,0,0
+500000000,1,84.95,2,182.0,160,2,106.39,22,3.0,2.0,0,1,0,0,1,0,0,1
+328000000,1,59.651,10,124.0,148,2,76.93,115,3.0,1.0,0,1,0,0,1,0,0,1
+378000000,1,59.855,13,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
+129000000,0,84.91,10,862.0,831,12,108.9,288,3.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,114.88,21,1665.0,2017,22,137.59,325,4.0,2.0,0,1,0,0,1,0,0,1
+1375000000,1,84.943,9,6075.0,3410,44,116.87,682,3.0,2.0,1,0,0,1,0,0,0,1
+740000000,1,117.68,11,744.0,444,7,135.31,96,4.0,2.0,0,1,0,0,1,0,0,1
+575000000,1,84.95,6,395.0,374,9,113.98,81,3.0,2.0,0,1,0,0,1,0,0,1
+398000000,0,84.6389,26,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+143000000,0,124.545,2,280.0,438,4,152.07,25,4.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,84.96,4,1188.0,1329,16,102.68,240,3.0,2.0,0,1,0,0,1,0,0,1
+795000000,1,39.51,7,325.0,1162,8,55.23,213,3.0,1.0,1,0,0,1,0,1,0,0
+265000000,1,59.96,3,2300.0,1981,18,81.41,204,2.0,1.0,1,0,0,1,0,1,0,0
+375000000,0,59.99100000000001,26,572.0,502,5,92.3,116,3.0,2.0,0,1,0,0,1,0,0,1
+273000000,0,84.84,5,938.0,938,12,105.79,514,3.0,2.0,0,1,0,1,0,0,0,1
+490000000,1,84.87799999999999,14,1054.0,886,11,110.77,436,3.0,2.0,0,1,0,0,1,0,0,1
+50000000,0,41.3,15,482.0,900,8,57.19,270,2.0,1.0,0,1,0,0,1,1,0,0
+640000000,1,59.88,2,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
+405000000,1,84.71,8,414.0,377,9,106.28,89,3.0,2.0,0,1,0,0,1,0,0,1
+283900000,1,49.77,10,706.0,1313,9,67.36,408,2.0,1.0,1,0,0,1,0,1,0,0
+378000000,1,59.86,7,1154.0,978,10,85.35,30,3.0,2.0,0,1,0,0,1,0,0,1
+329000000,0,84.99,5,932.0,841,29,111.34,120,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,1,50.17,10,519.0,498,7,66.31,100,2.0,1.0,0,1,0,0,1,0,0,1
+370000000,1,84.992,4,2733.0,2197,30,110.13,132,3.0,2.0,0,1,0,0,1,0,0,1
+1730000000,1,72.51,5,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
+90000000,0,59.997,8,2716.0,2302,24,80.72,200,2.0,1.0,0,1,0,0,1,0,0,1
+650000000,1,42.55,4,1136.0,2841,58,42.55,1580,2.0,1.0,0,1,0,0,1,0,0,1
+790000000,0,126.9004,13,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
+569000000,1,84.98,6,2780.0,2198,40,109.07,584,3.0,2.0,0,1,0,0,1,0,0,1
+525000000,1,84.9883,3,716.0,544,10,108.59,21,3.0,2.0,0,1,0,0,1,0,0,1
+189000000,1,45.77,3,4471.0,2634,21,63.65,120,2.0,1.0,1,0,0,1,0,1,0,0
+170000000,0,84.99,13,1282.0,1166,10,106.69,246,3.0,2.0,0,1,0,0,1,0,0,1
+319000000,0,84.977,14,316.0,299,4,113.28,49,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,84.76,21,1352.0,1352,15,107.95,520,3.0,2.0,1,0,0,1,0,0,0,1
+545560000,1,83.34,4,674.0,1320,14,103.56,120,3.0,1.0,0,1,1,0,0,0,0,1
+293000000,0,84.9793,19,2595.0,1564,14,110.72,81,3.0,2.0,0,1,0,0,1,1,0,0
+219000000,1,49.6,11,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
+385000000,0,114.49,10,1551.0,1124,21,143.99,109,4.0,2.0,0,1,0,0,1,0,0,1
+395000000,1,71.1,22,693.0,532,7,92.74,23,3.0,2.0,0,1,0,0,1,0,0,1
+502000000,1,84.9883,7,716.0,544,10,108.59,21,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,84.96,10,237.0,245,3,107.65,76,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,0,84.95,19,962.0,892,8,104.73,228,3.0,1.0,0,1,0,0,1,0,0,1
+408000000,1,84.96,10,196.0,196,2,104.14,196,3.0,2.0,0,1,0,0,1,0,0,1
+182000000,0,84.81,14,994.0,868,10,107.91,292,3.0,2.0,0,1,0,0,1,0,0,1
+133000000,0,59.85,10,612.0,1131,9,76.13,528,3.0,1.0,0,1,0,0,1,1,0,0
+421000000,0,84.995,21,888.0,753,10,113.44,191,3.0,2.0,0,1,0,0,1,0,0,1
+700000000,0,183.6829,10,1174.0,680,7,217.02,112,3.0,2.0,0,1,0,0,1,0,0,1
+303000000,0,101.92,11,1551.0,1124,21,132.21,216,3.0,2.0,0,1,0,0,1,0,0,1
+166000000,0,85.0,5,637.0,613,8,102.83,299,3.0,2.0,0,1,0,0,1,0,0,1
+215000000,1,43.2,5,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
+150000000,0,82.63,8,735.0,722,9,104.06,316,3.0,2.0,0,1,0,0,1,0,0,1
+870000000,1,119.63,12,4418.0,2603,37,151.89,68,4.0,2.0,1,0,0,1,0,0,0,1
+205000000,1,59.39,1,286.0,910,13,82.57,180,2.0,1.0,1,0,0,1,0,1,0,0
+390000000,1,84.98,6,695.0,571,11,119.35,30,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,84.9,4,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
+385000000,1,83.5859,8,223.0,206,2,103.09,93,3.0,2.0,0,1,0,0,1,0,0,1
+1280000000,1,82.95200000000001,13,905.0,708,5,111.51,58,3.0,2.0,1,0,0,1,0,0,0,1
+580000000,0,126.9004,45,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
+355000000,1,84.94,2,1377.0,1542,16,108.21,420,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,0,84.8,1,2919.0,2290,20,114.17,677,3.0,2.0,0,1,0,0,1,0,0,1
+114000000,0,59.8,1,1992.0,1680,19,79.22,360,3.0,1.0,0,1,0,0,1,0,0,1
+117500000,0,49.94,7,1600.0,1320,10,72.95,180,2.0,1.0,0,1,0,0,1,1,0,0
+206000000,1,64.26,6,149.0,299,4,86.37,130,3.0,1.0,0,1,0,0,1,1,0,0
+100000000,0,84.98,11,105.0,180,1,107.48,148,3.0,2.0,0,1,0,0,1,0,1,0
+226000000,1,54.59,8,994.0,3315,21,77.01,810,3.0,1.0,1,0,0,1,0,1,0,0
+665000000,1,122.275,13,492.0,942,10,142.33,180,4.0,2.0,0,1,0,0,1,0,0,1
+478000000,1,84.9478,3,342.0,288,6,111.54,116,3.0,2.0,0,1,0,0,1,0,0,1
+253000000,1,49.94,8,2123.0,2136,17,69.05,270,2.0,1.0,1,0,0,1,0,1,0,0
+523000000,1,84.73,9,546.0,458,7,108.51,162,3.0,2.0,0,1,0,0,1,0,0,1
+1267000000,1,84.82,25,4113.0,2678,35,114.8,1012,3.0,2.0,1,0,0,1,0,0,0,1
+425000000,0,133.86,16,758.0,570,7,159.9,80,4.0,2.0,0,1,0,0,1,0,0,1
+900000000,1,84.99,19,617.0,429,6,112.93,122,3.0,2.0,1,0,0,1,0,0,0,1
+638000000,0,134.95,12,979.0,880,13,165.73,176,4.0,2.0,1,0,0,1,0,0,0,1
+340000000,1,84.33,1,528.0,660,6,112.4,226,3.0,1.0,0,1,1,0,0,1,0,0
+255000000,1,77.31,11,145.0,170,1,109.24,51,3.0,2.0,0,1,0,0,1,1,0,0
+90500000,0,59.8,23,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
+330000000,1,69.17,4,299.0,783,7,92.2,220,3.0,1.0,0,1,0,0,1,1,0,0
+720000000,1,59.89,8,981.0,1550,12,75.2,240,2.0,1.0,1,0,0,1,0,1,0,0
+151510000,0,74.89,17,408.0,402,4,103.19,87,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,54.54,3,2000.0,2654,27,60.32,80,3.0,1.0,1,0,0,1,0,0,0,1
+470000000,1,114.7,12,2772.0,3322,32,147.16,499,4.0,2.0,0,1,0,0,1,0,0,1
+530000000,1,114.73,12,2513.0,1224,13,149.41,255,4.0,3.0,0,1,0,0,1,0,0,1
+545000000,1,84.91,7,300.0,1320,12,102.35,330,3.0,2.0,0,1,1,0,0,0,0,1
+600000000,1,49.8,8,551.0,657,7,69.79,38,2.0,1.0,1,0,0,1,0,0,0,1
+940000000,1,84.99,20,7876.0,5563,65,109.35,828,3.0,2.0,1,0,0,1,0,0,0,1
+172000000,0,59.94,19,1422.0,1422,15,75.18,648,3.0,1.0,1,0,0,1,0,1,0,0
+130000000,0,84.73,15,234.0,450,3,100.95,150,3.0,2.0,0,1,0,0,1,0,0,1
+1600000000,1,134.485,9,2634.0,1356,18,170.48,300,4.0,2.0,0,1,0,0,1,0,0,1
+675000000,1,84.785,7,478.0,283,6,111.86,40,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,59.99,7,1777.0,1370,24,86.89,82,3.0,2.0,0,1,0,0,1,0,0,1
+960000000,1,84.73,19,192.0,131,2,109.4,20,3.0,2.0,0,1,0,0,1,0,0,1
+58000000,0,49.08,21,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+645000000,1,84.76,9,1359.0,1512,15,103.22,1512,3.0,2.0,1,0,0,1,0,0,0,1
+3100000000,1,245.39,36,1127.0,114,1,330.94,2,4.0,3.0,0,1,0,0,1,0,0,1
+187000000,0,59.99,13,1050.0,1721,16,80.41,780,3.0,1.0,1,0,0,1,0,0,0,1
+615000000,1,71.64,5,873.0,1860,26,88.99,1179,3.0,1.0,1,0,0,1,0,0,0,1
+68000000,0,49.08,15,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+490000000,0,122.62,2,210.0,210,2,143.32,30,4.0,2.0,0,1,1,0,0,0,0,1
+155000000,1,41.3,12,550.0,1430,14,58.37,510,2.0,1.0,0,1,1,0,0,1,0,0
+218000000,0,84.98,14,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
+870000000,1,96.65,5,1842.0,1842,26,104.6,810,3.0,1.0,1,0,0,1,0,0,0,1
+200000000,0,59.6,7,682.0,824,9,80.33,552,3.0,1.0,1,0,0,1,0,0,0,1
+163000000,0,40.07,1,1000.0,812,18,45.82,232,2.0,1.0,0,1,0,0,1,0,0,1
+243000000,0,59.89,10,2252.0,1895,17,79.43,553,3.0,2.0,0,1,0,0,1,0,0,1
+168000000,0,84.93,12,536.0,536,3,105.87,400,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,55.32,3,266.0,247,4,74.19,105,3.0,1.0,0,1,0,0,1,1,0,0
+1002000000,1,84.95,12,4900.0,3696,46,110.84,659,3.0,2.0,1,0,0,1,0,0,0,1
+160000000,1,59.99,2,119.0,111,2,79.61,32,3.0,1.0,0,1,0,0,1,1,0,0
+868000000,1,114.45,10,957.0,787,14,156.48,22,4.0,2.0,0,1,0,0,1,0,0,1
+222000000,1,44.64,7,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
+563100000,0,136.89600000000002,20,1198.0,648,3,176.38,45,4.0,2.0,0,1,0,0,1,0,1,0
+360000000,1,59.89,1,167.0,168,1,84.24,74,3.0,1.0,0,1,0,0,1,1,0,0
+203000000,1,33.28,5,2455.0,3930,32,43.84,500,2.0,1.0,1,0,0,1,0,0,0,1
+188000000,0,71.6577,3,1309.0,1048,11,98.36,277,3.0,2.0,0,1,0,0,1,0,0,1
+82700000,0,59.98,17,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
+425000000,1,59.58,8,298.0,359,4,75.23,109,3.0,1.0,0,1,0,0,1,0,0,1
+230000000,0,123.78,2,955.0,926,7,148.61,126,4.0,2.0,0,1,0,0,1,0,0,1
+498000000,1,59.88,12,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
+570000000,1,84.99,7,1262.0,1220,10,110.64,485,3.0,2.0,0,1,1,0,0,0,0,1
+120000000,0,59.916,12,431.0,764,6,79.34,764,3.0,1.0,0,1,0,0,1,0,0,1
+514000000,1,59.99,22,4596.0,3226,40,87.41,212,3.0,2.0,0,1,0,0,1,0,0,1
+159000000,1,43.35,4,1590.0,1590,9,59.11,390,2.0,1.0,0,1,1,0,0,1,0,0
+437000000,1,59.97,9,2275.0,1656,28,76.8,116,3.0,2.0,0,1,0,0,1,0,0,1
+218000000,1,49.94,9,900.0,900,8,72.73,90,2.0,1.0,0,1,0,0,1,0,0,1
+130000000,0,59.6,1,682.0,824,9,80.33,552,3.0,1.0,1,0,0,1,0,0,0,1
+425000000,1,59.88,20,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
+635000000,1,118.25,7,912.0,912,8,136.64,240,4.0,2.0,1,0,0,0,1,0,0,1
+213000000,0,84.15,8,2050.0,2038,23,109.09,499,3.0,1.0,0,1,0,0,1,1,0,0
+212000000,1,59.44,11,832.0,829,10,82.41,382,2.0,1.0,0,1,0,0,1,1,0,0
+950000000,1,160.74,3,1842.0,1842,26,173.63,144,5.0,2.0,1,0,0,1,0,0,0,1
+200000000,1,59.9,2,1590.0,1590,9,85.16,330,3.0,1.0,0,1,1,0,0,0,0,1
+145000000,0,58.01,13,1578.0,2544,18,80.26,264,2.0,1.0,0,1,0,0,1,1,0,0
+480000000,1,84.95,5,633.0,557,7,107.97,115,3.0,2.0,1,0,0,1,0,0,0,1
+354000000,1,84.09,3,486.0,763,11,104.2,204,3.0,2.0,1,0,0,1,0,0,0,1
+410000000,1,84.9285,16,250.0,237,5,107.86,136,3.0,2.0,0,1,0,0,1,0,0,1
+355000000,1,59.817,7,677.0,603,11,85.43,36,3.0,2.0,0,1,0,0,1,0,0,1
+960000000,0,175.1244,5,4599.0,2752,14,228.61,94,5.0,3.0,0,1,0,0,1,0,0,1
+67500000,0,59.99,1,345.0,352,2,79.34,160,3.0,1.0,0,1,0,0,1,0,0,1
+106000000,1,49.94,15,1710.0,1710,10,71.0,450,2.0,1.0,0,1,1,0,0,1,0,0
+189000000,1,54.59,2,994.0,3315,21,77.01,810,3.0,1.0,1,0,0,1,0,1,0,0
+81000000,0,50.31,4,260.0,260,7,60.85,15,2.0,1.0,0,1,0,0,1,0,0,1
+333000000,1,59.85,7,360.0,391,4,79.09,161,3.0,1.0,0,1,0,0,1,0,0,1
+842000000,1,124.95,10,924.0,660,8,161.98,150,4.0,2.0,0,1,1,0,0,0,0,1
+199000000,0,84.9902,15,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
+642500000,1,84.898,3,672.0,707,12,109.09,108,3.0,2.0,0,1,0,0,1,0,0,1
+339000000,1,59.99,4,2772.0,3322,32,81.59,316,3.0,1.0,0,1,0,0,1,0,0,1
+812400000,0,127.6584,36,3942.0,1788,3,187.12,372,3.0,2.0,1,0,1,0,0,0,0,1
+460000000,1,114.89,5,794.0,671,8,143.83,160,4.0,2.0,0,1,0,0,1,0,0,1
+252500000,1,58.01,7,1500.0,2029,23,80.26,562,2.0,1.0,1,0,0,1,0,1,0,0
+459000000,1,84.97,3,1560.0,1247,24,113.13,208,3.0,2.0,0,1,0,0,1,0,0,1
+740000000,1,66.0,2,1104.0,1882,34,89.38,144,2.0,1.0,1,0,0,1,0,1,0,0
+392000000,1,84.82,10,599.0,399,6,108.18,66,3.0,2.0,1,0,0,1,0,1,0,0
+250000000,1,59.97,2,1307.0,994,14,79.62,46,2.0,1.0,0,1,0,0,1,0,0,1
+305000000,0,84.99,1,2716.0,2302,24,107.86,1028,3.0,2.0,0,1,0,0,1,0,0,1
+107000000,0,59.6,4,220.0,225,2,79.53,99,3.0,1.0,0,1,0,0,1,0,0,1
+378000000,1,84.97,11,3940.0,3003,25,109.57,280,3.0,2.0,0,1,0,0,1,0,1,0
+220000000,0,63.0,7,1100.0,1076,11,90.2,272,4.0,2.0,0,1,0,0,1,0,0,1
+502000000,1,84.84299999999998,15,805.0,611,9,109.86,348,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,0,84.84,3,955.0,926,7,106.42,294,3.0,2.0,0,1,0,0,1,0,0,1
+372000000,1,110.5345,17,311.0,251,2,151.31,48,4.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,109.7,9,981.0,1550,12,131.01,120,3.0,2.0,1,0,0,1,0,0,0,1
+101500000,0,51.63,22,540.0,630,6,68.75,148,2.0,1.0,0,1,0,0,1,0,0,1
+599000000,1,84.97,13,3310.0,2517,42,107.49,73,3.0,2.0,1,0,0,1,0,0,0,1
+1020000000,1,84.99,17,7876.0,5563,65,109.2,1201,3.0,2.0,1,0,0,1,0,0,0,1
+296000000,1,82.39,13,600.0,600,4,109.28,84,3.0,2.0,0,1,0,0,1,0,0,1
+577000000,1,114.99,9,3060.0,2412,31,146.14,685,4.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,59.5,5,353.0,1829,13,86.62,90,3.0,1.0,0,1,1,0,0,1,0,0
+725000000,1,50.64,1,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
+483000000,1,59.93,6,1323.0,1114,14,84.51,157,3.0,1.0,0,1,0,0,1,0,0,1
+530000000,1,38.77,13,146.0,146,2,57.04,18,2.0,1.0,0,1,0,0,1,0,0,1
+1150000000,1,82.51,5,3930.0,3930,30,119.0,600,4.0,1.0,1,0,0,1,0,1,0,0
+170000000,1,41.3,2,1710.0,1710,10,60.33,30,2.0,1.0,0,1,1,0,0,1,0,0
+325000000,0,192.53,13,384.0,192,2,235.29,56,6.0,2.0,1,0,1,0,0,0,0,1
+555000000,1,99.917,11,986.0,564,11,126.75,354,3.0,2.0,1,0,0,1,0,0,0,1
+338000000,1,79.98,3,1849.0,1541,14,95.9,446,3.0,1.0,0,1,0,0,1,0,0,1
+205000000,0,76.56,17,1721.0,1374,17,97.89,286,3.0,1.0,0,1,0,0,1,0,0,1
+110000000,0,76.34,2,55.0,119,1,100.05,12,3.0,1.0,0,1,0,0,1,0,0,1
+320000000,0,126.638,2,1578.0,922,9,150.81,200,4.0,2.0,0,1,0,0,1,0,0,1
+90000000,0,59.8,12,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
+253000000,1,80.29,5,414.0,204,3,100.36,48,3.0,1.0,0,1,0,0,1,0,0,1
+280000000,1,59.97,16,1323.0,1114,14,79.34,106,3.0,1.0,0,1,0,0,1,0,0,1
+167000000,0,59.96,14,1152.0,998,9,79.32,192,3.0,1.0,0,1,0,0,1,0,0,1
+569000000,1,55.02,13,1879.0,3100,34,75.22,720,2.0,1.0,1,0,0,1,0,1,0,0
+370000000,0,115.1516,4,276.0,203,3,145.64,38,4.0,2.0,1,0,0,1,0,0,0,1
+1490000000,1,117.585,12,4494.0,4494,56,138.73,900,4.0,2.0,1,0,0,1,0,0,0,1
+348000000,1,84.98,7,253.0,212,2,108.19,139,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,84.165,15,1400.0,1400,13,110.64,206,3.0,1.0,0,1,1,0,0,1,0,0
+720000000,1,87.98,20,1382.0,845,13,119.48,86,3.0,2.0,1,0,0,1,0,0,0,1
+233000000,1,56.88,5,220.0,473,4,74.12,252,3.0,1.0,0,1,0,0,1,1,0,0
+385000000,1,59.37,3,638.0,527,10,78.35,208,3.0,2.0,0,1,0,0,1,0,0,1
+840000000,1,56.57,2,2500.0,5040,124,59.5,65,3.0,1.0,0,1,0,0,1,0,0,1
+1250000000,1,114.756,7,842.0,590,7,137.49,233,4.0,2.0,1,0,0,1,0,0,0,1
+174000000,0,59.85,4,1548.0,1358,19,72.43,634,3.0,1.0,1,0,0,1,0,0,0,1
+245000000,1,59.22,4,2455.0,3930,32,78.87,1260,3.0,1.0,1,0,0,1,0,1,0,0
+245000000,1,59.58,17,1351.0,1300,12,80.63,350,3.0,1.0,0,1,0,0,1,0,0,1
+1320000000,1,114.7,26,4900.0,3696,46,143.14,330,4.0,2.0,1,0,0,1,0,0,0,1
+335000000,0,141.69,18,812.0,738,8,167.64,38,4.0,2.0,0,1,0,0,1,0,0,1
+99000000,0,48.51,16,640.0,640,4,66.94,640,2.0,1.0,0,1,0,0,1,1,0,0
+610000000,1,84.755,7,2300.0,2400,18,100.73,432,3.0,1.0,0,1,1,0,0,0,0,1
+532000000,1,84.2,10,512.0,430,9,104.59,174,3.0,2.0,0,1,0,0,1,0,0,1
+1140000000,1,84.96700000000001,21,1684.0,1119,9,113.42,58,3.0,1.0,1,0,0,1,0,0,0,1
+200000000,1,59.84,1,1357.0,1070,12,83.82,411,3.0,1.0,0,1,0,0,1,1,0,0
+298000000,1,84.3819,12,229.0,154,2,111.0,58,3.0,2.0,0,1,0,0,1,0,0,1
+435000000,1,59.95,12,576.0,473,7,86.18,105,3.0,2.0,1,0,0,1,0,0,0,1
+270000000,0,84.8734,5,1967.0,1758,19,110.61,477,3.0,2.0,1,0,0,1,0,0,0,1
+270000000,1,59.82,6,882.0,795,9,85.16,354,3.0,1.0,0,1,0,0,1,1,0,0
+137000000,1,49.6,15,1239.0,1676,21,69.32,1166,2.0,1.0,1,0,0,1,0,1,0,0
+1038000000,1,136.18,7,613.0,132,2,168.15,26,3.0,2.0,0,1,0,0,1,0,0,1
+228000000,1,49.2,14,471.0,639,6,68.08,2,2.0,1.0,1,0,0,1,0,1,0,0
+96000000,0,49.08,12,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+195000000,0,84.34,16,1440.0,1780,16,114.6,510,3.0,2.0,0,1,0,0,1,0,0,1
+140000000,0,84.994,22,902.0,807,8,112.4,1,3.0,2.0,0,1,0,0,1,0,0,1
+86000000,0,41.3,13,1418.0,4056,26,56.84,570,2.0,1.0,0,1,0,0,1,1,0,0
+1140000000,1,153.8,11,502.0,212,4,183.14,44,4.0,2.0,1,0,0,1,0,0,0,1
+35000000,0,33.1,18,115.0,118,1,43.25,72,1.0,1.0,0,1,0,0,1,0,0,1
+410000000,1,59.4,5,819.0,772,2,81.18,39,2.0,1.0,0,1,0,0,1,1,0,0
+480000000,1,84.72,7,329.0,281,5,108.13,111,3.0,2.0,0,1,0,0,1,0,0,1
+141000000,0,59.4,24,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
+178000000,1,39.6,4,272.0,840,4,51.55,360,2.0,1.0,1,0,0,1,0,1,0,0
+760000000,1,59.96,20,945.0,773,8,83.23,111,3.0,2.0,1,0,0,1,0,0,0,1
+405000000,1,27.68,5,7876.0,5563,65,42.28,500,1.0,1.0,1,0,0,1,0,0,0,1
+135000000,0,58.46,10,1418.0,4056,26,80.24,528,2.0,1.0,0,1,0,0,1,1,0,0
+480000000,1,84.79,21,2134.0,1456,23,104.97,649,3.0,2.0,0,1,0,0,1,0,0,1
+363000000,0,84.98,10,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,59.89,5,206.0,187,3,75.7,49,3.0,1.0,0,1,0,0,1,0,0,1
+400000000,1,79.87,7,902.0,585,5,100.46,306,3.0,1.0,0,1,0,0,1,1,0,0
+940000000,1,84.99,10,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
+595000000,1,84.86,5,834.0,417,3,106.24,102,3.0,2.0,0,1,0,0,1,0,0,1
+685000000,1,59.74,14,877.0,725,10,80.56,98,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,59.97,7,639.0,555,7,79.46,50,3.0,1.0,0,1,0,0,1,0,0,1
+100000000,0,84.92,5,1000.0,865,5,104.83,614,3.0,2.0,0,1,0,0,1,0,0,1
+375000000,1,59.95,14,515.0,654,4,91.7,340,3.0,1.0,0,1,0,0,1,1,0,0
+500000000,1,84.789,23,411.0,362,6,107.67,362,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,84.32,10,1299.0,1080,8,109.43,135,3.0,2.0,0,1,1,0,0,0,1,0
+234000000,0,84.97,5,516.0,1118,14,101.97,818,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,84.93,6,286.0,284,5,108.38,109,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,71.89,3,550.0,1430,14,85.78,92,3.0,1.0,0,1,1,0,0,0,0,1
+749000000,1,59.98,15,2780.0,2198,40,79.32,515,3.0,2.0,0,1,0,0,1,0,0,1
+213000000,1,49.94,4,1710.0,1710,10,72.95,120,2.0,1.0,0,1,1,0,0,1,0,0
+289000000,1,84.92,7,172.0,147,3,106.85,147,3.0,2.0,0,1,0,0,1,0,0,1
+395000000,1,84.98,8,170.0,176,2,108.41,13,3.0,2.0,0,1,0,0,1,1,0,0
+423000000,1,114.922,20,1069.0,860,11,142.86,197,4.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,85.0,19,1979.0,1164,21,109.27,610,3.0,2.0,0,1,0,0,1,0,0,1
+64000000,0,59.64,8,536.0,536,3,74.38,136,3.0,1.0,0,1,0,0,1,0,0,1
+304000000,1,58.87,9,287.0,356,5,79.25,178,3.0,1.0,0,1,0,0,1,1,0,0
+333000000,0,84.9453,3,195.0,142,2,111.23,94,3.0,2.0,0,1,0,0,1,0,0,1
+295000000,1,54.0,17,392.0,368,2,82.98,184,2.0,1.0,0,1,0,0,1,0,1,0
+330000000,1,59.86,13,304.0,263,3,83.43,99,3.0,1.0,0,1,0,0,1,1,0,0
+410000000,0,100.945,34,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
+76500000,0,39.41,12,536.0,1366,14,57.63,476,1.0,1.0,0,1,0,0,1,1,0,0
+865000000,1,84.97,6,3310.0,2517,42,107.49,73,3.0,2.0,1,0,0,1,0,0,0,1
+129000000,0,59.95,9,350.0,450,5,76.5,180,3.0,1.0,0,1,0,0,1,0,0,1
+262000000,1,58.14,10,330.0,330,3,79.12,330,3.0,1.0,1,0,0,1,0,1,0,0
+760000000,1,59.9772,9,4443.0,3002,34,86.43,206,2.0,1.0,1,0,0,1,0,0,0,1
+350000000,1,58.01,8,1500.0,2029,23,80.26,562,2.0,1.0,1,0,0,1,0,1,0,0
+1260000000,1,98.55,23,7876.0,5563,65,126.59,130,4.0,2.0,1,0,0,1,0,0,0,1
+380000000,1,88.74,8,163.0,136,1,122.79,2,3.0,2.0,0,1,0,0,1,1,0,0
+249000000,0,99.83,14,451.0,450,6,120.99,164,4.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,74.58,15,360.0,1980,12,89.31,180,3.0,2.0,1,0,0,1,0,0,0,1
+485000000,1,59.92,10,551.0,657,7,83.98,114,3.0,2.0,1,0,0,1,0,0,0,1
+305000000,1,66.6,15,492.0,942,10,88.66,165,3.0,1.0,0,1,0,0,1,1,0,0
+503000000,1,59.96,7,1344.0,1012,15,79.92,116,3.0,2.0,0,1,0,0,1,0,0,1
+101500000,0,59.816,15,500.0,477,6,75.63,102,3.0,1.0,1,0,0,1,0,0,0,1
+247000000,1,55.77,9,254.0,230,2,81.79,56,3.0,1.0,0,1,0,0,1,1,0,0
+185000000,0,84.962,7,1599.0,1270,13,106.95,300,3.0,2.0,0,1,0,0,1,0,0,1
+254000000,1,59.67,15,339.0,297,2,88.57,137,3.0,1.0,0,1,0,0,1,1,0,0
+125000000,0,78.09,16,142.0,200,1,97.92,20,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,1,59.2,3,823.0,2646,28,76.58,180,2.0,1.0,1,0,0,1,0,1,0,0
+140000000,0,61.56,6,2050.0,2038,23,79.34,323,2.0,1.0,0,1,0,0,1,1,0,0
+306500000,0,84.9944,9,3400.0,3160,30,113.39,659,3.0,2.0,0,1,0,0,1,0,0,1
+540000000,1,119.91,11,1710.0,855,6,135.86,75,4.0,2.0,0,1,1,0,0,0,0,1
+142000000,0,73.1692,3,354.0,338,4,96.41,53,3.0,2.0,0,1,0,0,1,0,0,1
+319000000,1,29.6,3,438.0,412,1,39.69,234,1.0,1.0,0,1,0,0,1,1,0,0
+930000000,1,99.0,11,2100.0,2100,21,126.78,336,3.0,2.0,1,0,0,1,0,1,0,0
+115000000,1,31.0,10,438.0,438,2,42.84,79,2.0,1.0,0,1,1,0,0,1,0,0
+380000000,1,59.72,7,2616.0,2283,41,79.24,39,3.0,2.0,1,0,0,1,0,1,0,0
+354000000,1,84.86,14,222.0,201,3,108.94,47,3.0,2.0,0,1,0,0,1,0,0,1
+285000000,1,35.17,14,285.0,365,1,50.63,279,1.0,1.0,0,1,0,0,1,0,0,1
+420000000,1,116.76,11,528.0,660,6,137.13,156,4.0,2.0,0,1,1,0,0,0,0,1
+458000000,1,59.88800000000001,14,989.0,795,10,84.01,73,3.0,2.0,1,0,0,1,0,1,0,0
+183000000,0,73.56,19,551.0,498,4,94.25,134,3.0,2.0,0,1,0,0,1,0,0,1
+457000000,0,84.9924,12,1659.0,809,13,113.55,30,3.0,2.0,0,1,0,0,1,0,1,0
+385000000,0,84.6389,29,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+243000000,0,84.9677,16,2675.0,1852,18,107.98,509,3.0,2.0,0,1,0,0,1,0,0,1
+463000000,1,84.89,5,448.0,403,7,106.79,148,3.0,2.0,0,1,0,0,1,0,0,1
+180000000,0,84.89,6,250.0,255,1,102.91,135,3.0,1.0,0,1,0,0,1,0,0,1
+43790000,0,59.5955,2,87.0,114,1,77.34,104,3.0,1.0,0,1,0,0,1,0,0,1
+45000000,0,49.94,4,1418.0,4056,26,68.73,990,2.0,1.0,0,1,0,0,1,1,0,0
+331710000,0,113.1474,8,505.0,299,5,146.45,108,4.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,59.92,11,103.0,120,1,79.69,68,3.0,1.0,0,1,0,0,1,1,0,0
+415000000,1,59.95,3,576.0,473,7,86.18,105,3.0,2.0,1,0,0,1,0,0,0,1
+260000000,1,58.01,12,1999.0,2856,32,80.17,616,2.0,1.0,1,0,0,1,0,1,0,0
+130000000,0,77.85,6,1500.0,1963,15,93.0,330,3.0,1.0,0,1,1,0,0,0,0,1
+287000000,0,84.9854,33,1367.0,935,9,112.03,146,3.0,2.0,0,1,0,0,1,0,0,1
+253000000,1,59.9,1,496.0,423,4,84.09,196,3.0,1.0,0,1,0,0,1,1,0,0
+945000000,1,84.99,16,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
+87000000,0,65.385,11,132.0,288,1,86.33,105,2.0,1.0,0,1,0,0,1,1,0,0
+143000000,0,72.9,12,53.0,181,2,98.04,11,2.0,1.0,0,1,0,0,1,1,0,0
+254000000,0,84.98,6,3410.0,1926,29,110.88,432,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,59.676,11,1277.0,1110,13,92.16,276,3.0,2.0,0,1,0,0,1,0,0,1
+148000000,0,59.85,1,753.0,741,6,79.37,441,3.0,1.0,0,1,0,0,1,0,0,1
+194000000,1,39.6,12,486.0,1624,10,56.91,626,2.0,1.0,1,0,0,1,0,1,0,0
+208500000,1,59.64,6,678.0,460,5,75.88,84,3.0,1.0,0,1,0,0,1,1,0,0
+205000000,0,59.6068,18,438.0,408,3,84.05,80,3.0,1.0,0,1,0,0,1,0,0,1
+230000000,1,39.6,6,554.0,1004,6,55.81,322,2.0,1.0,1,0,0,1,0,1,0,0
+770000000,1,83.89,17,1879.0,3100,34,99.17,340,3.0,1.0,1,0,0,1,0,1,0,0
+285000000,1,59.49,22,1052.0,964,11,82.81,302,3.0,1.0,0,1,0,0,1,1,0,0
+965000000,1,126.66,4,2085.0,1592,15,155.37,168,4.0,2.0,0,1,1,0,0,0,0,1
+97500000,0,54.0,8,765.0,795,7,70.5,120,3.0,1.0,0,1,0,0,1,1,0,0
+145000000,1,36.66,18,340.0,461,1,48.96,66,1.0,1.0,0,1,0,0,1,1,0,0
+717500000,1,84.751,13,4494.0,4494,56,104.39,600,3.0,1.0,1,0,0,1,0,0,0,1
+847000000,1,84.87,8,0.0,1077,13,124.05,23,3.0,2.0,0,1,0,0,1,0,0,1
+525000000,1,81.97,15,196.0,112,1,103.81,40,3.0,2.0,0,1,0,0,1,0,0,1
+495000000,0,130.1762,16,2446.0,1149,9,165.18,403,4.0,2.0,0,1,0,0,1,0,0,1
+245000000,1,49.5,7,1800.0,3481,25,69.83,1177,3.0,1.0,1,0,0,1,0,1,0,0
+127800000,0,59.9349,17,624.0,607,8,85.84,345,3.0,1.0,0,1,0,0,1,0,0,1
+395000000,0,84.9402,13,865.0,800,7,107.83,243,3.0,2.0,0,1,0,0,1,0,0,1
+1250000000,1,84.074,2,671.0,368,4,109.73,127,3.0,2.0,1,0,0,1,0,0,0,1
+285000000,1,59.76,1,1208.0,1170,13,75.33,228,2.0,1.0,0,1,0,0,1,0,0,1
+278000000,1,59.95,16,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
+320000000,0,84.9825,31,400.0,381,2,116.9,57,3.0,2.0,0,1,0,0,1,0,0,1
+168000000,1,59.67,10,86.0,103,1,84.42,47,3.0,1.0,0,1,0,0,1,1,0,0
+635000000,1,114.678,15,1678.0,1372,26,143.42,198,4.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,114.7,6,2772.0,3322,32,147.16,499,4.0,2.0,0,1,0,0,1,0,0,1
+95000000,0,41.3,2,2716.0,2716,20,57.29,810,2.0,1.0,0,1,1,0,0,1,0,0
+260000000,1,59.64,7,265.0,225,2,87.68,109,3.0,1.0,0,1,0,0,1,0,0,1
+425000000,1,99.51,28,614.0,254,1,134.38,9,3.0,2.0,0,1,0,0,1,0,0,1
+1100000000,1,84.99,29,7876.0,5563,65,109.26,201,3.0,2.0,1,0,0,1,0,0,0,1
+229000000,0,80.2373,14,1265.0,1090,10,102.76,248,3.0,2.0,0,1,0,0,1,0,0,1
+170000000,0,59.92,7,565.0,702,10,87.27,244,3.0,2.0,0,1,0,0,1,0,0,1
+234300000,0,84.65899999999998,16,961.0,623,4,111.02,72,3.0,2.0,0,1,0,0,1,0,0,1
+431000000,0,116.25,10,1548.0,1358,19,140.69,80,4.0,2.0,1,0,0,1,0,0,0,1
+230000000,1,59.445,13,2300.0,1981,18,80.71,223,2.0,1.0,1,0,0,1,0,1,0,0
+180000000,0,57.0,5,1197.0,798,8,74.27,228,2.0,1.0,0,1,1,0,0,1,0,0
+86000000,0,41.3,7,1600.0,1320,10,60.33,60,2.0,1.0,0,1,0,0,1,1,0,0
+662500000,1,118.381,11,1024.0,603,11,162.08,298,4.0,2.0,0,1,0,0,1,0,0,1
+85000000,0,84.6,19,590.0,584,5,110.69,303,3.0,2.0,0,1,0,0,1,0,0,1
+175000000,1,35.28,1,840.0,1200,4,46.23,330,2.0,1.0,1,0,0,1,0,1,0,0
+276000000,1,95.45,1,346.0,456,8,103.4,120,3.0,1.0,0,1,1,0,0,0,0,1
+950000000,1,99.06,9,360.0,264,2,126.18,110,4.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,84.69,1,401.0,388,5,109.07,130,3.0,2.0,0,1,0,0,1,0,0,1
+840000000,1,84.95,7,1821.0,1129,13,112.73,234,3.0,2.0,1,0,0,0,1,0,0,1
+459500000,1,84.87,22,1664.0,1261,10,108.02,644,3.0,2.0,0,1,0,0,1,0,0,1
+399500000,1,53.46,11,78.0,156,1,58.06,132,2.0,1.0,1,0,0,1,0,1,0,0
+141000000,0,53.29,16,268.0,440,1,70.85,300,2.0,1.0,0,1,0,0,1,0,0,1
+90500000,0,74.01,24,198.0,288,2,92.47,96,3.0,1.0,0,1,0,0,1,0,0,1
+70000000,0,40.13,2,84.0,700,16,45.92,699,2.0,1.0,0,1,0,0,1,0,0,1
+555000000,1,84.95,9,4890.0,3293,51,112.13,36,3.0,2.0,1,0,0,1,0,0,0,1
+377000000,0,134.97,4,1422.0,1422,15,169.28,390,4.0,2.0,1,0,0,1,0,1,0,0
+450000000,1,84.93700000000003,7,328.0,288,5,122.72,288,3.0,2.0,0,1,0,0,1,0,0,1
+164000000,0,76.56,4,1721.0,1374,17,97.89,286,3.0,1.0,0,1,0,0,1,0,0,1
+133500000,0,59.9905,22,1875.0,1627,13,87.52,498,3.0,2.0,0,1,0,0,1,0,0,1
+271500000,0,84.9949,17,1875.0,1627,13,109.62,929,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,59.99,17,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+3500000000,1,195.2,25,1504.0,230,2,268.35,32,5.0,3.0,0,1,0,0,1,0,0,1
+750000000,0,151.9156,23,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+120000000,1,46.75,2,150.0,204,5,59.78,24,2.0,1.0,0,1,0,0,1,0,0,1
+300000000,1,84.66,18,111.0,111,1,109.94,57,3.0,2.0,0,1,0,0,1,0,0,1
+165840000,0,85.0,22,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
+452500000,1,102.0,11,5402.0,5387,49,127.98,248,4.0,2.0,0,1,1,0,0,0,0,1
+148000000,0,84.21,10,156.0,282,2,101.7,60,3.0,1.0,0,1,0,0,1,0,0,1
+195000000,1,45.77,4,1196.0,2392,18,63.68,720,2.0,1.0,1,0,0,1,0,1,0,0
+269500000,0,111.74,7,3776.0,3382,35,136.38,348,4.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,58.03,5,519.0,498,7,78.03,252,3.0,2.0,0,1,0,0,1,0,0,1
+440000000,1,59.39,5,4471.0,2634,21,82.59,180,2.0,1.0,1,0,0,1,0,1,0,0
+292000000,1,82.74,5,238.0,238,2,109.66,1,3.0,1.0,0,1,0,0,1,1,0,0
+505000000,1,84.9,11,340.0,439,2,98.69,230,3.0,2.0,0,1,0,0,1,0,0,1
+165000000,1,59.84,11,401.0,345,5,82.87,189,3.0,1.0,0,1,0,0,1,1,0,0
+345000000,1,59.37,7,936.0,659,13,75.47,122,3.0,1.0,1,0,0,1,0,0,1,0
+700000000,1,84.81,21,1208.0,1170,13,99.82,773,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,84.97,3,1602.0,1253,15,109.63,186,3.0,2.0,0,1,0,0,1,0,0,1
+206000000,0,84.93,5,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
+366000000,1,84.21,8,327.0,499,5,106.64,162,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,0,84.6389,5,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,84.589,10,1678.0,1372,26,107.22,796,3.0,2.0,0,1,0,0,1,0,0,1
+365000000,1,84.5,7,194.0,240,2,109.29,76,3.0,2.0,0,1,0,0,1,0,0,1
+296000000,1,76.41,5,500.0,499,3,102.48,277,3.0,1.0,0,1,0,0,1,1,0,0
+175000000,0,84.6,15,510.0,930,11,96.58,480,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,84.93700000000003,13,555.0,540,6,114.71,360,3.0,2.0,0,1,0,0,1,0,0,1
+408000000,1,84.9623,12,269.0,235,4,107.04,109,3.0,2.0,0,1,0,0,1,0,0,1
+595000000,1,84.98,7,619.0,564,7,105.46,114,3.0,2.0,0,1,0,0,1,0,0,1
+88000000,0,82.52,8,28.0,143,1,110.19,15,3.0,2.0,0,1,0,0,1,1,0,0
+103000000,0,84.79,3,61.0,147,1,101.73,116,3.0,2.0,0,1,0,0,1,0,1,0
+216000000,0,84.4042,13,212.0,210,2,105.16,58,3.0,2.0,0,1,0,0,1,0,0,1
+136500000,1,38.64,8,840.0,840,5,50.4,300,2.0,1.0,0,1,1,0,0,0,0,1
+265000000,1,61.52,7,2800.0,2830,23,85.72,240,2.0,1.0,1,0,0,1,0,1,0,0
+1080000000,1,84.99,16,7876.0,5563,65,110.3,350,3.0,2.0,1,0,0,1,0,0,0,1
+549000000,1,84.98,5,144.0,127,3,105.82,42,3.0,2.0,0,1,0,0,1,0,0,1
+598000000,1,84.93,8,564.0,371,7,106.41,40,3.0,2.0,1,0,0,1,0,0,0,1
+425000000,0,84.98100000000002,12,585.0,361,5,119.54,48,3.0,2.0,0,1,0,0,1,0,0,1
+201000000,0,84.9673,7,457.0,497,8,113.65,228,3.0,2.0,0,1,0,0,1,0,0,1
+90000000,0,59.94600000000001,1,1093.0,1002,12,79.59,444,3.0,1.0,1,0,0,1,0,0,0,1
+452500000,1,84.32,12,1163.0,967,11,109.51,114,3.0,2.0,0,1,0,0,1,0,0,1
+88000000,0,84.505,8,85.0,365,4,100.88,60,3.0,2.0,0,1,0,0,1,0,0,1
+547000000,1,84.94,3,364.0,333,9,109.81,138,3.0,2.0,0,1,0,0,1,0,0,1
+710000000,1,114.19,14,799.0,669,9,135.93,88,4.0,2.0,0,1,0,0,1,0,0,1
+265000000,0,71.6577,6,1309.0,1048,11,98.36,277,3.0,2.0,0,1,0,0,1,0,0,1
+40000000,0,65.188,9,143.0,298,3,81.23,180,3.0,1.0,0,1,0,0,1,0,0,1
+690000000,1,84.76,15,1359.0,1512,15,103.22,1512,3.0,2.0,1,0,0,1,0,0,0,1
+290000000,1,34.44,9,1410.0,1403,7,49.01,417,2.0,1.0,1,0,0,1,0,1,0,0
+501000000,0,131.9004,8,2733.0,1598,19,166.28,164,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,59.98,7,650.0,561,15,80.49,164,3.0,2.0,0,1,0,0,1,0,0,1
+285000000,0,85.0,11,4515.0,2637,30,107.27,276,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,0,84.9985,22,726.0,650,6,111.31,384,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,79.777,3,2554.0,2462,31,109.8,901,3.0,2.0,0,1,0,0,1,0,0,1
+2645000000,1,168.65,9,3893.0,2444,28,206.15,109,4.0,3.0,1,0,0,1,0,0,0,1
+621000000,1,84.81,19,965.0,761,12,109.61,97,3.0,2.0,1,0,0,1,0,0,0,1
+167000000,0,84.945,10,288.0,496,4,104.97,386,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,33.18,8,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
+1100000000,1,76.79,3,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
+195000000,1,59.72,4,639.0,555,7,82.18,98,2.0,1.0,0,1,0,0,1,0,1,0
+235000000,0,83.61,3,420.0,410,4,101.41,354,3.0,2.0,0,1,0,0,1,0,0,1
+305000000,1,84.91,11,1092.0,876,5,101.61,116,3.0,2.0,0,1,0,0,1,0,0,1
+608000000,1,79.05,10,1013.0,801,13,111.44,148,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,84.5,8,450.0,509,6,102.04,149,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,84.945,9,449.0,447,3,107.82,216,3.0,2.0,0,1,0,0,1,0,1,0
+858000000,1,59.8758,14,1971.0,1559,22,83.62,58,3.0,2.0,0,1,0,0,1,0,0,1
+312000000,1,59.88,13,282.0,290,4,79.84,161,3.0,1.0,0,1,0,0,1,0,0,1
+150000000,0,59.99,14,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
+1330000000,1,84.99,21,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
+87000000,0,58.74,5,350.0,450,2,74.8,90,3.0,1.0,0,1,0,0,1,0,0,1
+520000000,1,27.68,9,7876.0,5563,65,42.28,124,1.0,1.0,1,0,0,1,0,0,0,1
+234500000,0,84.99,26,1066.0,690,4,107.13,71,3.0,2.0,0,1,0,0,1,0,0,1
+750000000,1,94.28,10,1480.0,657,5,112.95,26,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,1,33.6,11,984.0,2547,18,44.08,269,2.0,1.0,1,0,0,1,0,1,0,0
+72500000,0,59.9325,14,498.0,1153,11,78.36,150,3.0,1.0,0,1,0,0,1,1,0,0
+432500000,1,101.9481,3,678.0,587,6,127.25,108,4.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,84.86,5,4804.0,3830,54,111.31,292,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,0,84.97,15,1551.0,1124,21,112.63,257,3.0,2.0,0,1,0,0,1,0,0,1
+518000000,1,77.68,2,545.0,545,5,94.03,60,3.0,2.0,1,0,0,1,0,0,0,1
+427500000,1,114.97,11,3940.0,3003,25,145.55,524,4.0,2.0,0,1,0,0,1,0,0,1
+358000000,1,84.97,2,3940.0,3003,25,109.57,1066,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,84.95,6,4890.0,3293,51,112.45,66,3.0,2.0,1,0,0,1,0,0,0,1
+610000000,1,84.69,12,2022.0,2065,14,110.67,1032,3.0,2.0,0,1,1,0,0,0,0,1
+270000000,0,84.97399999999998,17,2136.0,1424,19,106.93,288,3.0,2.0,1,0,0,1,0,1,0,0
+160000000,0,84.9,6,643.0,632,9,105.02,132,3.0,2.0,1,0,0,1,0,0,0,1
+497000000,1,59.95,5,521.0,529,3,86.32,289,3.0,1.0,0,1,0,0,1,0,0,1
+170000000,0,59.85,7,753.0,741,6,79.37,441,3.0,1.0,0,1,0,0,1,0,0,1
+970000000,1,83.06,6,5540.0,5539,122,112.4,1933,3.0,1.0,1,0,0,1,0,0,0,1
1555000000,1,84.943,16,6075.0,3410,44,116.87,682,3.0,2.0,1,0,0,1,0,0,0,1
-445000000,0,116.03,12,9063.0,5239,48,144.5,106,4.0,2.0,0,1,0,0,1,0,0,1
-660000000,1,84.71,14,2615.0,2123,21,108.47,805,3.0,2.0,0,1,0,0,1,0,0,1
-63000000,0,49.14,4,260.0,416,2,74.17,145,2.0,1.0,0,1,0,0,1,0,0,1
-380000000,1,84.57,10,238.0,397,3,111.49,129,3.0,1.0,0,1,0,0,1,1,0,0
-170000000,1,45.55,8,469.0,939,9,60.07,120,2.0,1.0,1,0,0,1,0,1,0,0
-416000000,1,59.96,18,2615.0,2123,21,86.96,748,3.0,1.0,0,1,0,0,1,1,0,0
-410000000,1,55.02,1,1879.0,3100,34,75.22,720,2.0,1.0,1,0,0,1,0,1,0,0
-375000000,1,59.92,15,2721.0,2002,25,82.27,709,3.0,1.0,0,1,0,0,1,0,0,1
-268000000,0,78.2467,1,118.0,118,2,99.74,118,3.0,2.0,0,1,0,0,1,0,0,1
-146890000,0,49.94,8,1578.0,2544,18,68.94,448,2.0,1.0,0,1,0,0,1,1,0,0
-550000000,1,89.975,11,1020.0,680,8,113.91,296,3.0,2.0,1,0,0,1,0,0,0,1
-1480000000,1,152.7,8,950.0,628,9,179.36,15,4.0,2.0,1,0,0,1,0,0,0,1
-90000000,0,34.29,16,220.0,448,1,52.89,270,1.0,1.0,0,1,0,0,1,0,0,1
-125000000,0,59.99,1,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-60000000,0,28.2,13,178.0,432,1,38.47,150,1.0,1.0,0,1,1,0,0,1,0,0
-342000000,0,84.42,32,383.0,394,4,105.79,130,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,83.34,6,96.0,120,2,96.8,54,3.0,1.0,0,1,0,0,1,0,0,1
-323000000,1,63.48,4,1314.0,1162,7,85.95,26,3.0,1.0,0,1,1,0,0,0,0,1
-81200000,1,45.9,4,2800.0,2830,23,60.78,180,2.0,1.0,1,0,0,1,0,0,0,1
-330000000,1,80.1913,5,178.0,161,2,102.66,161,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,0,73.13,26,717.0,674,5,93.18,98,3.0,2.0,0,1,0,0,1,0,0,1
-677000000,1,84.42,20,1349.0,1150,14,107.7,441,3.0,2.0,0,1,0,0,1,0,0,1
-380000000,0,84.9171,18,1875.0,1156,10,110.81,307,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,1,101.88,10,796.0,457,6,120.65,228,3.0,2.0,1,0,0,1,0,0,0,1
-284000000,1,59.98,13,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
-246000000,1,59.39,9,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
-1050000000,1,84.99,6,238.0,160,3,107.25,17,3.0,2.0,1,0,0,1,0,0,1,0
-340000000,1,59.55,6,205.0,340,2,91.48,340,3.0,1.0,1,0,0,1,0,0,0,1
-352000000,0,84.9746,17,323.0,242,3,115.9,83,3.0,2.0,1,0,0,1,0,0,0,1
-267000000,1,59.76,3,136.0,132,2,81.12,84,2.0,1.0,0,1,0,0,1,1,0,0
-690000000,1,50.38,4,2500.0,5040,124,50.38,710,2.0,1.0,0,1,0,0,1,0,0,1
-230000000,0,84.76,19,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,1,84.87,12,111.0,107,1,109.94,50,3.0,2.0,0,1,0,0,1,0,0,1
-324500000,0,84.9,22,774.0,544,2,114.92,155,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.985,5,432.0,423,7,109.28,122,3.0,2.0,0,1,0,0,1,0,0,1
-185000000,0,59.99,17,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-570000000,1,84.96,4,281.0,330,5,105.47,132,3.0,2.0,0,1,1,0,0,0,0,1
-56000000,0,42.75,16,236.0,713,7,62.72,357,2.0,1.0,0,1,0,0,1,0,0,1
-195000000,0,126.65,17,728.0,710,9,152.17,132,4.0,2.0,0,1,0,0,1,0,0,1
-255000000,0,106.3564,17,481.0,416,5,134.35,38,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,84.98299999999998,4,635.0,620,22,109.83,240,3.0,2.0,0,1,0,0,1,0,0,1
-377500000,1,59.99,14,386.0,323,3,80.96,153,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,76.53,5,207.0,202,2,96.67,22,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,1,84.9829,10,224.0,213,3,107.84,26,3.0,2.0,0,1,0,0,1,0,0,1
-275000000,0,84.98,6,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,1,59.99,2,1426.0,1332,20,79.34,133,3.0,2.0,0,1,0,0,1,0,0,1
-435000000,0,119.009,7,3958.0,2947,29,139.31,486,4.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,59.91,9,1050.0,1721,16,80.3,480,3.0,1.0,1,0,0,1,0,0,0,1
-132500000,0,83.58,1,165.0,204,2,103.76,14,3.0,2.0,0,1,0,0,1,0,1,0
-655000000,1,83.34,5,674.0,1320,14,108.82,62,3.0,1.0,0,1,1,0,0,0,1,0
-230000000,0,77.85,5,1500.0,1963,15,93.0,330,3.0,1.0,0,1,1,0,0,0,0,1
-190000000,1,84.92,12,259.0,408,3,98.26,150,3.0,2.0,0,1,0,0,1,0,0,1
-41000000,0,39.72,10,765.0,795,7,52.03,120,1.0,1.0,0,1,0,0,1,0,0,1
-559000000,0,120.6366,21,2733.0,1598,19,152.08,55,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,59.8,25,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-280000000,1,59.4,11,275.0,458,4,81.74,134,2.0,1.0,1,0,0,1,0,1,0,0
-1821500000,1,84.93,11,3893.0,2444,28,114.62,56,3.0,2.0,1,0,0,1,0,0,0,1
-262710000,0,100.7622,8,1888.0,1500,17,130.35,300,3.0,2.0,1,0,0,1,0,0,0,1
-150000000,0,59.9425,22,998.0,950,7,78.57,700,3.0,1.0,0,1,0,0,1,0,0,1
-95000000,0,39.95,17,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
-270000000,0,77.58,2,524.0,470,6,103.85,48,3.0,2.0,0,1,0,0,1,0,0,1
-294000000,1,84.92,4,347.0,488,6,103.92,413,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,81.83,13,168.0,129,1,100.5,68,3.0,1.0,0,1,0,0,1,0,0,1
-600000000,1,84.98,12,619.0,564,7,105.46,114,3.0,2.0,0,1,0,0,1,0,0,1
-209000000,0,84.88,14,2169.0,2181,15,106.48,694,3.0,2.0,0,1,1,0,0,0,0,1
-90000000,0,40.13,3,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
-1700000000,1,197.22,6,490.0,122,2,238.87,2,3.0,2.0,0,1,0,0,1,0,0,1
-129000000,1,45.9,7,2800.0,2830,23,60.78,180,2.0,1.0,1,0,0,1,0,0,0,1
-390000000,0,84.88799999999998,24,2381.0,1391,14,107.97,134,3.0,2.0,0,1,0,0,1,0,0,1
-335000000,1,59.76,9,937.0,1609,16,81.79,502,2.0,1.0,1,0,0,1,0,1,0,0
-315000000,1,59.92,5,186.0,166,4,81.72,35,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,0,59.84,17,1351.0,1127,11,78.37,108,3.0,1.0,0,1,0,0,1,0,0,1
-382000000,0,84.965,24,3958.0,2947,29,105.89,1464,3.0,2.0,0,1,0,0,1,0,0,1
-397000000,0,84.6528,8,1405.0,998,6,115.61,92,3.0,2.0,0,1,0,0,1,0,0,1
-332500000,1,59.99,12,2088.0,1634,28,78.94,105,3.0,2.0,0,1,0,0,1,1,0,0
-331000000,1,84.89,2,182.0,189,3,110.51,84,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,105.88,6,528.0,660,6,125.62,76,4.0,2.0,0,1,1,0,0,0,0,1
-325000000,1,43.79,10,430.0,839,7,62.51,410,2.0,1.0,1,0,0,1,0,1,0,0
-720000000,1,84.84,5,657.0,540,9,108.46,264,3.0,2.0,1,0,0,1,0,0,0,1
-197000000,1,59.95,4,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,84.869,13,129.0,102,2,104.53,45,3.0,2.0,0,1,0,0,1,0,0,1
-615000000,1,84.9,3,1453.0,1148,14,107.1,162,3.0,2.0,0,1,0,0,1,0,0,1
-390000000,1,59.97,11,412.0,373,7,76.13,40,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,49.94,7,676.0,2265,26,71.05,585,2.0,1.0,1,0,0,1,0,1,0,0
-700000000,1,81.83,10,168.0,129,1,100.5,68,3.0,1.0,0,1,0,0,1,0,0,1
-365000000,1,84.8,6,186.0,170,2,109.29,89,3.0,2.0,0,1,0,0,1,0,0,1
-125000000,0,84.64,3,134.0,209,1,103.93,60,3.0,1.0,0,1,0,0,1,0,0,1
-1140000000,1,84.99,29,7876.0,5563,65,109.47,46,3.0,2.0,1,0,0,1,0,0,0,1
-630000000,1,114.19,1,799.0,669,9,135.93,88,4.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,39.53,11,700.0,822,6,56.5,322,3.0,1.0,1,0,0,1,0,1,0,0
-140000000,0,84.87,13,117.0,235,2,100.38,162,3.0,2.0,0,1,0,0,1,0,0,1
-820000000,1,119.738,4,1239.0,963,14,151.3,86,4.0,2.0,0,1,0,0,1,0,0,1
-159000000,0,84.99,24,1989.0,1901,15,103.02,748,3.0,2.0,0,1,0,0,1,0,0,1
-900000000,1,84.99,20,7876.0,5563,65,109.2,1201,3.0,2.0,1,0,0,1,0,0,0,1
-1285000000,1,116.285,13,914.0,541,7,145.61,144,4.0,2.0,1,0,0,1,0,0,0,1
-186000000,0,59.816,8,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
-655000000,1,141.45,5,600.0,400,6,166.33,180,4.0,2.0,0,1,1,0,0,0,0,1
-92000000,1,39.6,7,272.0,840,4,51.55,360,2.0,1.0,1,0,0,1,0,1,0,0
-645000000,1,59.39,5,1285.0,2550,34,72.19,240,2.0,1.0,1,0,0,1,0,1,0,0
-680000000,1,73.91199999999998,18,660.0,580,6,95.56,44,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,59.9236,12,4580.0,3885,51,80.39,21,3.0,2.0,0,1,0,0,1,0,0,1
-758000000,1,84.81,13,545.0,545,5,103.86,485,3.0,2.0,1,0,0,1,0,0,0,1
-190000000,0,59.98,6,1427.0,1420,13,81.65,292,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,1,84.97,14,1602.0,1253,15,109.63,250,3.0,2.0,0,1,0,0,1,0,0,1
-100000000,0,59.82,3,550.0,552,3,81.95,247,3.0,1.0,0,1,0,0,1,0,0,1
-850000000,1,84.83,8,4900.0,3696,46,110.54,1404,3.0,2.0,1,0,0,1,0,0,0,1
-301950000,0,123.35,15,1180.0,761,17,151.26,180,4.0,2.0,0,1,0,1,0,0,0,1
-398000000,1,71.26,3,448.0,299,2,85.23,60,3.0,1.0,1,0,0,1,0,0,0,1
-250000000,0,84.985,9,612.0,1131,9,108.1,505,3.0,2.0,0,1,0,0,1,1,0,0
-139000000,0,84.76,14,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
-145000000,0,59.99,3,663.0,893,11,76.57,683,3.0,1.0,0,1,0,0,1,0,0,1
-655000000,1,84.96,5,75.0,108,2,105.92,40,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,101.93,18,1119.0,571,15,126.43,64,3.0,2.0,1,0,0,1,0,0,0,1
-147000000,0,101.92,9,248.0,240,3,124.18,30,4.0,2.0,0,1,0,0,1,0,0,1
-510000000,1,84.9,13,337.0,339,6,111.23,98,3.0,2.0,0,1,0,0,1,0,0,1
-422000000,1,47.94,10,783.0,1368,15,65.01,594,2.0,1.0,1,0,0,1,0,1,0,0
-365000000,1,84.99,2,708.0,823,5,102.93,339,3.0,2.0,0,1,0,0,1,0,0,1
-207000000,0,84.95,5,1599.0,1270,13,108.62,200,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,39.76,5,984.0,2547,18,52.16,387,2.0,1.0,1,0,0,1,0,1,0,0
-145000000,0,84.945,17,288.0,496,4,104.97,386,3.0,2.0,0,1,0,0,1,0,0,1
-248000000,1,59.99,6,421.0,440,6,82.65,122,3.0,1.0,1,0,0,1,0,1,0,0
-774000000,1,59.96,17,7712.0,5678,72,84.75,1150,3.0,2.0,1,0,0,1,0,0,0,1
-61000000,0,78.88,14,234.0,450,3,94.66,90,3.0,1.0,0,1,0,0,1,1,0,0
-365000000,1,78.941,9,211.0,199,3,99.39,86,3.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,59.845,11,175.0,171,1,92.32,78,3.0,1.0,0,1,0,0,1,1,0,0
-333350000,1,84.79,4,459.0,379,7,108.12,98,3.0,2.0,1,0,0,1,0,0,0,1
-195000000,0,59.445,21,997.0,957,12,73.77,430,3.0,1.0,1,0,0,1,0,0,0,1
-545000000,1,58.14,12,1016.0,1016,9,79.91,838,3.0,1.0,1,0,0,1,0,1,0,0
-198000000,0,84.97,8,153.0,128,1,105.92,128,3.0,2.0,0,1,0,0,1,0,0,1
-496500000,0,116.817,3,2269.0,1950,15,151.86,528,4.0,2.0,0,1,0,0,1,0,0,1
-598000000,1,84.85799999999998,5,1108.0,810,17,111.38,343,3.0,2.0,0,1,0,0,1,0,0,1
-223000000,1,45.77,14,286.0,910,13,63.64,120,1.0,1.0,1,0,0,1,0,1,0,0
-487000000,1,101.88,11,796.0,457,6,120.65,228,3.0,2.0,1,0,0,1,0,0,0,1
-113000000,0,59.98,3,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
-484000000,0,120.6366,15,2733.0,1598,19,152.08,55,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,59.82,1,200.0,390,4,81.76,390,3.0,1.0,0,1,0,0,1,1,0,0
-112000000,0,67.73,3,92.0,232,1,88.26,97,3.0,1.0,0,1,0,0,1,0,0,1
-830000000,1,92.24,12,937.0,495,3,131.23,79,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,0,84.96,11,77.0,180,1,102.66,60,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,41.3,7,1710.0,1710,10,57.15,0,2.0,1.0,0,1,1,0,0,1,0,0
-765000000,1,84.885,14,1209.0,919,14,106.64,250,3.0,2.0,1,0,0,1,0,0,0,1
-308000000,1,68.86,3,1120.0,2213,26,95.34,152,3.0,1.0,1,0,0,1,0,1,0,0
-178000000,0,121.05,19,200.0,252,2,151.56,40,4.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,129.37,11,457.0,478,4,153.8,84,4.0,2.0,1,0,0,1,0,0,0,1
-133000000,1,44.35,10,565.0,565,4,58.4,140,3.0,1.0,0,1,0,0,1,1,0,0
-263400000,0,84.8439,2,176.0,163,3,110.06,90,3.0,2.0,0,1,0,0,1,0,0,1
-173000000,0,74.6,10,1282.0,1166,10,95.44,340,3.0,1.0,0,1,0,0,1,0,0,1
-158000000,0,84.54,14,91.0,102,1,109.99,66,3.0,2.0,0,1,1,0,0,0,0,1
-191000000,0,84.76899999999998,12,2269.0,1950,15,116.38,781,3.0,2.0,0,1,0,0,1,0,0,1
-234000000,0,59.1416,16,3400.0,3160,30,81.9,195,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,1,59.91,11,374.0,470,5,85.56,102,3.0,1.0,1,0,0,1,0,1,0,0
-300000000,1,59.39,9,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
-410000000,0,119.6398,8,1761.0,1326,9,154.33,140,4.0,2.0,0,1,0,0,1,0,0,1
-183000000,0,84.94,13,495.0,714,7,102.94,714,3.0,1.0,0,1,0,0,1,0,0,1
-780000000,1,84.76,8,1359.0,1512,15,103.22,1512,3.0,2.0,1,0,0,1,0,0,0,1
-457500000,1,51.12,7,700.0,822,6,70.83,262,2.0,1.0,1,0,0,1,0,1,0,0
-260000000,0,84.98,15,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
-53000000,0,40.13,2,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
-120000000,0,59.61,3,231.0,307,2,81.87,157,2.0,1.0,0,1,0,0,1,0,0,1
-283000000,0,59.9074,16,1306.0,1011,13,85.67,159,3.0,2.0,0,1,0,0,1,0,0,1
-600000000,1,143.51,10,993.0,689,11,170.96,108,4.0,2.0,0,1,0,0,1,0,0,1
-108000000,0,59.73,18,226.0,273,3,79.34,124,3.0,1.0,0,1,0,0,1,0,0,1
-145000000,0,59.66,7,61.0,116,1,77.85,18,3.0,1.0,0,1,0,0,1,0,0,1
-334500000,1,84.705,4,1665.0,2017,22,105.19,805,3.0,2.0,0,1,0,0,1,0,0,1
-294500000,1,49.8,1,554.0,1004,6,70.18,494,2.0,1.0,1,0,0,1,0,1,0,0
-340000000,1,84.79,3,255.0,295,4,102.18,130,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,84.51,1,450.0,225,2,107.37,74,3.0,2.0,0,1,0,0,1,0,0,1
-890000000,1,84.97,24,1821.0,1129,13,113.66,108,3.0,2.0,1,0,0,0,1,0,0,1
-213000000,0,84.49,30,383.0,394,4,109.09,33,3.0,2.0,0,1,0,0,1,0,0,1
-1150000000,1,120.0,3,2100.0,2100,21,150.05,308,3.0,2.0,1,0,0,1,0,1,0,0
-468000000,1,59.75,14,1140.0,976,13,74.98,246,3.0,1.0,0,1,1,0,0,0,0,1
-400000000,1,84.8681,1,588.0,528,12,105.73,206,3.0,2.0,0,1,0,0,1,0,0,1
-138500000,0,84.5909,4,457.0,465,5,110.73,186,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,1,59.855,13,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
-520000000,0,125.4155,37,4599.0,2752,14,166.76,470,4.0,2.0,0,1,0,0,1,0,0,1
-208000000,1,59.34,9,3146.0,2810,25,76.73,770,3.0,1.0,0,1,0,0,1,1,0,0
-452000000,1,84.98,7,214.0,141,3,113.13,52,3.0,2.0,0,1,0,0,1,0,0,1
-453000000,1,159.28,14,574.0,574,7,182.73,28,5.0,2.0,0,1,0,0,1,0,0,1
-380000000,1,60.0,2,1064.0,813,9,81.63,244,3.0,2.0,0,1,0,0,1,0,0,1
-650000000,1,114.62,19,2615.0,2123,21,144.37,570,4.0,2.0,0,1,0,0,1,0,0,1
-103000000,0,49.73,19,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
-235430000,0,84.99,17,1066.0,690,4,107.13,58,3.0,2.0,0,1,0,0,1,0,0,1
-205200000,0,79.6526,1,1058.0,1028,13,101.13,274,3.0,2.0,0,1,0,0,1,0,0,1
-143000000,0,84.52,1,99.0,173,2,102.74,173,3.0,2.0,0,1,0,0,1,0,0,1
-435000000,0,147.52,10,857.0,375,14,180.12,40,4.0,2.0,1,0,0,1,0,0,0,1
-200000000,0,59.816,10,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
-505000000,1,84.96,13,5402.0,5387,49,106.86,792,3.0,2.0,0,1,1,0,0,0,0,1
-235000000,0,59.85,4,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
-336000000,0,59.91,9,1427.0,1420,13,81.56,116,3.0,1.0,0,1,0,0,1,0,0,1
-620000000,1,115.47,5,1353.0,960,17,137.88,888,4.0,2.0,0,1,1,0,0,0,0,1
-270000000,0,84.9807,14,1449.0,1256,16,113.0,60,3.0,2.0,0,1,0,0,1,0,0,1
-185000000,0,84.42,3,339.0,350,6,103.04,81,3.0,2.0,0,1,0,0,1,0,0,1
-180000000,1,69.26,11,286.0,465,4,85.16,30,3.0,1.0,0,1,0,0,1,0,0,1
-239000000,1,41.04,2,492.0,492,3,56.67,216,2.0,1.0,0,1,0,0,1,1,0,0
-580650000,0,179.4912,3,1693.0,862,8,221.16,52,5.0,2.0,0,1,0,0,1,0,0,1
-725000000,1,114.98,12,1011.0,837,10,143.33,90,4.0,2.0,0,1,0,0,1,0,1,0
-365000000,1,84.86,6,497.0,497,5,102.89,30,3.0,2.0,1,0,0,1,0,0,0,1
-547000000,1,84.97,22,470.0,367,6,106.66,1,3.0,2.0,0,1,0,0,1,0,0,1
-31000000,0,41.27,2,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
-307000000,1,33.06,30,1127.0,589,3,47.79,64,1.0,1.0,1,0,0,1,0,0,0,1
-300000000,0,84.91,4,231.0,230,3,113.25,230,3.0,2.0,0,1,0,0,1,0,0,1
-508000000,1,84.98,25,984.0,656,11,106.94,236,3.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,50.14,2,2455.0,3930,32,68.59,1120,2.0,1.0,1,0,0,1,0,1,0,0
-328000000,0,124.71,6,857.0,375,14,152.13,80,4.0,2.0,1,0,0,1,0,0,0,1
-305000000,1,84.91,15,463.0,390,4,109.71,0,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,84.87,14,4932.0,4509,31,109.64,986,3.0,2.0,0,1,1,0,0,0,0,1
-868870000,1,167.69,10,601.0,300,13,210.81,72,3.0,2.0,1,0,0,1,0,0,0,1
-459000000,1,84.98,4,827.0,684,11,115.61,457,3.0,2.0,0,1,0,0,1,0,0,1
-355000000,1,59.95,3,1126.0,864,22,75.88,180,3.0,2.0,0,1,0,0,1,0,0,1
-215000000,0,84.93,2,1187.0,1084,11,106.77,438,3.0,1.0,0,1,0,0,1,0,0,1
-368000000,1,84.9,6,659.0,579,8,110.87,266,3.0,2.0,0,1,0,0,1,0,0,1
-850000000,1,133.97,15,4596.0,3226,40,169.22,159,4.0,2.0,0,1,0,0,1,0,0,1
-280000000,0,131.07,1,2252.0,1895,17,157.42,338,4.0,2.0,0,1,0,0,1,0,0,1
-396000000,1,59.99,6,1426.0,1332,20,79.34,252,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,84.99,12,650.0,561,15,107.86,28,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,84.75,3,500.0,400,16,101.29,140,3.0,2.0,0,1,1,0,0,0,0,1
-390000000,1,59.89,2,912.0,912,8,76.96,330,2.0,1.0,1,0,0,0,1,1,0,0
-72500000,0,59.95,2,367.0,418,2,84.6,173,3.0,1.0,0,1,0,0,1,0,0,1
-900000000,1,96.48,9,1212.0,1212,12,103.57,220,3.0,1.0,1,0,0,1,0,1,0,0
-495000000,1,60.0,6,650.0,645,5,86.96,315,3.0,1.0,1,0,0,1,0,1,0,0
-455000000,1,84.93,3,706.0,600,8,108.05,162,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,33.06,25,1127.0,589,3,47.79,64,1.0,1.0,1,0,0,1,0,0,0,1
-130000000,0,84.75,8,200.0,199,1,108.26,88,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,0,49.82,7,1440.0,1780,16,67.69,320,2.0,1.0,0,1,0,0,1,1,0,0
-1150000000,1,130.93,5,1316.0,1316,21,152.51,658,4.0,2.0,1,0,0,1,0,0,0,1
-557000000,1,84.92,14,354.0,380,3,104.14,100,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,0,84.8734,18,1967.0,1758,19,110.61,477,3.0,2.0,1,0,0,1,0,0,0,1
-372000000,1,84.99,26,437.0,372,3,104.34,104,3.0,2.0,0,1,0,0,1,0,0,1
-166500000,0,59.8432,13,104.0,118,1,78.76,80,3.0,1.0,0,1,0,0,1,0,0,1
-312000000,1,70.52,5,500.0,579,6,91.3,225,3.0,1.0,0,1,1,0,0,1,0,0
-450000000,1,47.94,4,783.0,1368,15,65.01,0,2.0,1.0,1,0,0,1,0,1,0,0
-175000000,1,39.84,5,1650.0,1650,12,56.65,337,2.0,1.0,1,0,0,1,0,1,0,0
-570000000,0,126.9004,14,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
-331000000,1,60.0,3,659.0,579,8,78.35,131,3.0,1.0,0,1,0,0,1,0,0,1
-346000000,1,66.57300000000001,8,137.0,131,1,87.79,15,3.0,1.0,0,1,0,0,1,1,0,0
-270000000,1,84.94,5,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,1,46.75,13,1710.0,855,6,59.13,210,2.0,1.0,0,1,1,0,0,1,0,0
-199000000,0,84.91,15,830.0,1741,16,101.13,630,3.0,2.0,0,1,0,0,1,0,0,1
-408000000,1,84.87,13,1252.0,1668,18,105.99,1180,3.0,2.0,1,0,0,1,0,0,0,1
-335000000,1,59.25,15,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
-118900000,1,41.04,3,390.0,390,2,59.49,150,2.0,1.0,0,1,0,0,1,1,0,0
-505000000,1,114.752,19,2733.0,2197,30,140.05,511,4.0,2.0,0,1,0,0,1,0,0,1
-249000000,0,59.89,24,2252.0,1895,17,79.43,553,3.0,2.0,0,1,0,0,1,0,0,1
-330000000,1,84.9,3,209.0,200,2,102.28,52,3.0,1.0,0,1,0,0,1,0,0,1
-314000000,1,84.09,1,626.0,626,4,104.62,506,3.0,2.0,0,1,0,0,1,0,0,1
-598000000,1,84.99,23,1011.0,837,10,108.06,222,3.0,2.0,0,1,0,0,1,0,1,0
-650000000,1,114.72,2,815.0,700,10,140.6,189,4.0,2.0,0,1,0,0,1,0,0,1
-638000000,1,84.77,14,266.0,253,3,111.42,115,3.0,2.0,0,1,0,0,1,0,0,1
-125000000,0,59.95,15,367.0,418,2,84.6,173,3.0,1.0,0,1,0,0,1,0,0,1
-299000000,0,84.971,16,572.0,502,5,116.75,218,3.0,2.0,0,1,0,0,1,0,0,1
-164000000,1,53.16,1,4753.0,3169,30,73.43,605,2.0,1.0,0,1,0,0,1,1,0,0
-201500000,0,85.76,12,684.0,522,6,104.61,331,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,0,84.51,8,131.0,160,2,102.1,91,3.0,1.0,0,1,0,0,1,0,0,1
-250000000,1,58.01,3,1999.0,2856,32,80.17,616,2.0,1.0,1,0,0,1,0,1,0,0
-384500000,1,59.99,16,856.0,745,9,87.09,18,3.0,2.0,0,1,0,0,1,1,0,0
-73000000,0,80.32,1,113.0,216,2,96.7,38,3.0,1.0,0,1,0,0,1,0,0,1
-290000000,0,84.94,7,1690.0,1122,16,109.36,350,3.0,2.0,0,1,0,0,1,0,0,1
-315000000,0,78.9596,19,324.0,299,3,102.77,48,3.0,2.0,0,1,0,0,1,0,0,1
-570000000,0,93.041,21,3728.0,1631,3,136.19,46,2.0,2.0,0,1,0,0,1,0,0,1
-226000000,1,41.3,1,1710.0,1710,10,60.33,30,2.0,1.0,0,1,1,0,0,1,0,0
-860000000,1,84.99,9,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
-339940000,1,84.79,6,883.0,707,11,105.77,72,3.0,2.0,0,1,0,0,1,0,0,1
-385000000,1,84.4909,12,189.0,165,1,111.63,31,3.0,2.0,0,1,0,0,1,0,0,1
-478000000,1,84.12,9,137.0,140,1,113.59,84,3.0,2.0,0,1,0,0,1,1,0,0
-755000000,1,80.29,4,137.0,127,1,108.27,75,3.0,2.0,0,1,0,0,1,0,0,1
-518000000,1,59.67,10,2123.0,1696,7,85.02,386,2.0,1.0,0,1,1,0,0,1,0,0
-659000000,1,53.06,9,400.0,900,8,73.43,180,3.0,1.0,1,0,1,0,0,1,0,0
-455000000,1,114.3,22,2084.0,1830,16,141.81,482,4.0,2.0,0,1,0,0,1,0,0,1
-166000000,1,39.6,3,257.0,660,4,53.54,240,2.0,1.0,1,0,0,1,0,1,0,0
-358000000,1,59.93600000000001,16,848.0,758,15,74.87,339,3.0,1.0,0,1,0,0,1,0,0,1
-84000000,0,45.5,9,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
-190000000,0,84.97,6,100.0,140,2,103.93,126,3.0,2.0,0,1,0,0,1,0,0,1
-231500000,0,59.9011,20,1024.0,989,10,88.27,275,3.0,2.0,0,1,0,0,1,0,0,1
-500000000,1,84.96,5,175.0,150,2,106.36,150,3.0,2.0,0,1,0,0,1,0,0,1
-480000000,1,59.91,22,245.0,243,2,86.3,124,3.0,1.0,0,1,0,0,1,1,0,0
-1259460000,1,190.743,1,375.0,112,6,220.24,20,5.0,2.0,0,1,0,0,1,0,0,1
-250000000,0,117.95,25,955.0,894,5,139.52,200,4.0,2.0,0,1,0,0,1,0,0,1
-172200000,0,84.9788,3,785.0,499,9,109.37,245,3.0,2.0,0,1,0,0,1,0,0,1
-317500000,1,58.14,14,1016.0,1016,9,79.91,838,3.0,1.0,1,0,0,1,0,1,0,0
-249000000,1,49.93,10,1650.0,1650,12,71.0,492,3.0,1.0,1,0,0,1,0,1,0,0
-560000000,1,125.4,11,1152.0,1152,12,145.4,420,4.0,2.0,0,1,0,0,1,0,0,1
-169000000,0,84.95,18,631.0,680,1,117.1,76,3.0,2.0,0,1,0,0,1,0,0,1
-720000000,1,97.06,4,1267.0,1230,22,144.72,36,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,60.06,4,1425.0,998,10,76.88,538,2.0,1.0,0,1,0,0,1,1,0,0
-464000000,1,59.713,8,475.0,447,8,77.56,72,3.0,2.0,0,1,0,0,1,0,0,1
-160000000,0,84.6,5,245.0,245,6,97.33,30,3.0,2.0,0,1,0,0,1,0,0,1
-180500000,1,59.91,9,339.0,299,5,80.66,120,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,0,84.98,13,2276.0,1758,14,113.57,34,3.0,2.0,0,1,0,0,1,0,0,1
-150000000,1,45.55,7,676.0,2265,26,60.07,210,2.0,1.0,1,0,0,1,0,1,0,0
-566000000,0,196.858,2,2381.0,1391,14,239.88,147,5.0,2.0,0,1,0,0,1,0,0,1
-400000000,1,84.82,1,299.0,783,7,101.94,336,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,1,43.35,9,4753.0,3169,30,62.63,468,1.0,1.0,0,1,0,0,1,1,0,0
-390000000,1,84.741,7,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
-70000000,1,38.64,7,1402.0,2002,16,50.4,540,2.0,1.0,0,1,0,0,1,1,0,0
-1180000000,1,116.285,11,914.0,541,7,145.61,144,4.0,2.0,1,0,0,1,0,0,0,1
-638000000,0,89.49600000000002,30,3728.0,1631,3,133.45,1,3.0,2.0,0,1,0,0,1,0,0,1
-352000000,1,59.886,5,491.0,431,9,76.5,173,3.0,1.0,0,1,0,0,1,0,0,1
-805000000,1,84.98,8,1316.0,1316,21,102.27,364,3.0,1.0,1,0,0,1,0,0,0,1
-598000000,1,84.98,6,2780.0,2198,40,109.07,584,3.0,2.0,0,1,0,0,1,0,0,1
-210000000,1,84.85,3,195.0,130,1,106.47,1,3.0,2.0,0,1,0,0,1,0,0,1
-227000000,0,84.9902,17,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-510000000,1,81.14,15,277.0,555,7,89.29,105,2.0,1.0,1,0,0,1,0,1,0,0
-759000000,1,133.275,14,1002.0,859,11,165.96,46,4.0,2.0,0,1,0,0,1,0,0,1
-320000000,0,84.15,2,2050.0,2038,23,109.09,499,3.0,1.0,0,1,0,0,1,1,0,0
-898000000,1,84.99,23,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
-175000000,1,39.6,12,390.0,713,6,52.08,238,2.0,1.0,1,0,0,1,0,1,0,0
-680000000,1,114.76,8,877.0,895,9,138.86,252,4.0,2.0,0,1,0,0,1,0,0,1
-248000000,1,82.08,4,84.0,224,2,106.31,58,3.0,1.0,0,1,0,0,1,1,0,0
-190000000,1,34.44,7,297.0,1005,6,46.87,300,2.0,1.0,1,0,0,1,0,1,0,0
-399000000,1,77.41,12,304.0,288,2,105.65,43,3.0,2.0,0,1,0,0,1,0,0,1
-272000000,1,59.98,1,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
-92000000,0,59.98,12,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
-310000000,1,74.22,9,492.0,492,3,107.94,60,3.0,1.0,0,1,0,0,1,1,0,0
-275000000,0,59.816,10,2136.0,1424,19,75.27,660,3.0,1.0,1,0,0,1,0,1,0,0
-115000000,0,59.99,8,1849.0,1691,16,80.81,441,3.0,1.0,0,1,0,0,1,0,0,1
-414000000,0,145.918,25,2381.0,1391,14,179.62,93,4.0,2.0,0,1,0,0,1,0,0,1
-238500000,1,84.552,3,531.0,384,8,112.82,237,3.0,2.0,0,1,0,0,1,0,0,1
-296000000,1,59.59,15,1323.0,1114,14,84.14,162,3.0,1.0,0,1,0,0,1,0,0,1
-1200000000,1,116.39,12,300.0,408,4,126.25,192,3.0,2.0,1,0,0,1,0,0,0,1
-170000000,0,84.88799999999998,19,2381.0,1391,14,107.97,134,3.0,2.0,0,1,0,0,1,0,0,1
-66500000,0,48.51,16,640.0,640,4,66.94,640,2.0,1.0,0,1,0,0,1,1,0,0
-310000000,0,84.86,19,624.0,632,6,107.17,264,3.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,97.08,2,170.0,130,2,123.49,29,3.0,2.0,0,1,0,0,1,0,0,1
-529000000,1,84.89,11,1314.0,1162,7,112.39,352,3.0,2.0,0,1,1,0,0,0,0,1
-42500000,0,41.27,10,110.0,500,4,56.27,500,2.0,1.0,0,1,0,0,1,1,0,0
-195000000,0,85.76,1,684.0,522,6,104.61,331,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.74,14,877.0,725,10,80.73,37,3.0,2.0,0,1,0,0,1,0,0,1
-265000000,1,59.94,3,824.0,1236,10,81.41,192,2.0,1.0,0,1,0,0,1,1,0,0
-450000000,1,114.73,8,2088.0,1634,28,135.74,393,4.0,2.0,0,1,0,0,1,0,0,1
-367000000,1,59.98,15,1307.0,994,14,80.15,156,2.0,1.0,0,1,0,0,1,0,0,1
-1740000000,1,172.27,6,388.0,130,4,202.76,50,4.0,2.0,0,1,0,0,1,0,0,1
-345000000,1,58.96,8,246.0,367,2,80.24,225,3.0,1.0,0,1,0,0,1,1,0,0
-450000000,0,94.457,23,3728.0,1631,3,136.64,27,2.0,2.0,0,1,0,0,1,0,0,1
-236000000,1,51.84,5,774.0,1285,10,72.73,280,3.0,1.0,0,1,1,0,0,1,0,0
-250310000,0,113.9881,7,454.0,430,7,138.91,60,4.0,2.0,0,1,0,0,1,0,0,1
-369500000,1,84.9696,10,241.0,212,4,108.95,10,3.0,2.0,0,1,0,0,1,0,0,1
-167000000,0,84.94,16,728.0,710,9,107.83,254,3.0,2.0,0,1,0,0,1,0,0,1
-294000000,0,84.977,4,625.0,530,4,108.6,424,3.0,2.0,0,1,0,0,1,0,0,1
-665000000,1,84.85799999999998,12,1108.0,810,17,111.38,343,3.0,2.0,0,1,0,0,1,0,0,1
-300000000,0,84.5849,19,431.0,388,5,113.73,144,3.0,2.0,0,1,0,0,1,0,0,1
-399800000,1,84.89,10,274.0,232,5,113.15,165,3.0,2.0,0,1,0,0,1,0,0,1
-895000000,0,157.513,37,3728.0,1631,3,237.11,1,4.0,2.0,0,1,0,0,1,0,0,1
-705000000,1,59.88,8,4900.0,3696,46,84.7,740,3.0,2.0,1,0,0,1,0,0,0,1
-285000000,1,59.98,13,4804.0,3830,54,81.43,1195,3.0,2.0,0,1,0,0,1,0,0,1
-310000000,0,85.0,14,4515.0,2637,30,107.27,276,3.0,2.0,0,1,0,0,1,0,0,1
-303000000,1,84.77,10,320.0,317,3,101.16,38,3.0,2.0,0,1,0,0,1,0,0,1
-376000000,1,59.94,4,1535.0,1410,19,80.99,188,2.0,1.0,0,1,0,0,1,0,0,1
-330000000,1,59.94,5,1992.0,1601,14,77.68,476,3.0,1.0,0,1,0,0,1,0,0,1
-595000000,1,84.96,1,153.0,166,2,103.18,102,3.0,2.0,1,0,0,1,0,0,0,1
-255000000,0,72.18,8,215.0,431,2,92.29,87,3.0,1.0,0,1,0,0,1,0,0,1
-273000000,0,84.9807,6,1449.0,1256,16,113.0,60,3.0,2.0,0,1,0,0,1,0,0,1
-290000000,0,84.9999,18,524.0,470,6,113.18,25,3.0,2.0,0,1,0,0,1,0,0,1
-721000000,1,134.87,11,236.0,126,3,167.28,57,4.0,2.0,1,0,0,1,0,0,0,1
-120000000,0,41.54,9,3240.0,3060,33,55.37,1,2.0,1.0,0,1,1,0,0,1,0,0
-435000000,1,72.85,2,3012.0,2938,16,99.67,521,3.0,1.0,0,1,0,0,1,1,0,0
-99500000,0,59.67,8,1282.0,1166,10,79.28,400,2.0,1.0,0,1,0,0,1,0,0,1
-215000000,0,72.2103,20,1331.0,1395,9,97.3,185,3.0,2.0,0,1,0,0,1,0,1,0
-582000000,1,84.93,6,600.0,572,8,103.8,252,3.0,1.0,0,1,1,0,0,0,0,1
-520000000,1,84.69,6,97.0,150,1,102.54,150,3.0,2.0,0,1,1,0,0,0,0,1
-71000000,0,41.3,9,1600.0,1320,10,60.33,60,2.0,1.0,0,1,0,0,1,1,0,0
-850000000,0,160.63,26,616.0,299,2,203.33,64,4.0,2.0,0,1,0,0,1,0,0,1
-1300000000,1,123.673,23,1049.0,559,3,169.09,88,3.0,3.0,0,1,0,0,1,0,0,1
-600000000,1,84.87,9,293.0,258,6,110.15,172,3.0,2.0,0,1,0,0,1,0,0,1
-680000000,1,84.98,6,2657.0,2652,32,109.21,358,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,0,60.83,5,3240.0,3060,33,83.12,504,3.0,1.0,0,1,1,0,0,1,0,0
-130000000,0,59.8,18,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
-845000000,0,126.9004,49,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
-598000000,1,137.29,6,230.0,174,3,159.26,35,4.0,2.0,0,1,0,0,1,0,0,1
-295000000,1,84.96,15,169.0,165,1,111.28,60,3.0,2.0,0,1,0,0,1,0,0,1
-74500000,0,59.99,4,663.0,893,11,76.57,683,3.0,1.0,0,1,0,0,1,0,0,1
-248000000,1,59.4,20,1953.0,1992,16,83.98,464,3.0,1.0,1,0,0,1,0,1,0,0
-856000000,1,84.89,14,2173.0,2036,19,111.3,308,3.0,2.0,1,0,0,1,0,0,0,1
-700000000,1,84.99,25,2085.0,1592,15,104.38,542,3.0,2.0,0,1,1,0,0,0,0,1
-390000000,1,84.76,12,1352.0,1352,15,107.95,520,3.0,2.0,1,0,0,1,0,0,0,1
-66650000,0,37.62,5,104.0,400,3,52.32,225,2.0,1.0,0,1,0,0,1,1,0,0
-118000000,0,49.14,27,260.0,416,2,74.17,145,2.0,1.0,0,1,0,0,1,0,0,1
-310000000,1,84.09,2,2366.0,1971,28,105.32,394,3.0,2.0,0,1,0,0,1,0,0,1
-835000000,1,59.91,3,2530.0,1976,25,83.63,213,3.0,2.0,0,1,0,0,1,0,0,1
-620000000,1,84.99,9,1262.0,1220,10,110.64,485,3.0,2.0,0,1,1,0,0,0,0,1
-398000000,1,100.35,7,983.0,680,13,122.51,150,3.0,2.0,1,0,0,1,0,0,0,1
-400000000,1,59.91,6,245.0,243,2,86.3,124,3.0,1.0,0,1,0,0,1,1,0,0
-810000000,1,84.79,27,9766.0,6864,66,108.82,1762,3.0,2.0,1,0,0,1,0,0,0,1
-135000000,0,59.76,15,1673.0,1424,18,74.85,284,3.0,1.0,0,1,0,0,1,0,0,1
-104000000,0,84.96,24,651.0,937,6,104.15,643,3.0,2.0,0,1,0,0,1,0,0,1
-377000000,1,84.6,14,730.0,845,8,106.11,300,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,84.99,3,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
-44000000,0,42.98,5,250.0,270,8,42.98,270,2.0,1.0,0,1,0,0,1,0,0,1
-355000000,1,59.96,3,228.0,194,4,82.89,24,3.0,2.0,0,1,0,0,1,0,0,1
-395000000,1,59.99,10,1177.0,1074,16,82.87,514,3.0,2.0,0,1,0,0,1,0,0,1
-308000000,0,84.88799999999998,14,2381.0,1391,14,107.97,134,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,84.87,13,52.0,118,1,105.38,76,3.0,2.0,0,1,0,0,1,0,0,1
-232930000,0,84.99,14,1066.0,690,4,107.13,85,3.0,2.0,0,1,0,0,1,0,0,1
-610000000,1,109.5,8,469.0,600,6,127.79,90,4.0,2.0,1,0,0,1,0,0,0,1
-700000000,1,84.72,13,460.0,355,2,103.99,355,3.0,2.0,0,1,0,0,1,0,0,1
-431000000,1,84.89,6,530.0,412,14,108.83,195,3.0,2.0,1,0,0,1,0,0,0,1
-550000000,0,127.489,24,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
-335000000,1,83.66,1,477.0,477,5,100.85,218,3.0,1.0,0,1,0,0,1,0,0,1
-840000000,1,126.66,1,2085.0,1592,15,155.37,168,4.0,2.0,0,1,1,0,0,0,0,1
-386000000,0,132.49200000000002,3,2918.0,1536,18,157.01,84,4.0,2.0,0,1,0,0,1,1,0,0
-200000000,1,39.84,9,937.0,1609,16,54.53,534,2.0,1.0,1,0,0,1,0,1,0,0
-473000000,0,100.945,5,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,84.789,10,411.0,362,6,107.67,362,3.0,2.0,0,1,0,0,1,0,0,1
-80000000,0,82.094,1,282.0,296,2,106.48,239,3.0,1.0,0,1,0,0,1,0,0,1
-1455000000,1,50.64,4,2500.0,5040,124,56.2,1055,3.0,1.0,0,1,0,0,1,0,0,1
-503000000,1,84.87,15,3384.0,3404,35,104.58,1034,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,0,101.927,6,1026.0,792,6,135.54,180,3.0,2.0,0,1,0,0,1,0,0,1
-79800000,0,49.99,22,735.0,1116,13,69.24,194,2.0,1.0,0,1,0,0,1,1,0,0
-133000000,0,59.808,6,1592.0,1344,11,85.49,388,3.0,1.0,0,1,0,0,1,0,0,1
-205000000,1,35.38,8,168.0,168,3,51.0,83,1.0,1.0,0,1,0,0,1,1,0,0
-795000000,1,120.95,13,4890.0,3293,51,151.71,64,4.0,2.0,1,0,0,1,0,0,0,1
-258000000,0,84.99,21,2716.0,2302,24,107.86,1028,3.0,2.0,0,1,0,0,1,0,0,1
-131000000,0,84.86,15,155.0,322,1,110.42,64,3.0,1.0,0,1,0,0,1,0,0,1
-970000000,1,73.26,11,400.0,900,8,100.38,270,3.0,1.0,1,0,1,0,0,1,0,0
-119500000,1,41.3,6,1710.0,1710,10,57.15,750,1.0,1.0,0,1,1,0,0,1,0,0
-200000000,1,54.54,5,2000.0,2654,27,60.69,80,2.0,1.0,1,0,0,1,0,1,0,0
-438000000,0,84.77,30,9063.0,5239,48,112.34,790,3.0,2.0,0,1,0,0,1,0,0,1
-190000000,0,83.61,7,420.0,410,4,101.41,354,3.0,2.0,0,1,0,0,1,0,0,1
-77000000,0,59.97,8,931.0,953,8,83.31,439,2.0,1.0,0,1,0,0,1,1,0,0
-1150000000,1,100.92,13,479.0,309,4,132.48,100,4.0,2.0,1,0,0,1,0,0,0,1
-1085000000,1,84.96700000000001,30,1684.0,1119,9,113.23,256,3.0,2.0,1,0,0,1,0,0,0,1
-355000000,0,84.98,14,1616.0,1082,10,107.94,104,3.0,2.0,0,1,0,0,1,0,0,1
-365000000,0,84.76899999999998,17,2269.0,1950,15,116.38,781,3.0,2.0,0,1,0,0,1,0,0,1
-215000000,0,84.77,11,159.0,211,1,104.36,96,3.0,2.0,0,1,0,0,1,0,0,1
-1900000000,1,94.49,14,2454.0,1278,13,125.49,250,3.0,2.0,1,0,0,1,0,0,0,1
-890000000,1,59.96,3,3893.0,2444,28,86.97,238,3.0,2.0,1,0,0,1,0,0,0,1
-430000000,1,59.99,13,1306.0,1125,15,78.45,452,3.0,1.0,0,1,0,0,1,0,0,1
-520000000,1,84.95,1,758.0,758,6,108.31,757,3.0,2.0,1,0,0,1,0,0,0,1
-845000000,1,122.01,4,567.0,498,7,146.88,150,4.0,2.0,0,1,0,0,1,0,0,1
-190000000,1,59.71,14,1188.0,952,7,76.06,19,2.0,1.0,0,1,0,0,1,0,0,1
-96000000,1,49.77,11,2450.0,2462,16,72.73,4,3.0,1.0,0,1,0,1,0,1,0,0
-167000000,0,59.813,12,2651.0,1898,16,79.89,386,3.0,1.0,0,1,0,0,1,0,0,1
-365000000,1,39.53,14,1753.0,1753,11,56.4,640,2.0,1.0,1,0,0,1,0,1,0,0
-334500000,1,59.754,9,1678.0,1372,26,79.42,378,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,1,84.9,9,1323.0,1114,14,110.0,54,3.0,2.0,0,1,0,0,1,0,0,1
-347000000,0,84.98,4,3410.0,1926,29,110.88,432,3.0,2.0,0,1,0,0,1,0,0,1
-106500000,0,59.8889,20,1206.0,1176,13,78.96,786,3.0,2.0,0,1,0,0,1,0,0,1
-162000000,1,59.27,2,120.0,117,1,77.26,43,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,0,163.967,5,2918.0,1536,18,187.54,184,4.0,2.0,0,1,0,0,1,0,0,1
-412000000,1,59.6,5,1560.0,1247,24,86.77,306,3.0,2.0,0,1,0,0,1,0,0,1
-840000000,1,84.96,4,1356.0,1260,8,110.46,1260,3.0,1.0,1,0,0,1,0,1,0,0
-280000000,1,53.9,12,1625.0,2280,33,66.12,240,2.0,1.0,1,0,0,1,0,1,0,0
-140000000,0,84.992,6,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
-214000000,0,75.29,4,970.0,874,10,93.6,84,3.0,1.0,0,1,0,0,1,0,0,1
-295000000,0,84.977,4,503.0,301,5,106.42,19,3.0,2.0,0,1,0,0,1,0,0,1
-718500000,0,182.7637,24,2733.0,1598,19,230.41,165,4.0,2.0,0,1,0,0,1,0,0,1
-500000000,0,125.8297,19,333.0,284,4,159.1,1,4.0,2.0,0,1,0,0,1,0,0,1
-845000000,1,84.82,11,416.0,590,4,105.8,446,3.0,2.0,1,0,0,1,0,0,0,1
-189000000,0,84.96,3,2651.0,1898,16,107.55,396,3.0,2.0,0,1,0,0,1,0,0,1
-367000000,1,84.93,5,827.0,686,13,104.59,248,3.0,2.0,0,1,0,0,1,0,0,1
-950000000,1,74.4,2,1093.0,911,9,95.27,459,3.0,1.0,0,1,0,1,0,1,0,0
-272000000,1,49.94,13,4471.0,2634,21,71.02,480,2.0,1.0,1,0,0,1,0,0,0,1
-146000000,0,84.86,13,363.0,352,3,104.19,148,3.0,2.0,0,1,0,0,1,0,0,1
-118000000,0,49.8,25,287.0,387,2,65.64,281,2.0,1.0,0,1,0,0,1,1,0,0
-225000000,1,59.87,1,379.0,1192,8,84.11,60,3.0,1.0,0,1,1,0,0,1,0,0
-555000000,1,84.66,12,1299.0,1080,8,111.96,150,3.0,2.0,0,1,1,0,0,1,0,0
-298000000,1,59.76,7,407.0,456,3,80.53,209,2.0,1.0,1,0,0,1,0,0,0,1
-323200000,1,59.94,17,1215.0,1215,10,83.98,610,3.0,1.0,0,1,1,0,0,1,0,0
-390000000,1,84.58,3,329.0,306,6,110.6,168,3.0,2.0,0,1,0,0,1,0,0,1
-400000000,0,84.99700000000001,20,1306.0,1306,15,113.61,504,3.0,2.0,0,1,0,0,1,0,0,1
-590000000,1,104.99,12,716.0,324,2,131.17,8,3.0,2.0,0,1,0,0,1,0,0,1
-183500000,0,59.9115,8,4697.0,3462,49,81.59,314,3.0,2.0,0,1,0,0,1,0,0,1
-900000000,1,84.98,14,1442.0,990,15,106.52,346,3.0,2.0,1,0,0,1,0,0,0,1
-103680000,0,59.6054,15,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
-690000000,1,84.99,11,1239.0,963,14,111.29,142,3.0,2.0,0,1,0,0,1,0,0,1
-655000000,1,84.98,22,4596.0,3226,40,112.47,422,3.0,2.0,0,1,0,0,1,0,0,1
-1180000000,1,110.2,4,216.0,177,1,136.11,36,4.0,2.0,0,1,0,0,1,0,0,1
-400000000,0,110.9382,12,1213.0,840,6,141.87,140,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,59.9465,17,201.0,207,2,76.73,24,3.0,2.0,0,1,0,0,1,0,0,1
-320000000,1,84.96,12,271.0,264,2,107.48,18,3.0,2.0,0,1,0,0,1,0,1,0
-229000000,0,77.9555,29,431.0,388,5,102.59,108,3.0,2.0,0,1,0,0,1,0,0,1
-276500000,1,49.56,8,486.0,1624,10,69.98,414,3.0,1.0,1,0,0,1,0,1,0,0
-230000000,0,59.997,5,1314.0,1249,16,80.38,240,3.0,2.0,1,0,0,1,0,0,0,1
-870020000,1,120.81,14,345.0,140,2,163.64,39,3.0,2.0,0,1,0,0,1,0,0,1
-180500000,0,59.9094,4,468.0,451,4,84.99,116,3.0,2.0,0,1,0,0,1,0,0,1
-202500000,1,49.94,5,600.0,1944,16,70.35,486,2.0,1.0,1,0,0,1,0,1,0,0
-675000000,1,84.99,24,222.0,214,3,110.42,75,3.0,2.0,0,1,0,0,1,0,0,1
-487000000,1,102.7,2,2488.0,1244,28,126.48,492,4.0,2.0,1,0,0,1,0,0,0,1
-241000000,0,84.93,14,436.0,436,3,107.63,150,3.0,2.0,0,1,0,0,1,0,0,1
-213500000,1,43.2,5,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
-475500000,1,84.94,11,202.0,197,2,112.21,0,3.0,2.0,0,1,0,0,1,0,0,1
-3550000000,1,208.478,1,1732.0,600,32,268.54,3,6.0,3.0,0,1,0,0,1,0,1,0
-567000000,1,114.752,4,2733.0,2197,30,140.05,511,4.0,2.0,0,1,0,0,1,0,0,1
-890000000,1,76.79,1,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
-540000000,1,81.233,11,201.0,154,1,95.69,40,3.0,2.0,0,1,0,0,1,0,0,1
-58500000,0,49.42,14,340.0,720,5,69.02,720,2.0,1.0,0,1,0,0,1,1,0,0
-160000000,1,44.52,12,78.0,1800,10,59.2,1800,2.0,1.0,0,1,1,0,0,1,0,0
-1450000000,1,121.931,1,1335.0,713,11,142.15,313,4.0,2.0,1,0,0,1,0,0,0,1
-455000000,1,83.02,15,381.0,708,6,101.17,456,3.0,2.0,1,0,0,1,0,0,0,1
-500000000,1,84.88,15,802.0,860,8,108.75,209,3.0,2.0,0,1,0,0,1,0,0,1
-120000000,0,59.91,10,400.0,466,6,74.91,216,2.0,1.0,0,1,0,0,1,0,0,1
-530000000,1,84.96,12,506.0,400,6,107.15,324,3.0,2.0,0,1,0,0,1,0,0,1
-103500000,0,48.8,3,21.0,132,2,58.17,24,3.0,1.0,0,1,0,0,1,0,0,1
-197000000,1,39.82,5,893.0,2433,14,56.98,372,2.0,1.0,1,0,0,1,0,1,0,0
-3878340000,1,217.86,28,1504.0,230,2,299.48,33,4.0,3.0,0,1,0,0,1,0,0,1
-420000000,1,59.94,3,4329.0,5150,42,85.9,864,3.0,1.0,0,1,0,0,1,1,0,0
-420000000,1,59.92,10,2721.0,2002,25,82.27,709,3.0,1.0,0,1,0,0,1,0,0,1
-480000000,1,84.88,3,2123.0,1696,7,109.8,786,3.0,2.0,0,1,1,0,0,0,0,1
-380000000,1,59.91,4,105.0,111,1,83.17,47,3.0,1.0,0,1,0,0,1,1,0,0
-440000000,1,59.76,7,1803.0,1597,8,87.63,440,2.0,1.0,0,1,1,0,0,1,0,0
-204500000,0,84.7287,5,443.0,436,4,110.3,100,3.0,2.0,0,1,0,0,1,0,0,1
-237000000,1,51.48,7,2455.0,3930,32,72.81,1050,2.0,1.0,1,0,0,1,0,1,0,0
-362000000,1,84.166,6,158.0,139,2,109.61,15,3.0,2.0,0,1,0,0,1,0,0,1
-750000000,1,84.97,5,1077.0,1094,10,112.0,674,3.0,1.0,1,0,0,1,0,1,0,0
-150000000,1,41.04,7,492.0,492,3,56.67,216,2.0,1.0,0,1,0,0,1,1,0,0
-308000000,1,72.8129,16,436.0,342,4,99.17,38,3.0,2.0,0,1,0,0,1,0,0,1
-260000000,1,32.34,3,255.0,350,1,40.54,298,1.0,1.0,0,1,0,0,1,1,0,0
-530000000,1,93.05,12,274.0,232,5,126.99,21,3.0,2.0,0,1,0,0,1,0,0,1
-172500000,0,59.62,13,467.0,648,2,80.12,231,2.0,1.0,0,1,0,0,1,0,0,1
-635000000,1,84.98,2,461.0,401,4,111.32,101,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,84.928,15,562.0,417,6,107.87,274,3.0,2.0,0,1,0,0,1,0,0,1
-1720000000,1,84.43,10,5000.0,4424,28,115.54,11,4.0,2.0,1,0,0,1,0,1,0,0
-350000000,1,59.58,11,427.0,361,7,77.41,103,3.0,2.0,0,1,0,0,1,0,0,1
-350000000,1,84.99,10,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
-306000000,0,84.9891,1,382.0,239,3,110.56,53,3.0,2.0,0,1,0,0,1,0,0,1
-176000000,1,59.39,14,1196.0,2392,18,82.65,1080,2.0,1.0,1,0,0,1,0,1,0,0
-402000000,0,84.93,15,1552.0,1035,9,101.49,330,3.0,2.0,0,1,1,0,0,0,0,1
-458000000,1,84.806,4,576.0,503,10,111.24,208,3.0,2.0,0,1,0,0,1,0,0,1
-680000000,1,59.97,13,4113.0,2678,35,86.43,112,3.0,2.0,1,0,0,1,0,0,0,1
-171500000,0,53.76,7,424.0,424,4,70.6,92,2.0,1.0,0,1,0,0,1,1,0,0
-569000000,1,84.97,8,1208.0,844,10,112.33,228,3.0,2.0,0,1,0,0,1,0,0,1
-44000000,1,32.39,13,1500.0,2029,23,45.95,270,1.0,1.0,1,0,0,1,0,1,0,0
-480000000,1,71.64,10,873.0,1860,26,88.99,1179,3.0,1.0,1,0,0,1,0,0,0,1
-485000000,1,84.87799999999999,19,1054.0,886,11,110.77,250,3.0,2.0,0,1,0,0,1,0,0,1
-249000000,0,84.86,4,672.0,672,13,95.52,120,3.0,2.0,0,1,1,0,0,0,0,1
-200000000,1,31.0,4,438.0,438,2,42.84,79,2.0,1.0,0,1,1,0,0,1,0,0
-719000000,1,84.76,4,214.0,214,2,97.75,50,3.0,1.0,1,0,0,1,0,0,0,1
-380000000,1,84.97,3,330.0,660,5,100.62,360,3.0,2.0,1,0,0,1,0,0,0,1
-650000000,1,84.99,15,4418.0,2603,37,111.24,383,3.0,2.0,1,0,0,1,0,0,0,1
-280000000,1,64.66,9,902.0,919,7,87.3,284,2.0,1.0,0,1,0,0,1,1,0,0
-655000000,1,84.75,8,200.0,179,1,106.64,71,3.0,2.0,1,0,0,1,0,0,0,1
-278000000,1,84.99,16,1641.0,2336,16,105.15,616,3.0,2.0,1,0,0,1,0,0,0,1
-620000000,1,121.987,12,81.0,120,1,142.56,45,4.0,2.0,0,1,1,0,0,0,0,1
-498000000,1,84.79,4,883.0,707,11,105.77,72,3.0,2.0,0,1,0,0,1,0,0,1
-189000000,1,39.96,10,893.0,2433,14,57.07,451,2.0,1.0,1,0,0,1,0,1,0,0
-610000000,1,84.98,1,263.0,178,5,106.26,72,3.0,2.0,0,1,0,0,1,0,0,1
-125000000,1,49.77,5,459.0,602,7,70.41,345,2.0,1.0,0,1,1,0,0,1,0,0
-660000000,1,84.85799999999998,13,1108.0,810,17,109.08,49,3.0,2.0,0,1,0,0,1,0,0,1
-625000000,1,84.985,13,507.0,391,6,109.44,225,3.0,2.0,0,1,0,0,1,0,0,1
-246000000,1,59.4,15,1704.0,2340,18,79.34,324,3.0,1.0,1,0,0,0,1,1,0,0
-389000000,1,84.97,13,2772.0,3322,32,113.67,876,3.0,2.0,0,1,0,0,1,0,0,1
-388000000,1,84.85,2,360.0,1980,12,100.99,60,3.0,2.0,1,0,0,1,0,0,0,1
-180000000,0,72.87,4,830.0,1741,16,86.76,346,3.0,1.0,0,1,0,0,1,0,0,1
-145000000,1,44.52,14,1402.0,2002,16,59.2,540,2.0,1.0,0,1,0,0,1,1,0,0
-289000000,0,84.99,2,932.0,841,29,112.25,135,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,0,84.98,7,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-544000000,0,84.6389,9,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-1500000000,1,84.99,19,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
-170000000,0,40.13,1,84.0,700,16,45.96,1,2.0,1.0,0,1,0,0,1,0,0,1
-275000000,1,84.741,17,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
-335000000,1,73.68,9,1400.0,1400,13,92.43,240,3.0,1.0,0,1,1,0,0,1,0,0
-280000000,1,59.08,2,593.0,363,5,70.07,30,2.0,1.0,1,0,0,1,0,0,0,1
-645000000,1,83.34,4,674.0,1320,14,108.82,62,3.0,1.0,0,1,1,0,0,0,1,0
-695000000,1,59.74,4,1129.0,945,16,79.1,138,3.0,2.0,0,1,0,0,1,0,0,1
-164000000,0,84.99,3,241.0,201,2,109.09,16,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,1,59.9,6,463.0,417,7,80.85,51,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,106.65,4,654.0,768,10,127.76,66,4.0,2.0,0,1,0,0,1,1,0,0
-610000000,1,71.4,11,1879.0,3100,34,93.2,390,3.0,1.0,1,0,0,1,0,1,0,0
-795000000,1,122.43,8,351.0,258,5,148.17,36,4.0,2.0,0,1,0,0,1,0,0,1
-62000000,0,30.49,9,265.0,512,1,40.83,270,1.0,1.0,0,1,0,0,1,0,0,1
-415000000,1,70.49,13,285.0,365,1,101.38,52,2.0,2.0,0,1,0,0,1,0,0,1
-235000000,1,59.86,10,82.0,127,1,81.48,110,3.0,1.0,0,1,0,0,1,1,0,0
-580000000,1,59.4,17,551.0,461,4,82.8,207,3.0,1.0,0,1,0,0,1,1,0,0
-460000000,1,84.84,15,486.0,423,6,109.7,79,3.0,2.0,0,1,0,0,1,0,0,1
-580000000,1,134.95,15,1762.0,1495,18,162.82,174,4.0,2.0,0,1,0,0,1,0,0,1
-390000000,1,59.82,28,2085.0,1592,15,85.95,354,3.0,1.0,0,1,1,0,0,1,0,0
-500000000,1,84.87,18,1351.0,1300,12,108.4,559,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,1,32.8,13,243.0,1376,8,48.73,144,2.0,1.0,0,1,1,0,0,1,0,0
-547500000,1,84.98,3,173.0,159,3,107.95,100,3.0,2.0,0,1,0,0,1,0,0,1
-413000000,1,84.95,2,198.0,150,2,106.29,85,3.0,2.0,0,1,0,0,1,0,0,1
-147000000,1,68.86,1,600.0,1944,16,96.8,312,3.0,1.0,1,0,0,1,0,1,0,0
-645000000,1,114.62,11,2615.0,2123,21,144.37,570,4.0,2.0,0,1,0,0,1,0,0,1
-275000000,0,59.676,13,1277.0,1110,13,92.16,146,3.0,2.0,0,1,0,0,1,0,0,1
-370000000,1,59.99,8,1651.0,1122,22,79.98,254,3.0,2.0,0,1,0,0,1,0,0,1
-1880000000,1,164.46,1,937.0,496,9,210.7,30,4.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,114.93,14,517.0,499,5,142.34,1,4.0,2.0,0,1,0,0,1,0,0,1
-382500000,1,84.87,11,4932.0,4509,31,109.64,986,3.0,2.0,0,1,1,0,0,0,0,1
-635000000,1,42.55,5,1136.0,2841,58,42.55,1580,2.0,1.0,0,1,0,0,1,0,0,1
-1120000000,1,136.325,8,4494.0,4494,56,158.84,1416,4.0,2.0,1,0,0,1,0,0,0,1
-1320000000,1,84.96700000000001,11,1684.0,1119,9,113.42,58,3.0,1.0,1,0,0,1,0,0,0,1
-255000000,1,55.77,11,254.0,230,2,81.79,56,3.0,1.0,0,1,0,0,1,1,0,0
-123700000,0,59.99,8,481.0,799,6,79.59,494,3.0,1.0,1,0,0,1,0,0,0,1
-415000000,1,84.97,20,2772.0,3322,32,113.67,876,3.0,2.0,0,1,0,0,1,0,0,1
-510000000,1,84.04899999999998,8,1257.0,977,12,104.2,302,3.0,2.0,0,1,0,0,1,0,0,1
-130000000,0,39.95,14,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
-275000000,1,73.08,11,1400.0,1400,13,96.07,412,3.0,1.0,0,1,1,0,0,1,0,0
-300000000,1,84.6,2,234.0,285,3,107.17,140,3.0,2.0,0,1,0,0,1,0,0,1
-189000000,1,35.44,2,565.0,565,4,46.51,140,2.0,1.0,0,1,0,0,1,1,0,0
-595000000,0,118.56,12,1915.0,987,13,147.13,116,4.0,2.0,0,1,0,0,1,0,1,0
-755000000,1,83.7,11,400.0,900,8,114.72,270,3.0,1.0,1,0,1,0,0,1,0,0
-155000000,1,49.94,10,1999.0,2856,32,72.95,360,2.0,1.0,1,0,0,1,0,1,0,0
-899900000,1,114.9,6,1365.0,964,12,141.72,302,4.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,54.94,5,617.0,1352,12,75.55,834,2.0,1.0,1,0,0,1,0,1,0,0
-430000000,0,144.48,7,1578.0,922,9,178.06,100,4.0,2.0,0,1,0,0,1,0,0,1
-180000000,1,39.98,15,308.0,2934,21,58.75,228,2.0,1.0,1,0,0,1,0,1,0,0
-66500000,0,49.94,14,1600.0,1320,10,72.95,180,2.0,1.0,0,1,0,0,1,1,0,0
-295000000,1,59.86,10,1691.0,1317,6,81.69,230,3.0,1.0,0,1,1,0,0,1,0,0
-416000000,1,83.805,9,1400.0,1400,13,110.17,206,3.0,1.0,0,1,1,0,0,1,0,0
-415000000,1,84.96,3,819.0,772,2,107.96,101,3.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,59.34,14,371.0,479,2,86.27,188,3.0,1.0,0,1,0,0,1,0,0,1
-230000000,0,134.4,4,550.0,552,3,159.63,92,4.0,2.0,0,1,0,0,1,0,0,1
-286000000,1,59.96,9,205.0,274,4,79.01,104,3.0,1.0,0,1,0,0,1,1,0,0
-870000000,1,84.99,10,7876.0,5563,65,109.51,29,3.0,2.0,1,0,0,1,0,0,0,1
-482000000,1,59.983,3,2185.0,1622,22,79.65,328,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,59.94,5,3940.0,3003,25,82.42,145,2.0,1.0,0,1,0,0,1,0,0,1
-50250000,0,27.36,23,220.0,448,1,42.98,107,1.0,1.0,0,1,0,0,1,0,0,1
-285000000,1,33.18,10,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
-330000000,1,84.93,13,827.0,686,13,104.59,248,3.0,2.0,0,1,0,0,1,0,0,1
-425000000,1,84.88,10,530.0,448,7,107.09,402,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,39.98,1,308.0,2934,21,58.75,228,2.0,1.0,1,0,0,1,0,1,0,0
-160000000,1,59.73,9,240.0,215,2,80.94,73,3.0,1.0,0,1,0,0,1,1,0,0
-548000000,1,114.96,23,618.0,508,5,142.63,176,4.0,2.0,1,0,0,1,0,0,0,1
-410000000,1,111.69,19,561.0,561,2,131.81,148,4.0,2.0,0,1,1,0,0,0,0,1
-245000000,1,59.4,19,1953.0,1992,16,83.98,464,3.0,1.0,1,0,0,1,0,1,0,0
-128000000,0,59.98,16,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
-145000000,0,84.9,25,318.0,420,4,107.0,240,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,1,84.87,6,293.0,258,6,110.15,172,3.0,2.0,0,1,0,0,1,0,0,1
-305000000,1,59.73,10,529.0,423,4,77.54,187,3.0,1.0,0,1,0,0,1,0,0,1
-205000000,1,39.78,2,1800.0,3481,25,56.12,479,2.0,1.0,1,0,0,1,0,1,0,0
-360000000,1,59.97,6,242.0,434,4,81.64,210,2.0,1.0,0,1,0,0,1,1,0,0
-430000000,1,54.81,6,2300.0,2400,18,76.44,495,3.0,1.0,0,1,1,0,0,1,0,0
-358000000,0,59.5925,17,194.0,168,3,82.5,116,2.0,1.0,1,0,0,1,0,0,0,1
-210000000,0,84.99,11,3776.0,3382,35,107.48,850,3.0,2.0,0,1,0,0,1,0,0,1
-460000000,1,59.93,14,1204.0,712,12,77.58,53,3.0,1.0,0,1,0,0,1,0,0,1
-265000000,1,59.2,6,2123.0,2136,17,76.58,90,2.0,1.0,1,0,0,1,0,1,0,0
-75140000,0,59.075,3,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
-215000000,1,59.73,15,502.0,845,8,81.33,389,3.0,1.0,1,0,0,1,0,1,0,0
-257000000,1,59.88,1,194.0,202,2,77.35,32,3.0,2.0,0,1,0,0,1,0,0,1
-318000000,0,84.98,24,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-318000000,1,59.57,15,2504.0,1983,26,80.22,828,3.0,1.0,0,1,0,0,1,0,0,1
-310000000,1,84.84,13,794.0,671,8,106.21,207,3.0,2.0,0,1,0,0,1,0,0,1
-104500000,0,59.816,4,500.0,477,6,75.63,102,3.0,1.0,1,0,0,1,0,0,0,1
-242500000,0,85.0,3,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-197330000,0,84.9902,13,4697.0,3462,49,111.19,1534,3.0,2.0,0,1,0,0,1,0,0,1
-805000000,1,59.95,14,9766.0,6864,66,86.85,600,3.0,2.0,1,0,0,1,0,0,0,1
-630000000,1,60.0,11,650.0,645,5,86.96,315,3.0,1.0,1,0,0,1,0,1,0,0
-620000000,0,147.69,32,749.0,290,1,173.84,148,4.0,2.0,0,1,0,0,1,0,0,1
-320210000,0,116.8112,7,766.0,464,7,149.42,150,4.0,2.0,1,0,0,1,0,0,0,1
-440000000,1,59.88,11,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
-352000000,1,59.96,1,411.0,366,6,79.46,168,3.0,2.0,0,1,0,0,1,0,0,1
-59000000,0,44.87,17,1383.0,640,5,64.9,640,2.0,1.0,0,1,0,0,1,1,0,0
-700000000,1,134.9883,7,2697.0,1653,29,171.13,150,4.0,2.0,0,1,0,0,1,0,0,1
-234000000,1,59.34,7,407.0,930,8,75.37,270,3.0,1.0,1,0,0,1,0,1,0,0
-502000000,1,84.95,20,489.0,220,2,104.55,10,3.0,2.0,0,1,0,0,1,0,0,1
-234850000,0,84.9788,2,785.0,499,9,109.37,245,3.0,2.0,0,1,0,0,1,0,0,1
-256000000,1,50.14,11,2455.0,3930,32,68.59,1120,2.0,1.0,1,0,0,1,0,1,0,0
-138000000,0,84.99,7,3776.0,3382,35,104.76,500,3.0,2.0,0,1,0,0,1,0,0,1
-253000000,1,72.41,11,320.0,317,3,88.5,1,3.0,1.0,0,1,0,0,1,0,0,1
-380000000,1,84.78,3,120.0,140,2,106.94,81,3.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,84.988,5,753.0,635,15,107.64,396,3.0,2.0,0,1,0,0,1,0,0,1
-108000000,0,42.3,2,460.0,460,12,49.5,460,3.0,1.0,0,1,0,0,1,0,0,1
-409000000,1,59.89,15,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
-410000000,1,68.46,4,540.0,407,7,80.6,45,3.0,2.0,0,1,0,0,1,0,0,1
-520000000,1,134.94,15,959.0,492,12,158.52,197,4.0,2.0,1,0,0,1,0,0,0,1
-285000000,1,55.32,17,266.0,247,4,74.19,105,3.0,1.0,0,1,0,0,1,1,0,0
-393000000,1,74.94,12,243.0,213,4,97.76,36,3.0,2.0,0,1,0,0,1,0,0,1
-337000000,1,84.91,13,1096.0,1017,11,108.11,334,3.0,2.0,0,1,1,0,0,0,0,1
-337000000,1,59.94,15,3060.0,2412,31,82.67,545,3.0,1.0,0,1,0,0,1,0,0,1
-240000000,1,44.64,22,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
-675000000,1,84.98,15,2024.0,1142,14,113.15,186,3.0,2.0,1,0,0,1,0,0,0,1
-1250000000,1,112.5,3,217.0,142,3,137.37,10,4.0,2.0,0,1,0,0,1,0,0,1
-95000000,0,67.97,1,359.0,576,6,86.63,576,3.0,1.0,0,1,0,0,1,0,0,1
-88000000,0,72.87,2,830.0,1741,16,86.76,346,3.0,1.0,0,1,0,0,1,0,0,1
-64000000,0,48.598,13,423.0,476,2,72.0,114,2.0,1.0,0,1,0,0,1,1,0,0
-303000000,1,73.18,1,332.0,340,13,86.81,170,3.0,1.0,1,0,0,1,0,0,0,1
-599000000,1,84.97,14,3310.0,2517,42,107.49,116,3.0,2.0,1,0,0,1,0,0,0,1
-70680000,0,59.6,16,325.0,402,2,80.38,96,3.0,1.0,0,1,0,0,1,0,0,1
-520000000,1,84.822,13,1401.0,1444,11,106.94,429,3.0,2.0,0,1,1,0,0,0,0,1
-650000000,1,84.97,12,512.0,1056,10,106.3,636,3.0,2.0,0,1,0,0,1,0,0,1
-313000000,0,84.9171,12,1875.0,1156,10,110.81,307,3.0,2.0,0,1,0,0,1,0,0,1
-186000000,0,84.77,23,1721.0,1374,17,107.7,344,3.0,2.0,0,1,0,0,1,0,0,1
-53330000,0,32.25,16,178.0,432,1,44.0,45,1.0,1.0,0,1,1,0,0,1,0,0
-428000000,1,59.15,20,338.0,457,1,77.96,39,1.0,1.0,1,0,0,1,0,1,0,0
-310000000,1,75.02,8,371.0,742,6,93.51,382,3.0,1.0,1,0,0,1,0,0,0,1
-73000000,0,47.34,4,220.0,160,4,56.96,15,1.0,1.0,0,1,0,0,1,0,0,1
-400000000,1,84.93,10,371.0,366,5,108.43,210,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,0,84.99,14,260.0,416,2,107.67,116,3.0,2.0,0,1,0,0,1,0,0,1
-155000000,0,59.85,2,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
-363000000,1,59.76,21,1803.0,1597,8,87.63,440,2.0,1.0,0,1,1,0,0,1,0,0
-121000000,0,61.85,11,132.0,270,2,77.4,45,2.0,1.0,0,1,0,0,1,0,0,1
-720000000,1,131.85,3,250.0,123,3,167.39,102,4.0,2.0,1,0,0,1,0,0,0,1
-580000000,1,84.99,14,1011.0,837,10,108.06,222,3.0,2.0,0,1,0,0,1,0,1,0
-140000000,1,59.94,13,293.0,271,2,85.17,126,3.0,1.0,0,1,0,0,1,1,0,0
-250000000,0,134.82,13,994.0,868,10,162.2,96,4.0,2.0,0,1,0,0,1,0,0,1
-265000000,1,57.63,6,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
-335000000,1,83.21,4,1930.0,1482,9,107.43,670,3.0,2.0,0,1,0,0,1,0,0,1
-420000000,0,84.97200000000002,28,1174.0,680,7,113.06,116,3.0,2.0,0,1,0,0,1,0,1,0
-474000000,1,84.98,1,1525.0,1281,11,109.36,441,3.0,2.0,0,1,0,0,1,0,0,1
-394000000,0,84.6389,13,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-383000000,1,27.68,8,7876.0,5563,65,42.28,124,1.0,1.0,1,0,0,1,0,0,0,1
-240000000,1,59.94,1,3940.0,3003,25,82.42,145,2.0,1.0,0,1,0,0,1,0,0,1
-400000000,1,115.53,7,902.0,919,7,138.21,84,4.0,2.0,0,1,0,0,1,0,0,1
-249000000,1,49.77,6,459.0,602,7,70.41,345,2.0,1.0,0,1,1,0,0,1,0,0
-515000000,1,84.90799999999999,5,779.0,655,5,109.49,339,3.0,2.0,0,1,0,0,1,0,0,1
-1952000000,1,145.83,12,1824.0,805,7,178.76,386,3.0,2.0,1,0,0,1,0,0,0,1
-55200000,0,27.36,10,220.0,448,1,42.98,107,1.0,1.0,0,1,0,0,1,0,0,1
-245000000,1,59.56,1,300.0,254,2,88.58,18,3.0,1.0,0,1,0,0,1,1,0,0
-270000000,1,59.34,2,1239.0,1676,21,82.99,256,3.0,1.0,1,0,0,1,0,0,1,0
-380000000,1,82.65,5,88.0,176,2,109.69,99,3.0,1.0,0,1,0,0,1,1,0,0
-91500000,0,59.98,13,547.0,928,9,74.8,2,3.0,1.0,1,0,0,1,0,1,0,0
-800000000,1,131.4,11,1200.0,540,6,154.17,540,4.0,2.0,1,0,0,1,0,0,0,1
-550000000,0,129.64,4,1915.0,987,13,161.17,64,4.0,2.0,0,1,0,0,1,0,1,0
-145000000,1,44.89,1,840.0,840,5,59.04,150,2.0,1.0,0,1,1,0,0,0,0,1
-790000000,1,141.515,10,1230.0,1222,15,168.22,280,5.0,2.0,0,1,1,0,0,0,0,1
-85000000,0,59.9,1,320.0,511,4,83.6,367,3.0,1.0,0,1,0,0,1,1,0,0
-617000000,1,116.94,14,567.0,378,5,137.44,168,4.0,2.0,1,0,0,1,0,0,0,1
-296000000,1,84.82,8,434.0,619,3,102.69,55,3.0,2.0,0,1,0,0,1,0,1,0
-350000000,0,85.0,3,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
-560000000,1,82.19,18,749.0,468,6,105.39,85,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,1,50.2,13,692.0,807,8,60.95,82,2.0,1.0,0,1,0,0,1,1,0,0
-110000000,1,45.563,7,488.0,488,2,61.5,126,2.0,1.0,0,1,1,0,0,1,0,0
-365000000,0,84.9341,24,330.0,298,3,120.2,198,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,1,84.86,19,4804.0,3830,54,111.31,292,3.0,2.0,0,1,0,0,1,0,0,1
-335000000,0,84.977,26,625.0,530,4,108.6,424,3.0,2.0,0,1,0,0,1,0,0,1
-205000000,0,84.9471,16,327.0,315,5,113.14,1,3.0,2.0,0,1,0,0,1,0,0,1
-174000000,0,59.91,14,735.0,1116,13,81.29,490,3.0,1.0,0,1,0,0,1,1,0,0
-330000000,1,59.99800000000001,3,671.0,600,7,83.24,124,3.0,2.0,0,1,0,0,1,0,0,1
-179000000,0,84.975,8,313.0,480,3,102.46,168,3.0,2.0,0,1,0,0,1,0,0,1
-72800000,0,84.6,21,156.0,273,1,107.0,42,4.0,2.0,0,1,0,0,1,0,0,1
-201000000,0,59.6572,25,453.0,466,3,81.09,191,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,1,49.94,4,823.0,2646,28,69.05,270,2.0,1.0,1,0,0,1,0,1,0,0
-493000000,1,47.25,20,757.0,1382,16,63.18,330,2.0,1.0,1,0,0,1,0,1,0,0
-843000000,1,84.92,6,678.0,530,8,107.71,157,3.0,2.0,1,0,0,1,0,0,0,1
-129000000,1,36.16,5,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
-164500000,0,111.74,16,3776.0,3382,35,136.38,348,4.0,2.0,0,1,0,0,1,0,0,1
-419000000,1,59.47,3,188.0,174,2,74.55,69,3.0,1.0,0,1,1,0,0,1,0,0
-1040000000,1,101.45,24,937.0,495,3,143.77,79,3.0,2.0,0,1,0,0,1,0,0,1
-1000000000,1,108.68,9,744.0,744,10,131.05,144,4.0,2.0,1,0,0,1,0,0,0,1
-213000000,1,58.01,4,2123.0,2136,17,80.26,264,2.0,1.0,1,0,0,1,0,1,0,0
-196000000,0,84.88,25,2169.0,2181,15,106.48,694,3.0,2.0,0,1,1,0,0,0,0,1
-347500000,1,59.34,17,228.0,297,3,75.76,104,3.0,1.0,0,1,0,0,1,0,0,1
-275000000,1,59.89,10,748.0,719,9,81.42,36,3.0,1.0,0,1,0,0,1,1,0,0
-380000000,1,84.88,15,255.0,225,4,109.88,225,3.0,2.0,0,1,0,0,1,0,0,1
-302000000,1,59.79,4,142.0,150,1,85.95,70,4.0,1.0,0,1,0,0,1,1,0,0
-340000000,1,74.895,18,211.0,124,1,98.02,23,3.0,2.0,0,1,0,0,1,0,0,1
-415000000,0,166.578,16,1578.0,922,9,202.5,196,4.0,2.0,0,1,0,0,1,0,0,1
-605000000,1,101.83,13,513.0,330,13,128.78,136,3.0,2.0,1,0,0,1,0,0,0,1
-140000000,0,59.85,14,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
-790000000,1,81.84,12,400.0,271,4,102.47,7,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,1,56.83,3,414.0,377,9,74.13,152,3.0,2.0,0,1,0,0,1,0,0,1
-90000000,0,84.81,11,584.0,730,5,105.79,490,3.0,2.0,0,1,0,0,1,0,0,1
-610000000,1,119.1731,22,3210.0,2061,25,154.44,422,4.0,2.0,0,1,0,0,1,0,0,1
-110000000,0,73.805,11,600.0,600,6,88.99,90,3.0,1.0,0,1,1,0,0,0,0,1
-335000000,1,77.41,8,304.0,288,2,105.65,43,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,1,44.1,9,241.0,630,5,60.39,630,2.0,1.0,0,1,0,0,1,1,0,0
-390000000,1,50.54,11,2968.0,3710,33,71.83,1120,3.0,1.0,0,1,1,0,0,1,0,0
-268000000,0,71.6577,7,1309.0,1048,11,98.36,277,3.0,2.0,0,1,0,0,1,0,0,1
-184000000,0,59.78,17,355.0,355,2,78.12,276,2.0,1.0,0,1,0,0,1,0,0,1
-650000000,1,84.82,1,416.0,590,4,105.81,0,3.0,2.0,1,0,0,1,0,0,0,1
-300000000,1,80.1498,15,390.0,300,6,107.46,160,3.0,2.0,0,1,0,0,1,0,0,1
-215000000,0,84.0896,6,381.0,373,6,107.3,221,3.0,2.0,0,1,0,0,1,0,0,1
-540000000,1,83.38,8,517.0,855,10,100.08,465,3.0,1.0,0,1,0,0,1,0,0,1
-178000000,1,35.3,6,681.0,1362,10,48.34,300,2.0,1.0,0,1,0,0,1,1,0,0
-710000000,1,119.69,9,184.0,151,2,147.82,11,4.0,2.0,0,1,0,0,1,0,0,1
-220000000,1,57.66,5,150.0,204,5,72.52,84,3.0,1.0,0,1,0,0,1,0,0,1
-1480000000,1,152.85,2,1444.0,1848,36,178.12,60,5.0,2.0,1,0,0,1,0,0,0,1
-1400000000,1,146.68,33,623.0,284,2,188.43,30,3.0,2.0,0,1,0,1,0,1,0,0
-42000000,0,32.39,4,2716.0,2716,20,45.8,180,1.0,1.0,0,1,1,0,0,1,0,0
-645000000,1,84.946,13,1239.0,963,14,111.25,148,3.0,2.0,0,1,0,0,1,0,0,1
-505000000,1,84.96,8,156.0,114,3,105.97,72,3.0,2.0,0,1,0,0,1,0,0,1
-395000000,1,59.9,5,329.0,306,6,78.63,110,3.0,2.0,0,1,0,0,1,0,0,1
-68000000,0,39.6,2,100.0,220,4,46.18,30,1.0,1.0,0,1,0,0,1,0,0,1
-165000000,0,84.98,5,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-318000000,0,84.9998,6,554.0,286,5,113.4,55,3.0,2.0,0,1,0,0,1,0,1,0
-312000000,1,84.94,17,281.0,370,3,105.89,237,3.0,2.0,0,1,0,0,1,0,0,1
-222000000,0,84.96,3,125.0,132,1,107.19,132,3.0,2.0,0,1,0,0,1,0,0,1
-165000000,0,59.78,7,219.0,215,3,75.37,85,3.0,1.0,0,1,0,0,1,0,0,1
-498000000,1,84.9,15,1140.0,948,12,105.77,948,3.0,2.0,0,1,1,0,0,0,0,1
-75100000,0,59.8,11,422.0,424,4,79.5,238,3.0,1.0,0,1,0,0,1,0,0,1
-638000000,1,134.91,4,572.0,298,11,165.94,43,4.0,2.0,1,0,0,1,0,0,0,1
-420000000,1,84.73,13,251.0,203,4,105.96,165,3.0,2.0,0,1,0,0,1,0,0,1
-748000000,1,101.995,22,884.0,604,7,126.97,285,4.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,84.89,6,1314.0,1162,7,112.39,352,3.0,2.0,0,1,1,0,0,0,0,1
-159000000,0,82.094,10,282.0,296,2,106.48,239,3.0,1.0,0,1,0,0,1,0,0,1
-348000000,1,84.63,17,448.0,825,5,102.87,336,3.0,2.0,0,1,0,0,1,0,0,1
-170000000,0,58.01,7,2716.0,2716,20,76.68,90,2.0,1.0,0,1,1,0,0,1,0,0
-74000000,1,41.3,7,550.0,1430,14,59.5,300,2.0,1.0,0,1,1,0,0,1,0,0
-130000000,1,36.34,6,1980.0,1980,11,52.81,270,2.0,1.0,0,1,1,0,0,1,0,0
-400000000,1,84.9,1,337.0,339,6,111.23,98,3.0,2.0,0,1,0,0,1,0,0,1
-770000000,1,84.4623,15,2282.0,1743,11,115.81,139,3.0,2.0,0,1,0,0,1,0,0,1
-215000000,1,59.86600000000001,15,316.0,341,5,83.68,242,3.0,1.0,0,1,0,0,1,1,0,0
-355000000,1,84.99,2,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
-1680000000,1,84.9231,12,4443.0,3002,34,110.94,65,3.0,2.0,1,0,0,1,0,0,0,1
-648000000,1,84.98,10,2657.0,2652,32,109.21,358,3.0,2.0,0,1,0,0,1,0,0,1
-184500000,1,49.98,2,471.0,639,6,69.16,75,2.0,1.0,1,0,0,1,0,1,0,0
-157000000,0,84.992,12,884.0,882,11,109.92,448,3.0,2.0,0,1,0,0,1,0,0,1
-334500000,1,84.6,11,730.0,845,8,106.11,300,3.0,2.0,0,1,0,0,1,0,0,1
-451000000,1,84.589,5,1678.0,1372,26,107.22,796,3.0,2.0,0,1,0,0,1,0,0,1
-193000000,1,33.15,19,288.0,160,1,47.32,16,1.0,1.0,0,1,0,0,1,0,0,1
-232000000,1,59.4,7,554.0,529,7,93.69,86,3.0,1.0,0,1,0,0,1,1,0,0
-240420000,0,70.3067,20,916.0,559,5,98.13,64,3.0,2.0,0,1,0,0,1,0,0,1
-648000000,1,84.94,7,364.0,333,9,109.81,138,3.0,2.0,0,1,0,0,1,0,0,1
-430000000,1,82.96,3,280.0,280,3,100.76,280,3.0,2.0,0,1,0,0,1,0,0,1
-195000000,0,84.85,2,1167.0,1158,13,108.22,254,3.0,2.0,0,1,0,0,1,0,0,1
-830000000,1,114.272,13,2185.0,1622,22,142.75,380,4.0,2.0,0,1,0,0,1,0,0,1
-950000000,1,142.17,27,589.0,384,2,175.21,17,4.0,2.0,0,1,0,0,1,0,0,1
-268000000,1,59.65,6,1102.0,1092,12,63.35,84,1.0,1.0,0,1,0,0,1,1,0,0
-255000000,0,102.5561,5,1331.0,1395,9,129.09,47,3.0,2.0,0,1,0,0,1,0,0,1
-637500000,0,128.2,23,832.0,299,2,166.43,65,3.0,2.0,0,1,0,0,1,0,0,1
-230000000,1,59.98,3,809.0,770,9,72.64,260,3.0,1.0,0,1,0,0,1,0,0,1
-430000000,1,84.97,16,2088.0,1634,28,112.04,893,3.0,2.0,0,1,0,0,1,0,0,1
-112000000,0,79.44,2,184.0,245,6,93.69,36,3.0,1.0,0,1,0,0,1,0,0,1
-325000000,1,59.76,5,796.0,777,9,75.31,452,3.0,1.0,0,1,0,0,1,0,0,1
-246000000,1,59.86,16,965.0,643,4,83.81,140,3.0,1.0,0,1,0,0,1,1,0,0
-195000000,1,34.44,15,297.0,1005,6,46.87,300,2.0,1.0,1,0,0,1,0,1,0,0
-95000000,0,59.99,25,780.0,725,6,77.46,290,3.0,1.0,0,1,0,0,1,0,0,1
-187000000,0,84.96,1,461.0,564,2,108.25,228,3.0,2.0,0,1,0,0,1,0,0,1
-280000000,1,59.38,5,1239.0,1676,21,83.04,0,3.0,1.0,1,0,0,1,0,0,1,0
-135000000,1,59.59,10,154.0,153,1,80.38,81,3.0,1.0,0,1,0,0,1,1,0,0
-535000000,1,83.52,1,674.0,1320,14,109.06,720,3.0,1.0,0,1,1,0,0,0,1,0
-265000000,1,84.69,12,373.0,658,8,103.27,168,3.0,2.0,0,1,0,0,1,0,0,1
-397000000,1,84.76,4,1352.0,1352,15,107.95,520,3.0,2.0,1,0,0,1,0,0,0,1
-325000000,1,115.53,5,902.0,919,7,138.21,84,4.0,2.0,0,1,0,0,1,0,0,1
-99000000,0,59.9425,4,998.0,950,7,78.57,700,3.0,1.0,0,1,0,0,1,0,0,1
-510580000,0,119.932,46,1198.0,648,3,154.52,92,4.0,2.0,0,1,0,0,1,0,1,0
-620000000,1,101.995,13,884.0,604,7,126.97,285,4.0,2.0,0,1,0,0,1,0,0,1
-431000000,1,59.983,2,2185.0,1622,22,79.65,328,3.0,2.0,0,1,0,0,1,0,0,1
-90500000,0,84.94,14,495.0,714,7,102.94,714,3.0,1.0,0,1,0,0,1,0,0,1
-820000000,1,84.9,1,9766.0,6864,66,109.62,1978,3.0,2.0,1,0,0,1,0,0,0,1
-429000000,0,84.98,3,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-200000000,0,84.84,2,269.0,261,2,127.72,78,3.0,2.0,0,1,0,0,1,0,0,1
-245000000,1,59.99,7,421.0,440,6,82.65,122,3.0,1.0,1,0,0,1,0,1,0,0
-58000000,0,38.64,7,1600.0,1320,10,49.67,360,2.0,1.0,0,1,0,0,1,1,0,0
-545000000,1,59.58,1,2110.0,2496,23,83.38,636,3.0,1.0,0,1,0,0,1,1,0,0
-590000000,1,114.83,20,535.0,649,6,142.15,30,4.0,2.0,0,1,0,0,1,0,0,1
-104500000,0,59.67,13,99.0,146,1,75.13,26,3.0,2.0,0,1,0,0,1,0,0,1
-447000000,0,132.49200000000002,8,2918.0,1536,18,155.04,472,4.0,2.0,0,1,0,0,1,1,0,0
-270000000,1,49.94,8,550.0,1430,14,72.73,210,2.0,1.0,0,1,1,0,0,1,0,0
-66000000,0,29.775,7,178.0,432,1,40.62,90,1.0,1.0,0,1,1,0,0,1,0,0
-255000000,1,63.98,14,118.0,591,5,86.81,149,3.0,1.0,0,1,0,0,1,1,0,0
-445000000,1,59.98,10,1011.0,837,10,82.54,119,3.0,2.0,0,1,0,0,1,0,1,0
-650000000,1,59.88,5,2173.0,2036,19,85.12,895,3.0,1.0,1,0,0,1,0,1,0,0
-557000000,1,59.97,14,2657.0,2652,32,84.12,213,3.0,2.0,0,1,0,0,1,0,0,1
-405000000,1,84.98,2,827.0,684,11,115.61,457,3.0,2.0,0,1,0,0,1,0,0,1
-470000000,0,166.578,13,2381.0,1391,14,204.48,198,4.0,2.0,0,1,0,0,1,0,0,1
-700000000,1,105.72,8,588.0,588,8,112.53,131,4.0,1.0,1,0,0,1,0,1,0,0
-310000000,0,84.98,6,1578.0,922,9,108.06,150,3.0,2.0,0,1,0,0,1,0,0,1
-194000000,0,84.94,3,765.0,795,7,100.83,90,3.0,2.0,0,1,0,0,1,0,0,1
-338000000,1,84.87,4,181.0,157,2,103.03,130,3.0,2.0,0,1,0,0,1,0,0,1
-1250000000,1,114.98,12,2024.0,1142,14,147.9,170,4.0,2.0,1,0,0,1,0,0,0,1
-390000000,0,84.6389,17,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
-111000000,0,59.97,15,225.0,343,1,92.56,123,3.0,1.0,0,1,0,0,1,1,0,0
-875000000,1,103.34,10,641.0,344,4,125.49,88,3.0,2.0,0,1,0,0,1,0,0,1
-63000000,0,83.36,2,85.0,365,4,110.28,56,3.0,2.0,0,1,0,0,1,0,0,1
-302000000,1,84.94,11,3481.0,2678,25,102.02,236,3.0,2.0,0,1,0,0,1,0,0,1
-237000000,1,49.5,7,1800.0,3481,25,69.83,1177,3.0,1.0,1,0,0,1,0,1,0,0
-340000000,1,84.9,18,2195.0,1998,25,108.12,805,3.0,2.0,0,1,0,0,1,0,0,1
-800000000,1,31.402,18,1529.0,1144,17,47.93,211,1.0,1.0,1,0,0,1,0,0,0,1
-298000000,1,59.93,6,96.0,114,1,83.06,57,3.0,2.0,0,1,0,0,1,0,0,1
-450000000,1,84.92,1,354.0,380,3,104.14,258,3.0,2.0,0,1,0,0,1,0,0,1
-268000000,1,59.74,17,222.0,201,3,86.05,108,3.0,1.0,0,1,0,0,1,1,0,0
-1570000000,1,138.54,14,665.0,288,5,158.68,44,4.0,2.0,1,0,0,1,0,0,0,1
-280000000,1,84.96,1,227.0,181,4,108.69,122,3.0,2.0,0,1,0,0,1,0,0,1
-685000000,1,84.91,4,835.0,464,7,103.44,195,3.0,2.0,0,1,0,0,1,0,0,1
-169000000,0,185.23,17,2169.0,2181,15,227.99,150,6.0,2.0,0,1,1,0,0,0,0,1
-1020000000,1,84.99,15,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
-383000000,1,84.83,15,853.0,996,10,108.33,484,3.0,2.0,0,1,0,0,1,0,0,1
-225000000,1,84.89,2,114.0,111,1,105.85,51,3.0,2.0,0,1,0,0,1,0,0,1
-254000000,1,44.64,25,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
-280000000,1,58.87,7,287.0,356,5,79.25,178,3.0,1.0,0,1,0,0,1,1,0,0
-215000000,0,59.816,19,682.0,682,10,74.03,194,3.0,1.0,1,0,0,1,0,0,0,1
-870000000,1,71.37,5,1466.0,2030,32,89.26,300,3.0,1.0,1,0,0,1,0,1,0,0
-680000000,1,84.75,2,181.0,284,3,102.58,269,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,0,134.97,12,2651.0,1898,16,160.89,338,4.0,2.0,0,1,0,0,1,0,0,1
-91000000,0,59.92,4,561.0,885,5,78.02,693,2.0,1.0,0,1,0,0,1,0,0,1
-355000000,1,59.9,16,337.0,339,6,85.93,158,3.0,1.0,0,1,0,0,1,1,0,0
-507000000,1,59.99,21,2251.0,2904,21,78.18,753,3.0,2.0,0,1,0,0,1,1,0,0
-366000000,1,43.79,7,430.0,839,7,62.51,410,2.0,1.0,1,0,0,1,0,1,0,0
-410000000,1,84.96,18,1376.0,1140,15,106.16,717,3.0,2.0,1,0,0,1,0,0,0,1
-605000000,0,151.9156,7,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
-149500000,1,43.35,14,1590.0,1590,9,59.11,390,2.0,1.0,0,1,1,0,0,1,0,0
-420000000,1,84.71,16,141.0,134,2,109.06,74,3.0,2.0,0,1,0,0,1,0,0,1
-356000000,1,79.8,2,515.0,644,9,104.56,336,3.0,1.0,0,1,0,0,1,1,0,0
-405000000,1,84.89,9,617.0,490,7,116.28,206,3.0,2.0,0,1,0,0,1,0,0,1
-528000000,1,118.25,2,1299.0,1080,8,137.65,180,0.0,0.0,0,1,1,0,0,0,0,1
-520000000,1,109.7,18,981.0,1550,12,131.01,120,3.0,2.0,1,0,0,1,0,0,0,1
-930000000,1,148.23,1,900.0,900,8,170.42,180,5.0,2.0,0,1,1,0,0,0,0,1
-165000000,1,39.6,9,550.0,571,4,55.75,178,2.0,1.0,0,1,1,0,0,1,0,0
-227000000,0,84.84,9,110.0,102,1,106.67,17,3.0,2.0,0,1,0,0,1,0,0,1
-184000000,1,43.2,7,680.0,2256,20,59.34,792,2.0,1.0,1,0,0,1,0,1,0,0
-117000000,0,42.93,8,1552.0,1035,9,61.47,180,2.0,1.0,0,1,1,0,0,1,0,0
-147000000,1,61.23,9,434.0,619,3,85.7,58,3.0,1.0,0,1,0,0,1,0,1,0
-420000000,1,59.64,17,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
-1041500000,1,91.96,3,1554.0,1020,20,118.8,419,4.0,2.0,1,0,0,1,0,0,0,1
-755000000,1,84.84,12,805.0,655,10,107.79,78,3.0,2.0,0,1,0,0,1,0,0,1
-294000000,1,84.15,9,630.0,630,8,105.79,510,3.0,2.0,0,1,0,0,1,0,0,1
-667500000,1,84.98,12,2024.0,1142,14,114.14,186,3.0,2.0,1,0,0,1,0,0,0,1
-369000000,1,59.993,6,1153.0,850,21,80.97,114,3.0,2.0,0,1,0,0,1,0,0,1
-140000000,0,52.7659,15,1331.0,1395,9,78.49,96,1.0,1.0,0,1,0,0,1,1,0,0
-558000000,1,84.93,26,4890.0,3293,51,109.64,133,3.0,2.0,1,0,0,1,0,0,0,1
-285000000,1,59.993,2,1153.0,850,21,80.97,114,3.0,2.0,0,1,0,0,1,0,0,1
-240000000,0,127.845,6,379.0,231,2,159.2,48,4.0,2.0,0,1,0,0,1,0,0,1
-317000000,0,84.7841,29,2446.0,1149,9,128.83,87,3.0,2.0,0,1,0,0,1,0,0,1
-365000000,1,84.84,8,2513.0,1224,13,110.48,160,3.0,2.0,0,1,0,0,1,0,0,1
-208500000,1,45.77,9,802.0,860,8,65.69,42,2.0,1.0,0,1,0,0,1,1,0,0
-500000000,1,59.9,4,382.0,303,9,78.51,7,3.0,2.0,0,1,0,0,1,0,0,1
-242000000,1,59.88,11,194.0,202,2,77.35,54,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,59.52,12,344.0,424,3,76.44,209,3.0,1.0,0,1,0,0,1,1,0,0
-390000000,1,84.92,22,397.0,355,7,112.66,314,3.0,2.0,0,1,0,0,1,0,0,1
-1030000000,1,58.08,5,2500.0,5040,124,59.5,65,3.0,1.0,0,1,0,0,1,0,0,1
-415000000,1,68.28,10,285.0,284,3,93.51,72,3.0,2.0,0,1,0,0,1,0,0,1
-625000000,1,84.94,16,364.0,333,9,109.81,71,3.0,2.0,0,1,0,0,1,0,0,1
-800000000,1,84.87,13,221.0,293,2,108.05,22,3.0,2.0,0,1,0,0,1,0,0,1
-373000000,1,59.96,2,1267.0,999,18,82.61,156,3.0,2.0,0,1,0,0,1,0,0,1
-228000000,0,84.8404,13,775.0,846,8,103.41,163,3.0,2.0,0,1,0,0,1,0,0,1
-340000000,1,59.95,10,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
-288000000,1,59.94,16,461.0,453,6,81.97,177,3.0,1.0,0,1,0,0,1,1,0,0
-407000000,1,84.97,5,2772.0,3322,32,113.67,876,3.0,2.0,0,1,0,0,1,0,0,1
-99730000,0,84.975,3,422.0,424,4,106.74,186,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,84.91,3,1391.0,1606,15,104.75,958,3.0,2.0,0,1,0,0,1,0,0,1
-550000000,1,84.43,13,1163.0,967,11,108.63,154,3.0,2.0,0,1,0,0,1,0,0,1
-215000000,0,84.6588,11,918.0,712,15,111.48,46,3.0,2.0,0,1,0,0,1,0,0,1
-339000000,1,84.97,20,3940.0,3003,25,109.57,280,3.0,2.0,0,1,0,0,1,0,1,0
-700000000,1,59.55,8,205.0,340,2,91.48,340,3.0,1.0,1,0,0,1,0,0,0,1
-445000000,1,110.56,5,290.0,216,7,134.04,108,3.0,2.0,0,1,0,0,1,0,0,1
-270000000,1,84.87,9,1252.0,1668,18,105.79,56,3.0,2.0,1,0,0,1,0,0,0,1
-93000000,1,39.6,3,486.0,1624,10,56.91,626,2.0,1.0,1,0,0,1,0,1,0,0
+595000000,0,150.13,18,1306.0,1306,15,183.99,157,4.0,2.0,0,1,0,0,1,0,0,1
+326000000,1,59.96,4,449.0,449,3,80.59,228,3.0,1.0,0,1,0,0,1,0,0,1
+358000000,0,84.6389,18,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
+337000000,1,59.76,5,704.0,574,9,81.06,68,3.0,1.0,0,1,0,0,1,1,0,0
+280000000,1,59.96,6,782.0,739,9,85.11,203,3.0,1.0,0,1,0,0,1,1,0,0
+605000000,1,84.98,8,2780.0,2198,40,112.35,493,3.0,2.0,0,1,0,0,1,0,0,1
+73000000,0,59.76,15,1789.0,1669,10,80.01,675,3.0,1.0,0,1,1,0,0,1,0,0
+229000000,1,59.958,11,1616.0,1378,19,85.31,444,3.0,1.0,0,1,0,0,1,0,0,1
+825000000,1,90.94,9,200.0,138,1,122.1,63,3.0,2.0,1,0,0,1,0,0,0,1
+578000000,0,144.5,14,1576.0,1112,17,181.91,68,4.0,2.0,0,1,1,0,0,0,0,1
+127000000,0,84.945,3,471.0,450,3,103.74,370,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,58.01,9,2000.0,2654,27,80.26,492,2.0,1.0,1,0,0,1,0,1,0,0
+70000000,0,39.96,3,130.0,235,4,48.26,15,2.0,1.0,0,1,0,0,1,0,0,1
+288000000,1,59.58,20,1351.0,1300,12,80.63,350,3.0,1.0,0,1,0,0,1,0,0,1
+1140000000,1,84.99,4,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
+370000000,1,84.97,14,3146.0,2810,25,99.67,1240,3.0,2.0,0,1,0,0,1,0,0,1
+203000000,0,84.9595,6,358.0,350,4,111.76,28,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,84.99799999999998,15,869.0,671,12,109.69,352,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,84.89,7,530.0,412,14,110.15,40,3.0,2.0,1,0,0,1,0,0,0,1
+95000000,0,41.3,14,326.0,1080,7,57.15,360,2.0,1.0,0,1,0,0,1,1,0,0
+295000000,1,53.75,2,511.0,639,5,58.28,400,2.0,1.0,0,1,1,0,0,1,0,0
+275000000,0,84.78,21,447.0,676,4,103.66,230,3.0,2.0,0,1,0,0,1,0,0,1
+567900000,1,84.92,3,1365.0,964,12,109.88,454,3.0,2.0,0,1,0,0,1,0,0,1
+181700000,0,84.93,3,702.0,848,11,102.91,160,3.0,2.0,0,1,0,0,1,0,0,1
+120000000,0,59.91,11,400.0,466,6,74.91,216,2.0,1.0,0,1,0,0,1,0,0,1
+1040000000,1,84.98,5,2024.0,1142,14,114.16,102,3.0,2.0,1,0,0,1,0,0,0,1
+410000000,1,59.67,7,1152.0,1152,12,80.93,162,2.0,1.0,0,1,0,0,1,1,0,0
+499000000,1,59.89,13,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
+650000000,1,84.99,9,163.0,144,4,105.63,140,3.0,2.0,0,1,0,0,1,0,0,1
+540000000,0,100.98,9,1120.0,800,9,129.65,181,3.0,2.0,0,1,0,0,1,0,0,1
+345000000,0,114.92,20,1992.0,1680,19,138.7,400,4.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,84.97,12,330.0,660,5,100.62,360,3.0,2.0,1,0,0,1,0,0,0,1
+755000000,1,84.96,14,490.0,260,3,104.04,88,3.0,2.0,0,1,0,0,1,0,0,1
+490000000,1,59.97,2,687.0,616,10,80.1,281,3.0,2.0,0,1,0,0,1,0,0,1
+93000000,0,84.9825,2,498.0,1153,11,101.52,748,3.0,1.0,0,1,0,0,1,0,0,1
+502000000,1,84.89,2,987.0,861,16,112.79,90,3.0,2.0,1,0,0,1,0,0,0,1
+500000000,1,84.93,1,619.0,564,7,105.95,35,3.0,2.0,0,1,0,0,1,0,0,1
+157000000,0,84.69,8,1469.0,1468,16,101.41,718,3.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,84.95,10,253.0,164,2,107.22,81,3.0,2.0,0,1,0,0,1,0,0,1
+513500000,1,71.37,1,1466.0,2030,32,89.26,300,3.0,1.0,1,0,0,1,0,1,0,0
+327000000,1,59.91,6,522.0,409,9,75.4,170,3.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,84.417,7,848.0,758,15,104.9,280,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,1,45.77,7,567.0,690,5,63.6,180,1.0,1.0,1,0,0,1,0,1,0,0
+335000000,1,84.66,7,771.0,783,8,101.99,378,3.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,84.42,23,1349.0,1150,14,107.7,441,3.0,2.0,0,1,0,0,1,0,0,1
+126000000,0,59.6,15,325.0,402,2,80.38,96,3.0,1.0,0,1,0,0,1,0,0,1
+552000000,1,75.2,3,1120.0,2213,26,99.47,75,2.0,1.0,1,0,0,1,0,1,0,0
+595000000,0,219.5,1,946.0,414,17,260.42,18,5.0,2.0,1,0,0,1,0,0,0,1
+541000000,1,84.64,14,1855.0,1605,25,109.23,792,3.0,2.0,0,1,0,0,1,0,0,1
+150500000,1,59.26,6,893.0,2433,14,83.26,447,3.0,1.0,1,0,0,1,0,1,0,0
+191000000,1,42.98,5,518.0,518,13,54.71,458,2.0,1.0,0,1,0,0,1,0,0,1
+476000000,1,84.91,7,692.0,807,8,103.1,556,3.0,2.0,0,1,0,0,1,0,0,1
+295000000,0,116.817,16,2269.0,1950,15,151.86,528,4.0,2.0,0,1,0,0,1,0,0,1
+408000000,1,84.87,9,1252.0,1668,18,105.99,1180,3.0,2.0,1,0,0,1,0,0,0,1
+235000000,0,59.84,13,1109.0,1094,9,78.82,450,3.0,1.0,0,1,0,0,1,0,0,1
+270000000,0,84.99,23,1573.0,1733,13,102.69,628,3.0,2.0,0,1,0,0,1,0,0,1
+453000000,1,59.94,19,1974.0,1458,15,81.58,42,3.0,1.0,0,1,0,0,1,0,0,1
+535000000,1,59.96,8,3384.0,3404,35,83.76,705,3.0,1.0,0,1,0,0,1,1,0,0
+80000000,0,54.18,6,216.0,216,4,67.06,18,3.0,1.0,0,1,0,0,1,0,0,1
+725000000,1,84.45,5,342.0,307,7,109.15,138,3.0,2.0,0,1,0,0,1,0,0,1
+497000000,1,84.844,11,1693.0,1377,18,111.12,671,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,84.956,2,479.0,381,10,109.42,36,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,60.0,11,2716.0,2302,24,80.72,200,2.0,1.0,0,1,0,0,1,0,0,1
+247710000,0,122.9131,2,1362.0,763,15,148.59,188,4.0,2.0,0,1,0,1,0,0,0,1
+250000000,1,54.54,2,2000.0,2654,27,60.69,80,2.0,1.0,1,0,0,1,0,1,0,0
+184000000,0,84.9341,16,330.0,298,3,120.2,198,3.0,2.0,0,1,0,0,1,0,0,1
+78000000,0,49.08,6,2500.0,2960,17,68.12,2960,3.0,1.0,0,1,0,0,1,1,0,0
+1672500000,1,153.58,2,1199.0,1588,30,184.04,60,5.0,2.0,1,0,0,1,0,1,0,0
+350000000,1,59.58,16,2110.0,2496,23,79.89,522,3.0,1.0,0,1,0,0,1,0,1,0
+1580000000,1,106.15,24,470.0,256,5,140.41,144,4.0,2.0,1,0,0,0,1,0,0,1
+334000000,1,59.34,12,244.0,245,1,80.23,104,3.0,1.0,0,1,0,0,1,1,0,0
+1430000000,1,153.79,14,452.0,244,2,191.74,56,4.0,2.0,0,1,0,0,1,0,0,1
+470000000,1,71.37,13,1879.0,3100,34,91.88,230,3.0,1.0,1,0,0,1,0,1,0,0
+483000000,1,105.84,8,2561.0,2134,26,120.08,210,4.0,2.0,0,1,0,0,1,0,0,1
+340000000,0,134.94,10,931.0,953,8,163.43,130,4.0,2.0,0,1,0,0,1,0,0,1
+535000000,1,84.98,6,249.0,205,2,107.92,17,3.0,2.0,1,0,0,1,0,0,0,1
+430000000,0,123.307,27,5755.0,3000,15,164.91,623,4.0,2.0,0,1,0,0,1,0,0,1
+405000000,1,84.65,7,2202.0,1896,23,116.25,154,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,0,84.6389,18,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+145000000,0,59.9742,19,660.0,560,8,78.54,20,2.0,1.0,0,1,0,0,1,0,0,1
+78000000,0,38.64,8,1600.0,1320,10,49.67,360,2.0,1.0,0,1,0,0,1,1,0,0
+315000000,1,59.81,8,175.0,168,5,80.08,50,3.0,2.0,0,1,0,0,1,0,0,1
+800000000,1,84.82,1,678.0,530,8,108.27,158,3.0,2.0,1,0,0,1,0,0,0,1
+420000000,1,59.97,21,407.0,456,3,80.76,28,2.0,1.0,1,0,0,1,0,0,0,1
+480000000,1,84.87799999999999,6,1054.0,886,11,110.77,200,3.0,2.0,0,1,0,0,1,0,0,1
+455000000,1,84.96,2,1307.0,994,14,107.86,408,3.0,2.0,0,1,0,0,1,0,0,1
+230000000,0,185.23,22,2169.0,2181,15,227.99,150,6.0,2.0,0,1,1,0,0,0,0,1
+670000000,1,84.87,4,423.0,393,7,109.65,219,3.0,2.0,0,1,0,0,1,0,0,1
+147000000,1,59.95,16,1525.0,1281,11,85.19,544,3.0,1.0,0,1,0,0,1,1,0,0
+243000000,0,84.9959,6,453.0,466,3,115.68,226,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,60.5,12,1500.0,2029,23,83.88,123,2.0,1.0,1,0,0,1,0,1,0,0
+172000000,1,45.44,7,681.0,1362,10,63.52,112,2.0,1.0,0,1,0,0,1,1,0,0
+315000000,1,59.76,5,1349.0,1150,14,79.79,240,2.0,1.0,0,1,0,0,1,0,0,1
+339000000,1,59.98,11,549.0,479,8,84.02,152,3.0,1.0,0,1,0,0,1,0,0,1
+453000000,1,84.9,13,819.0,772,2,116.04,361,3.0,1.0,0,1,0,0,1,1,0,0
+140000000,0,84.86,1,672.0,672,13,95.52,120,3.0,2.0,0,1,1,0,0,0,0,1
+319000000,0,134.6549,2,1428.0,714,14,156.6,116,4.0,2.0,0,1,0,0,1,0,0,1
+185000000,0,59.9,9,481.0,799,6,79.54,40,3.0,1.0,1,0,0,1,0,0,0,1
+415000000,1,84.98,18,294.0,265,2,99.03,154,3.0,2.0,0,1,0,0,1,0,0,1
+407000000,0,131.07,15,2252.0,1895,17,157.42,338,4.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,59.99,6,1029.0,888,19,73.07,267,3.0,1.0,0,1,0,0,1,0,0,1
+300000000,1,42.93,9,2300.0,2400,18,59.93,270,2.0,1.0,0,1,1,0,0,1,0,0
+83500000,0,44.1,2,1500.0,1963,15,59.67,120,2.0,1.0,0,1,1,0,0,1,0,0
+795000000,1,84.81,12,4596.0,3226,40,113.0,154,3.0,2.0,0,1,0,0,1,0,0,1
+594000000,1,84.72,12,460.0,355,2,103.99,355,3.0,2.0,0,1,0,0,1,0,0,1
+583400000,0,134.903,33,1198.0,648,3,174.56,45,4.0,2.0,0,1,0,0,1,0,1,0
+110000000,0,48.51,5,640.0,640,4,66.94,640,2.0,1.0,0,1,0,0,1,1,0,0
+400000000,1,84.85,14,139.0,124,2,110.04,83,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,0,164.76,17,2381.0,1391,14,204.48,198,4.0,2.0,0,1,0,0,1,0,0,1
+454080000,1,110.876,1,479.0,381,10,142.12,11,4.0,2.0,0,1,0,0,1,0,0,1
+133000000,0,59.075,15,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
+466000000,1,60.739,12,1275.0,896,18,83.01,76,3.0,2.0,0,1,0,0,1,0,0,1
+97000000,0,45.5,14,230.0,996,7,63.17,996,3.0,1.0,0,1,0,0,1,1,0,0
+90000000,0,58.15,7,55.0,100,1,78.92,9,3.0,2.0,0,1,0,0,1,1,0,0
+58000000,0,59.88,12,215.0,299,1,76.29,119,3.0,1.0,0,1,0,0,1,1,0,0
+290000000,1,59.9,6,563.0,478,7,84.85,201,2.0,2.0,0,1,0,0,1,1,0,0
+400000000,1,59.92,5,306.0,300,3,79.82,44,3.0,1.0,0,1,0,0,1,1,0,0
+263000000,0,84.97,16,2252.0,1895,17,106.74,69,3.0,2.0,0,1,0,0,1,0,0,1
+440770000,0,156.999,7,3287.0,1360,5,197.02,48,3.0,2.0,1,0,1,0,0,0,0,1
+460000000,1,84.7,15,228.0,200,2,106.88,186,3.0,2.0,0,1,0,0,1,0,0,1
+560000000,0,84.6528,15,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
+154000000,1,59.79,1,517.0,499,5,83.72,257,2.0,1.0,0,1,0,0,1,1,0,0
+2000000000,1,82.5,12,864.0,432,4,108.88,422,3.0,1.0,1,0,0,1,0,1,0,0
+250000000,0,71.6577,2,1309.0,1048,11,98.36,277,3.0,2.0,0,1,0,0,1,0,0,1
+387000000,1,66.87,1,2300.0,2400,18,90.97,663,3.0,1.0,0,1,1,0,0,1,0,0
+1198000000,1,84.98,19,1289.0,1156,10,109.15,255,3.0,2.0,0,1,0,0,1,0,0,1
+375000000,0,84.9215,12,1306.0,1011,13,114.37,436,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,84.66,13,297.0,228,3,107.85,104,3.0,2.0,0,1,0,0,1,0,0,1
+279000000,1,59.76,15,1349.0,1150,14,79.79,240,2.0,1.0,0,1,0,0,1,0,0,1
+129400000,0,57.06,1,150.0,149,4,70.03,5,2.0,1.0,0,1,0,0,1,0,0,1
+524000000,1,110.14,15,1299.0,1080,8,128.16,90,4.0,2.0,0,1,1,0,0,0,0,1
+242500000,0,64.23,2,450.0,474,3,91.91,105,3.0,1.0,0,1,1,0,0,1,0,0
+268670000,0,117.59,18,4697.0,3462,49,140.5,258,4.0,2.0,0,1,0,0,1,0,0,1
+53900000,0,44.87,14,789.0,825,8,65.87,465,3.0,1.0,0,1,0,0,1,1,0,0
+370000000,1,59.76,19,407.0,456,3,80.53,209,2.0,1.0,1,0,0,1,0,0,0,1
+1343000000,1,108.28,6,1879.0,3100,34,125.61,875,4.0,2.0,1,0,0,1,0,0,0,1
+580000000,1,59.96,9,552.0,545,9,82.83,171,3.0,2.0,0,1,0,0,1,0,0,1
+92000000,0,45.5,11,800.0,1000,9,62.48,400,3.0,1.0,0,1,0,0,1,1,0,0
+474000000,0,84.6389,7,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+188500000,0,84.97399999999998,13,682.0,682,10,105.16,136,3.0,2.0,1,0,0,1,0,0,0,1
+160000000,0,84.99799999999998,8,869.0,671,12,109.69,352,3.0,2.0,0,1,0,0,1,0,0,1
+393000000,1,84.09,13,2366.0,1971,28,105.32,394,3.0,2.0,0,1,0,0,1,0,0,1
+63000000,0,84.78,8,33.0,108,1,93.8,72,3.0,1.0,0,1,0,0,1,0,0,1
+169000000,0,103.05,21,1721.0,1374,17,126.73,150,4.0,2.0,0,1,0,0,1,0,0,1
+435000000,1,54.72,13,738.0,1021,11,75.0,129,3.0,1.0,0,1,1,0,0,1,0,0
+620000000,0,119.851,37,3728.0,1631,3,173.39,56,4.0,2.0,0,1,0,0,1,0,0,1
+673000000,1,119.98,8,296.0,171,3,142.47,48,4.0,2.0,0,1,0,0,1,0,0,1
+1360000000,1,119.93,5,7712.0,5678,72,149.88,486,4.0,2.0,1,0,0,1,0,0,0,1
+437000000,1,54.94,14,617.0,1352,12,75.55,834,2.0,1.0,1,0,0,1,0,1,0,0
+180000000,1,84.39,5,215.0,495,4,99.94,120,3.0,1.0,0,1,0,0,1,0,1,0
+216000000,0,84.99,14,289.0,228,2,108.72,108,3.0,2.0,0,1,0,0,1,0,0,1
+230000000,1,76.41,11,500.0,499,3,102.48,277,3.0,1.0,0,1,0,0,1,1,0,0
+549000000,1,114.99,9,2721.0,2002,25,159.02,23,4.0,2.0,0,1,0,0,1,0,0,1
+905000000,1,72.51,5,4026.0,3590,99,72.73,1490,3.0,1.0,0,1,1,0,0,0,0,1
+240000000,1,46.75,2,1710.0,855,6,59.13,210,2.0,1.0,0,1,1,0,0,1,0,0
+370000000,0,134.7,5,2919.0,2290,20,181.36,34,4.0,2.0,0,1,0,0,1,0,0,1
+180000000,0,59.98,9,547.0,928,9,74.8,2,3.0,1.0,1,0,0,1,0,1,0,0
+550000000,1,84.87799999999999,21,1054.0,886,11,110.77,436,3.0,2.0,0,1,0,0,1,0,0,1
+168000000,0,59.805,18,479.0,432,4,80.37,185,3.0,1.0,0,1,0,0,1,0,0,1
+63000000,0,59.64,3,536.0,536,3,74.38,136,3.0,1.0,0,1,0,0,1,0,0,1
+375000000,1,79.07,12,600.0,1944,16,105.54,240,3.0,1.0,1,0,0,1,0,1,0,0
+285000000,1,81.783,18,442.0,375,5,111.19,235,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,0,83.012,42,3728.0,1631,3,121.05,56,2.0,2.0,0,1,0,0,1,0,0,1
+370000000,0,84.9171,2,1875.0,1156,10,110.81,307,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,59.99,2,2088.0,1634,28,78.94,105,3.0,2.0,0,1,0,0,1,1,0,0
+210000000,1,59.82,20,195.0,242,2,85.14,125,3.0,1.0,0,1,0,0,1,1,0,0
+495000000,1,84.53,1,472.0,457,5,122.73,56,3.0,2.0,1,0,0,1,0,0,0,1
+779000000,1,84.83,14,468.0,390,2,101.17,330,3.0,1.0,1,0,0,1,0,0,0,1
+530000000,1,59.76,6,389.0,348,4,81.86,80,3.0,1.0,0,1,0,0,1,1,0,0
+415000000,0,101.881,3,1306.0,1306,15,129.32,138,3.0,2.0,0,1,0,0,1,0,0,1
+199000000,1,34.44,5,619.0,1556,12,45.34,476,2.0,1.0,1,0,0,1,0,1,0,0
+72500000,0,26.46,4,268.0,440,1,35.17,112,1.0,1.0,0,1,0,0,1,0,0,1
+611000000,1,128.61,9,1573.0,545,4,161.1,163,4.0,2.0,0,1,0,0,1,0,0,1
+195000000,1,39.84,15,275.0,458,4,54.83,89,1.0,1.0,1,0,0,1,0,1,0,0
+340000000,1,66.47,7,130.0,130,2,92.88,57,3.0,1.0,0,1,0,0,1,0,0,1
+510000000,1,114.98,16,1560.0,1247,24,145.6,191,4.0,2.0,0,1,0,0,1,0,0,1
+164000000,0,77.14,27,296.0,288,1,99.75,118,3.0,2.0,0,1,0,0,1,0,0,1
+131000000,0,84.93,16,303.0,299,2,106.38,107,3.0,2.0,0,1,0,0,1,0,0,1
+573000000,1,53.88,15,1285.0,2550,34,74.74,480,2.0,1.0,1,0,0,1,0,1,0,0
+185000000,1,58.5,4,195.0,390,3,74.32,53,3.0,1.0,0,1,0,0,1,0,0,1
+235000000,1,59.88,18,2366.0,1971,28,85.56,115,3.0,1.0,0,1,0,0,1,0,0,1
+128000000,0,84.77,19,1721.0,1374,17,107.7,344,3.0,2.0,0,1,0,0,1,0,0,1
+152000000,0,59.86,8,110.0,175,1,75.22,76,3.0,1.0,0,1,0,0,1,0,0,1
+140000000,1,32.76,5,519.0,474,6,48.19,130,2.0,1.0,0,1,0,0,1,1,0,0
+118000000,1,50.18,6,1225.0,910,7,67.76,630,2.0,1.0,0,1,1,0,0,1,0,0
+445000000,1,53.88,5,1285.0,2550,34,74.74,480,2.0,1.0,1,0,0,1,0,1,0,0
+430000000,0,87.9393,12,603.0,470,2,124.11,94,3.0,2.0,0,1,0,0,1,0,0,1
+156000000,1,59.59,18,802.0,860,8,81.0,275,3.0,1.0,0,1,0,0,1,1,0,0
+395000000,1,106.62,6,902.0,585,5,126.15,78,4.0,2.0,0,1,0,0,1,0,0,1
+1490000000,1,76.5,9,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
+1050000000,1,84.81,9,828.0,690,9,102.48,210,3.0,1.0,0,1,1,0,0,0,0,1
+450000000,1,113.67,3,4932.0,4509,31,143.86,480,4.0,2.0,0,1,1,0,0,0,0,1
+225000000,0,71.82,4,210.0,210,4,83.42,20,3.0,1.0,0,1,0,0,1,0,0,1
+750000000,1,84.95,4,4890.0,3293,51,110.34,790,3.0,2.0,1,0,0,1,0,0,0,1
+154000000,0,40.66,5,1000.0,812,18,46.28,576,1.0,1.0,0,1,0,0,1,0,0,1
+275000000,1,84.03,4,1544.0,1544,9,108.91,144,3.0,2.0,0,1,0,0,1,0,0,1
+122000000,0,88.57,11,248.0,240,3,109.8,150,3.0,2.0,0,1,0,0,1,0,0,1
+1500000000,1,163.54,36,569.0,264,2,203.7,20,4.0,2.0,1,0,0,1,0,0,0,1
+1130000000,1,114.09,16,1244.0,588,10,136.65,88,4.0,2.0,0,1,0,0,1,0,0,1
+500000000,1,84.46,9,1710.0,855,6,108.25,150,3.0,1.0,0,1,1,0,0,1,0,0
+370000000,1,54.94,12,617.0,1352,12,75.55,834,2.0,1.0,1,0,0,1,0,1,0,0
+370000000,1,59.74,13,470.0,605,6,81.12,516,2.0,1.0,1,0,0,1,0,1,0,0
+220000000,1,44.1,7,1800.0,3481,25,62.22,344,3.0,1.0,1,0,0,1,0,1,0,0
+195000000,1,59.94,11,271.0,270,3,84.92,124,2.0,1.0,0,1,0,0,1,1,0,0
+635000000,1,108.15,3,1013.0,801,13,145.56,262,4.0,2.0,0,1,0,0,1,0,0,1
+168000000,0,59.8,13,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
+279000000,1,55.7,6,1102.0,1092,12,60.24,109,2.0,1.0,0,1,0,0,1,1,0,0
+1295000000,1,59.88,12,4900.0,3696,46,84.7,740,3.0,2.0,1,0,0,1,0,0,0,1
+471000000,1,84.99,8,1777.0,1370,24,112.28,63,3.0,2.0,0,1,0,0,1,0,0,1
+650000000,1,84.46,9,353.0,302,8,107.02,12,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,0,103.528,5,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
+220000000,0,102.52,22,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
+154000000,0,59.99,3,1430.0,1500,10,75.55,600,3.0,1.0,0,1,0,0,1,0,0,1
+372000000,0,84.49,31,383.0,394,4,109.09,99,3.0,2.0,0,1,0,0,1,0,0,1
+387500000,0,147.94,1,1690.0,1122,16,179.81,120,4.0,2.0,0,1,0,0,1,0,0,1
+213090000,1,84.95700000000002,6,130.0,115,1,107.07,77,3.0,2.0,0,1,0,0,1,0,0,1
+345000000,1,54.87,12,285.0,284,3,71.01,12,2.0,1.0,0,1,0,0,1,0,0,1
+130500000,0,84.99,3,2716.0,2302,24,107.86,1028,3.0,2.0,0,1,0,0,1,0,0,1
+51000000,0,46.27,3,1340.0,1340,10,65.78,1340,3.0,1.0,0,1,0,0,1,0,0,1
+95000000,1,44.52,8,1402.0,2002,16,59.2,540,2.0,1.0,0,1,0,0,1,1,0,0
+115000000,0,59.526,13,938.0,938,12,72.73,166,3.0,1.0,0,1,0,1,0,0,0,1
+172500000,0,59.96,12,1152.0,998,9,79.32,192,3.0,1.0,0,1,0,0,1,0,0,1
+308050000,0,108.1449,20,367.0,294,4,144.87,50,4.0,2.0,0,1,0,0,1,0,0,1
+124000000,0,59.9905,12,1875.0,1627,13,87.52,498,3.0,2.0,0,1,0,0,1,0,0,1
+679000000,1,59.88,19,4900.0,3696,46,84.7,740,3.0,2.0,1,0,0,1,0,0,0,1
+161500000,0,83.11,17,735.0,722,9,109.53,192,3.0,2.0,0,1,0,0,1,0,0,1
+323400000,0,112.1818,11,431.0,388,5,139.23,52,3.0,2.0,0,1,0,0,1,0,0,1
+293000000,1,59.91,9,515.0,644,9,81.05,176,2.0,1.0,0,1,0,0,1,1,0,0
+114510000,0,84.34,15,1440.0,1780,16,114.6,510,3.0,2.0,0,1,0,0,1,0,0,1
+215280000,0,84.99,9,1066.0,690,4,107.13,71,3.0,2.0,0,1,0,0,1,0,0,1
+355000000,0,84.9782,8,2595.0,1564,14,110.72,81,3.0,2.0,0,1,0,0,1,1,0,0
+157000000,0,59.82,4,201.0,255,1,77.1,45,2.0,1.0,0,1,0,0,1,0,0,1
+220000000,0,85.0,4,637.0,613,8,102.83,299,3.0,2.0,0,1,0,0,1,0,0,1
+413000000,0,84.9794,18,865.0,800,7,105.74,123,3.0,2.0,0,1,0,0,1,0,0,1
+273000000,1,36.29,8,200.0,260,1,49.59,260,1.0,1.0,0,1,0,0,1,1,0,0
+260000000,1,49.94,15,1710.0,1710,10,72.95,120,2.0,1.0,0,1,1,0,0,1,0,0
+265000000,0,84.53,13,494.0,444,8,112.09,105,3.0,2.0,1,0,0,1,0,0,0,1
+197000000,1,34.44,3,272.0,840,4,44.84,255,2.0,1.0,1,0,0,1,0,1,0,0
+670000000,1,84.95,5,4890.0,3293,51,110.34,790,3.0,2.0,1,0,0,1,0,0,0,1
+270000000,1,59.88,9,2366.0,1971,28,81.95,520,3.0,1.0,0,1,0,0,1,1,0,0
+279000000,0,84.98,7,2277.0,1728,25,110.81,656,3.0,2.0,0,1,0,0,1,0,0,1
+79500000,1,39.82,4,893.0,2433,14,56.98,372,2.0,1.0,1,0,0,1,0,1,0,0
+177000000,1,48.46,5,100.0,270,6,48.46,65,2.0,1.0,0,1,0,0,1,0,0,1
+445000000,1,75.51,12,855.0,855,10,103.06,360,3.0,1.0,0,1,1,0,0,1,0,0
+590000000,1,84.81,18,1208.0,1170,13,99.82,773,3.0,2.0,0,1,0,0,1,0,0,1
+517120000,0,135.81799999999998,12,1198.0,648,3,175.66,46,4.0,2.0,0,1,0,0,1,0,1,0
+582000000,1,84.99,20,2085.0,1592,15,104.38,542,3.0,2.0,0,1,1,0,0,0,0,1
+1140000000,1,84.43,13,5000.0,4424,28,115.54,11,4.0,2.0,1,0,0,1,0,1,0,0
+323000000,1,84.96,1,454.0,372,2,109.16,200,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,59.99,6,117.0,128,1,84.77,62,2.0,1.0,0,1,0,0,1,0,0,1
+190000000,0,59.98,1,547.0,928,9,74.85,634,3.0,1.0,1,0,0,1,0,1,0,0
+234000000,1,45.77,4,4471.0,2634,21,63.65,120,2.0,1.0,1,0,0,1,0,1,0,0
+400000000,1,86.0,4,632.0,632,19,105.79,252,3.0,1.0,0,1,1,0,0,0,0,1
+1015000000,1,105.62,7,386.0,322,3,112.0,39,3.0,2.0,1,0,0,1,0,1,0,0
+1100000000,1,115.0,9,538.0,414,4,136.65,72,4.0,2.0,1,0,0,1,0,0,0,1
+110000000,0,49.965,10,260.0,999,9,69.76,885,3.0,1.0,0,1,0,0,1,1,0,0
+119000000,0,49.83,1,187.0,400,3,69.19,400,2.0,1.0,0,1,0,0,1,0,0,1
+69500000,0,59.97,5,225.0,343,1,92.56,123,3.0,1.0,0,1,0,0,1,1,0,0
+770000000,1,84.87,10,416.0,590,4,105.86,144,3.0,2.0,1,0,0,1,0,0,0,1
+320000000,1,59.69,3,242.0,289,3,80.58,289,3.0,1.0,0,1,0,0,1,1,0,0
+218000000,0,43.71,2,1197.0,798,8,56.95,228,2.0,1.0,0,1,1,0,0,1,0,0
+330000000,1,60.0,12,659.0,579,8,78.35,131,3.0,1.0,0,1,0,0,1,0,0,1
+155000000,0,84.82,7,795.0,795,12,102.28,240,3.0,2.0,0,1,1,0,0,0,0,1
+130000000,0,58.46,7,1418.0,4056,26,80.24,528,2.0,1.0,0,1,0,0,1,1,0,0
+558870000,0,175.858,30,3287.0,1360,5,220.05,30,3.0,2.0,1,0,1,0,0,0,0,1
+265000000,1,60.27,6,492.0,492,3,87.56,168,2.0,1.0,0,1,0,0,1,1,0,0
+450000000,1,84.991,8,432.0,423,7,109.29,99,3.0,2.0,0,1,0,0,1,0,0,1
+935000000,1,114.931,1,1108.0,810,17,145.4,195,4.0,2.0,0,1,0,0,1,0,0,1
+205000000,0,84.88799999999998,24,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+175000000,0,84.96,16,702.0,848,11,102.96,80,3.0,2.0,0,1,0,0,1,0,0,1
+560000000,1,84.42,5,519.0,492,5,108.34,317,3.0,2.0,0,1,0,0,1,0,0,1
+168000000,0,59.895,6,563.0,554,3,85.46,234,2.0,1.0,0,1,0,0,1,1,0,0
+343080000,1,84.53,3,465.0,410,9,111.7,46,3.0,2.0,1,0,0,1,0,0,0,1
+254000000,0,84.93,23,2651.0,1898,16,106.65,290,3.0,2.0,0,1,0,0,1,0,0,1
+830000000,1,84.81,14,1767.0,1264,26,114.82,50,3.0,2.0,0,1,0,0,1,0,0,1
+1500000000,1,84.96,5,2906.0,2435,21,114.77,280,3.0,1.0,1,0,0,1,0,1,0,0
+458000000,1,71.64,9,873.0,1860,26,88.99,1179,3.0,1.0,1,0,0,1,0,0,0,1
+560000000,1,84.97,19,3310.0,2517,42,107.49,73,3.0,2.0,1,0,0,1,0,0,0,1
+1280000000,1,84.943,16,6075.0,3410,44,116.87,682,3.0,2.0,1,0,0,1,0,0,0,1
+267000000,0,84.93,19,381.0,518,3,103.28,89,3.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,114.93,20,448.0,403,7,135.59,35,4.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,84.93,17,540.0,342,3,106.7,17,3.0,2.0,0,1,0,0,1,0,0,1
+52000000,0,53.25,3,900.0,936,3,57.63,299,2.0,1.0,0,1,0,0,1,0,0,1
+467000000,1,74.19,13,1879.0,3100,34,89.25,240,2.0,1.0,1,0,0,1,0,1,0,0
+340000000,1,59.89,15,912.0,912,8,76.96,330,2.0,1.0,1,0,0,0,1,1,0,0
+282500000,0,84.9644,20,834.0,756,8,110.9,400,3.0,2.0,1,0,0,1,0,0,0,1
+270000000,1,58.59,7,2561.0,2134,26,76.39,0,2.0,1.0,0,1,0,0,1,1,0,0
+490000000,0,102.52,22,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,84.988,9,753.0,635,15,107.64,396,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,1,35.22,10,285.0,365,1,50.63,279,1.0,1.0,0,1,0,0,1,0,0,1
+560000000,1,125.75,14,1300.0,1342,10,146.65,180,4.0,2.0,0,1,1,0,0,0,0,1
+729000000,1,111.56,15,2090.0,497,3,160.57,136,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,0,185.23,6,2169.0,2181,15,227.99,150,6.0,2.0,0,1,1,0,0,0,0,1
+650000000,1,84.98,7,263.0,178,5,106.26,72,3.0,2.0,0,1,0,0,1,0,0,1
+845000000,1,127.21,2,1397.0,2161,34,152.74,228,4.0,2.0,1,0,0,1,0,1,0,0
+765000000,1,102.93,10,641.0,344,4,124.65,84,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,0,84.9595,10,358.0,350,4,111.76,28,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,1,58.01,6,2000.0,2654,27,80.26,492,2.0,1.0,1,0,0,1,0,1,0,0
+863000000,1,84.98,1,1442.0,990,15,106.52,346,3.0,2.0,1,0,0,1,0,0,0,1
+980000000,1,165.18,16,1400.0,776,14,203.58,46,5.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,84.93,10,540.0,342,3,106.7,17,3.0,2.0,0,1,0,0,1,0,0,1
+411330000,0,130.5613,19,503.0,301,5,163.12,118,4.0,2.0,0,1,0,0,1,0,0,1
+60000000,0,55.77,20,789.0,825,8,75.03,360,3.0,1.0,0,1,0,0,1,1,0,0
+1100000000,1,40.76300000000001,20,1291.0,926,12,56.05,40,1.0,1.0,0,1,0,0,1,0,0,1
+420000000,1,84.689,15,989.0,795,10,116.82,337,3.0,2.0,1,0,0,1,0,0,0,1
+275000000,1,66.82,10,85.0,214,2,89.86,119,3.0,1.0,0,1,0,0,1,1,0,0
+1100000000,1,80.4,2,216.0,216,3,87.74,55,3.0,1.0,1,0,0,1,0,1,0,0
+195000000,0,59.955,8,617.0,600,6,80.38,200,3.0,1.0,0,1,0,0,1,0,0,1
+282000000,0,84.9794,16,865.0,800,7,105.74,123,3.0,2.0,0,1,0,0,1,0,0,1
+1250000000,1,84.9231,19,4443.0,3002,34,110.94,65,3.0,2.0,1,0,0,1,0,0,0,1
+77000000,0,59.83,16,154.0,224,1,75.39,104,3.0,1.0,0,1,0,0,1,0,0,1
+405000000,1,56.9,2,200.0,200,1,62.8,200,2.0,1.0,1,0,0,1,0,1,0,0
+360000000,1,84.514,4,259.0,299,4,109.14,162,3.0,2.0,0,1,0,0,1,0,0,1
+500000000,1,80.01,7,96.0,120,1,98.65,60,3.0,1.0,0,1,0,0,1,1,0,0
+360000000,1,83.73,3,212.0,214,2,112.82,114,3.0,2.0,0,1,0,0,1,0,0,1
+540000000,1,84.85799999999998,4,1108.0,810,17,109.08,49,3.0,2.0,0,1,0,0,1,0,0,1
+110000000,0,59.075,11,700.0,990,7,73.82,0,3.0,1.0,0,1,0,0,1,0,0,1
+250000000,1,84.94,2,212.0,263,2,109.23,73,3.0,2.0,0,1,0,0,1,0,0,1
+295000000,1,84.96,6,1459.0,1371,13,110.12,19,3.0,2.0,0,1,0,0,1,0,0,1
+469000000,1,84.94,8,173.0,206,2,104.9,86,3.0,2.0,0,1,0,0,1,0,0,1
+258000000,1,84.93,3,827.0,686,13,104.36,44,3.0,2.0,0,1,0,0,1,0,0,1
+465000000,1,59.99,6,2924.0,2397,31,84.49,120,3.0,2.0,0,1,0,0,1,0,0,1
+510000000,1,59.89,3,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
+830000000,1,101.94,12,1554.0,1020,20,130.93,432,4.0,2.0,1,0,0,1,0,0,0,1
+305000000,1,59.99,11,1346.0,1168,17,80.89,469,3.0,1.0,0,1,0,0,1,0,0,1
+349000000,0,84.6389,8,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,1,84.766,12,2733.0,2197,30,109.84,152,3.0,2.0,0,1,0,0,1,0,0,1
+143000000,0,84.77,17,159.0,211,1,104.36,96,3.0,2.0,0,1,0,0,1,0,0,1
+1125000000,1,84.99,9,7876.0,5563,65,109.34,436,3.0,2.0,1,0,0,1,0,0,0,1
+778000000,1,59.4,9,283.0,378,5,78.94,190,3.0,1.0,0,1,0,0,1,1,0,0
+310000000,0,128.5315,27,1582.0,1149,8,154.85,227,4.0,2.0,0,1,0,0,1,0,0,1
+266000000,1,59.38,13,1239.0,1676,21,83.04,254,3.0,1.0,1,0,0,1,0,0,1,0
+412500000,1,129.66,6,1000.0,1000,13,154.49,288,4.0,2.0,1,0,0,1,0,0,0,1
+85000000,0,49.14,3,82.0,180,2,68.25,180,2.0,1.0,0,1,1,0,0,1,0,0
+257000000,1,48.6,15,505.0,700,7,69.23,356,2.0,1.0,1,0,0,1,0,1,0,0
+392500000,1,84.66,4,332.0,340,13,99.34,170,3.0,2.0,1,0,0,1,0,0,0,1
+710000000,0,117.745,47,3728.0,1631,3,177.08,1,3.0,2.0,0,1,0,0,1,0,0,1
+800000000,1,27.68,11,7876.0,5563,65,42.28,124,1.0,1.0,1,0,0,1,0,0,0,1
+883000000,1,59.48,3,930.0,620,8,84.54,170,3.0,1.0,1,0,0,1,0,1,0,0
+1450000000,1,101.95,5,1452.0,660,23,103.27,258,4.0,1.0,1,0,0,1,0,0,0,1
+333000000,1,59.94,9,461.0,453,6,81.97,177,3.0,1.0,0,1,0,0,1,1,0,0
+230000000,0,59.79,8,287.0,612,6,80.99,196,3.0,1.0,0,1,0,0,1,0,0,1
+205000000,1,53.96,15,254.0,420,4,75.19,270,3.0,1.0,1,0,0,1,0,1,0,0
+53150000,0,49.6,9,280.0,360,4,64.48,48,2.0,1.0,0,1,0,0,1,0,0,1
+83000000,0,82.44,5,136.0,217,2,101.43,114,3.0,2.0,0,1,0,0,1,0,0,1
+754000000,1,71.2,12,2100.0,2100,21,92.59,532,3.0,1.0,1,0,0,1,0,1,0,0
+148000000,1,34.44,2,619.0,1556,12,45.34,476,2.0,1.0,1,0,0,1,0,1,0,0
+267000000,1,59.67,4,1875.0,2075,21,74.38,296,3.0,2.0,0,1,0,0,1,1,0,0
+648000000,1,102.34,7,4596.0,3226,40,132.81,336,3.0,2.0,0,1,0,0,1,0,0,1
+155000000,1,49.94,15,900.0,900,8,72.73,90,2.0,1.0,0,1,0,0,1,0,0,1
+100000000,0,65.385,9,132.0,288,1,86.33,48,2.0,1.0,0,1,0,0,1,1,0,0
+189000000,0,59.9425,21,998.0,950,7,78.57,700,3.0,1.0,0,1,0,0,1,0,0,1
+222500000,0,84.89,9,885.0,1044,12,105.42,684,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,0,101.94,3,895.0,852,12,125.28,68,4.0,2.0,1,0,0,1,0,0,0,1
+630000000,1,114.99,13,244.0,196,4,140.73,30,4.0,2.0,0,1,0,0,1,0,0,1
+557500000,1,51.12,12,700.0,822,6,70.83,262,2.0,1.0,1,0,0,1,0,1,0,0
+360000000,1,84.85,8,185.0,163,3,103.25,121,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,1,84.962,11,539.0,454,8,106.0,376,3.0,2.0,0,1,0,0,1,0,0,1
+137500000,0,59.92,6,561.0,885,5,78.02,693,2.0,1.0,0,1,0,0,1,0,0,1
+660000000,1,84.97,1,3310.0,2517,42,107.49,120,3.0,2.0,1,0,0,1,0,0,0,1
+340000000,1,84.99,3,121.0,106,1,111.22,95,3.0,2.0,0,1,0,0,1,0,0,1
+375000000,1,84.91,17,463.0,390,4,109.71,0,3.0,2.0,0,1,0,0,1,0,0,1
+168000000,0,59.97,15,1152.0,998,9,79.27,92,2.0,1.0,0,1,0,0,1,0,0,1
+425000000,1,84.9,7,2195.0,1998,25,108.12,805,3.0,2.0,0,1,0,0,1,0,0,1
+568000000,1,84.9,5,1140.0,948,12,105.77,948,3.0,2.0,0,1,1,0,0,0,0,1
+244000000,1,43.2,20,340.0,461,1,57.68,66,1.0,1.0,0,1,0,0,1,1,0,0
+935000000,1,136.325,11,4494.0,4494,56,158.84,1416,4.0,2.0,1,0,0,1,0,0,0,1
+768000000,1,101.0107,20,1102.0,550,6,129.95,69,3.0,2.0,0,1,0,0,1,0,0,1
+510000000,0,84.97200000000002,12,1174.0,680,7,114.49,114,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,109.27,13,454.0,406,3,139.26,80,4.0,2.0,0,1,0,0,1,0,0,1
+587000000,1,35.87,4,2500.0,5040,124,36.36,530,2.0,1.0,0,1,0,0,1,0,0,1
+213000000,1,29.03,10,255.0,350,1,36.39,51,1.0,1.0,0,1,0,0,1,1,0,0
+630000000,1,84.46,6,324.0,245,6,102.48,1,3.0,2.0,0,1,0,0,1,0,0,1
+429000000,1,84.99,8,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
+299000000,0,101.88,3,1690.0,1122,16,128.8,266,3.0,2.0,0,1,0,0,1,0,0,1
+199000000,1,69.72,9,136.0,124,1,98.12,50,3.0,1.0,0,1,0,0,1,1,0,0
+427000000,1,84.96700000000001,8,1275.0,896,18,114.06,466,3.0,2.0,0,1,0,0,1,0,0,1
+295000000,0,85.0,9,2381.0,1391,14,107.24,138,3.0,2.0,0,1,0,0,1,0,0,1
+185000000,1,65.34,14,528.0,660,6,87.47,201,3.0,1.0,0,1,1,0,0,1,0,0
+410000000,1,114.85,9,4804.0,3830,54,142.21,849,4.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,114.81,6,174.0,148,3,152.1,20,4.0,2.0,0,1,0,0,1,0,0,1
+315000000,0,144.48,22,4515.0,2637,30,178.11,490,4.0,2.0,0,1,0,0,1,0,0,1
+589000000,1,59.94,14,652.0,625,5,83.82,313,3.0,1.0,0,1,0,0,1,1,0,0
+147000000,0,59.4,8,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
+710000000,1,82.45,5,2100.0,2100,21,108.43,672,3.0,2.0,1,0,0,1,0,1,0,0
+450000000,0,85.0,3,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,84.92,19,516.0,537,3,112.39,349,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,84.94,8,827.0,686,13,103.26,53,3.0,2.0,0,1,0,0,1,0,0,1
+148000000,0,84.69,6,1469.0,1468,16,101.41,718,3.0,2.0,0,1,0,0,1,0,0,1
+182000000,0,39.95,13,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
+150000000,0,73.53,9,49.0,118,1,88.47,43,3.0,1.0,0,1,0,0,1,0,0,1
+243000000,1,59.88,5,2366.0,1971,28,85.56,115,3.0,1.0,0,1,0,0,1,0,0,1
+155000000,0,59.99,16,663.0,893,11,76.57,683,3.0,1.0,0,1,0,0,1,0,0,1
+578410000,0,149.5497,32,5755.0,3000,15,197.4,396,4.0,2.0,0,1,0,0,1,0,0,1
+235000000,0,114.0,12,415.0,464,3,138.54,95,4.0,2.0,0,1,0,0,1,0,0,1
+575000000,1,84.97,15,3940.0,3003,25,109.57,1066,3.0,2.0,0,1,0,0,1,0,0,1
+277000000,0,84.99700000000001,5,1306.0,1306,15,113.61,504,3.0,2.0,0,1,0,0,1,0,0,1
+756500000,1,84.92,1,1096.0,548,6,102.55,380,3.0,1.0,0,1,0,1,0,0,0,1
+136500000,1,28.84,11,438.0,412,1,38.67,130,1.0,1.0,0,1,0,0,1,1,0,0
+232460000,0,84.99,29,1066.0,690,4,107.13,71,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,1,61.257,12,414.0,378,6,79.99,116,3.0,2.0,0,1,0,0,1,0,0,1
+1200000000,1,164.83,8,300.0,115,3,192.95,13,4.0,2.0,1,0,0,1,0,0,0,1
+750000000,1,119.68,7,748.0,576,6,129.42,48,4.0,2.0,1,0,0,1,0,0,0,1
+300000000,1,59.76,8,1544.0,1544,9,83.46,558,3.0,1.0,0,1,0,0,1,1,0,0
+381000000,1,59.99,2,1426.0,1332,20,79.34,133,3.0,2.0,0,1,0,0,1,0,0,1
+540000000,1,59.76,6,389.0,348,4,76.47,40,3.0,1.0,0,1,0,0,1,1,0,0
+1200000000,1,84.99,4,7876.0,5563,65,109.4,149,3.0,2.0,1,0,0,1,0,0,0,1
+315000000,1,51.24,8,607.0,417,3,68.59,102,2.0,1.0,0,1,0,0,1,1,0,0
+400000000,0,84.6389,18,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,74.8,6,170.0,155,2,94.58,4,3.0,2.0,0,1,0,0,1,0,0,1
+685000000,1,121.6,15,517.0,855,10,142.17,75,4.0,2.0,0,1,0,0,1,0,0,1
+370000000,0,84.99600000000002,11,728.0,728,12,105.94,156,3.0,2.0,1,0,0,1,0,0,0,1
+89000000,0,32.39,5,2716.0,2716,20,45.8,180,1.0,1.0,0,1,1,0,0,1,0,0
+659000000,0,151.9156,25,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+225000000,0,84.7894,12,355.0,253,2,107.65,94,3.0,2.0,0,1,0,0,1,0,0,1
+214000000,1,60.0,11,210.0,180,2,80.48,36,3.0,1.0,0,1,0,0,1,0,0,1
+520000000,1,59.84,6,2447.0,524,2,86.5,21,2.0,2.0,0,1,0,0,1,0,0,1
+85000000,1,36.34,11,1710.0,1710,10,52.81,60,2.0,1.0,0,1,1,0,0,1,0,0
+840000000,1,84.9097,2,753.0,738,11,104.4,362,3.0,2.0,1,0,0,1,0,0,0,1
+328000000,1,84.89,11,1875.0,2075,21,102.49,648,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.303,4,494.0,484,8,103.82,298,3.0,2.0,0,1,0,0,1,0,0,1
+101000000,0,59.94,14,1167.0,1158,13,80.48,626,3.0,1.0,0,1,0,0,1,0,0,1
+218000000,0,59.92,4,2919.0,2290,20,80.67,467,3.0,2.0,0,1,0,0,1,0,0,1
+285000000,1,60.06,14,1425.0,998,10,76.88,538,2.0,1.0,0,1,0,0,1,1,0,0
+375000000,0,84.6389,38,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
+355000000,1,59.97,6,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
+207000000,0,84.69,3,213.0,247,1,110.05,122,3.0,2.0,0,1,0,0,1,0,0,1
+101500000,0,59.997,8,2716.0,2302,24,80.72,200,2.0,1.0,0,1,0,0,1,0,0,1
+918000000,1,84.99,4,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
+167000000,1,41.3,11,2123.0,2136,17,58.59,540,2.0,1.0,1,0,0,1,0,1,0,0
+230000000,0,164.85,11,931.0,874,7,196.49,94,5.0,2.0,0,1,0,0,1,0,0,1
+170000000,0,84.9302,20,468.0,451,4,113.81,104,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,1,59.89,24,1377.0,1542,16,78.45,200,3.0,1.0,0,1,0,0,1,0,0,1
+253000000,0,111.862,18,585.0,361,5,155.65,275,3.0,2.0,0,1,0,0,1,0,0,1
+83000000,0,84.96,19,651.0,937,6,104.15,643,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,84.9287,1,224.0,228,3,107.01,117,3.0,2.0,0,1,0,0,1,0,0,1
+930000000,1,84.99,16,7876.0,5563,65,109.2,1201,3.0,2.0,1,0,0,1,0,0,0,1
+425000000,1,73.133,15,2554.0,2462,31,100.88,702,3.0,2.0,0,1,0,0,1,0,0,1
+70700000,0,59.99,1,663.0,893,11,76.57,683,3.0,1.0,0,1,0,0,1,0,0,1
+167000000,0,102.39,2,1673.0,1424,18,124.47,76,4.0,2.0,0,1,0,0,1,0,0,1
+51000000,0,41.3,4,2716.0,2716,20,57.29,810,2.0,1.0,0,1,1,0,0,1,0,0
+337000000,1,50.14,5,2455.0,3930,32,68.59,1120,2.0,1.0,1,0,0,1,0,1,0,0
+160000000,0,84.85,1,1263.0,916,14,110.37,333,3.0,2.0,0,1,0,0,1,0,0,1
+283000000,1,59.94,8,3940.0,3003,25,82.42,580,3.0,1.0,0,1,0,0,1,0,0,1
+490000000,1,59.98,20,454.0,393,6,81.62,19,3.0,2.0,0,1,0,0,1,0,0,1
+362500000,1,84.93,2,898.0,718,11,108.75,327,3.0,2.0,0,1,0,0,1,0,0,1
+83000000,0,45.5,3,800.0,1000,9,62.48,400,3.0,1.0,0,1,0,0,1,1,0,0
+197000000,1,59.44,3,832.0,829,10,82.41,382,2.0,1.0,0,1,0,0,1,1,0,0
+405000000,1,59.89,1,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
+440000000,1,84.89,9,530.0,412,14,110.15,40,3.0,2.0,1,0,0,1,0,0,0,1
+430000000,1,59.99,6,4596.0,3226,40,87.41,212,3.0,2.0,0,1,0,0,1,0,0,1
+230000000,1,49.77,7,522.0,1372,6,66.56,442,3.0,1.0,1,0,0,1,0,1,0,0
+92000000,0,49.73,1,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
+1900000000,1,143.36,27,631.0,421,3,172.91,31,3.0,2.0,0,1,1,0,0,0,0,1
+850000000,1,84.83,8,1148.0,912,16,113.69,205,3.0,2.0,1,0,0,1,0,0,0,1
+346000000,1,84.99,8,574.0,574,7,104.99,427,3.0,2.0,0,1,0,0,1,0,0,1
+397000000,0,101.4053,14,1582.0,1149,8,131.61,232,3.0,2.0,0,1,0,0,1,0,0,1
+230000000,0,84.99,8,1066.0,690,4,107.13,58,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,1,84.19,1,454.0,406,3,110.93,116,3.0,2.0,0,1,0,0,1,0,0,1
+1120000000,1,59.99,10,7876.0,5563,65,82.47,29,3.0,2.0,1,0,0,1,0,0,0,1
+530000000,1,119.91,2,1299.0,1080,8,137.65,180,0.0,0.0,0,1,1,0,0,0,0,1
+363000000,1,59.67,5,1152.0,1152,12,80.93,162,2.0,1.0,0,1,0,0,1,1,0,0
+320000000,0,84.91,3,316.0,284,6,113.06,40,3.0,2.0,0,1,0,0,1,0,0,1
+72000000,0,67.44,1,434.0,444,4,82.97,45,3.0,1.0,0,1,0,0,1,0,0,1
+580000000,1,84.81,23,1208.0,1170,13,99.82,773,3.0,2.0,0,1,0,0,1,0,0,1
+842000000,1,100.33,5,1466.0,2030,32,115.7,84,3.0,1.0,1,0,0,1,0,0,0,1
+244000000,1,55.85,12,110.0,107,1,79.55,15,3.0,1.0,0,1,0,0,1,0,0,1
+1220000000,1,82.61,2,3930.0,3930,30,119.0,750,4.0,1.0,1,0,0,1,0,1,0,0
+189000000,1,49.77,9,2450.0,2462,16,72.73,4,3.0,1.0,0,1,0,1,0,1,0,0
+317000000,1,63.33,15,774.0,1285,10,82.65,102,3.0,1.0,0,1,1,0,0,0,0,1
+308000000,1,59.85,15,118.0,114,1,79.98,46,2.0,1.0,1,0,0,1,0,1,0,0
+403500000,1,84.93,15,567.0,498,7,102.23,150,3.0,2.0,0,1,0,0,1,0,0,1
+476000000,1,84.87,6,1215.0,1215,10,109.97,605,3.0,2.0,0,1,1,0,0,0,0,1
+368000000,1,84.72,8,136.0,123,2,104.38,30,3.0,2.0,0,1,0,0,1,0,0,1
+375000000,0,134.6549,3,1428.0,714,14,156.6,116,4.0,2.0,0,1,0,0,1,0,0,1
+143500000,0,59.7,9,1098.0,1110,8,72.93,300,3.0,1.0,0,1,0,0,1,0,0,1
+765000000,1,66.6,2,1285.0,2550,34,89.88,959,3.0,1.0,1,0,0,1,0,1,0,0
+56200000,0,38.64,4,488.0,275,1,53.0,14,2.0,1.0,0,1,0,0,1,1,0,0
+470000000,1,109.7,1,1710.0,855,6,128.16,120,3.0,2.0,0,1,1,0,0,0,1,0
+150000000,0,84.78,4,240.0,298,4,102.96,136,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,58.68,6,3012.0,2938,16,80.29,264,3.0,1.0,0,1,0,0,1,1,0,0
+272500000,0,84.0896,14,381.0,373,6,107.3,221,3.0,2.0,0,1,0,0,1,0,0,1
+53330000,0,32.25,12,178.0,432,1,44.0,45,1.0,1.0,0,1,1,0,0,1,0,0
+255000000,1,49.93,7,1650.0,1650,12,71.0,492,3.0,1.0,1,0,0,1,0,1,0,0
+1155000000,0,168.5,45,3728.0,1631,3,249.44,1,3.0,3.0,0,1,0,0,1,0,0,1
+973130000,1,167.62,6,601.0,300,13,211.49,4,4.0,2.0,1,0,0,1,0,0,0,1
+4800000000,1,178.94,20,2545.0,1612,15,236.69,25,3.0,3.0,1,0,0,1,0,0,0,1
+114000000,0,49.14,6,700.0,990,7,62.81,556,2.0,1.0,0,1,0,0,1,0,1,0
+134000000,0,59.93,12,410.0,414,4,78.5,172,3.0,1.0,0,1,0,0,1,0,0,1
+259000000,1,69.72,1,136.0,124,1,98.12,50,3.0,1.0,0,1,0,0,1,1,0,0
+720000000,1,84.95,13,4890.0,3293,51,112.45,66,3.0,2.0,1,0,0,1,0,0,0,1
+160000000,1,39.92,15,379.0,1192,8,56.08,160,2.0,1.0,0,1,1,0,0,1,0,0
+74000000,0,59.84,11,375.0,988,6,73.97,598,2.0,1.0,0,1,0,0,1,0,0,1
+1800000000,1,127.75,4,1254.0,1034,12,137.45,168,4.0,2.0,0,1,1,0,0,0,0,1
+430000000,1,51.66,5,426.0,1747,10,71.23,267,2.0,1.0,0,1,1,0,0,1,0,0
+328500000,1,59.88,21,2776.0,2298,27,82.5,384,3.0,1.0,0,1,0,0,1,1,0,0
+120000000,0,59.81,15,620.0,750,10,76.91,240,3.0,1.0,0,1,0,0,1,0,0,1
+418000000,1,84.98,17,563.0,296,5,111.38,111,3.0,2.0,0,1,0,0,1,0,0,1
+215000000,1,84.99,3,121.0,106,1,111.22,95,3.0,2.0,0,1,0,0,1,0,0,1
+216000000,1,84.99,7,318.0,385,3,102.58,289,3.0,2.0,1,0,0,1,0,0,0,1
+270000000,1,59.26,14,450.0,509,6,80.2,120,2.0,1.0,0,1,0,0,1,1,0,0
+430000000,1,59.983,4,2185.0,1622,22,79.65,328,3.0,2.0,0,1,0,0,1,0,0,1
+272000000,1,71.83,4,432.0,864,7,76.83,456,2.0,1.0,0,1,0,0,1,1,0,0
+430000000,1,84.88,16,2123.0,1696,7,109.8,786,3.0,2.0,0,1,1,0,0,0,0,1
+425000000,1,59.98,2,1415.0,1102,14,75.61,40,3.0,1.0,0,1,0,0,1,1,0,0
+1200000000,1,82.5,5,864.0,432,4,108.88,422,3.0,1.0,1,0,0,1,0,1,0,0
+350000000,0,84.9673,2,457.0,497,8,113.65,228,3.0,2.0,0,1,0,0,1,0,0,1
+548000000,0,150.37,16,616.0,299,2,191.13,35,4.0,2.0,0,1,0,0,1,0,0,1
+503000000,1,84.87,17,1351.0,1300,12,108.4,559,3.0,2.0,0,1,0,0,1,0,0,1
+66830000,0,49.14,16,700.0,990,7,64.38,0,2.0,1.0,0,1,0,0,1,0,1,0
+300000000,1,59.96,16,615.0,545,7,78.58,115,3.0,2.0,0,1,0,0,1,0,0,1
+720000000,1,119.47,18,1400.0,776,14,149.47,46,4.0,2.0,0,1,0,0,1,0,0,1
+398000000,0,84.925,31,250.0,250,3,116.74,68,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,84.99,8,121.0,106,1,111.22,95,3.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,71.77,8,617.0,1352,12,98.7,278,2.0,1.0,1,0,0,1,0,1,0,0
+1200000000,1,119.738,4,1239.0,963,14,151.3,86,4.0,2.0,0,1,0,0,1,0,0,1
+323000000,1,59.99,22,2251.0,2904,21,78.18,753,3.0,2.0,0,1,0,0,1,1,0,0
+189000000,0,146.69,8,793.0,793,6,167.17,60,5.0,2.0,0,1,0,0,1,0,0,1
+1188000000,1,114.48,12,692.0,577,5,127.47,4,3.0,1.0,0,1,0,1,0,0,0,1
+655000000,1,59.885,5,380.0,372,6,83.25,178,3.0,1.0,0,1,0,0,1,1,0,0
+615000000,1,84.55,11,500.0,448,5,105.26,140,3.0,1.0,0,1,1,0,0,0,0,1
+375000000,1,46.75,14,1299.0,1080,8,60.21,150,2.0,1.0,0,1,1,0,0,1,0,0
+234000000,0,59.94,8,1422.0,1422,15,75.18,648,3.0,1.0,1,0,0,1,0,1,0,0
+155000000,1,27.61,2,37.0,232,1,37.42,232,1.0,1.0,0,1,0,0,1,1,0,0
+260000000,1,59.4,4,1676.0,1278,7,79.57,298,3.0,1.0,0,1,0,0,1,1,0,0
+278000000,1,84.66,6,771.0,783,8,101.99,378,3.0,2.0,0,1,0,0,1,0,0,1
+477300000,1,84.958,7,185.0,162,4,109.53,33,3.0,2.0,0,1,0,0,1,0,0,1
+599000000,1,59.99,8,998.0,809,12,82.0,80,3.0,2.0,1,0,0,1,0,0,0,1
+96000000,0,59.941,10,884.0,882,11,77.25,167,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,83.11,22,735.0,722,9,109.53,192,3.0,2.0,0,1,0,0,1,0,0,1
+130000000,0,84.5909,3,457.0,465,5,110.73,186,3.0,2.0,0,1,0,0,1,0,0,1
+175000000,0,84.36,20,500.0,423,4,107.85,248,3.0,2.0,0,1,0,0,1,0,0,1
+197000000,1,45.77,1,567.0,690,5,63.6,180,1.0,1.0,1,0,0,1,0,1,0,0
+163000000,0,59.8,4,314.0,430,2,78.26,247,3.0,1.0,0,1,0,0,1,0,0,1
+45000000,0,59.38,8,85.0,365,4,77.68,87,3.0,2.0,0,1,0,0,1,0,0,1
+318000000,1,84.92,6,681.0,1362,10,101.07,290,3.0,2.0,0,1,0,0,1,0,0,1
+470000000,0,100.9973,9,2595.0,1564,14,131.16,230,3.0,2.0,0,1,0,0,1,0,0,1
+455000000,0,149.5497,12,5755.0,3000,15,197.4,396,4.0,2.0,0,1,0,0,1,0,0,1
+517000000,0,130.5613,3,503.0,301,5,163.12,118,4.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.29,8,152.0,137,2,101.55,51,3.0,2.0,0,1,0,0,1,0,0,1
+1018000000,1,84.99,14,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
+380000000,1,59.98,5,1267.0,999,18,81.23,108,3.0,2.0,0,1,0,0,1,0,0,1
+448000000,1,84.9909,19,220.0,193,2,112.4,79,3.0,2.0,0,1,0,0,1,0,0,1
+260000000,1,41.3,14,1999.0,2856,32,58.72,180,2.0,1.0,1,0,0,1,0,1,0,0
+600000000,1,59.89,15,1299.0,1080,8,76.91,165,2.0,1.0,0,1,1,0,0,1,0,0
+351000000,0,84.9542,17,659.0,489,5,108.78,160,3.0,2.0,0,1,0,0,1,0,0,1
+530000000,0,104.4925,4,3942.0,1788,3,155.97,108,3.0,2.0,1,0,1,0,0,0,0,1
+240500000,1,59.76,10,560.0,1070,12,81.09,312,3.0,1.0,1,0,0,1,0,1,0,0
+550000000,1,84.69,15,2022.0,2065,14,110.67,1032,3.0,2.0,0,1,1,0,0,0,0,1
+490000000,1,59.91,17,735.0,915,8,81.11,322,3.0,2.0,0,1,0,1,0,1,0,0
+78500000,0,59.98,2,1035.0,1016,11,79.67,444,3.0,1.0,0,1,0,0,1,0,0,1
+332000000,1,84.98,6,1448.0,1047,9,103.8,176,3.0,2.0,1,0,0,1,0,0,0,1
+215000000,0,75.3925,15,162.0,150,3,93.56,15,3.0,2.0,0,1,0,0,1,0,0,1
+395000000,0,106.68,4,1552.0,1035,9,125.42,180,4.0,2.0,0,1,1,0,0,0,0,1
+235000000,1,59.58,3,4932.0,4509,31,81.7,684,2.0,1.0,0,1,1,0,0,1,0,0
+169000000,0,55.38,19,283.0,277,4,74.51,206,3.0,1.0,0,1,0,0,1,0,0,1
+387000000,1,84.92,9,172.0,147,3,106.85,147,3.0,2.0,0,1,0,0,1,0,0,1
+86000000,0,84.92,18,107.0,246,1,109.09,246,3.0,2.0,0,1,0,0,1,0,0,1
+343000000,1,84.93,6,236.0,214,4,105.79,0,3.0,2.0,0,1,0,0,1,0,0,1
+430000000,1,59.912,23,2554.0,2462,31,85.25,370,3.0,1.0,0,1,0,0,1,0,0,1
+520000000,1,59.64,16,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+167000000,1,39.82,1,893.0,2433,14,56.98,372,2.0,1.0,1,0,0,1,0,1,0,0
+1050000000,1,84.89,11,1122.0,732,10,115.17,144,3.0,2.0,1,0,0,1,0,0,0,1
+357500000,1,84.741,20,669.0,627,12,113.24,493,3.0,2.0,0,1,0,0,1,0,0,1
+590000000,1,84.77,5,142.0,141,2,117.79,62,3.0,2.0,0,1,0,0,1,0,0,1
+157300000,1,59.79,5,517.0,499,5,83.72,257,2.0,1.0,0,1,0,0,1,1,0,0
+705000000,1,42.55,2,2500.0,5040,124,42.98,1530,2.0,1.0,0,1,0,0,1,0,0,1
+250000000,0,78.501,11,592.0,421,9,102.29,66,3.0,2.0,0,1,0,0,1,0,0,1
+301000000,1,59.94,2,571.0,481,5,80.82,200,3.0,1.0,0,1,1,0,0,0,0,1
+210000000,0,84.89,7,177.0,181,7,104.01,28,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,84.82,5,196.0,165,2,114.04,112,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,1,59.24,7,81.0,105,1,74.01,75,3.0,1.0,0,1,0,0,1,1,0,0
+1030000000,1,139.74,2,493.0,493,6,149.0,120,4.0,2.0,0,1,1,0,0,0,0,1
+128000000,0,59.97,3,225.0,343,1,92.56,123,3.0,1.0,0,1,0,0,1,1,0,0
+282000000,1,84.85,5,198.0,182,3,105.92,106,3.0,2.0,0,1,0,0,1,0,0,1
+197000000,1,59.4,2,329.0,609,5,83.09,258,3.0,1.0,0,1,1,0,0,1,0,0
+310000000,1,61.151,12,505.0,494,5,84.06,98,2.0,1.0,1,0,0,1,0,0,0,1
+112000000,0,84.96,2,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
+900000000,1,84.99,26,7876.0,5563,65,109.2,118,3.0,2.0,1,0,0,1,0,0,0,1
+425000000,1,84.83,3,327.0,282,7,111.57,22,3.0,2.0,1,0,0,1,0,0,0,1
+182500000,0,59.955,15,624.0,632,6,80.23,280,3.0,1.0,0,1,0,0,1,0,0,1
+120000000,0,49.94,5,1578.0,2544,18,68.94,448,2.0,1.0,0,1,0,0,1,1,0,0
+1125000000,1,141.53,3,180.0,180,3,153.36,48,4.0,2.0,1,0,0,1,0,0,0,1
+285000000,1,59.97,15,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
+158000000,1,49.75,5,800.0,986,9,74.84,427,3.0,1.0,0,1,0,0,1,1,0,0
+125000000,0,117.87,13,323.0,457,3,138.65,63,4.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,83.34,3,674.0,1320,14,103.56,120,3.0,1.0,0,1,1,0,0,0,0,1
+980000000,1,84.99,8,7876.0,5563,65,109.31,232,3.0,2.0,1,0,0,1,0,0,0,1
+152000000,0,59.84,3,375.0,988,6,73.97,598,2.0,1.0,0,1,0,0,1,0,0,1
+185000000,0,120.69,2,406.0,356,4,144.52,128,4.0,2.0,1,0,0,1,0,0,0,1
+510000000,1,84.96,4,1306.0,1125,15,104.91,449,3.0,2.0,0,1,0,0,1,0,0,1
+193000000,0,59.8935,15,834.0,756,8,81.68,236,3.0,1.0,1,0,0,1,0,0,0,1
+1050000000,1,84.9984,17,4443.0,3002,34,111.08,673,3.0,2.0,1,0,0,1,0,0,0,1
+498000000,1,84.71,16,2615.0,2123,21,108.47,805,3.0,2.0,0,1,0,0,1,0,0,1
+490000000,0,127.489,19,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
+575000000,0,126.9004,34,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
+263000000,1,59.86600000000001,6,316.0,341,5,83.68,242,3.0,1.0,0,1,0,0,1,1,0,0
+275000000,1,59.26,8,450.0,509,6,80.2,120,2.0,1.0,0,1,0,0,1,1,0,0
+339000000,0,84.83,8,3240.0,3060,33,112.86,502,3.0,1.0,0,1,1,0,0,1,0,0
+117000000,0,74.76,4,92.0,232,1,96.91,90,3.0,1.0,0,1,0,0,1,0,0,1
+470000000,1,84.98,11,695.0,571,11,119.35,1,3.0,2.0,0,1,0,0,1,0,0,1
+445000000,1,59.26,9,877.0,895,9,79.85,315,2.0,1.0,0,1,0,0,1,1,0,0
+240000000,0,59.8998,9,392.0,407,5,84.76,122,3.0,2.0,0,1,0,0,1,0,0,1
+665000000,1,84.36,11,368.0,498,5,103.35,498,3.0,1.0,0,1,0,0,1,0,0,1
+240000000,0,102.52,6,1578.0,922,9,131.86,140,3.0,2.0,0,1,0,0,1,0,0,1
+540000000,1,74.13,2,413.0,412,5,92.42,12,3.0,1.0,1,0,0,1,0,0,0,1
+1100000000,1,76.5,9,3930.0,3930,30,112.39,1110,3.0,1.0,1,0,0,1,0,1,0,0
+1135000000,1,84.99,13,7876.0,5563,65,109.35,828,3.0,2.0,1,0,0,1,0,0,0,1
+139000000,0,29.24,3,717.0,674,5,43.53,228,1.0,1.0,0,1,0,0,1,1,0,0
+535990000,1,101.84,7,546.0,334,9,127.89,104,4.0,2.0,1,0,0,1,0,0,0,1
+320000000,0,98.68,9,450.0,474,3,121.95,120,3.0,1.0,0,1,1,0,0,0,0,1
+177500000,0,74.18,12,450.0,474,3,108.06,133,4.0,1.0,0,1,1,0,0,1,0,0
+110000000,0,84.98,7,634.0,299,3,103.32,228,3.0,2.0,0,1,0,0,1,0,0,1
+322000000,1,112.49,4,4753.0,3169,30,133.47,192,4.0,2.0,0,1,0,0,1,0,0,1
+330000000,0,84.9073,22,608.0,548,7,112.12,376,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,1,59.34,7,700.0,791,5,86.46,317,3.0,1.0,0,1,0,0,1,1,0,0
+100000000,0,49.42,19,340.0,720,5,69.02,720,2.0,1.0,0,1,0,0,1,1,0,0
+1565000000,1,119.8906,8,4443.0,3002,34,143.26,330,4.0,2.0,1,0,0,1,0,0,0,1
+454500000,0,100.945,48,1405.0,998,6,135.52,282,3.0,2.0,0,1,0,0,1,0,0,1
+168000000,0,59.997,15,2716.0,2302,24,80.84,536,3.0,1.0,0,1,0,0,1,0,0,1
+147880000,0,84.9266,2,222.0,215,3,108.64,38,3.0,2.0,0,1,0,0,1,0,0,1
+650000000,0,127.489,41,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,71.04,2,255.0,240,4,88.93,45,3.0,2.0,0,1,0,0,1,0,0,1
+152000000,1,59.98,2,648.0,791,7,83.23,82,3.0,1.0,0,1,0,0,1,0,0,1
+210000000,0,59.6165,17,660.0,560,8,78.44,40,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,0,134.14,12,1000.0,865,5,156.42,76,0.0,0.0,0,1,0,0,1,0,0,1
+400000000,0,84.6528,18,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
+427000000,1,84.97,15,118.0,114,1,113.55,46,3.0,2.0,1,0,0,1,0,1,0,0
+991400000,0,145.8083,41,3942.0,1788,3,214.22,204,3.0,2.0,1,0,1,0,0,0,0,1
+1920000000,1,134.9023,11,4443.0,3002,34,167.32,404,4.0,2.0,1,0,0,1,0,0,0,1
+340000000,1,59.53,3,1104.0,1174,11,81.16,478,3.0,1.0,0,1,1,0,0,0,0,1
+180000000,1,44.1,13,238.0,600,4,60.41,600,2.0,1.0,0,1,1,0,0,1,0,0
+1720000000,1,176.03400000000005,26,1999.0,1461,3,224.21,78,4.0,3.0,1,0,0,1,0,0,0,1
+194000000,0,59.98,8,540.0,630,6,79.85,383,3.0,1.0,0,1,0,0,1,0,0,1
+150000000,0,68.12,9,436.0,576,5,86.84,575,3.0,1.0,0,1,0,0,1,0,0,1
+80000000,0,83.76,6,102.0,253,3,102.26,191,3.0,2.0,0,1,0,0,1,0,0,1
+265000000,0,84.87,15,1789.0,1669,10,106.77,594,3.0,2.0,0,1,1,0,0,0,0,1
+420000000,1,59.82,12,2085.0,1592,15,82.65,300,2.0,1.0,0,1,1,0,0,1,0,0
+235600000,0,84.8425,12,110.0,102,1,106.67,17,3.0,2.0,0,1,0,0,1,0,0,1
+695000000,1,59.4,6,1066.0,1050,12,80.66,440,3.0,2.0,1,0,0,1,0,0,0,1
+170000000,1,41.85,7,198.0,505,6,56.83,445,1.0,1.0,1,0,0,1,0,1,0,0
+270000000,0,84.9501,29,1582.0,1149,8,117.61,272,3.0,2.0,0,1,0,0,1,0,0,1
+409000000,1,59.97,15,1152.0,1161,16,84.01,75,3.0,2.0,0,1,0,0,1,0,0,1
+900000000,1,84.99,1,167.0,167,3,104.76,167,3.0,2.0,0,1,0,0,1,0,0,1
+159000000,0,59.89,8,844.0,851,13,81.86,220,3.0,1.0,0,1,0,0,1,1,0,0
+262000000,1,49.94,11,823.0,2646,28,69.05,270,2.0,1.0,1,0,0,1,0,1,0,0
+720000000,1,84.99,7,4418.0,2603,37,112.03,149,3.0,2.0,1,0,0,1,0,0,0,1
+400000000,1,118.03,6,331.0,202,3,150.3,129,4.0,2.0,0,1,0,0,1,0,0,1
+240800000,0,84.9788,9,785.0,499,9,109.37,245,3.0,2.0,0,1,0,0,1,0,0,1
+215000000,0,122.19,9,377.0,464,6,162.34,20,4.0,2.0,0,1,0,0,1,0,0,1
+455000000,0,100.945,12,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,87.57,2,342.0,600,3,115.32,600,3.0,2.0,1,0,0,1,0,1,0,0
+335000000,0,128.9121,13,651.0,511,2,164.96,58,4.0,2.0,0,1,0,0,1,0,0,1
+71500000,0,49.73,17,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
+578000000,0,84.6389,20,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+120000000,1,36.66,4,340.0,461,1,48.96,154,1.0,1.0,0,1,0,0,1,1,0,0
+480000000,0,126.638,8,2381.0,1391,14,152.17,298,4.0,2.0,0,1,0,0,1,0,0,1
+180000000,1,59.9,11,237.0,245,3,75.89,97,2.0,1.0,0,1,0,0,1,0,0,1
+427000000,1,59.978,14,1533.0,1095,11,80.68,288,3.0,1.0,0,1,0,0,1,0,0,1
+200000000,1,63.78,11,878.0,1454,13,84.85,452,3.0,1.0,0,1,1,0,0,1,0,0
+210000000,0,84.72,13,237.0,328,2,110.61,158,3.0,2.0,0,1,0,0,1,1,0,0
+410000000,1,114.88,2,1665.0,2017,22,137.59,325,4.0,2.0,0,1,0,0,1,0,0,1
+647000000,1,59.97,23,4113.0,2678,35,86.43,424,3.0,2.0,1,0,0,1,0,0,0,1
+440000000,1,59.96,2,715.0,956,6,82.4,956,3.0,1.0,0,1,0,0,1,1,0,0
+242920000,0,70.3067,22,916.0,559,5,98.13,64,3.0,2.0,0,1,0,0,1,0,0,1
+282000000,1,59.94,13,3940.0,3003,25,82.42,580,3.0,1.0,0,1,0,0,1,0,0,1
+409000000,0,123.86,6,1323.0,1190,11,153.66,86,4.0,2.0,0,1,0,0,1,0,0,1
+146000000,0,59.84,15,714.0,705,5,79.17,176,2.0,1.0,0,1,0,0,1,0,0,1
+716000000,1,119.47,15,1400.0,776,14,149.47,46,4.0,2.0,0,1,0,0,1,0,0,1
+148000000,0,84.9,4,46.0,144,2,101.87,24,3.0,2.0,0,1,0,0,1,0,0,1
+820000000,1,102.48,1,250.0,250,5,104.3,250,4.0,2.0,0,1,1,0,0,0,0,1
+217000000,1,49.94,8,1710.0,1710,10,71.0,450,2.0,1.0,0,1,1,0,0,1,0,0
+173000000,0,60.0,11,637.0,613,8,76.34,202,3.0,2.0,0,1,0,0,1,0,0,1
+182000000,1,39.6,10,260.0,525,4,51.43,150,1.0,1.0,1,0,0,1,0,1,0,0
+275000000,1,59.85,13,2124.0,1634,12,76.7,269,2.0,1.0,0,1,1,0,0,1,0,0
+348000000,1,84.887,1,217.0,175,2,103.66,124,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.92,9,251.0,200,1,109.25,100,3.0,2.0,0,1,0,0,1,0,0,1
+92000000,1,49.6,3,550.0,571,4,69.83,226,2.0,1.0,0,1,1,0,0,1,0,0
+600000000,1,84.69,3,290.0,257,2,107.87,75,3.0,2.0,0,1,0,0,1,0,0,1
+160000000,0,67.97,13,359.0,576,6,86.63,576,3.0,1.0,0,1,0,0,1,0,0,1
+168000000,1,32.39,10,1500.0,2029,23,45.95,270,1.0,1.0,1,0,0,1,0,1,0,0
+136500000,0,60.69,4,71.0,380,6,68.04,170,3.0,1.0,0,1,0,0,1,0,0,1
+428000000,1,84.955,3,767.0,532,6,111.22,235,3.0,2.0,0,1,0,0,1,0,0,1
+40390000,0,24.2475,12,160.0,404,1,33.59,240,1.0,1.0,0,1,0,0,1,0,0,1
+975000000,1,121.53,6,2040.0,1302,18,155.7,520,4.0,2.0,0,1,0,0,1,0,0,1
+160000000,1,59.95,25,1525.0,1281,11,85.19,544,3.0,1.0,0,1,0,0,1,1,0,0
+318000000,1,59.73,11,529.0,423,4,77.54,187,3.0,1.0,0,1,0,0,1,0,0,1
+1050000000,1,84.99,21,7876.0,5563,65,110.3,350,3.0,2.0,1,0,0,1,0,0,0,1
+383000000,1,59.89,13,1299.0,1080,8,77.13,90,2.0,1.0,0,1,1,0,0,0,0,1
+79000000,0,59.959,6,193.0,261,1,79.33,2,3.0,1.0,0,1,0,0,1,0,0,1
+598000000,0,108.51,8,1009.0,564,4,140.48,64,4.0,2.0,0,1,0,0,1,0,0,1
+147500000,0,33.7495,3,1331.0,1395,9,49.59,316,1.0,1.0,0,1,0,0,1,1,0,0
+530000000,1,83.475,12,1920.0,960,13,100.04,270,3.0,1.0,0,1,1,0,0,0,0,1
+503000000,1,84.97,9,1560.0,1247,24,113.13,208,3.0,2.0,0,1,0,0,1,0,0,1
+660000000,1,108.4848,2,729.0,734,7,129.34,83,4.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,84.73,8,163.0,138,2,112.0,124,3.0,2.0,0,1,0,0,1,0,0,1
+990000000,1,84.5978,19,4580.0,3885,51,113.04,253,3.0,2.0,0,1,0,0,1,0,0,1
+171000000,1,59.56,7,132.0,125,2,89.01,49,3.0,1.0,0,1,0,0,1,1,0,0
+98000000,0,59.68,16,388.0,383,3,79.34,60,3.0,1.0,0,1,0,0,1,0,0,1
+265000000,0,59.1416,7,3400.0,3160,30,82.28,385,3.0,2.0,0,1,0,0,1,0,0,1
+270000000,0,84.965,4,3958.0,2947,29,105.89,1464,3.0,2.0,0,1,0,0,1,0,0,1
+281000000,0,84.975,20,808.0,710,9,107.58,150,3.0,2.0,0,1,0,0,1,0,0,1
+1250000000,1,84.95,9,1171.0,768,11,109.32,96,3.0,2.0,1,0,0,1,0,0,0,1
+635000000,1,84.38,12,301.0,258,3,114.72,258,3.0,2.0,0,1,0,0,1,0,0,1
+455000000,0,121.843,5,692.0,547,8,151.55,153,4.0,2.0,0,1,0,0,1,0,0,1
+840000000,0,151.9156,5,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+243000000,1,84.97,5,3146.0,2810,25,99.67,1240,3.0,2.0,0,1,0,0,1,0,0,1
+710000000,1,84.97,8,461.0,401,4,111.6,130,3.0,2.0,0,1,0,0,1,0,0,1
+139500000,0,59.7,6,1098.0,1110,8,72.93,300,3.0,1.0,0,1,0,0,1,0,0,1
+180000000,0,59.99,8,561.0,691,4,83.75,263,3.0,1.0,0,1,0,0,1,1,0,0
+185000000,0,101.76,13,952.0,896,10,124.78,88,4.0,2.0,1,0,0,1,0,0,0,1
+360000000,0,167.04,2,376.0,314,7,192.33,45,5.0,2.0,1,0,0,0,1,0,0,1
+267500000,0,84.9798,13,517.0,517,4,109.08,289,3.0,2.0,0,1,0,0,1,0,0,1
+930000000,1,76.79,13,5000.0,4424,28,101.52,13,3.0,1.0,1,0,0,1,0,1,0,0
+247000000,1,52.45,1,824.0,837,6,70.52,176,3.0,1.0,0,1,1,0,0,1,0,0
+578000000,1,125.021,7,4190.0,2176,50,164.54,341,4.0,2.0,1,0,0,1,0,0,0,1
+170000000,0,84.99,7,1849.0,1691,16,107.53,628,3.0,2.0,0,1,0,0,1,0,0,1
+150000000,0,84.505,14,85.0,365,4,100.88,60,3.0,2.0,0,1,0,0,1,0,0,1
+489000000,1,84.97,20,3940.0,3003,25,109.57,280,3.0,2.0,0,1,0,0,1,0,1,0
+114000000,0,59.92,23,249.0,300,1,78.23,49,3.0,1.0,0,1,0,0,1,1,0,0
+259000000,1,70.3,13,771.0,783,8,89.22,232,3.0,1.0,0,1,0,0,1,0,0,1
+96000000,0,59.526,4,938.0,938,12,72.73,166,3.0,1.0,0,1,0,1,0,0,0,1
+495000000,1,84.91,9,467.0,421,8,106.55,40,3.0,2.0,1,0,0,1,0,0,0,1
+343000000,0,94.412,2,1018.0,718,8,121.36,535,3.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,58.01,12,1500.0,2029,23,80.26,562,2.0,1.0,1,0,0,1,0,1,0,0
+750000000,1,177.86,5,1979.0,1164,21,215.8,208,5.0,3.0,0,1,0,0,1,0,0,1
+305000000,0,84.76,12,1833.0,1812,20,106.17,876,3.0,2.0,0,1,0,0,1,0,0,1
+201500000,0,111.48,1,389.0,256,3,176.02,60,3.0,2.0,0,1,0,0,1,0,0,1
+275000000,0,84.9864,4,1846.0,1638,16,112.73,178,3.0,2.0,0,1,0,0,1,0,0,1
+234000000,0,99.9151,11,840.0,743,8,124.02,119,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,1,84.97,10,344.0,363,3,111.8,139,3.0,2.0,0,1,0,0,1,0,0,1
+565000000,1,84.9,13,456.0,448,4,119.01,218,3.0,2.0,0,1,1,0,0,0,0,1
+510000000,1,109.7,16,981.0,1550,12,131.01,120,3.0,2.0,1,0,0,1,0,0,0,1
+80000000,0,38.43,4,104.0,400,3,54.47,55,2.0,1.0,0,1,0,0,1,1,0,0
+140000000,0,99.99,19,597.0,532,6,121.65,76,3.0,2.0,0,1,0,0,1,0,0,1
+675000000,1,59.8848,12,753.0,738,11,79.41,376,3.0,2.0,1,0,0,1,0,0,0,1
+144000000,0,84.82,20,144.0,214,2,119.67,86,3.0,2.0,0,1,0,0,1,0,0,1
+432000000,1,84.3,14,480.0,431,8,112.1,90,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,59.84,1,242.0,233,4,78.38,81,3.0,1.0,0,1,0,0,1,0,0,1
+113000000,1,49.5,1,257.0,660,4,66.93,210,3.0,1.0,1,0,0,1,0,1,0,0
+472000000,1,84.98,3,984.0,656,11,106.94,236,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,1,56.0,12,381.0,109,1,73.26,9,1.0,1.0,0,1,0,0,1,1,0,0
+575000000,1,84.92299999999999,9,426.0,297,2,112.4,124,3.0,2.0,0,1,0,0,1,0,0,1
+1318230000,0,157.0176,63,3942.0,1788,3,230.45,204,3.0,2.0,1,0,1,0,0,0,0,1
+467000000,1,113.67,19,4932.0,4509,31,143.86,480,4.0,2.0,0,1,1,0,0,0,0,1
+320000000,0,134.62,13,832.0,576,7,160.04,288,4.0,2.0,0,1,0,0,1,0,0,1
+920000000,1,84.99,29,7876.0,5563,65,109.4,149,3.0,2.0,1,0,0,1,0,0,0,1
+210000000,0,84.88799999999998,5,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
+625000000,1,84.99,14,474.0,415,8,106.15,155,3.0,2.0,0,1,0,0,1,0,0,1
+140000000,0,84.96,5,518.0,497,3,105.73,150,3.0,2.0,0,1,0,0,1,0,0,1
+154000000,0,84.84,8,938.0,938,12,105.79,162,3.0,2.0,0,1,0,1,0,0,0,1
+610000000,1,84.95,9,758.0,758,6,108.31,757,3.0,2.0,1,0,0,1,0,0,0,1
+230000000,1,59.39,2,1999.0,2856,32,82.53,90,2.0,1.0,1,0,0,1,0,1,0,0
+235000000,1,59.82,8,853.0,996,10,80.22,512,3.0,1.0,0,1,0,0,1,0,0,1
+373000000,1,84.891,7,617.0,490,7,116.04,200,3.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.949,6,221.0,185,4,106.78,18,3.0,2.0,0,1,0,0,1,0,0,1
+1391360000,1,157.87,11,616.0,299,6,187.74,76,4.0,2.0,0,1,0,0,1,0,0,1
+220000000,0,109.62,11,284.0,297,1,141.0,27,3.0,2.0,0,1,0,0,1,1,0,0
+281000000,0,84.75,6,479.0,471,2,99.51,236,3.0,2.0,0,1,0,0,1,0,0,1
+154000000,0,57.09,16,800.0,1000,9,78.3,600,3.0,1.0,0,1,0,0,1,1,0,0
+142500000,0,59.94,20,127.0,245,2,77.72,122,2.0,1.0,0,1,0,0,1,0,0,1
+343760000,0,125.98,4,774.0,544,2,170.86,78,4.0,2.0,0,1,0,0,1,0,0,1
+3600000000,1,191.07,5,2906.0,2435,21,220.92,84,5.0,2.0,1,0,0,1,0,0,0,1
+540000000,1,142.98,14,1188.0,1329,16,164.95,270,4.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.88,13,751.0,696,11,111.03,88,3.0,2.0,1,0,0,1,0,0,0,1
+198000000,0,84.97,12,100.0,140,2,103.93,126,3.0,2.0,0,1,0,0,1,0,0,1
+670000000,1,84.97,9,201.0,154,1,100.09,56,3.0,2.0,0,1,0,0,1,0,0,1
+955000000,1,84.83,19,4900.0,3696,46,110.54,1404,3.0,2.0,1,0,0,1,0,0,0,1
+340000000,0,134.83,7,843.0,788,13,171.89,120,4.0,2.0,1,0,0,1,0,0,0,1
+128000000,0,59.94,5,280.0,379,2,78.74,241,3.0,1.0,0,1,0,0,1,0,0,1
+400000000,1,84.82,10,1581.0,1421,16,107.82,191,3.0,2.0,1,0,0,1,0,0,0,1
+1295000000,1,82.51,9,3930.0,3930,30,119.0,600,4.0,1.0,1,0,0,1,0,1,0,0
+365000000,0,84.88,22,1616.0,1082,10,106.73,108,3.0,2.0,0,1,0,0,1,0,0,1
+218500000,0,59.9616,11,454.0,430,7,78.0,120,3.0,2.0,0,1,0,0,1,0,0,1
+335000000,1,59.96,15,566.0,480,8,80.36,192,3.0,2.0,0,1,0,0,1,0,0,1
+109000000,0,59.955,2,624.0,632,6,80.23,280,3.0,1.0,0,1,0,0,1,0,0,1
+265000000,1,59.95,18,1459.0,1371,13,88.78,557,3.0,1.0,0,1,0,0,1,1,0,0
+545000000,1,74.88,8,581.0,581,6,92.46,114,3.0,1.0,0,1,0,0,1,0,0,1
+191000000,0,84.84,20,110.0,102,1,106.68,17,3.0,2.0,0,1,0,0,1,0,0,1
+300000000,1,84.815,12,1402.0,2002,16,104.95,180,3.0,2.0,0,1,0,0,1,0,0,1
+211000000,0,59.73,12,979.0,880,13,79.8,396,2.0,1.0,1,0,0,1,0,0,0,1
+200000000,1,59.46,13,1800.0,3481,25,83.88,172,2.0,1.0,1,0,0,1,0,0,0,1
+135000000,0,125.85,8,707.0,774,7,145.44,90,4.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,114.96,13,302.0,636,9,134.56,90,4.0,2.0,0,1,0,0,1,0,0,1
+560000000,1,84.83,13,417.0,375,5,108.21,96,3.0,2.0,0,1,0,0,1,0,0,1
+190000000,1,69.17,10,299.0,783,7,92.2,220,3.0,1.0,0,1,0,0,1,1,0,0
+340000000,0,126.1383,5,918.0,712,15,154.39,104,4.0,2.0,0,1,0,0,1,0,0,1
+73000000,0,75.57,7,1469.0,1468,16,91.6,240,3.0,1.0,0,1,0,0,1,0,0,1
+695000000,1,84.99,3,273.0,138,4,109.24,1,3.0,2.0,0,1,0,0,1,0,0,1
+319000000,0,84.999,5,1314.0,1249,16,107.34,386,3.0,2.0,1,0,0,1,0,0,0,1
+1095000000,1,100.31,13,5540.0,5539,122,132.23,851,3.0,1.0,1,0,0,1,0,0,0,1
+170000000,1,39.96,6,893.0,2433,14,57.07,451,2.0,1.0,1,0,0,1,0,1,0,0
+380000000,1,84.94,6,639.0,1332,9,107.35,336,3.0,2.0,0,1,0,0,1,0,0,1
+210830000,0,84.97,12,1551.0,1124,21,112.63,257,3.0,2.0,0,1,0,0,1,0,0,1
+197000000,1,39.6,7,522.0,1372,6,52.96,520,2.0,1.0,1,0,0,1,0,1,0,0
+1060000000,1,84.99,29,7876.0,5563,65,109.47,46,3.0,2.0,1,0,0,1,0,0,0,1
+125000000,0,84.9825,5,498.0,1153,11,101.52,748,3.0,1.0,0,1,0,0,1,0,0,1
+619000000,1,84.88,1,4329.0,5150,42,106.63,1298,3.0,2.0,0,1,0,0,1,0,0,1
+75000000,0,59.8,8,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
+299500000,1,59.88,13,2366.0,1971,28,81.95,520,3.0,1.0,0,1,0,0,1,1,0,0
+316000000,0,84.7556,20,427.0,342,6,107.93,239,3.0,2.0,0,1,0,0,1,0,0,1
+1270000000,1,83.21,7,400.0,900,8,114.72,270,3.0,1.0,1,0,1,0,0,1,0,0
+508000000,0,84.6389,43,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+158000000,0,59.8889,5,1206.0,1176,13,78.96,786,3.0,2.0,0,1,0,0,1,0,0,1
+725000000,1,59.91,7,735.0,915,8,81.11,117,2.0,1.0,0,1,0,1,0,1,0,0
+768000000,1,75.16,1,496.0,496,13,90.35,196,3.0,1.0,1,0,0,1,0,0,0,1
+60000000,0,41.85,13,236.0,713,7,57.11,236,2.0,1.0,0,1,0,0,1,0,0,1
+285000000,0,84.9943,13,840.0,743,8,108.56,294,3.0,2.0,0,1,0,0,1,0,0,1
+135000000,0,84.93,18,4700.0,1746,18,104.16,580,3.0,2.0,0,1,0,0,1,0,0,1
+550000000,1,115.35,15,1353.0,960,17,137.88,888,4.0,2.0,0,1,1,0,0,0,0,1
+332500000,1,57.63,9,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
+442000000,1,84.78,4,796.0,777,9,99.79,325,3.0,2.0,0,1,0,0,1,0,0,1
+257520000,1,59.99,12,1571.0,1402,16,85.71,47,3.0,2.0,0,1,0,0,1,0,0,1
+504000000,0,127.489,48,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
+163000000,0,59.8,12,3776.0,3382,35,78.1,200,3.0,1.0,0,1,0,0,1,0,0,1
+83000000,0,70.5,8,105.0,164,1,96.89,38,2.0,1.0,0,1,0,0,1,1,0,0
+310000000,1,59.33,10,1048.0,1213,13,79.35,170,3.0,1.0,0,1,0,0,1,0,1,0
+470000000,1,84.57,10,480.0,431,8,112.45,105,3.0,2.0,0,1,0,0,1,0,0,1
+180000000,1,44.1,8,238.0,600,4,60.41,600,2.0,1.0,0,1,1,0,0,1,0,0
+289000000,1,59.95,1,781.0,1391,10,82.41,690,3.0,1.0,1,0,0,1,0,1,0,0
+139000000,0,72.77,7,328.0,618,6,89.67,228,3.0,1.0,0,1,0,0,1,0,0,1
+375000000,1,66.87,4,654.0,768,10,93.1,220,3.0,1.0,0,1,0,0,1,1,0,0
+455000000,0,84.965,24,3958.0,2947,29,105.89,1464,3.0,2.0,0,1,0,0,1,0,0,1
+249000000,0,40.95,15,1599.0,1270,13,58.21,144,1.0,1.0,0,1,0,0,1,1,0,0
+386000000,0,84.9757,9,241.0,183,2,110.67,57,3.0,2.0,1,0,0,1,0,0,0,1
+258500000,0,74.2056,22,1858.0,1828,17,96.04,436,3.0,2.0,0,1,0,0,1,0,0,1
+432020000,1,114.98,1,1484.0,1339,22,156.97,78,4.0,2.0,1,0,0,1,0,0,0,1
+156000000,1,59.4,5,1704.0,2340,18,79.34,324,3.0,1.0,1,0,0,0,1,1,0,0
+510000000,1,86.78,9,955.0,1089,8,92.1,64,0.0,0.0,0,1,1,0,0,1,0,0
+1430000000,1,84.95,3,153.0,142,2,107.43,74,3.0,2.0,0,1,0,0,1,1,0,0
+132000000,0,39.95,19,481.0,799,6,57.14,50,2.0,1.0,1,0,0,1,0,1,0,0
+530000000,1,84.90799999999999,20,779.0,655,5,109.49,339,3.0,2.0,0,1,0,0,1,0,0,1
+120000000,0,59.54,1,319.0,358,2,78.58,168,3.0,1.0,0,1,0,0,1,0,0,1
+340000000,1,84.55,4,159.0,184,2,106.17,108,3.0,1.0,0,1,0,0,1,0,0,1
+310000000,0,116.817,21,2269.0,1950,15,151.86,528,4.0,2.0,0,1,0,0,1,0,0,1
+394000000,0,179.97,2,946.0,414,17,218.24,55,5.0,2.0,1,0,0,1,0,0,0,1
+340000000,0,145.918,2,2381.0,1391,14,179.62,93,4.0,2.0,0,1,0,0,1,0,0,1
+863000000,1,90.06,5,1104.0,1882,34,114.82,90,3.0,1.0,1,0,0,1,0,1,0,0
+128300000,0,84.93,9,1044.0,2132,24,102.91,1128,3.0,2.0,0,1,0,0,1,0,0,1
+385000000,1,57.63,9,2091.0,2282,19,80.4,488,2.0,1.0,0,1,0,0,1,1,0,0
+440000000,1,114.3,15,2084.0,1830,16,141.81,482,4.0,2.0,0,1,0,0,1,0,0,1
+540000000,1,84.98,12,850.0,538,9,106.49,179,3.0,2.0,0,1,0,0,1,0,0,1
+256000000,0,84.971,12,361.0,213,4,117.78,50,3.0,2.0,0,1,0,0,1,0,0,1
+377500000,1,59.96,12,411.0,366,6,79.46,168,3.0,2.0,0,1,0,0,1,0,0,1
+533000000,1,84.98,8,306.0,221,5,105.0,84,3.0,2.0,0,1,0,0,1,1,0,0
+532500000,1,126.16,9,1335.0,1335,16,136.83,240,4.0,2.0,0,1,0,0,1,0,0,1
+148200000,0,59.91,3,844.0,851,13,81.9,395,3.0,1.0,0,1,0,0,1,1,0,0
+507000000,1,84.98,9,576.0,473,7,110.66,60,3.0,2.0,1,0,0,1,0,0,0,1
+122000000,0,105.24,7,606.0,977,8,123.4,120,4.0,2.0,0,1,0,0,1,0,0,1
+456000000,1,84.99,14,1992.0,1601,14,110.14,718,3.0,2.0,0,1,0,0,1,0,0,1
+1038000000,1,100.31,10,5540.0,5539,122,132.23,851,3.0,1.0,1,0,0,1,0,0,0,1
+254000000,1,59.95,22,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
+566000000,1,64.26,9,744.0,744,10,87.87,96,2.0,1.0,1,0,0,1,0,1,0,0
+200000000,1,59.86600000000001,1,316.0,341,5,83.68,242,3.0,1.0,0,1,0,0,1,1,0,0
+620000000,1,84.734,7,677.0,603,11,113.71,12,3.0,2.0,0,1,0,0,1,0,0,1
+198000000,1,58.77,12,1849.0,1541,14,80.38,465,2.0,1.0,0,1,0,0,1,1,0,0
+72000000,0,26.9625,13,457.0,465,5,37.39,49,1.0,1.0,0,1,0,0,1,0,0,1
+204000000,0,59.4,18,1440.0,1780,16,80.71,857,3.0,1.0,0,1,0,0,1,0,0,1
+285000000,1,59.49,2,680.0,2256,20,81.7,526,3.0,1.0,1,0,0,1,0,1,0,0
+360000000,0,114.98,9,1989.0,1901,15,134.96,344,4.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,59.94,8,1535.0,1410,19,80.99,188,2.0,1.0,0,1,0,0,1,0,0,1
+390000000,1,59.97,7,1610.0,1689,17,79.74,92,3.0,1.0,0,1,0,0,1,0,0,1
+410000000,0,141.8126,12,1024.0,591,6,169.15,135,4.0,2.0,0,1,0,0,1,0,0,1
+463000000,1,84.98899999999998,13,664.0,456,7,110.8,287,3.0,2.0,0,1,0,0,1,0,0,1
+280000000,0,129.94,13,432.0,448,2,151.97,50,4.0,2.0,0,1,0,0,1,0,0,1
+370000000,1,84.95,4,231.0,196,3,107.14,77,3.0,2.0,0,1,0,0,1,0,0,1
+849000000,1,133.29,14,3258.0,1696,31,159.03,340,4.0,2.0,1,0,0,1,0,0,0,1
+486000000,1,84.91,1,250.0,242,4,108.34,166,3.0,2.0,0,1,0,0,1,0,0,1
+542000000,1,84.97,5,1426.0,1332,20,111.52,40,3.0,2.0,0,1,0,0,1,0,0,1
+330000000,1,84.9,21,833.0,826,5,109.61,346,3.0,2.0,0,1,0,0,1,0,0,1
+337500000,1,51.48,5,360.0,360,5,72.33,170,2.0,1.0,0,1,0,0,1,1,0,0
+238000000,0,84.9936,10,425.0,419,6,115.43,86,3.0,2.0,0,1,0,0,1,0,0,1
+205000000,0,84.75,7,200.0,199,1,108.26,88,3.0,2.0,0,1,0,0,1,0,0,1
+470000000,1,84.32,14,981.0,1550,12,101.35,360,3.0,2.0,1,0,0,1,0,0,0,1
+175000000,0,77.91,19,154.0,224,1,98.22,80,3.0,2.0,0,1,0,0,1,0,0,1
+69000000,0,84.28,14,900.0,900,11,101.68,600,3.0,2.0,0,1,0,0,1,0,0,1
+115000000,1,37.67,4,66.0,111,1,52.72,3,1.0,1.0,0,1,0,0,1,1,0,0
+355000000,1,51.48,12,2455.0,3930,32,72.81,1050,2.0,1.0,1,0,0,1,0,1,0,0
+700000000,1,114.99,9,1974.0,1458,15,142.04,350,4.0,2.0,0,1,0,0,1,0,0,1
+585000000,1,84.97,12,3310.0,2517,42,107.49,73,3.0,2.0,1,0,0,1,0,0,0,1
+720000000,1,84.99,8,994.0,488,7,110.69,75,3.0,2.0,1,0,0,1,0,0,0,1
+410000000,1,128.57,7,200.0,241,3,148.45,88,4.0,2.0,0,1,1,0,0,0,0,1
+286500000,1,58.71,17,233.0,678,6,83.1,407,2.0,1.0,0,1,0,0,1,1,0,0
+433000000,1,59.43,9,2968.0,3710,33,77.92,1260,3.0,1.0,0,1,1,0,0,1,0,0
+230000000,1,77.84,7,354.0,296,3,104.17,48,3.0,1.0,0,1,0,0,1,1,0,0
+358000000,1,84.995,8,1103.0,958,15,105.42,958,3.0,2.0,0,1,0,0,1,0,0,1
+169000000,0,62.94,2,990.0,504,5,89.26,168,3.0,1.0,0,1,0,0,1,1,0,0
+250000000,1,59.59,14,1323.0,1114,14,84.14,162,3.0,1.0,0,1,0,0,1,0,0,1
+710000000,1,117.585,1,4494.0,4494,56,138.73,900,4.0,2.0,1,0,0,1,0,0,0,1
+165000000,0,59.6054,19,775.0,846,8,82.14,327,3.0,1.0,0,1,0,0,1,0,0,1
+495000000,1,101.86,7,635.0,462,7,125.13,288,4.0,2.0,1,0,0,1,0,0,0,1
+398000000,1,84.89,9,477.0,400,7,110.51,181,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,59.92,11,316.0,261,3,85.97,92,3.0,1.0,0,1,0,0,1,1,0,0
+770000000,1,84.45,9,690.0,582,11,105.33,232,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,59.98,15,551.0,526,5,86.97,194,3.0,1.0,0,1,0,0,1,1,0,0
+270000000,0,101.88,2,1690.0,1122,16,128.8,266,3.0,2.0,0,1,0,0,1,0,0,1
+1050000000,1,76.5,7,3930.0,3930,30,112.39,1170,3.0,1.0,1,0,0,1,0,1,0,0
+152000000,0,49.73,7,481.0,799,6,71.13,215,2.0,1.0,1,0,0,1,0,1,0,0
+168500000,1,49.75,10,800.0,986,9,74.84,427,3.0,1.0,0,1,0,0,1,1,0,0
+183000000,1,33.18,3,1753.0,1753,11,46.73,536,2.0,1.0,1,0,0,1,0,1,0,0
+650000000,1,84.88,8,1449.0,1270,13,114.74,150,3.0,2.0,1,0,0,1,0,0,0,1
+365000000,0,103.528,8,4515.0,2637,30,131.85,398,3.0,2.0,0,1,0,0,1,0,0,1
+195000000,0,59.9467,19,457.0,497,8,86.85,170,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,0,59.83,13,625.0,654,8,77.74,284,3.0,1.0,0,1,0,0,1,0,0,1
+650000000,1,79.7,7,1382.0,845,13,109.94,327,3.0,2.0,1,0,0,1,0,0,0,1
+325000000,1,59.64,4,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+175000000,0,59.944,2,728.0,728,12,79.35,166,3.0,1.0,1,0,0,1,0,0,0,1
+315000000,1,79.25,15,994.0,3315,21,107.99,840,3.0,1.0,1,0,0,1,0,1,0,0
+455000000,0,84.9702,2,1026.0,792,6,115.7,496,3.0,2.0,0,1,0,0,1,0,0,1
+185000000,0,75.33,21,223.0,478,3,93.73,214,3.0,1.0,0,1,0,0,1,0,0,1
+164500000,1,36.66,17,340.0,461,1,48.96,66,1.0,1.0,0,1,0,0,1,1,0,0
+440000000,1,84.6,20,344.0,329,2,119.01,154,3.0,2.0,0,1,0,0,1,1,0,0
+883000000,1,84.95,9,1010.0,895,15,109.32,151,3.0,2.0,0,1,0,0,1,0,0,1
+377500000,1,59.58,17,1351.0,1300,12,80.63,350,3.0,1.0,0,1,0,0,1,0,0,1
+184500000,1,84.96,8,714.0,476,4,104.78,84,3.0,2.0,0,1,0,0,1,0,0,1
+559000000,1,84.12,2,137.0,140,1,113.59,84,3.0,2.0,0,1,0,0,1,1,0,0
+410000000,0,84.84,13,955.0,926,7,106.42,294,3.0,2.0,0,1,0,0,1,0,0,1
+585000000,1,84.949,5,2185.0,1622,22,109.51,230,3.0,2.0,0,1,0,0,1,0,0,1
+670000000,1,59.947,9,852.0,840,12,81.07,64,3.0,2.0,1,0,0,1,0,0,0,1
+400000000,1,84.96,9,102.0,169,2,104.17,89,3.0,2.0,0,1,0,0,1,0,0,1
+106000000,0,84.68,15,77.0,180,1,101.8,60,3.0,1.0,0,1,0,0,1,0,0,1
+139000000,0,84.7,22,249.0,300,1,104.31,152,3.0,2.0,0,1,0,0,1,0,0,1
+355000000,1,59.91,11,112.0,112,1,86.89,48,3.0,1.0,0,1,0,0,1,1,0,0
+140000000,0,79.07,13,2716.0,2716,20,105.54,120,3.0,1.0,0,1,1,0,0,1,0,0
+473000000,1,49.86,4,1753.0,1753,11,67.75,577,2.0,1.0,1,0,0,1,0,1,0,0
+540000000,0,100.945,22,4599.0,2752,14,133.82,282,3.0,2.0,0,1,0,0,1,0,0,1
+1850000000,1,102.35,4,172.0,343,4,110.65,71,3.0,1.0,0,1,1,0,0,1,0,0
+145000000,0,59.98,2,287.0,387,2,85.83,106,3.0,1.0,0,1,0,0,1,1,0,0
+430000000,1,84.95,5,143.0,114,3,113.5,101,3.0,2.0,0,1,0,0,1,0,0,1
+445000000,1,59.76,6,375.0,375,4,90.7,151,3.0,1.0,0,1,0,0,1,1,0,0
+325000000,1,59.84,10,1762.0,1495,18,81.73,654,3.0,1.0,0,1,0,0,1,0,0,1
+215000000,0,84.88799999999998,19,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
+251500000,0,75.5781,20,1888.0,1500,17,98.42,200,3.0,2.0,1,0,0,1,0,0,0,1
+1290000000,1,109.24,7,2800.0,1924,27,116.94,96,3.0,1.0,1,0,0,1,0,1,0,0
+810000000,1,95.21,3,1444.0,1848,36,113.37,72,3.0,1.0,1,0,0,1,0,0,0,1
+125000000,0,59.9793,15,231.0,270,3,80.79,190,3.0,2.0,0,1,0,0,1,0,0,1
+257000000,1,59.9,10,237.0,245,3,75.89,97,2.0,1.0,0,1,0,0,1,0,0,1
+510000000,1,84.64,2,1855.0,1605,25,109.23,792,3.0,2.0,0,1,0,0,1,0,0,1
+252000000,0,124.59,12,1721.0,1374,17,150.42,226,4.0,2.0,0,1,0,0,1,0,0,1
+293000000,0,84.89,15,181.0,126,1,102.0,36,3.0,2.0,0,1,0,0,1,0,0,1
+840000000,1,117.585,6,4494.0,4494,56,138.73,900,4.0,2.0,1,0,0,1,0,0,0,1
+349900000,0,119.24082,6,349.0,269,3,139.61,116,4.0,2.0,0,1,0,0,1,0,0,1
+195000000,1,59.73,19,529.0,423,4,77.54,187,3.0,1.0,0,1,0,0,1,0,0,1
+97500000,0,73.44,10,127.0,245,2,92.43,75,3.0,1.0,0,1,0,0,1,0,0,1
+545000000,1,84.45,10,690.0,582,11,105.33,232,3.0,2.0,0,1,0,0,1,0,0,1
+645000000,1,84.93,13,252.0,197,2,102.39,98,3.0,2.0,0,1,0,0,1,0,0,1
+302500000,1,84.96,2,1459.0,1371,13,110.12,19,3.0,2.0,0,1,0,0,1,0,0,1
+231300000,0,84.84,6,110.0,102,1,106.67,17,3.0,2.0,0,1,0,0,1,0,0,1
+306000000,1,59.91,11,339.0,299,5,80.66,120,3.0,2.0,0,1,0,0,1,0,0,1
+290000000,1,46.75,7,1710.0,855,6,59.13,210,2.0,1.0,0,1,1,0,0,1,0,0
+790000000,1,118.2086,4,1971.0,1559,22,144.18,129,4.0,2.0,0,1,0,0,1,0,0,1
+152000000,0,59.91,1,735.0,1116,13,81.29,490,3.0,1.0,0,1,0,0,1,1,0,0
+357000000,1,84.93,2,827.0,686,13,104.59,248,3.0,2.0,0,1,0,0,1,0,0,1
+520000000,1,54.94,10,617.0,1352,12,75.55,834,2.0,1.0,1,0,0,1,0,1,0,0
+410000000,1,49.56,8,486.0,1624,10,69.98,414,3.0,1.0,1,0,0,1,0,1,0,0
+580000000,1,84.9,8,278.0,348,3,103.47,172,3.0,2.0,0,1,0,0,1,0,0,1
+488000000,0,127.489,34,1405.0,998,6,170.24,288,4.0,2.0,0,1,0,0,1,0,0,1
+141890000,0,49.94,15,1578.0,2544,18,68.94,448,2.0,1.0,0,1,0,0,1,1,0,0
+230000000,0,59.1416,14,3400.0,3160,30,82.59,74,3.0,2.0,0,1,0,0,1,0,0,1
+440000000,1,84.76,5,1352.0,1352,15,107.95,520,3.0,2.0,1,0,0,1,0,0,0,1
+115000000,0,49.14,18,700.0,990,7,64.38,0,2.0,1.0,0,1,0,0,1,0,1,0
+181500000,1,49.94,1,1710.0,1710,10,71.0,450,2.0,1.0,0,1,1,0,0,1,0,0
+182000000,1,45.9,12,469.0,939,9,60.52,240,2.0,1.0,1,0,0,1,0,1,0,0
+155000000,0,59.94,2,239.0,232,3,77.69,28,3.0,1.0,0,1,0,0,1,0,0,1
+105000000,0,59.94600000000001,2,1093.0,1002,12,79.59,444,3.0,1.0,1,0,0,1,0,0,0,1
+295000000,1,59.4,9,1322.0,1155,10,86.34,532,3.0,1.0,0,1,0,0,1,1,0,0
+500000000,1,73.15,2,1500.0,848,12,89.42,284,3.0,1.0,0,1,1,0,0,0,0,1
+344500000,0,84.99,4,1849.0,1691,16,107.53,628,3.0,2.0,0,1,0,0,1,0,0,1
+259000000,0,84.7289,2,333.0,284,4,108.94,46,3.0,2.0,0,1,0,0,1,0,0,1
+173000000,0,59.8,18,3776.0,3382,35,80.01,1184,3.0,1.0,0,1,0,0,1,0,0,1
+75000000,0,59.99,3,90.0,232,1,76.51,59,3.0,1.0,0,1,0,0,1,1,0,0
+165000000,0,84.96,17,461.0,564,2,108.25,228,3.0,2.0,0,1,0,0,1,0,0,1
+165000000,0,59.97,11,931.0,874,7,84.62,470,2.0,1.0,0,1,0,0,1,1,0,0
+1035000000,1,84.79,36,9766.0,6864,66,108.82,1762,3.0,2.0,1,0,0,1,0,0,0,1
+310000000,1,39.6,11,297.0,1005,6,57.46,405,2.0,1.0,1,0,0,1,0,1,0,0
+287000000,1,59.855,10,2733.0,2197,30,82.62,624,3.0,1.0,0,1,0,0,1,0,0,1
+308000000,0,101.927,27,1026.0,792,6,135.54,180,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,59.22,13,1800.0,3481,25,83.54,150,3.0,1.0,1,0,0,1,0,1,0,0
+239000000,0,107.83,10,1158.0,655,13,129.0,228,4.0,2.0,1,0,0,1,0,0,0,1
+438000000,1,58.98,5,567.0,378,5,89.16,42,3.0,1.0,1,0,0,1,0,0,0,1
+295920000,0,101.4,4,1556.0,1102,17,130.64,260,4.0,2.0,1,0,0,1,0,0,0,1
+282000000,0,84.96,16,406.0,356,4,106.44,74,3.0,2.0,1,0,0,1,0,0,0,1
+1410000000,1,84.984,23,6075.0,3410,44,116.11,209,3.0,2.0,1,0,0,1,0,0,0,1
+515000000,1,84.93,19,540.0,342,3,112.4,0,0.0,0.0,0,1,0,0,1,1,0,0
+158000000,1,47.16,5,140.0,220,4,63.07,70,2.0,1.0,0,1,0,0,1,0,0,1
+590000000,1,59.98,17,3310.0,2517,42,79.93,185,3.0,2.0,1,0,0,1,0,0,0,1
+568000000,0,126.9004,45,4599.0,2752,14,166.87,384,4.0,2.0,0,1,0,0,1,0,0,1
+150000000,1,54.59,1,994.0,3315,21,77.01,810,3.0,1.0,1,0,0,1,0,1,0,0
+680000000,1,84.65,12,417.0,375,5,107.97,46,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,59.49,2,1225.0,910,7,79.65,280,3.0,1.0,0,1,1,0,0,1,0,0
+410000000,1,84.98,16,467.0,421,8,107.4,104,3.0,2.0,1,0,0,1,0,0,0,1
+241000000,0,84.9266,15,222.0,215,3,111.45,38,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,0,84.98,15,619.0,362,3,108.11,266,3.0,2.0,0,1,0,0,1,0,0,1
+390000000,0,132.49200000000002,12,2918.0,1536,18,155.04,472,4.0,2.0,0,1,0,0,1,1,0,0
+629000000,1,84.58,6,1500.0,848,12,100.98,317,3.0,2.0,0,1,1,0,0,0,0,1
+135000000,1,36.16,2,1710.0,1710,10,52.55,300,2.0,1.0,0,1,1,0,0,1,0,0
+450000000,1,84.955,5,767.0,532,6,111.22,64,3.0,2.0,0,1,0,0,1,0,0,1
+202000000,1,44.64,4,774.0,1285,10,66.12,801,3.0,1.0,0,1,1,0,0,1,0,0
+698000000,1,84.42,20,519.0,492,5,108.34,317,3.0,2.0,0,1,0,0,1,0,0,1
+125000000,0,84.78,15,192.0,194,2,103.33,163,3.0,1.0,0,1,0,0,1,0,0,1
+80500000,0,39.41,19,536.0,1366,14,57.63,476,1.0,1.0,0,1,0,0,1,1,0,0
+740000000,1,59.78,4,588.0,510,10,78.52,40,3.0,1.0,0,1,0,0,1,0,0,1
+359000000,1,79.465,13,292.0,249,2,100.87,37,3.0,2.0,0,1,0,0,1,0,0,1
+489900000,0,133.4686,16,550.0,249,3,163.66,118,4.0,2.0,0,1,0,0,1,0,0,1
+332000000,0,84.99,3,1989.0,1901,15,103.02,748,3.0,2.0,0,1,0,0,1,0,0,1
+200000000,0,84.99,3,1066.0,690,4,107.13,58,3.0,2.0,0,1,0,0,1,0,0,1
+93550000,0,49.14,10,700.0,990,7,62.81,556,2.0,1.0,0,1,0,0,1,0,1,0
+245000000,1,59.34,3,278.0,235,1,84.35,148,3.0,1.0,0,1,0,0,1,1,0,0
+120000000,1,36.66,16,340.0,461,1,48.96,66,1.0,1.0,0,1,0,0,1,1,0,0
+275000000,1,59.445,8,2300.0,1981,18,80.71,223,2.0,1.0,1,0,0,1,0,1,0,0
+179500000,1,56.88,6,220.0,473,4,74.12,252,3.0,1.0,0,1,0,0,1,1,0,0
+319000000,0,59.81,12,3410.0,1926,29,80.91,32,3.0,2.0,0,1,0,0,1,0,0,1
+398400000,0,84.8,10,2919.0,2290,20,114.17,677,3.0,2.0,0,1,0,0,1,0,0,1
+233000000,1,59.95,3,1602.0,1253,15,87.96,84,3.0,1.0,0,1,0,0,1,1,0,0
+168000000,1,69.17,4,299.0,783,7,92.2,220,3.0,1.0,0,1,0,0,1,1,0,0
+145000000,1,32.39,9,1500.0,2029,23,45.95,270,1.0,1.0,1,0,0,1,0,1,0,0
+385000000,1,59.499,11,821.0,705,9,88.43,82,3.0,2.0,0,1,0,0,1,0,0,1
+2630000000,1,210.38,23,1129.0,580,4,262.7,76,4.0,3.0,1,0,0,1,0,0,0,1
+338500000,0,124.71,4,946.0,414,17,155.09,40,3.0,2.0,1,0,0,1,0,0,0,1
+358000000,1,84.09,7,2366.0,1971,28,105.32,394,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,1,49.94,5,1710.0,1710,10,71.0,450,2.0,1.0,0,1,1,0,0,1,0,0
+625000000,1,101.61,9,492.0,378,9,137.26,46,3.0,2.0,1,0,0,1,0,0,0,1
+525000000,0,121.1904,18,1024.0,591,6,147.46,192,4.0,2.0,0,1,0,0,1,0,0,1
+557000000,1,43.79,13,430.0,839,7,62.51,410,2.0,1.0,1,0,0,1,0,1,0,0
+855000000,1,120.571,13,1185.0,882,16,149.34,39,4.0,2.0,0,1,0,0,1,0,0,1
+765000000,1,138.412,16,1064.0,813,9,167.91,107,4.0,2.0,0,1,0,0,1,0,0,1
+213000000,0,134.82,4,793.0,793,6,157.16,226,4.0,2.0,0,1,0,0,1,0,0,1
+617000000,1,84.53,5,1581.0,1421,16,107.45,172,3.0,2.0,1,0,0,1,0,0,0,1
+167000000,0,59.8832,6,1128.0,978,13,81.33,392,3.0,2.0,1,0,0,1,0,0,0,1
+305000000,1,59.94,18,1096.0,1017,11,81.92,222,3.0,1.0,0,1,1,0,0,1,0,0
+235000000,0,84.9772,21,1265.0,1090,10,116.27,492,3.0,2.0,0,1,0,0,1,0,0,1
+250000000,1,45.96,10,340.0,461,1,61.38,66,1.0,1.0,0,1,0,0,1,1,0,0
+898000000,0,151.9156,33,4599.0,2752,14,197.66,480,4.0,2.0,0,1,0,0,1,0,0,1
+80000000,1,34.44,10,272.0,840,4,44.84,255,2.0,1.0,1,0,0,1,0,1,0,0
+585000000,1,84.9883,4,716.0,544,10,108.59,21,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,0,59.85,18,729.0,1000,9,78.51,1000,3.0,1.0,1,0,0,1,0,0,0,1
+149000000,0,142.32,11,2169.0,2181,15,175.1,200,5.0,2.0,0,1,1,0,0,0,0,1
+175000000,0,88.8,9,499.0,462,4,113.87,233,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,84.76,3,675.0,518,8,108.59,54,3.0,2.0,1,0,0,1,0,0,0,1
+162000000,1,59.88,17,2366.0,1971,28,81.95,520,3.0,1.0,0,1,0,0,1,1,0,0
+216900000,0,84.65899999999998,3,961.0,623,4,111.02,72,3.0,2.0,0,1,0,0,1,0,0,1
+457130000,0,142.5818,8,754.0,478,6,177.79,142,4.0,2.0,0,1,0,0,1,0,0,1
+177000000,1,40.95,12,384.0,384,4,59.5,102,1.0,1.0,1,0,0,1,0,1,0,0
+450000000,1,47.94,19,783.0,1368,15,65.01,594,2.0,1.0,1,0,0,1,0,1,0,0
+173500000,1,59.94,4,390.0,713,6,78.83,208,3.0,1.0,1,0,0,1,0,1,0,0
+219000000,1,59.7,4,708.0,570,8,72.29,154,3.0,1.0,0,1,0,0,1,1,0,0
+158000000,1,59.39,5,567.0,690,5,82.53,270,2.0,1.0,1,0,0,1,0,1,0,0
+177700000,0,74.83,10,408.0,402,4,103.39,85,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,0,84.6389,13,1405.0,998,6,115.1,336,3.0,2.0,0,1,0,0,1,0,0,1
+478000000,1,59.98,17,1344.0,1012,15,79.59,106,3.0,2.0,0,1,0,0,1,0,0,1
+388000000,0,84.97200000000002,21,1174.0,680,7,113.06,116,3.0,2.0,0,1,0,0,1,0,1,0
+118000000,0,47.34,2,220.0,160,4,56.96,15,1.0,1.0,0,1,0,0,1,0,0,1
+397000000,1,84.6,5,882.0,795,9,108.91,351,3.0,2.0,0,1,0,0,1,0,0,1
+90500000,0,73.56,1,551.0,498,4,94.25,134,3.0,2.0,0,1,0,0,1,0,0,1
+277000000,0,77.04,5,436.0,436,3,98.31,92,3.0,1.0,0,1,0,0,1,0,0,1
+209000000,0,84.91,8,862.0,831,12,108.9,288,3.0,2.0,0,1,0,0,1,0,0,1
+222000000,0,84.9926,21,829.0,703,7,110.33,254,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,1,35.87,2,2500.0,5040,124,36.36,530,2.0,1.0,0,1,0,0,1,0,0,1
+292000000,1,84.99,1,1033.0,990,11,103.29,990,3.0,2.0,1,0,0,1,0,0,0,1
+297960000,0,84.99,10,932.0,841,29,112.8,211,3.0,2.0,0,1,0,0,1,0,0,1
+183000000,0,59.983,1,328.0,408,3,80.99,64,3.0,2.0,0,1,0,0,1,0,0,1
+700000000,1,67.58,8,757.0,1382,16,87.43,84,2.0,1.0,1,0,0,1,0,1,0,0
+325000000,0,84.2249,7,900.0,450,7,105.15,319,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,0,84.9468,24,910.0,684,7,113.25,384,3.0,2.0,0,1,0,0,1,0,0,1
+161000000,0,59.88,8,843.0,788,13,75.81,356,3.0,1.0,1,0,0,1,0,0,0,1
+380000000,1,114.75,9,2366.0,1971,28,139.16,60,4.0,2.0,0,1,0,0,1,0,0,1
+105000000,0,49.14,24,700.0,990,7,62.81,556,2.0,1.0,0,1,0,0,1,0,1,0
+155000000,1,59.96,13,164.0,120,1,76.0,24,0.0,0.0,0,1,0,0,1,1,0,0
+269000000,1,59.96,14,1179.0,987,13,84.63,35,3.0,1.0,1,0,0,1,0,0,0,1
+147000000,1,44.1,9,1800.0,3481,25,62.22,344,3.0,1.0,1,0,0,1,0,1,0,0
+104000000,0,84.85,1,1167.0,1158,13,108.22,254,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,1,50.18,14,1225.0,910,7,67.76,630,2.0,1.0,0,1,1,0,0,1,0,0
+180000000,0,79.63,1,361.0,458,6,110.74,120,3.0,2.0,0,1,0,0,1,0,0,1
+204000000,0,107.5189,3,104.0,111,1,146.99,13,4.0,2.0,0,1,0,0,1,0,0,1
+60800000,1,114.937,18,1616.0,1378,19,147.2,287,4.0,2.0,0,1,0,0,1,0,0,1
+485000000,1,84.95,15,600.0,581,8,108.6,204,3.0,2.0,0,1,0,0,1,0,0,1
+194000000,0,59.6572,18,453.0,466,3,81.09,191,3.0,2.0,0,1,0,0,1,0,0,1
+315000000,0,84.9821,14,579.0,539,9,114.38,208,3.0,2.0,1,0,0,1,0,0,0,1
+403500000,0,179.97,6,857.0,375,14,218.21,70,3.0,2.0,1,0,0,1,0,0,0,1
+149000000,0,59.6,3,325.0,402,2,80.38,90,3.0,1.0,0,1,0,0,1,0,0,1
+417000000,1,59.91,7,212.0,206,2,90.12,83,3.0,1.0,1,0,0,1,0,1,0,0
+220570000,0,83.505,12,294.0,241,2,105.5,1,3.0,1.0,0,1,0,0,1,0,0,1
+404000000,1,114.89,2,794.0,671,8,143.83,160,4.0,2.0,0,1,0,0,1,0,0,1
+150000000,0,59.6,13,325.0,402,2,80.38,96,3.0,1.0,0,1,0,0,1,0,0,1
+100000000,1,43.11,12,648.0,791,7,59.71,283,1.0,1.0,0,1,0,0,1,1,0,0
+255000000,0,84.76899999999998,16,2269.0,1950,15,116.38,781,3.0,2.0,0,1,0,0,1,0,0,1
+116000000,0,49.8,15,287.0,387,2,65.64,281,2.0,1.0,0,1,0,0,1,1,0,0
+95000000,0,84.78,3,34.0,268,2,101.64,90,3.0,2.0,0,1,0,0,1,0,0,1
+141000000,0,59.76,4,1789.0,1669,10,80.01,675,3.0,1.0,0,1,1,0,0,1,0,0
+245000000,0,84.84,4,941.0,652,11,115.39,60,3.0,2.0,1,0,0,1,0,0,0,1
+280000000,0,84.94,8,1690.0,1122,16,109.36,350,3.0,2.0,0,1,0,0,1,0,0,1
+707500000,1,118.25,14,1710.0,855,6,136.64,90,0.0,0.0,0,1,1,0,0,0,0,1
+750000000,1,134.88,2,500.0,478,11,158.37,298,4.0,2.0,1,0,0,1,0,0,0,1
+430000000,1,84.63,9,270.0,270,2,99.94,270,3.0,2.0,1,0,0,1,0,0,0,1
+140000000,1,41.3,4,1710.0,1710,10,57.15,0,2.0,1.0,0,1,1,0,0,1,0,0
+140000000,0,84.94,12,728.0,710,9,107.83,254,3.0,2.0,0,1,0,0,1,0,0,1
+175000000,1,39.84,10,1650.0,1650,12,56.65,337,2.0,1.0,1,0,0,1,0,1,0,0
+238000000,0,134.4,10,550.0,552,3,159.63,92,4.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,59.88,18,2366.0,1971,28,85.56,115,3.0,1.0,0,1,0,0,1,0,0,1
+393000000,1,59.92,17,427.0,350,6,79.21,19,3.0,2.0,0,1,0,0,1,0,0,1
+105000000,0,49.32,10,202.0,504,4,68.13,141,2.0,1.0,0,1,0,0,1,1,0,0
+240000000,1,44.1,4,238.0,600,4,60.41,600,2.0,1.0,0,1,1,0,0,1,0,0
+90000000,0,84.91,1,203.0,288,1,106.91,138,3.0,2.0,0,1,0,0,1,0,0,1
+189000000,0,84.96,6,375.0,988,6,101.88,210,3.0,2.0,0,1,0,0,1,0,0,1
+259000000,0,101.55,6,2919.0,2290,20,136.73,327,3.0,2.0,0,1,0,0,1,0,0,1
+500000000,1,59.99,23,4596.0,3226,40,87.41,212,3.0,2.0,0,1,0,0,1,0,0,1
+310000000,1,84.96,3,191.0,227,2,118.48,96,3.0,2.0,0,1,0,0,1,1,0,0
+445000000,1,84.92,7,286.0,421,3,103.5,331,3.0,2.0,0,1,0,0,1,0,0,1
+68500000,0,59.99,3,17.0,310,3,80.94,276,3.0,1.0,0,1,0,0,1,1,0,0
+151000000,1,49.94,9,2800.0,2830,23,70.52,870,2.0,1.0,1,0,0,1,0,1,0,0
+270000000,1,85.92,8,128.0,160,1,109.94,110,3.0,1.0,0,1,0,0,1,1,0,0
+850000000,0,126.607,45,3728.0,1631,3,185.55,46,3.0,2.0,0,1,0,0,1,0,0,1
+652500000,1,114.272,7,2185.0,1622,22,142.75,380,4.0,2.0,0,1,0,0,1,0,0,1
+304000000,1,49.94,6,1999.0,2856,32,72.95,360,2.0,1.0,1,0,0,1,0,1,0,0
+320000000,0,84.99,6,1849.0,1691,16,107.53,628,3.0,2.0,0,1,0,0,1,0,0,1
+277000000,0,84.84,7,938.0,938,12,105.79,162,3.0,2.0,0,1,0,1,0,0,0,1
+570000000,1,59.89,10,319.0,290,3,81.17,146,3.0,2.0,0,1,0,0,1,0,0,1
+412000000,1,84.96,18,5402.0,5387,49,106.86,792,3.0,2.0,0,1,1,0,0,0,0,1
+580000000,1,84.94,3,4190.0,2176,50,117.28,180,3.0,2.0,1,0,0,1,0,0,0,1
+550000000,1,81.39,10,1000.0,420,3,85.95,276,2.0,1.0,1,0,0,1,0,1,0,0
+97000000,0,42.75,18,236.0,713,7,62.72,357,2.0,1.0,0,1,0,0,1,0,0,1
+70000000,0,58.6,12,71.0,110,1,69.7,42,3.0,1.0,0,1,0,0,1,0,0,1
+182000000,1,41.3,13,1999.0,2856,32,60.33,120,2.0,1.0,1,0,0,1,0,1,0,0
+113500000,0,75.65,11,774.0,763,6,97.52,172,3.0,2.0,0,1,0,0,1,0,0,1
+360000000,1,84.95,14,2084.0,1830,16,109.64,752,3.0,2.0,0,1,0,0,1,0,0,1
+90000000,0,84.69,11,1469.0,1468,16,101.41,718,3.0,2.0,0,1,0,0,1,0,0,1
+355000000,1,59.89,2,912.0,912,8,76.96,330,2.0,1.0,1,0,0,0,1,1,0,0
+315000000,1,68.12,6,832.0,858,9,91.4,738,3.0,1.0,1,0,0,1,0,1,0,0
+355000000,1,59.96,12,566.0,480,8,80.36,192,3.0,2.0,0,1,0,0,1,0,0,1
+887000000,1,114.75,20,1440.0,1067,13,136.46,84,4.0,2.0,1,0,0,1,0,0,0,1
+260000000,1,49.77,14,562.0,804,6,68.15,326,2.0,1.0,1,0,0,1,0,1,0,0
+1050000000,1,151.76,8,1625.0,2280,33,181.82,32,5.0,2.0,1,0,0,1,0,0,0,1
+950000000,1,84.99,12,7876.0,5563,65,109.35,828,3.0,2.0,1,0,0,1,0,0,0,1
+128000000,1,37.67,4,680.0,566,5,55.51,149,2.0,1.0,1,0,0,1,0,1,0,0
+545000000,1,84.9794,15,716.0,544,10,106.03,339,3.0,2.0,0,1,0,0,1,0,0,1
+366500000,1,59.64,14,3012.0,2938,16,81.61,1139,3.0,1.0,0,1,0,0,1,1,0,0
+89000000,1,42.93,7,1849.0,1541,14,61.62,450,1.0,1.0,0,1,0,0,1,1,0,0
+429000000,1,59.37,6,936.0,659,13,75.47,122,3.0,1.0,1,0,0,1,0,0,1,0
+495000000,1,84.46,4,981.0,1550,12,101.35,360,3.0,2.0,1,0,0,1,0,0,0,1
+153000000,0,59.82,24,260.0,416,2,80.82,155,3.0,1.0,0,1,0,0,1,0,0,1
+620000000,0,84.6528,17,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
+380000000,1,50.55,9,234.0,270,2,71.82,120,3.0,1.0,0,1,0,0,1,1,0,0
+63000000,0,49.8,15,287.0,387,2,65.64,281,2.0,1.0,0,1,0,0,1,1,0,0
+315000000,1,39.6,6,1410.0,1403,7,56.36,567,2.0,1.0,1,0,0,1,0,1,0,0
+900000000,1,59.22,5,638.0,638,4,85.23,198,2.0,1.0,1,0,0,1,0,1,0,0
+354000000,1,79.87,11,902.0,585,5,100.46,306,3.0,1.0,0,1,0,0,1,1,0,0
+167000000,1,36.16,8,1980.0,1980,11,52.55,1350,1.0,1.0,0,1,1,0,0,1,0,0
+495000000,1,59.88,10,519.0,492,5,81.34,175,3.0,1.0,0,1,0,0,1,0,0,1
+264500000,0,84.8627,13,355.0,253,2,107.75,53,3.0,2.0,0,1,0,0,1,0,0,1
+95000000,0,59.895,16,563.0,554,3,85.46,234,2.0,1.0,0,1,0,0,1,1,0,0
+138000000,0,69.29,15,150.0,198,1,89.48,32,3.0,1.0,0,1,0,0,1,0,0,1
+360000000,1,84.9,21,2195.0,1998,25,108.12,805,3.0,2.0,0,1,0,0,1,0,0,1
+433500000,1,84.84,11,1104.0,1174,11,108.54,596,3.0,2.0,0,1,1,0,0,0,0,1
+308000000,1,49.93,9,1650.0,1650,12,71.0,492,3.0,1.0,1,0,0,1,0,1,0,0
+480000000,1,90.1209,8,330.0,256,4,112.05,19,3.0,2.0,0,1,0,0,1,0,0,1
+230000000,0,114.625,6,606.0,977,8,134.73,240,4.0,2.0,0,1,0,0,1,0,0,1
+400000000,1,84.52799999999998,4,372.0,320,3,102.76,84,3.0,2.0,0,1,0,0,1,0,0,1
+908000000,0,139.442,60,3728.0,1631,3,208.94,4,4.0,2.0,0,1,0,0,1,0,0,1
+480000000,1,114.99,16,3060.0,2412,31,146.14,685,4.0,2.0,0,1,0,0,1,0,0,1
+236000000,0,84.92,19,1427.0,1420,13,114.15,520,3.0,2.0,0,1,0,0,1,0,0,1
+232000000,1,59.94,2,520.0,430,5,81.97,60,3.0,1.0,0,1,0,0,1,1,0,0
+328500000,0,103.18,12,187.0,178,1,119.26,45,4.0,2.0,0,1,0,0,1,0,0,1
+49000000,0,42.29,15,536.0,1366,14,58.9,413,2.0,1.0,0,1,0,0,1,1,0,0
+1750000000,1,142.39,9,783.0,1368,15,179.54,96,5.0,2.0,1,0,0,1,0,0,0,1
+450000000,0,83.01899999999998,67,3728.0,1631,3,129.22,8,2.0,2.0,0,1,0,0,1,0,0,1
+450000000,1,104.6,1,955.0,1089,8,110.48,9,0.0,0.0,0,1,1,0,0,1,0,0
+133590000,0,59.81,10,494.0,444,8,79.31,57,3.0,1.0,1,0,0,1,0,0,0,1
+165000000,0,49.83,10,1984.0,1848,24,70.1,406,2.0,1.0,1,0,0,1,0,1,0,0
+590000000,1,84.959,17,777.0,517,7,120.16,0,3.0,2.0,0,1,0,0,1,0,0,1
+600000000,0,84.6528,29,4599.0,2752,14,114.16,270,3.0,2.0,0,1,0,0,1,0,0,1
+475000000,1,59.9,13,417.0,381,5,71.69,13,3.0,2.0,0,1,0,0,1,0,0,1
+319000000,1,59.57,13,2504.0,1983,26,80.22,828,3.0,1.0,0,1,0,0,1,0,0,1
+272000000,1,84.91,5,360.0,1980,12,100.99,60,3.0,2.0,1,0,0,1,0,0,0,1
+705000000,1,84.97,10,3310.0,2517,42,107.49,1045,3.0,2.0,1,0,0,1,0,0,0,1
+730000000,1,101.76,4,293.0,162,4,126.6,84,3.0,2.0,1,0,0,1,0,0,0,1
+840000000,1,59.99,14,7876.0,5563,65,82.1,27,3.0,2.0,1,0,0,1,0,0,0,1
+283000000,1,59.99,8,1630.0,1613,16,81.19,580,3.0,1.0,0,1,0,0,1,0,0,1
+600000000,1,115.321,8,767.0,532,6,143.36,233,3.0,2.0,0,1,0,0,1,0,0,1
+210000000,0,84.0896,11,381.0,373,6,107.3,221,3.0,2.0,0,1,0,0,1,0,0,1
+420000000,1,84.95,2,600.0,581,8,108.6,204,3.0,2.0,0,1,0,0,1,0,0,1
+275000000,1,84.94,9,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+125000000,0,59.9115,17,4697.0,3462,49,81.59,314,3.0,2.0,0,1,0,0,1,0,0,1
+93000000,0,83.99,5,151.0,268,2,90.73,1,2.0,1.0,0,1,0,0,1,0,0,1
+382000000,1,84.94,9,827.0,686,13,105.08,107,3.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,79.4198,3,311.0,251,2,110.06,72,3.0,2.0,0,1,0,0,1,0,0,1
+410000000,1,84.2,7,2123.0,2136,17,111.38,90,3.0,1.0,1,0,0,1,0,1,0,0
+85000000,0,42.75,5,236.0,713,7,62.72,357,2.0,1.0,0,1,0,0,1,0,0,1
+280000000,1,68.12,2,832.0,858,9,91.4,738,3.0,1.0,1,0,0,1,0,1,0,0
+253000000,0,84.939,6,439.0,486,7,107.27,317,3.0,2.0,0,1,0,0,1,0,0,1
+355000000,1,84.76,3,354.0,354,3,98.53,102,3.0,2.0,0,1,0,0,1,0,0,1
+320000000,1,84.91,2,204.0,231,3,102.08,231,3.0,2.0,0,1,0,0,1,0,0,1
+333000000,0,84.961,14,573.0,508,11,110.46,69,3.0,2.0,0,1,0,0,1,0,0,1
+208000000,1,84.91,16,103.0,100,1,113.94,64,3.0,2.0,0,1,0,0,1,0,0,1
+193000000,0,59.98,15,540.0,630,6,79.85,40,3.0,1.0,0,1,0,0,1,0,0,1
+395000000,0,134.62,17,832.0,576,7,160.04,288,4.0,2.0,0,1,0,0,1,0,0,1
+610000000,1,84.55,3,500.0,448,5,105.26,140,3.0,1.0,0,1,1,0,0,0,0,1
+420000000,1,84.90799999999999,1,2554.0,2462,31,115.86,220,3.0,2.0,0,1,0,0,1,0,0,1
+273000000,1,39.69,4,900.0,1316,10,61.57,672,2.0,1.0,1,0,0,1,0,1,0,0
+400000000,1,113.3376,4,229.0,154,2,148.23,52,4.0,2.0,0,1,0,0,1,0,0,1
+545000000,1,117.16,11,993.0,689,11,141.15,271,4.0,2.0,0,1,0,0,1,0,0,1
+350000000,1,84.94,2,3481.0,2678,25,102.02,2254,3.0,2.0,0,1,0,0,1,0,0,1
+245000000,1,59.99,11,1177.0,1074,16,82.87,514,3.0,2.0,0,1,0,0,1,0,0,1
+790000000,1,84.96,7,1010.0,895,15,108.61,133,3.0,2.0,0,1,0,0,1,0,0,1
+316470000,0,126.1383,2,918.0,712,15,154.39,104,4.0,2.0,0,1,0,0,1,0,0,1
+355000000,0,192.03,8,320.0,320,6,224.55,72,6.0,2.0,0,1,0,0,1,0,0,1
+650000000,1,84.97,24,1440.0,1067,13,107.38,267,3.0,2.0,1,0,0,1,0,0,0,1
+400000000,0,84.88,21,1616.0,1082,10,106.73,108,3.0,2.0,0,1,0,0,1,0,0,1
+529500000,1,84.0,5,381.0,708,6,102.85,0,3.0,2.0,1,0,0,1,0,0,0,1
+254000000,0,84.88799999999998,3,4515.0,2637,30,108.11,662,3.0,2.0,0,1,0,0,1,0,0,1
+161000000,1,45.9,13,286.0,910,13,60.52,180,2.0,1.0,1,0,0,1,0,0,0,1
+133000000,0,52.11,10,258.0,714,9,71.74,714,3.0,1.0,0,1,0,0,1,1,0,0
+267000000,0,84.88799999999998,6,2381.0,1391,14,107.97,134,3.0,2.0,0,1,0,0,1,0,0,1
+340000000,1,84.89,10,228.0,189,6,113.2,135,3.0,2.0,0,1,0,0,1,0,0,1
+355330000,1,84.74,13,831.0,748,10,110.52,80,3.0,2.0,1,0,0,1,0,0,0,1
+1060000000,0,168.5,24,3728.0,1631,3,251.52,1,4.0,2.0,0,1,0,0,1,0,0,1
+1050000000,1,167.46,14,514.0,373,9,212.87,2,4.0,3.0,1,0,0,0,1,0,0,1
+580000000,1,114.91,10,417.0,381,5,137.52,72,4.0,2.0,0,1,0,0,1,0,0,1
+135000000,0,59.93,10,1351.0,1127,11,78.45,348,3.0,1.0,0,1,0,0,1,0,0,1
+210000000,0,102.52,1,4515.0,2637,30,131.85,398,3.0,2.0,0,1,0,0,1,0,0,1
+302000000,1,59.76,13,2300.0,1981,18,81.14,386,3.0,1.0,1,0,0,1,0,1,0,0
+127000000,0,84.86,3,270.0,210,1,95.59,1,3.0,2.0,0,1,0,0,1,0,0,1
+316000000,0,84.6389,4,4599.0,2752,14,113.65,772,3.0,2.0,0,1,0,0,1,0,0,1
+170880000,0,84.9387,4,222.0,215,3,108.64,87,3.0,2.0,0,1,0,0,1,0,0,1
+115000000,0,59.38,2,85.0,365,4,77.68,87,3.0,2.0,0,1,0,0,1,0,0,1
+240000000,1,37.46,5,1120.0,2213,26,58.24,70,3.0,1.0,1,0,0,1,0,0,0,1
+660000000,1,84.98,4,1155.0,863,14,108.76,180,3.0,2.0,0,1,0,0,1,0,0,1
+413000000,0,84.73200000000001,14,625.0,530,4,109.15,106,3.0,2.0,0,1,0,0,1,0,0,1
+298000000,1,84.98,22,1525.0,1281,11,109.36,441,3.0,2.0,0,1,0,0,1,0,0,1
+227500000,0,84.986,10,166.0,163,3,113.91,14,3.0,2.0,0,1,0,0,1,0,0,1
+227500000,0,59.997,25,2716.0,2302,24,80.72,200,2.0,1.0,0,1,0,0,1,0,0,1
+370000000,1,59.145,11,338.0,457,1,77.96,39,1.0,1.0,1,0,0,1,0,1,0,0
+678000000,1,84.85,12,126.0,111,1,104.7,111,3.0,2.0,0,1,0,0,1,0,0,1
+245000000,1,59.91,12,488.0,429,3,83.31,184,3.0,1.0,0,1,0,0,1,1,0,0
+590000000,1,84.708,8,178.0,157,3,105.22,115,3.0,2.0,0,1,0,0,1,0,0,1
+308000000,1,84.84,12,1200.0,1234,15,95.15,240,3.0,1.0,0,1,0,0,1,0,0,1
+630000000,1,84.79,7,658.0,551,10,108.52,173,3.0,2.0,1,0,0,1,0,0,0,1
+400000000,1,84.98,11,195.0,177,3,108.16,41,3.0,2.0,0,1,0,0,1,0,0,1
+570000000,1,27.68,31,7876.0,5563,65,42.28,500,1.0,1.0,1,0,0,1,0,0,0,1
+600000000,1,59.97,8,329.0,348,4,80.55,128,3.0,1.0,0,1,0,0,1,0,0,1
+190000000,1,49.77,9,2450.0,2462,16,72.73,1268,3.0,1.0,0,1,0,1,0,1,0,0
+315000000,1,59.76,14,1544.0,1544,9,83.46,558,3.0,1.0,0,1,0,0,1,1,0,0
+219500000,1,47.3,1,390.0,390,2,67.28,90,2.0,1.0,0,1,0,0,1,1,0,0
+360000000,1,84.95100000000002,7,1077.0,976,15,106.77,445,3.0,2.0,0,1,0,0,1,1,0,0
+205000000,1,49.54,9,893.0,2433,14,71.07,743,3.0,1.0,1,0,0,1,0,1,0,0
+188000000,1,59.96,7,715.0,956,6,82.4,956,3.0,1.0,0,1,0,0,1,1,0,0
+292000000,0,109.7847,13,354.0,338,4,134.8,56,4.0,2.0,0,1,0,0,1,0,0,1
+248000000,0,59.955,20,617.0,600,6,80.38,200,3.0,1.0,0,1,0,0,1,0,0,1
+490000000,1,84.87,1,3384.0,3404,35,104.58,1034,3.0,2.0,0,1,0,0,1,0,0,1
diff --git a/DS/result/1000/Hyperparameter_DL_1000.csv b/DS/result/1000/Hyperparameter_DL_1000.csv
deleted file mode 100644
index 4bb8955..0000000
--- a/DS/result/1000/Hyperparameter_DL_1000.csv
+++ /dev/null
@@ -1,22 +0,0 @@
-,model_id,overwrite_with_best_model,hidden,epochs,score_validation_samples,score_duty_cycle,adaptive_rate,rate,rate_annealing,momentum_start,momentum_stable,momentum_ramp,l1,l2,max_w2
-0,DeepLearning_1_AutoML_20190421_193027,False,"[10, 10, 10]",10.423572228443449,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-1,DeepLearning_1_AutoML_20190421_193852,False,"[10, 10, 10]",10.406606942889137,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-2,DeepLearning_1_AutoML_20190421_195113,False,"[10, 10, 10]",10.40599104143337,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-3,DeepLearning_grid_1_AutoML_20190421_193027_model_1,False,[500],22.4,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-4,DeepLearning_grid_1_AutoML_20190421_193027_model_2,False,[200],8.0,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-5,DeepLearning_grid_1_AutoML_20190421_193027_model_3,False,"[200, 200]",7.559182530795073,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-6,DeepLearning_grid_1_AutoML_20190421_193852_model_1,False,[500],62.4,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-7,DeepLearning_grid_1_AutoML_20190421_193852_model_2,False,[50],8.0,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-8,DeepLearning_grid_1_AutoML_20190421_193852_model_3,False,[500],8.0,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-9,DeepLearning_grid_1_AutoML_20190421_193852_model_4,False,"[50, 50]",257.6,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-10,DeepLearning_grid_1_AutoML_20190421_193852_model_5,False,"[50, 50]",8.0,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-11,DeepLearning_grid_1_AutoML_20190421_193852_model_6,False,"[200, 200]",8.0,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-12,DeepLearning_grid_1_AutoML_20190421_193852_model_7,False,"[50, 50, 50]",36.8,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-13,DeepLearning_grid_1_AutoML_20190421_193852_model_8,False,"[200, 200, 200]",8.0,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-14,DeepLearning_grid_1_AutoML_20190421_195113_model_1,False,[50],772.8,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-15,DeepLearning_grid_1_AutoML_20190421_195113_model_2,False,[500],8.0,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-16,DeepLearning_grid_1_AutoML_20190421_195113_model_3,False,[200],8.0,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-17,DeepLearning_grid_1_AutoML_20190421_195113_model_4,False,"[50, 50]",198.4,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-18,DeepLearning_grid_1_AutoML_20190421_195113_model_5,False,"[500, 500]",3.520828667413214,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-19,DeepLearning_grid_1_AutoML_20190421_195113_model_6,False,"[200, 200, 200]",17.6,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
-20,DeepLearning_grid_1_AutoML_20190421_195113_model_7,False,"[50, 50, 50]",8.0,0,0.1,True,0.005,1e-06,0.0,0.0,1000000.0,0.0,0.0,3.4028235e+38
diff --git a/DS/result/1000/Hyperparameter_DRF_1000.csv b/DS/result/1000/Hyperparameter_DRF_1000.csv
deleted file mode 100644
index 300ea51..0000000
--- a/DS/result/1000/Hyperparameter_DRF_1000.csv
+++ /dev/null
@@ -1,4 +0,0 @@
-,model_id,balance_classes,class_sampling_factors,max_after_balance_size,min_rows,ntrees,max_depth,stopping_rounds,score_each_iteration,stopping_tolerance,seed
-0,DRF_1_AutoML_20190421_193027,False,,5.0,1.0,14,20,0,False,0.014965432360392486,289857840033600655
-1,DRF_1_AutoML_20190421_193852,False,,5.0,1.0,14,20,0,False,0.014965432360392486,4448890390150882163
-2,DRF_1_AutoML_20190421_195113,False,,5.0,1.0,12,20,0,False,0.014965432360392486,8868244805359666697
diff --git a/DS/result/1000/Hyperparameter_GBM_1000.csv b/DS/result/1000/Hyperparameter_GBM_1000.csv
deleted file mode 100644
index c060ca3..0000000
--- a/DS/result/1000/Hyperparameter_GBM_1000.csv
+++ /dev/null
@@ -1,100 +0,0 @@
-,model_id,ntrees,learn_rate,max_depth,sample_rate,col_sample_rate,score_each_iteration,seed,stopping_rounds,stopping_metric,stopping_tolerance
-0,GBM_1_AutoML_20190421_193027,65,0.1,15,0.8,0.8,False,6024422029629654785,0,deviance,0.014965432360392486
-1,GBM_1_AutoML_20190421_193852,65,0.1,15,0.8,0.8,False,297884905804230304,0,deviance,0.014965432360392486
-2,GBM_1_AutoML_20190421_195113,63,0.1,15,0.8,0.8,False,4783233282849044088,0,deviance,0.014965432360392486
-3,GBM_2_AutoML_20190421_193027,65,0.1,15,0.8,0.8,False,6024422029629654785,0,deviance,0.014965432360392486
-4,GBM_2_AutoML_20190421_193852,65,0.1,15,0.8,0.8,False,297884905804230304,0,deviance,0.014965432360392486
-5,GBM_2_AutoML_20190421_195113,63,0.1,15,0.8,0.8,False,4783233282849044088,0,deviance,0.014965432360392486
-6,GBM_3_AutoML_20190421_193027,65,0.1,15,0.8,0.8,False,6024422029629654785,0,deviance,0.014965432360392486
-7,GBM_3_AutoML_20190421_193852,65,0.1,15,0.8,0.8,False,297884905804230304,0,deviance,0.014965432360392486
-8,GBM_3_AutoML_20190421_195113,63,0.1,15,0.8,0.8,False,4783233282849044088,0,deviance,0.014965432360392486
-9,GBM_4_AutoML_20190421_193027,65,0.1,15,0.8,0.8,False,6024422029629654785,0,deviance,0.014965432360392486
-10,GBM_4_AutoML_20190421_193852,65,0.1,15,0.8,0.8,False,297884905804230304,0,deviance,0.014965432360392486
-11,GBM_4_AutoML_20190421_195113,63,0.1,15,0.8,0.8,False,4783233282849044088,0,deviance,0.014965432360392486
-12,GBM_5_AutoML_20190421_193027,65,0.1,15,0.8,0.8,False,6024422029629654785,0,deviance,0.014965432360392486
-13,GBM_5_AutoML_20190421_193852,65,0.1,15,0.8,0.8,False,297884905804230304,0,deviance,0.014965432360392486
-14,GBM_5_AutoML_20190421_195113,63,0.1,15,0.8,0.8,False,4783233282849044088,0,deviance,0.014965432360392486
-15,GBM_grid_1_AutoML_20190421_193027_model_1,30,0.8,8,0.6,0.7,False,3124092606928605225,0,deviance,0.014965432360392486
-16,GBM_grid_1_AutoML_20190421_193027_model_10,46,0.8,8,0.9,0.7,False,4692662799764857830,0,deviance,0.014965432360392486
-17,GBM_grid_1_AutoML_20190421_193027_model_11,77,0.01,6,1.0,0.4,False,-3530982630697928853,0,deviance,0.014965432360392486
-18,GBM_grid_1_AutoML_20190421_193027_model_12,3,0.001,16,0.5,0.7,False,-7464872345432784346,0,deviance,0.014965432360392486
-19,GBM_grid_1_AutoML_20190421_193027_model_13,1,0.05,3,0.9,0.7,False,1574413598421035969,0,deviance,0.014965432360392486
-20,GBM_grid_1_AutoML_20190421_193027_model_2,101,0.1,16,1.0,0.4,False,-8794556307968222314,0,deviance,0.014965432360392486
-21,GBM_grid_1_AutoML_20190421_193027_model_3,55,0.5,3,0.8,1.0,False,-348465370131244444,0,deviance,0.014965432360392486
-22,GBM_grid_1_AutoML_20190421_193027_model_4,347,0.005,16,0.8,0.4,False,5602131279252309485,0,deviance,0.014965432360392486
-23,GBM_grid_1_AutoML_20190421_193027_model_5,312,0.008,12,0.8,0.4,False,1092666611756342964,0,deviance,0.014965432360392486
-24,GBM_grid_1_AutoML_20190421_193027_model_6,93,0.08,12,0.6,0.4,False,-2755890100109624492,0,deviance,0.014965432360392486
-25,GBM_grid_1_AutoML_20190421_193027_model_7,278,0.008,8,0.6,0.4,False,-5143265548577003046,0,deviance,0.014965432360392486
-26,GBM_grid_1_AutoML_20190421_193027_model_8,30,0.5,12,0.5,0.4,False,2378520213287539484,0,deviance,0.014965432360392486
-27,GBM_grid_1_AutoML_20190421_193027_model_9,104,0.01,16,0.8,0.4,False,-2476791890784516323,0,deviance,0.014965432360392486
-28,GBM_grid_1_AutoML_20190421_193852_model_1,56,0.8,4,0.5,1.0,False,-7347235564242714900,0,deviance,0.014965432360392486
-29,GBM_grid_1_AutoML_20190421_193852_model_10,30,0.001,4,0.9,0.4,False,-4749946771656949621,0,deviance,0.014965432360392486
-30,GBM_grid_1_AutoML_20190421_193852_model_11,262,0.001,14,0.9,0.4,False,-810852929160497850,0,deviance,0.014965432360392486
-31,GBM_grid_1_AutoML_20190421_193852_model_12,61,0.5,3,1.0,1.0,False,3755201348199703767,0,deviance,0.014965432360392486
-32,GBM_grid_1_AutoML_20190421_193852_model_13,398,0.005,17,0.7,1.0,False,926551006183326168,0,deviance,0.014965432360392486
-33,GBM_grid_1_AutoML_20190421_193852_model_14,82,0.1,6,1.0,0.7,False,4960138876623192878,0,deviance,0.014965432360392486
-34,GBM_grid_1_AutoML_20190421_193852_model_15,98,0.05,16,0.8,0.4,False,5575868254829243114,0,deviance,0.014965432360392486
-35,GBM_grid_1_AutoML_20190421_193852_model_16,98,0.05,9,0.5,0.4,False,4052181674862863573,0,deviance,0.014965432360392486
-36,GBM_grid_1_AutoML_20190421_193852_model_17,270,0.008,8,0.7,0.4,False,-8981271411912211860,0,deviance,0.014965432360392486
-37,GBM_grid_1_AutoML_20190421_193852_model_18,91,0.08,17,0.8,1.0,False,5355661886864578261,0,deviance,0.014965432360392486
-38,GBM_grid_1_AutoML_20190421_193852_model_19,368,0.001,9,0.5,0.7,False,3751026078426248837,0,deviance,0.014965432360392486
-39,GBM_grid_1_AutoML_20190421_193852_model_2,367,0.005,4,0.8,0.4,False,5635968206635809269,0,deviance,0.014965432360392486
-40,GBM_grid_1_AutoML_20190421_193852_model_20,100,0.05,7,0.7,0.7,False,-6817732456818084703,0,deviance,0.014965432360392486
-41,GBM_grid_1_AutoML_20190421_193852_model_21,273,0.01,3,0.6,1.0,False,4878236833650884881,0,deviance,0.014965432360392486
-42,GBM_grid_1_AutoML_20190421_193852_model_22,92,0.001,12,1.0,0.4,False,5619006297585149539,0,deviance,0.014965432360392486
-43,GBM_grid_1_AutoML_20190421_193852_model_23,17,0.001,8,0.5,1.0,False,-4230225667908683070,0,deviance,0.014965432360392486
-44,GBM_grid_1_AutoML_20190421_193852_model_24,1,0.008,17,0.5,0.4,False,926661288037231606,0,deviance,0.014965432360392486
-45,GBM_grid_1_AutoML_20190421_193852_model_3,282,0.008,4,0.6,1.0,False,7742484372466463139,0,deviance,0.014965432360392486
-46,GBM_grid_1_AutoML_20190421_193852_model_4,302,0.008,8,0.6,0.4,False,-8855671952995182370,0,deviance,0.014965432360392486
-47,GBM_grid_1_AutoML_20190421_193852_model_5,71,0.08,9,0.7,0.7,False,-6010621745854196896,0,deviance,0.014965432360392486
-48,GBM_grid_1_AutoML_20190421_193852_model_6,126,0.001,4,0.8,1.0,False,7523975257873901412,0,deviance,0.014965432360392486
-49,GBM_grid_1_AutoML_20190421_193852_model_7,110,0.1,12,0.6,0.7,False,1381225275305757435,0,deviance,0.014965432360392486
-50,GBM_grid_1_AutoML_20190421_193852_model_8,91,0.05,17,0.6,0.7,False,-6527299506414345488,0,deviance,0.014965432360392486
-51,GBM_grid_1_AutoML_20190421_193852_model_9,337,0.008,8,1.0,0.4,False,4370751826042267024,0,deviance,0.014965432360392486
-52,GBM_grid_1_AutoML_20190421_195113_model_1,91,0.05,9,0.6,0.4,False,4372187560456137754,0,deviance,0.014965432360392486
-53,GBM_grid_1_AutoML_20190421_195113_model_10,92,0.1,4,1.0,0.7,False,3369376837665587262,0,deviance,0.014965432360392486
-54,GBM_grid_1_AutoML_20190421_195113_model_11,98,0.08,3,0.5,1.0,False,-7063079593273838430,0,deviance,0.014965432360392486
-55,GBM_grid_1_AutoML_20190421_195113_model_12,57,0.1,14,0.6,1.0,False,-2767295702439642420,0,deviance,0.014965432360392486
-56,GBM_grid_1_AutoML_20190421_195113_model_13,308,0.01,16,0.6,0.4,False,-43120824884406779,0,deviance,0.014965432360392486
-57,GBM_grid_1_AutoML_20190421_195113_model_14,267,0.01,13,1.0,1.0,False,-7237518530348413077,0,deviance,0.014965432360392486
-58,GBM_grid_1_AutoML_20190421_195113_model_15,159,0.05,4,1.0,0.7,False,2735982214018785002,0,deviance,0.014965432360392486
-59,GBM_grid_1_AutoML_20190421_195113_model_16,394,0.005,3,1.0,0.7,False,-1467568022876113852,0,deviance,0.014965432360392486
-60,GBM_grid_1_AutoML_20190421_195113_model_17,59,0.8,10,0.8,0.7,False,-5473018234056835764,0,deviance,0.014965432360392486
-61,GBM_grid_1_AutoML_20190421_195113_model_18,401,0.001,11,0.7,1.0,False,-5849559863959277211,0,deviance,0.014965432360392486
-62,GBM_grid_1_AutoML_20190421_195113_model_19,30,0.001,4,1.0,1.0,False,5106474178985599434,0,deviance,0.014965432360392486
-63,GBM_grid_1_AutoML_20190421_195113_model_2,332,0.008,17,0.6,0.7,False,-4115971564235363057,0,deviance,0.014965432360392486
-64,GBM_grid_1_AutoML_20190421_195113_model_20,47,0.5,5,0.7,1.0,False,8864059457280086199,0,deviance,0.014965432360392486
-65,GBM_grid_1_AutoML_20190421_195113_model_21,240,0.01,15,0.6,0.4,False,4232708293254420068,0,deviance,0.014965432360392486
-66,GBM_grid_1_AutoML_20190421_195113_model_22,271,0.008,6,0.5,0.7,False,-5231707217026392547,0,deviance,0.014965432360392486
-67,GBM_grid_1_AutoML_20190421_195113_model_23,270,0.008,5,0.7,0.7,False,-7005845987286767220,0,deviance,0.014965432360392486
-68,GBM_grid_1_AutoML_20190421_195113_model_24,133,0.05,17,0.9,1.0,False,-7623753947503769545,0,deviance,0.014965432360392486
-69,GBM_grid_1_AutoML_20190421_195113_model_25,307,0.01,9,0.7,0.7,False,8831126648505260003,0,deviance,0.014965432360392486
-70,GBM_grid_1_AutoML_20190421_195113_model_26,178,0.001,17,0.7,1.0,False,-5788228000925373437,0,deviance,0.014965432360392486
-71,GBM_grid_1_AutoML_20190421_195113_model_27,49,0.5,6,0.5,1.0,False,8541077546511398766,0,deviance,0.014965432360392486
-72,GBM_grid_1_AutoML_20190421_195113_model_28,423,0.005,17,0.7,1.0,False,-5208465389355046403,0,deviance,0.014965432360392486
-73,GBM_grid_1_AutoML_20190421_195113_model_29,311,0.01,6,0.9,0.4,False,-5196017469695711958,0,deviance,0.014965432360392486
-74,GBM_grid_1_AutoML_20190421_195113_model_3,235,0.01,14,0.8,0.4,False,-5957084039985505777,0,deviance,0.014965432360392486
-75,GBM_grid_1_AutoML_20190421_195113_model_30,403,0.005,12,0.6,0.4,False,1617333130929305479,0,deviance,0.014965432360392486
-76,GBM_grid_1_AutoML_20190421_195113_model_31,108,0.05,5,0.8,1.0,False,-4875699938398474793,0,deviance,0.014965432360392486
-77,GBM_grid_1_AutoML_20190421_195113_model_32,90,0.08,9,0.6,0.7,False,7418655848094946508,0,deviance,0.014965432360392486
-78,GBM_grid_1_AutoML_20190421_195113_model_33,88,0.1,10,0.8,1.0,False,-2668465038574600811,0,deviance,0.014965432360392486
-79,GBM_grid_1_AutoML_20190421_195113_model_34,343,0.001,5,1.0,0.7,False,8078872435777487940,0,deviance,0.014965432360392486
-80,GBM_grid_1_AutoML_20190421_195113_model_35,107,0.05,16,0.7,0.4,False,-1901480774965782867,0,deviance,0.014965432360392486
-81,GBM_grid_1_AutoML_20190421_195113_model_36,35,0.001,14,1.0,1.0,False,-4137675209224554682,0,deviance,0.014965432360392486
-82,GBM_grid_1_AutoML_20190421_195113_model_37,72,0.08,10,1.0,0.7,False,1085293459953656943,0,deviance,0.014965432360392486
-83,GBM_grid_1_AutoML_20190421_195113_model_38,70,0.1,11,0.5,1.0,False,-7022815739557135702,0,deviance,0.014965432360392486
-84,GBM_grid_1_AutoML_20190421_195113_model_39,34,0.5,9,0.7,0.4,False,9122132053145803882,0,deviance,0.014965432360392486
-85,GBM_grid_1_AutoML_20190421_195113_model_4,116,0.1,15,1.0,1.0,False,-8210965815510438959,0,deviance,0.014965432360392486
-86,GBM_grid_1_AutoML_20190421_195113_model_40,329,0.008,10,1.0,0.4,False,-3295604604733747123,0,deviance,0.014965432360392486
-87,GBM_grid_1_AutoML_20190421_195113_model_41,39,0.5,7,1.0,0.4,False,-1387382435927114974,0,deviance,0.014965432360392486
-88,GBM_grid_1_AutoML_20190421_195113_model_42,74,0.1,9,1.0,0.7,False,-7165717425669000132,0,deviance,0.014965432360392486
-89,GBM_grid_1_AutoML_20190421_195113_model_43,53,0.08,16,0.6,0.4,False,6037329919915569363,0,deviance,0.014965432360392486
-90,GBM_grid_1_AutoML_20190421_195113_model_44,177,0.005,13,0.9,0.4,False,-7505997270433965297,0,deviance,0.014965432360392486
-91,GBM_grid_1_AutoML_20190421_195113_model_45,30,0.1,17,1.0,1.0,False,8630530357491357285,0,deviance,0.014965432360392486
-92,GBM_grid_1_AutoML_20190421_195113_model_46,35,0.01,16,0.8,1.0,False,-9134514672406990100,0,deviance,0.014965432360392486
-93,GBM_grid_1_AutoML_20190421_195113_model_47,2,0.008,11,1.0,0.4,False,6532298033858417470,0,deviance,0.014965432360392486
-94,GBM_grid_1_AutoML_20190421_195113_model_5,46,0.1,12,0.6,1.0,False,5105961707165646282,0,deviance,0.014965432360392486
-95,GBM_grid_1_AutoML_20190421_195113_model_6,36,0.001,13,0.7,0.7,False,7767005311877900708,0,deviance,0.014965432360392486
-96,GBM_grid_1_AutoML_20190421_195113_model_7,115,0.05,11,0.9,0.4,False,-5148363360822577145,0,deviance,0.014965432360392486
-97,GBM_grid_1_AutoML_20190421_195113_model_8,126,0.05,15,0.5,1.0,False,-2950168058131681435,0,deviance,0.014965432360392486
-98,GBM_grid_1_AutoML_20190421_195113_model_9,112,0.05,11,0.7,1.0,False,-9033711945775519277,0,deviance,0.014965432360392486
diff --git a/DS/result/1000/Hyperparameter_GLM_1000.csv b/DS/result/1000/Hyperparameter_GLM_1000.csv
deleted file mode 100644
index 3ec7364..0000000
--- a/DS/result/1000/Hyperparameter_GLM_1000.csv
+++ /dev/null
@@ -1,4 +0,0 @@
-,model_id,seed,tweedie_variance_power,tweedie_link_power,alpha,lambda,missing_values_handling,standardize
-0,GLM_grid_1_AutoML_20190421_193027_model_1,-975422325082088501,0.0,1.0,"[0.0, 0.2, 0.4, 0.6, 0.8, 1.0]","[16191407973.326683, 10055138664.513983, 6244411463.732074, 3877885311.119502, 2408232476.9176397]",MeanImputation,True
-1,GLM_grid_1_AutoML_20190421_193852_model_1,-8617944177042712202,0.0,1.0,"[0.0, 0.2, 0.4, 0.6, 0.8, 1.0]","[16191407973.326683, 10055138664.513983, 6244411463.732074, 3877885311.119502, 2408232476.9176397]",MeanImputation,True
-2,GLM_grid_1_AutoML_20190421_195113_model_1,-2989962140256060411,0.0,1.0,"[0.0, 0.2, 0.4, 0.6, 0.8, 1.0]","[16191407973.326683, 10055138664.513983, 6244411463.732074, 3877885311.119502, 2408232476.9176397]",MeanImputation,True
diff --git a/DS/result/1000/Hyperparameter_XGBoost_1000.csv b/DS/result/1000/Hyperparameter_XGBoost_1000.csv
deleted file mode 100644
index 3e85161..0000000
--- a/DS/result/1000/Hyperparameter_XGBoost_1000.csv
+++ /dev/null
@@ -1,44 +0,0 @@
-,model_id,ntrees,max_depth,min_rows,min_sum_hessian_in_leaf,sample_rate,col_sample_rate,col_sample_rate_per_tree,booster,reg_lambda,reg_alpha
-0,XGBoost_1_AutoML_20190421_193027,110,5,3.0,100.0,0.8,0.8,0.8,gbtree,1.0,0.0
-1,XGBoost_1_AutoML_20190421_193852,106,5,3.0,100.0,0.8,0.8,0.8,gbtree,1.0,0.0
-2,XGBoost_1_AutoML_20190421_195113,101,5,3.0,100.0,0.8,0.8,0.8,gbtree,1.0,0.0
-3,XGBoost_2_AutoML_20190421_193027,110,5,3.0,100.0,0.8,0.8,0.8,gbtree,1.0,0.0
-4,XGBoost_2_AutoML_20190421_193852,106,5,3.0,100.0,0.8,0.8,0.8,gbtree,1.0,0.0
-5,XGBoost_2_AutoML_20190421_195113,101,5,3.0,100.0,0.8,0.8,0.8,gbtree,1.0,0.0
-6,XGBoost_3_AutoML_20190421_193027,110,5,3.0,100.0,0.8,0.8,0.8,gbtree,1.0,0.0
-7,XGBoost_3_AutoML_20190421_193852,106,5,3.0,100.0,0.8,0.8,0.8,gbtree,1.0,0.0
-8,XGBoost_3_AutoML_20190421_195113,101,5,3.0,100.0,0.8,0.8,0.8,gbtree,1.0,0.0
-9,XGBoost_grid_1_AutoML_20190421_193027_model_1,104,10,0.01,100.0,1.0,0.8,0.7,dart,0.001,0.01
-10,XGBoost_grid_1_AutoML_20190421_193027_model_2,157,10,20.0,100.0,0.8,0.6,0.8,gbtree,1.0,0.01
-11,XGBoost_grid_1_AutoML_20190421_193027_model_3,140,15,20.0,100.0,0.6,0.8,0.9,gbtree,0.01,0.1
-12,XGBoost_grid_1_AutoML_20190421_193027_model_4,109,15,10.0,100.0,0.8,0.6,0.9,dart,1.0,0.5
-13,XGBoost_grid_1_AutoML_20190421_193027_model_5,79,5,0.1,100.0,0.6,1.0,0.8,dart,10.0,0.5
-14,XGBoost_grid_1_AutoML_20190421_193027_model_6,91,10,0.01,100.0,0.8,0.6,0.7,dart,0.1,0.1
-15,XGBoost_grid_1_AutoML_20190421_193027_model_7,71,20,20.0,100.0,0.6,0.6,1.0,gbtree,0.01,0.001
-16,XGBoost_grid_1_AutoML_20190421_193027_model_8,1,10,20.0,100.0,0.6,1.0,0.7,dart,0.1,0.5
-17,XGBoost_grid_1_AutoML_20190421_193852_model_1,144,20,20.0,100.0,1.0,1.0,1.0,gbtree,10.0,0.5
-18,XGBoost_grid_1_AutoML_20190421_193852_model_10,78,15,15.0,100.0,1.0,1.0,0.9,gbtree,0.001,0.1
-19,XGBoost_grid_1_AutoML_20190421_193852_model_11,19,5,1.0,100.0,1.0,0.8,0.7,gbtree,0.001,1.0
-20,XGBoost_grid_1_AutoML_20190421_193852_model_2,106,15,5.0,100.0,1.0,1.0,0.7,gbtree,0.01,0.1
-21,XGBoost_grid_1_AutoML_20190421_193852_model_3,263,20,15.0,100.0,0.8,0.8,1.0,gbtree,100.0,1.0
-22,XGBoost_grid_1_AutoML_20190421_193852_model_4,91,10,0.1,100.0,0.8,0.8,0.7,dart,0.1,0.5
-23,XGBoost_grid_1_AutoML_20190421_193852_model_5,186,15,3.0,100.0,0.6,0.8,0.8,gbtree,10.0,0.001
-24,XGBoost_grid_1_AutoML_20190421_193852_model_6,77,15,5.0,100.0,0.8,1.0,0.8,dart,100.0,0.001
-25,XGBoost_grid_1_AutoML_20190421_193852_model_7,189,5,0.01,100.0,1.0,0.8,0.9,gbtree,0.01,0.1
-26,XGBoost_grid_1_AutoML_20190421_193852_model_8,115,20,5.0,100.0,0.6,1.0,0.7,dart,100.0,0.01
-27,XGBoost_grid_1_AutoML_20190421_193852_model_9,126,15,20.0,100.0,0.8,0.6,0.7,dart,0.01,0.001
-28,XGBoost_grid_1_AutoML_20190421_195113_model_1,137,20,15.0,100.0,0.8,0.6,0.8,gbtree,0.001,0.001
-29,XGBoost_grid_1_AutoML_20190421_195113_model_10,176,5,20.0,100.0,0.8,0.6,1.0,gbtree,0.01,1.0
-30,XGBoost_grid_1_AutoML_20190421_195113_model_11,189,5,5.0,100.0,0.6,0.8,1.0,gbtree,10.0,1.0
-31,XGBoost_grid_1_AutoML_20190421_195113_model_12,188,5,0.1,100.0,0.6,0.8,0.7,gbtree,1.0,0.01
-32,XGBoost_grid_1_AutoML_20190421_195113_model_13,174,15,10.0,100.0,0.8,0.6,0.8,gbtree,10.0,0.01
-33,XGBoost_grid_1_AutoML_20190421_195113_model_14,61,5,15.0,100.0,0.6,0.8,0.8,dart,0.01,0.01
-34,XGBoost_grid_1_AutoML_20190421_195113_model_15,44,15,0.1,100.0,1.0,0.8,0.8,dart,0.1,0.001
-35,XGBoost_grid_1_AutoML_20190421_195113_model_2,196,5,0.01,100.0,0.6,0.6,0.8,gbtree,1.0,0.1
-36,XGBoost_grid_1_AutoML_20190421_195113_model_3,285,10,0.1,100.0,0.8,0.6,1.0,gbtree,100.0,0.5
-37,XGBoost_grid_1_AutoML_20190421_195113_model_4,114,15,0.1,100.0,1.0,1.0,0.8,gbtree,1.0,0.001
-38,XGBoost_grid_1_AutoML_20190421_195113_model_5,111,20,0.01,100.0,1.0,1.0,0.9,gbtree,1.0,0.01
-39,XGBoost_grid_1_AutoML_20190421_195113_model_6,169,20,10.0,100.0,1.0,0.6,0.7,gbtree,10.0,0.5
-40,XGBoost_grid_1_AutoML_20190421_195113_model_7,112,15,0.1,100.0,0.6,0.6,0.7,dart,1.0,0.5
-41,XGBoost_grid_1_AutoML_20190421_195113_model_8,79,15,1.0,100.0,0.8,0.8,0.7,dart,10.0,0.01
-42,XGBoost_grid_1_AutoML_20190421_195113_model_9,265,20,0.1,100.0,0.6,0.8,1.0,gbtree,100.0,0.01
diff --git a/DS/result/1000/Hyperparameter_XRT_1000.csv b/DS/result/1000/Hyperparameter_XRT_1000.csv
deleted file mode 100644
index 4cdc075..0000000
--- a/DS/result/1000/Hyperparameter_XRT_1000.csv
+++ /dev/null
@@ -1,4 +0,0 @@
-,model_id,balance_classes,class_sampling_factors,max_after_balance_size,min_rows,ntrees,max_depth,stopping_rounds,score_each_iteration,stopping_tolerance,seed
-0,XRT_1_AutoML_20190421_193027,False,,5.0,1.0,13,20,0,False,0.014965432360392486,56939134373235378
-1,XRT_1_AutoML_20190421_193852,False,,5.0,1.0,18,20,0,False,0.014965432360392486,-8021816811412943273
-2,XRT_1_AutoML_20190421_195113,False,,5.0,1.0,17,20,0,False,0.014965432360392486,-3490944295451282834
diff --git a/DS/result/1000/all_varimp.csv b/DS/result/1000/all_varimp.csv
deleted file mode 100644
index dff7f79..0000000
--- a/DS/result/1000/all_varimp.csv
+++ /dev/null
@@ -1,3837 +0,0 @@
- model_id variable relative_importance scaled_importance percentage
-0 GBM_1_AutoML_20190416_015849 supply_area 5.142440512168814e+20 1.0 0.26965304008383767
-1 GBM_1_AutoML_20190416_015849 city 3.556079913049879e+20 0.691516003857497 0.18646939270680088
-2 GBM_1_AutoML_20190416_015849 exclusive_use_area 2.8717862730904633e+20 0.5584481271674047 0.15058723521981623
-3 GBM_1_AutoML_20190416_015849 apartment_building_count_in_sites 1.3659960388754185e+20 0.2656318601339177 0.07162843862823566
-4 GBM_1_AutoML_20190416_015849 total_parking_capacity_in_site 1.1062438055314771e+20 0.21512038941699316 0.05800786699031123
-5 GBM_1_AutoML_20190416_015849 total_household_count_in_sites 8.393671766441984e+19 0.16322350733235744 0.04401371496531675
-6 GBM_1_AutoML_20190416_015849 floor 7.956222709042931e+19 0.1547168643023818 0.041719872811375826
-7 GBM_1_AutoML_20190416_015849 heat_fuel_cogeneration 6.286668838041813e+19 0.12225068667620664 0.03296526931457583
-8 GBM_1_AutoML_20190416_015849 total_household_count_of_area_type 5.228192743433018e+19 0.10166753958672509 0.02741496112740433
-9 GBM_1_AutoML_20190416_015849 heat_fuel_gas 4.359336664931867e+19 0.08477174708421324 0.0228589593144763
-10 GBM_1_AutoML_20190416_015849 bathroom_count 4.257647232525376e+19 0.08279429236858049 0.02232573263877781
-11 GBM_1_AutoML_20190416_015849 heat_type_district 3.5194944992644694e+19 0.06844015970502942 0.01845509712828455
-12 GBM_1_AutoML_20190416_015849 heat_type_individual 3.422536045489973e+19 0.06655470369352945 0.017946678182839237
-13 GBM_1_AutoML_20190416_015849 front_door_structure_stairway 2.4499676530895487e+19 0.047642119481831 0.01284684235431316
-14 GBM_1_AutoML_20190416_015849 room_count 2.002224967831257e+19 0.038935306360730705 0.010499023726766617
-15 GBM_1_AutoML_20190416_015849 front_door_structure_mixed 1.0703568675027288e+19 0.020814180834370175 0.005612607138842666
-16 GBM_1_AutoML_20190416_015849 heat_type_central 7.370545410470838e+18 0.014332777196021126 0.0038648769437513992
-17 GBM_1_AutoML_20190416_015849 front_door_structure_corridor 5.969837415672578e+18 0.01160895765647819 0.003130390724273887
-18 XGBoost_grid_1_AutoML_20190416_021340_model_7 supply_area 7.337369362340837e+20 1.0 0.234053082362835
-19 XGBoost_grid_1_AutoML_20190416_021340_model_7 exclusive_use_area 5.1960716987001e+20 0.7081654803108345 0.16574831348970837
-20 XGBoost_grid_1_AutoML_20190416_021340_model_7 city 4.4163047373120576e+20 0.601892111357895 0.14087470391319004
-21 XGBoost_grid_1_AutoML_20190416_021340_model_7 total_parking_capacity_in_site 2.6192748955614734e+20 0.3569773806134039 0.08355165626637812
-22 XGBoost_grid_1_AutoML_20190416_021340_model_7 total_household_count_in_sites 1.8685983730164774e+20 0.25466870764433475 0.05960599600551623
-23 XGBoost_grid_1_AutoML_20190416_021340_model_7 apartment_building_count_in_sites 1.8281090772259517e+20 0.24915047709179672 0.05831443713550594
-24 XGBoost_grid_1_AutoML_20190416_021340_model_7 floor 1.632299074536719e+20 0.22246380057061316 0.05206833823770303
-25 XGBoost_grid_1_AutoML_20190416_021340_model_7 bathroom_count 1.3853035510200952e+20 0.18880111966697322 0.04418948401160955
-26 XGBoost_grid_1_AutoML_20190416_021340_model_7 total_household_count_of_area_type 1.333210537275603e+20 0.18170143432036107 0.042527780772428726
-27 XGBoost_grid_1_AutoML_20190416_021340_model_7 heat_fuel_cogeneration 9.93133877788672e+19 0.1353528531473347 0.03167975248573784
-28 XGBoost_grid_1_AutoML_20190416_021340_model_7 heat_type_district 8.564809431891365e+19 0.11672861224419727 0.027320691495690535
-29 XGBoost_grid_1_AutoML_20190416_021340_model_7 heat_type_individual 7.432329167858827e+19 0.10129419415636036 0.023708218367755614
-30 XGBoost_grid_1_AutoML_20190416_021340_model_7 room_count 4.331445573372399e+19 0.05903267723720726 0.013816780067498728
-31 XGBoost_grid_1_AutoML_20190416_021340_model_7 front_door_structure_mixed 2.4842623003691844e+19 0.03385766993167469 0.007924492009131938
-32 XGBoost_grid_1_AutoML_20190416_021340_model_7 front_door_structure_stairway 1.605542063250604e+19 0.021881712422589406 0.005121482239884189
-33 XGBoost_grid_1_AutoML_20190416_021340_model_7 heat_type_central 1.41362098920835e+19 0.019266046445253007 0.004509277555457007
-34 XGBoost_grid_1_AutoML_20190416_021340_model_7 front_door_structure_corridor 1.003650926410675e+19 0.013678620726958753 0.0032015233436168593
-35 XGBoost_grid_1_AutoML_20190416_021340_model_7 heat_fuel_gas 5.592660946880299e+18 0.00762216084634463 0.001783990240352276
-36 XGBoost_1_AutoML_20190416_015849 exclusive_use_area 6.66503260347023e+20 1.0 0.24313142433565593
-37 XGBoost_1_AutoML_20190416_015849 supply_area 5.901882517332301e+20 0.8854994219022146 0.21529273569548538
-38 XGBoost_1_AutoML_20190416_015849 city 4.536478015712626e+20 0.6806385333134986 0.1654846160622427
-39 XGBoost_1_AutoML_20190416_015849 total_parking_capacity_in_site 1.6651456210221085e+20 0.24983307960941262 0.06074227249159981
-40 XGBoost_1_AutoML_20190416_015849 total_household_count_in_sites 1.5735965885344095e+20 0.23609735798067927 0.05740268692772779
-41 XGBoost_1_AutoML_20190416_015849 apartment_building_count_in_sites 1.5518922290021112e+20 0.2328409058635512 0.05661094108620958
-42 XGBoost_1_AutoML_20190416_015849 heat_fuel_cogeneration 1.1600179285743737e+20 0.17404534945116343 0.04231589371105834
-43 XGBoost_1_AutoML_20190416_015849 floor 1.0686420911582819e+20 0.16033561345249542 0.038982626070436364
-44 XGBoost_1_AutoML_20190416_015849 total_household_count_of_area_type 9.142995098036444e+19 0.13717855023358824 0.033352416306592636
-45 XGBoost_1_AutoML_20190416_015849 bathroom_count 6.6195521406161125e+19 0.09931762580080347 0.02414723582258504
-46 XGBoost_1_AutoML_20190416_015849 heat_type_individual 5.476501171794136e+19 0.08216765764870722 0.01997753963845474
-47 XGBoost_1_AutoML_20190416_015849 heat_type_district 3.71797701889664e+19 0.055783328306013534 0.013562680065224583
-48 XGBoost_1_AutoML_20190416_015849 front_door_structure_stairway 2.155443232575796e+19 0.0323395752250865 0.00786276698688537
-49 XGBoost_1_AutoML_20190416_015849 room_count 1.6986735568534634e+19 0.02548635029885718 0.006196532649278616
-50 XGBoost_1_AutoML_20190416_015849 heat_fuel_gas 1.591282496949977e+19 0.023875089465000617 0.005804784507766813
-51 XGBoost_1_AutoML_20190416_015849 front_door_structure_corridor 9.108252619670815e+18 0.013665728529112511 0.003322568041867533
-52 XGBoost_1_AutoML_20190416_015849 front_door_structure_mixed 8.260484624434594e+18 0.012393764765882274 0.003013313680410025
-53 XGBoost_1_AutoML_20190416_015849 heat_type_central 7.667404204121522e+18 0.011503926027502694 0.0027969659205187543
-54 XGBoost_1_AutoML_20190416_021340 supply_area 7.615501823703054e+20 1.0 0.2738273098574499
-55 XGBoost_1_AutoML_20190416_021340 exclusive_use_area 5.0952329364497865e+20 0.6690606941476929 0.18320709000982083
-56 XGBoost_1_AutoML_20190416_021340 city 4.0884272033157664e+20 0.5368559154684517 0.14700581111378466
-57 XGBoost_1_AutoML_20190416_021340 apartment_building_count_in_sites 1.709885540804686e+20 0.22452696885748372 0.0614816158726922
-58 XGBoost_1_AutoML_20190416_021340 total_parking_capacity_in_site 1.6714193464092682e+20 0.21947593016221445 0.06009850353478073
-59 XGBoost_1_AutoML_20190416_021340 total_household_count_in_sites 1.5883821172172993e+20 0.20857221940036844 0.057112769749400716
-60 XGBoost_1_AutoML_20190416_021340 floor 9.200257663611018e+19 0.12080960489006058 0.03308096911198671
-61 XGBoost_1_AutoML_20190416_021340 total_household_count_of_area_type 9.032641074198426e+19 0.11860861284393057 0.032478277380977284
-62 XGBoost_1_AutoML_20190416_021340 heat_type_individual 8.3654776494779e+19 0.10984801583843846 0.030079386670218155
-63 XGBoost_1_AutoML_20190416_021340 heat_fuel_gas 7.268401220055099e+19 0.09544218343474604 0.026134676336857777
-64 XGBoost_1_AutoML_20190416_021340 heat_type_district 6.784202247656964e+19 0.0890841129673334 0.024393663004882077
-65 XGBoost_1_AutoML_20190416_021340 heat_fuel_cogeneration 6.35374740362452e+19 0.08343176261672795 0.02284589511400397
-66 XGBoost_1_AutoML_20190416_021340 bathroom_count 4.664399684495527e+19 0.06124875014772766 0.016771580485083353
-67 XGBoost_1_AutoML_20190416_021340 room_count 3.813859270689869e+19 0.05008020953812039 0.013713329054920911
-68 XGBoost_1_AutoML_20190416_021340 front_door_structure_corridor 1.630003228287225e+19 0.0214037533707087 0.00586093220635349
-69 XGBoost_1_AutoML_20190416_021340 heat_type_central 1.317431973670971e+19 0.017299345521400805 0.004737033246419707
-70 XGBoost_1_AutoML_20190416_021340 front_door_structure_mixed 1.0203622936900796e+19 0.013398490569777401 0.003668872628872557
-71 XGBoost_1_AutoML_20190416_021340 front_door_structure_stairway 9.740319523281568e+18 0.012790121713273147 0.003502284621494944
-72 XGBoost_grid_1_AutoML_20190416_022142_model_9 exclusive_use_area 8.074262407120033e+20 1.0 0.21459785185480698
-73 XGBoost_grid_1_AutoML_20190416_022142_model_9 supply_area 7.214671605242895e+20 0.8935394022964704 0.19175163628045075
-74 XGBoost_grid_1_AutoML_20190416_022142_model_9 city 5.850806068058385e+20 0.7246242161883465 0.1555028001959924
-75 XGBoost_grid_1_AutoML_20190416_022142_model_9 total_parking_capacity_in_site 2.832041302691477e+20 0.3507492275943535 0.07527003078148105
-76 XGBoost_grid_1_AutoML_20190416_022142_model_9 apartment_building_count_in_sites 2.5394788507263277e+20 0.3145152736783695 0.06749430210690482
-77 XGBoost_grid_1_AutoML_20190416_022142_model_9 total_household_count_in_sites 1.8748393769375944e+20 0.23219946075623288 0.04982950548013213
-78 XGBoost_grid_1_AutoML_20190416_022142_model_9 total_household_count_of_area_type 1.6332483488956757e+20 0.20227833411203572 0.04340849597721179
-79 XGBoost_grid_1_AutoML_20190416_022142_model_9 floor 1.520719227175127e+20 0.18834156613910996 0.04041769550842306
-80 XGBoost_grid_1_AutoML_20190416_022142_model_9 bathroom_count 1.2354014133449287e+20 0.1530048629897796 0.032834514920945766
-81 XGBoost_grid_1_AutoML_20190416_022142_model_9 heat_fuel_cogeneration 1.1952418830818057e+20 0.14803109223051997 0.03176715440039039
-82 XGBoost_grid_1_AutoML_20190416_022142_model_9 room_count 1.1922649333593696e+20 0.1476623960484624 0.03168803299173377
-83 XGBoost_grid_1_AutoML_20190416_022142_model_9 heat_type_individual 7.90512796389553e+19 0.09790526447251259 0.021010259441077955
-84 XGBoost_grid_1_AutoML_20190416_022142_model_9 heat_fuel_gas 6.900264056257092e+19 0.08545999260777445 0.018339530833156082
-85 XGBoost_grid_1_AutoML_20190416_022142_model_9 heat_type_district 4.422885358384762e+19 0.054777577633401915 0.011755150489937973
-86 XGBoost_grid_1_AutoML_20190416_022142_model_9 front_door_structure_stairway 1.995450876692529e+19 0.02471372338522097 0.005303511949802329
-87 XGBoost_grid_1_AutoML_20190416_022142_model_9 front_door_structure_corridor 1.237791487740923e+19 0.015330087447361331 0.0032898038349500835
-88 XGBoost_grid_1_AutoML_20190416_022142_model_9 heat_type_central 1.089905744439935e+19 0.013498517752888933 0.0028967529129939416
-89 XGBoost_grid_1_AutoML_20190416_022142_model_9 front_door_structure_mixed 1.0696698926376944e+19 0.013247896076481733 0.002842970039608706
-90 XGBoost_grid_1_AutoML_20190416_022142_model_3 supply_area 8.682182210195523e+20 1.0 0.2483576151322533
-91 XGBoost_grid_1_AutoML_20190416_022142_model_3 exclusive_use_area 7.681393004688693e+20 0.8847306839135904 0.21972960269110672
-92 XGBoost_grid_1_AutoML_20190416_022142_model_3 city 6.80907812648935e+20 0.7842588374260817 0.1947766545095352
-93 XGBoost_grid_1_AutoML_20190416_022142_model_3 apartment_building_count_in_sites 2.086985131743951e+20 0.2403756430374377 0.05969912144065986
-94 XGBoost_grid_1_AutoML_20190416_022142_model_3 heat_fuel_cogeneration 1.8172949845425888e+20 0.20931315889783236 0.05198451695966403
-95 XGBoost_grid_1_AutoML_20190416_022142_model_3 total_parking_capacity_in_site 1.7723939203358445e+20 0.2041415254167915 0.05070010240197461
-96 XGBoost_grid_1_AutoML_20190416_022142_model_3 total_household_count_in_sites 1.5099232544433897e+20 0.17391056970334953 0.043192014337815395
-97 XGBoost_grid_1_AutoML_20190416_022142_model_3 floor 1.0797120621876609e+20 0.12435952575606517 0.030885635235754372
-98 XGBoost_grid_1_AutoML_20190416_022142_model_3 total_household_count_of_area_type 1.0740466745939172e+20 0.12370699538333343 0.030723574348581358
-99 XGBoost_grid_1_AutoML_20190416_022142_model_3 heat_type_individual 6.806801609654272e+19 0.07839966318215502 0.019471153375091945
-100 XGBoost_grid_1_AutoML_20190416_022142_model_3 bathroom_count 4.864621191718188e+19 0.05602993664433399 0.013915461440998037
-101 XGBoost_grid_1_AutoML_20190416_022142_model_3 heat_type_district 4.2829821794525905e+19 0.04933071059512051 0.012251657636183508
-102 XGBoost_grid_1_AutoML_20190416_022142_model_3 room_count 2.521852623801916e+19 0.029046299222337143 0.007213869603277476
-103 XGBoost_grid_1_AutoML_20190416_022142_model_3 front_door_structure_stairway 1.8724166250560225e+19 0.02156619821750845 0.00535612955676985
-104 XGBoost_grid_1_AutoML_20190416_022142_model_3 front_door_structure_corridor 1.131859699669821e+19 0.013036580807307562 0.0032377341187818116
-105 XGBoost_grid_1_AutoML_20190416_022142_model_3 heat_fuel_gas 1.1157702161670865e+19 0.012851264683858315 0.0031917094483164023
-106 XGBoost_grid_1_AutoML_20190416_022142_model_3 front_door_structure_mixed 1.016985473578854e+19 0.011713477659851503 0.0029091313765056462
-107 XGBoost_grid_1_AutoML_20190416_022142_model_3 heat_type_central 8.405102839080157e+18 0.00968086436749739 0.0024043163867304615
-108 XGBoost_grid_1_AutoML_20190416_020809_model_4 supply_area 7.233163807525343e+20 1.0 0.23315725739498758
-109 XGBoost_grid_1_AutoML_20190416_020809_model_4 exclusive_use_area 6.043663926007505e+20 0.835549157578833 0.19481434999977298
-110 XGBoost_grid_1_AutoML_20190416_020809_model_4 city 4.88769369555916e+20 0.6757338594314747 0.1575522533939727
-111 XGBoost_grid_1_AutoML_20190416_020809_model_4 total_parking_capacity_in_site 2.193514614335912e+20 0.3032579757220197 0.07070679790250184
-112 XGBoost_grid_1_AutoML_20190416_020809_model_4 apartment_building_count_in_sites 1.9567792055641126e+20 0.2705288111307932 0.06307575564958233
-113 XGBoost_grid_1_AutoML_20190416_020809_model_4 total_household_count_in_sites 1.712772946300156e+20 0.2367944362767226 0.05521034132867279
-114 XGBoost_grid_1_AutoML_20190416_020809_model_4 floor 1.3957132873072273e+20 0.19296027636691085 0.04499008882388777
-115 XGBoost_grid_1_AutoML_20190416_020809_model_4 total_household_count_of_area_type 1.2550112472067788e+20 0.17350792552231045 0.040454632051075676
-116 XGBoost_grid_1_AutoML_20190416_020809_model_4 heat_fuel_cogeneration 1.1192280702852792e+20 0.15473561778330536 0.03607773226367454
-117 XGBoost_grid_1_AutoML_20190416_020809_model_4 bathroom_count 6.991777728450842e+19 0.09666278705283345 0.02253763032139436
-118 XGBoost_grid_1_AutoML_20190416_020809_model_4 heat_type_district 6.389811824820224e+19 0.08834048273830464 0.02059722467221235
-119 XGBoost_grid_1_AutoML_20190416_020809_model_4 heat_type_individual 5.717170633170118e+19 0.07904107780916016 0.018429000923527596
-120 XGBoost_grid_1_AutoML_20190416_020809_model_4 heat_fuel_gas 4.410817558562944e+19 0.06098047377240308 0.014218040019420473
-121 XGBoost_grid_1_AutoML_20190416_020809_model_4 room_count 3.844565551821095e+19 0.053151921539800195 0.012392756251493378
-122 XGBoost_grid_1_AutoML_20190416_020809_model_4 front_door_structure_stairway 2.297043397754277e+19 0.03175710462086378 0.007404399416206285
-123 XGBoost_grid_1_AutoML_20190416_020809_model_4 front_door_structure_corridor 1.0483746613820916e+19 0.014493998605304202 0.003379380963499503
-124 XGBoost_grid_1_AutoML_20190416_020809_model_4 heat_type_central 8.055134335273009e+18 0.011136391418223507 0.002596530480350069
-125 XGBoost_grid_1_AutoML_20190416_020809_model_4 front_door_structure_mixed 7.463524511762088e+18 0.010318478483781991 0.002405828143767799
-126 XGBoost_grid_1_AutoML_20190416_022142_model_14 supply_area 9.020846568986808e+20 1.0 0.29859352094822333
-127 XGBoost_grid_1_AutoML_20190416_022142_model_14 exclusive_use_area 4.484881893262958e+20 0.49716862591164607 0.1484513305159485
-128 XGBoost_grid_1_AutoML_20190416_022142_model_14 city 4.134986331057197e+20 0.4583811840091661 0.13686965166971235
-129 XGBoost_grid_1_AutoML_20190416_022142_model_14 total_parking_capacity_in_site 2.0070212574539416e+20 0.2224870184971302 0.0664331822183306
-130 XGBoost_grid_1_AutoML_20190416_022142_model_14 apartment_building_count_in_sites 1.8954809925109495e+20 0.21012229595252319 0.06274115617818851
-131 XGBoost_grid_1_AutoML_20190416_022142_model_14 total_household_count_in_sites 1.784612749074854e+20 0.1978320699090768 0.05907137431062631
-132 XGBoost_grid_1_AutoML_20190416_022142_model_14 floor 1.3768071408871539e+20 0.15262504803269172 0.045572850476973126
-133 XGBoost_grid_1_AutoML_20190416_022142_model_14 total_household_count_of_area_type 1.245053542140058e+20 0.13801958969355338 0.04121175524642722
-134 XGBoost_grid_1_AutoML_20190416_022142_model_14 heat_fuel_gas 8.713397433269014e+19 0.0965917928725804 0.028841683528525286
-135 XGBoost_grid_1_AutoML_20190416_022142_model_14 heat_fuel_cogeneration 7.0356095395898065e+19 0.07799278577442896 0.02328814051294725
-136 XGBoost_grid_1_AutoML_20190416_022142_model_14 heat_type_individual 6.830226045177063e+19 0.07571602058568447 0.022608313178867686
-137 XGBoost_grid_1_AutoML_20190416_022142_model_14 heat_type_district 5.083975520678104e+19 0.0563580755065333 0.016828156199361604
-138 XGBoost_grid_1_AutoML_20190416_022142_model_14 bathroom_count 4.720515679344656e+19 0.052328965394152015 0.015625090024617583
-139 XGBoost_grid_1_AutoML_20190416_022142_model_14 room_count 4.183973796199268e+19 0.04638116571656976 0.013849115576993589
-140 XGBoost_grid_1_AutoML_20190416_022142_model_14 front_door_structure_stairway 2.3583251181330235e+19 0.026143057639854115 0.00780614762903639
-141 XGBoost_grid_1_AutoML_20190416_022142_model_14 front_door_structure_corridor 1.8012089535063654e+19 0.019967183121136614 0.005962071511558117
-142 XGBoost_grid_1_AutoML_20190416_022142_model_14 heat_type_central 1.121625005633831e+19 0.012433700064137198 0.003712622280564876
-143 XGBoost_grid_1_AutoML_20190416_022142_model_14 front_door_structure_mixed 7.655009959297417e+18 0.008485910829716288 0.0025338379930976455
-144 XGBoost_grid_1_AutoML_20190416_022142_model_16 exclusive_use_area 1.1278014110477928e+21 1.0 0.2611815752838408
-145 XGBoost_grid_1_AutoML_20190416_022142_model_16 supply_area 8.922921424589171e+20 0.7911784235399439 0.20664122699074833
-146 XGBoost_grid_1_AutoML_20190416_022142_model_16 city 7.00846796311676e+20 0.6214274866534781 0.16230540988883335
-147 XGBoost_grid_1_AutoML_20190416_022142_model_16 total_household_count_in_sites 2.9810012028821045e+20 0.26431969083214585 0.06903543323007762
-148 XGBoost_grid_1_AutoML_20190416_022142_model_16 total_parking_capacity_in_site 2.7254882465702163e+20 0.24166384434987362 0.06311814355644889
-149 XGBoost_grid_1_AutoML_20190416_022142_model_16 apartment_building_count_in_sites 1.797529635756106e+20 0.1593835242754393 0.041628039944549514
-150 XGBoost_grid_1_AutoML_20190416_022142_model_16 total_household_count_of_area_type 1.493738795126248e+20 0.13244696987375446 0.03459270823319859
-151 XGBoost_grid_1_AutoML_20190416_022142_model_16 floor 1.370615307126031e+20 0.12152984503296994 0.03174135636971214
-152 XGBoost_grid_1_AutoML_20190416_022142_model_16 heat_fuel_cogeneration 1.2928157994850661e+20 0.11463151108172186 0.029939638641491163
-153 XGBoost_grid_1_AutoML_20190416_022142_model_16 heat_type_district 1.1174990222799038e+20 0.09908650683826353 0.02587956994539073
-154 XGBoost_grid_1_AutoML_20190416_022142_model_16 bathroom_count 1.0502762887325627e+20 0.0931259952722346 0.02432279414507774
-155 XGBoost_grid_1_AutoML_20190416_022142_model_16 heat_type_individual 8.429330247944713e+19 0.07474126353604556 0.019521040949049065
-156 XGBoost_grid_1_AutoML_20190416_022142_model_16 heat_fuel_gas 4.3171347698299175e+19 0.038279210573243114 0.009997824518141489
-157 XGBoost_grid_1_AutoML_20190416_022142_model_16 front_door_structure_stairway 2.842869776986931e+19 0.025207184076368024 0.006583652045535547
-158 XGBoost_grid_1_AutoML_20190416_022142_model_16 room_count 2.3789460189073113e+19 0.02109366060020383 0.005509275504063923
-159 XGBoost_grid_1_AutoML_20190416_022142_model_16 heat_type_central 1.8080087732171833e+19 0.01603126894066783 0.004187072075722532
-160 XGBoost_grid_1_AutoML_20190416_022142_model_16 front_door_structure_corridor 1.1221026334849368e+19 0.009949470026309316 0.002598618254710824
-161 XGBoost_grid_1_AutoML_20190416_022142_model_16 front_door_structure_mixed 5.253457211664892e+18 0.0046581403075069095 0.0012166204234078089
-162 XGBoost_1_AutoML_20190416_022142 supply_area 6.855376538033602e+20 1.0 0.24506003265809956
-163 XGBoost_1_AutoML_20190416_022142 exclusive_use_area 5.2606705576989164e+20 0.7673787907218133 0.18805387151542052
-164 XGBoost_1_AutoML_20190416_022142 city 3.899278130028531e+20 0.5687912412097791 0.13938800014650946
-165 XGBoost_1_AutoML_20190416_022142 total_parking_capacity_in_site 2.020806494438346e+20 0.2947768781520489 0.07223803138679374
-166 XGBoost_1_AutoML_20190416_022142 apartment_building_count_in_sites 1.6602402158654836e+20 0.24218074771742695 0.05934882194479562
-167 XGBoost_1_AutoML_20190416_022142 total_household_count_in_sites 1.5674847112588585e+20 0.2286504180423146 0.05603307891273773
-168 XGBoost_1_AutoML_20190416_022142 floor 1.0687115802931574e+20 0.15589392856307013 0.038203371224865404
-169 XGBoost_1_AutoML_20190416_022142 heat_type_individual 9.184239978217577e+19 0.133971342453087 0.03283102155680294
-170 XGBoost_1_AutoML_20190416_022142 total_household_count_of_area_type 9.103392448422556e+19 0.13279201219534728 0.03254201484532656
-171 XGBoost_1_AutoML_20190416_022142 heat_fuel_cogeneration 7.878382563452204e+19 0.11492268177747741 0.028162956149544997
-172 XGBoost_1_AutoML_20190416_022142 room_count 7.153336448599038e+19 0.10434636826893981 0.02557112441574047
-173 XGBoost_1_AutoML_20190416_022142 bathroom_count 6.675113981604843e+19 0.0973704937222826 0.023861616371517853
-174 XGBoost_1_AutoML_20190416_022142 heat_fuel_gas 6.2345317558712795e+19 0.09094368079247175 0.022286661385050907
-175 XGBoost_1_AutoML_20190416_022142 heat_type_district 4.567152279065251e+19 0.0666214649731741 0.01632625838205648
-176 XGBoost_1_AutoML_20190416_022142 front_door_structure_stairway 2.1888197876462387e+19 0.031928512978137306 0.007824402433146884
-177 XGBoost_1_AutoML_20190416_022142 front_door_structure_corridor 1.2193234307338207e+19 0.01778638159361516 0.004358731254200752
-178 XGBoost_1_AutoML_20190416_022142 front_door_structure_mixed 1.136549446615774e+19 0.0165789499717514 0.004062838021514397
-179 XGBoost_1_AutoML_20190416_022142 heat_type_central 1.0762171545276121e+19 0.015698877349139956 0.0038471673958757374
-180 GBM_1_AutoML_20190416_020809 supply_area 4.322788194737151e+20 1.0 0.2272757866900139
-181 GBM_1_AutoML_20190416_020809 exclusive_use_area 3.353057641848017e+20 0.7756701209488477 0.17629103695058757
-182 GBM_1_AutoML_20190416_020809 city 3.285587386243031e+20 0.760062079896286 0.1727437071416766
-183 GBM_1_AutoML_20190416_020809 total_parking_capacity_in_site 1.2258064591544438e+20 0.28356847569973975 0.06444824839514644
-184 GBM_1_AutoML_20190416_020809 apartment_building_count_in_sites 1.2114400643040621e+20 0.28024506631598317 0.0636929179129602
-185 GBM_1_AutoML_20190416_020809 total_household_count_in_sites 9.183545966478125e+19 0.21244496729353482 0.048283597069972393
-186 GBM_1_AutoML_20190416_020809 bathroom_count 6.794429025209234e+19 0.15717700519033578 0.03572252750421396
-187 GBM_1_AutoML_20190416_020809 room_count 6.329651826204135e+19 0.1464252131045947 0.033278905499599686
-188 GBM_1_AutoML_20190416_020809 floor 5.995427119443948e+19 0.13869352023176104 0.03152167891948085
-189 GBM_1_AutoML_20190416_020809 heat_type_district 5.830458154031042e+19 0.13487725725561636 0.030654334749361592
-190 GBM_1_AutoML_20190416_020809 heat_fuel_cogeneration 5.444944748272314e+19 0.12595909174780645 0.028627451667742346
-191 GBM_1_AutoML_20190416_020809 heat_type_individual 4.810870026478079e+19 0.11129090322618979 0.025293727582174488
-192 GBM_1_AutoML_20190416_020809 total_household_count_of_area_type 4.632146610406346e+19 0.10715645554981917 0.024354067733998657
-193 GBM_1_AutoML_20190416_020809 heat_fuel_gas 3.559421724710876e+19 0.08234087733107887 0.01871408767216688
-194 GBM_1_AutoML_20190416_020809 front_door_structure_mixed 1.0809522013526295e+19 0.025005902502201065 0.005683236163081533
-195 GBM_1_AutoML_20190416_020809 front_door_structure_stairway 9.75085394418729e+18 0.022556862619497818 0.005126628697104934
-196 GBM_1_AutoML_20190416_020809 front_door_structure_corridor 9.168717512861286e+18 0.021210193744916513 0.004820563469223512
-197 GBM_1_AutoML_20190416_020809 heat_type_central 6.595181905191109e+18 0.015256777820436634 0.0034674961814944913
-198 GBM_grid_1_AutoML_20190416_021340_model_9 supply_area 8.13525733088579e+20 1.0 0.2948675861336144
-199 GBM_grid_1_AutoML_20190416_021340_model_9 city 5.0380333509012514e+20 0.6192838340557687 0.18260672927959434
-200 GBM_grid_1_AutoML_20190416_021340_model_9 exclusive_use_area 3.9525631023384625e+20 0.4858559405776161 0.14326316840679845
-201 GBM_grid_1_AutoML_20190416_021340_model_9 apartment_building_count_in_sites 1.681386199412732e+20 0.20667892004218358 0.06094291425754097
-202 GBM_grid_1_AutoML_20190416_021340_model_9 total_parking_capacity_in_site 1.6581928372536345e+20 0.2038279515705357 0.06010225606616312
-203 GBM_grid_1_AutoML_20190416_021340_model_9 total_household_count_in_sites 1.0646848168685208e+20 0.13087291201304813 0.038590179655564404
-204 GBM_grid_1_AutoML_20190416_021340_model_9 floor 1.031034923207413e+20 0.1267366084774052 0.03737051781649345
-205 GBM_grid_1_AutoML_20190416_021340_model_9 heat_fuel_cogeneration 9.23339870329079e+19 0.11349854500896817 0.03346704199647183
-206 GBM_grid_1_AutoML_20190416_021340_model_9 total_household_count_of_area_type 8.847224710946095e+19 0.10875162703652036 0.03206732975236187
-207 GBM_grid_1_AutoML_20190416_021340_model_9 heat_fuel_gas 7.707230824253987e+19 0.09473862363263194 0.027935349264175173
-208 GBM_grid_1_AutoML_20190416_021340_model_9 heat_type_district 6.657595242937162e+19 0.08183632025580025 0.02413087821188523
-209 GBM_grid_1_AutoML_20190416_021340_model_9 bathroom_count 4.849212195961884e+19 0.05960736088275511 0.01757627861929323
-210 GBM_grid_1_AutoML_20190416_021340_model_9 room_count 4.5236793485215924e+19 0.05560585442512414 0.01639636406923352
-211 GBM_grid_1_AutoML_20190416_021340_model_9 heat_type_individual 3.0090981230182924e+19 0.03698835821202786 0.010906667901026108
-212 GBM_grid_1_AutoML_20190416_021340_model_9 front_door_structure_corridor 2.3211820760304714e+19 0.028532374350569368 0.008413272351413044
-213 GBM_grid_1_AutoML_20190416_021340_model_9 front_door_structure_stairway 1.6706595398940099e+19 0.0205360380371902 0.006055411964774362
-214 GBM_grid_1_AutoML_20190416_021340_model_9 front_door_structure_mixed 7.480615870260052e+18 0.009195303314942026 0.0027113968922433777
-215 GBM_grid_1_AutoML_20190416_021340_model_9 heat_type_central 7.16405492775125e+18 0.008806181090981184 0.0025966573613531007
-216 XGBoost_1_AutoML_20190416_020809 supply_area 5.659702854745336e+20 1.0 0.20644000549191793
-217 XGBoost_1_AutoML_20190416_020809 exclusive_use_area 5.2959460573114584e+20 0.9357286403951599 0.1931718256621217
-218 XGBoost_1_AutoML_20190416_020809 city 4.649645733786587e+20 0.8215353090291879 0.16959775370779007
-219 XGBoost_1_AutoML_20190416_020809 apartment_building_count_in_sites 1.8159324697334487e+20 0.3208529699065197 0.0662368888696001
-220 XGBoost_1_AutoML_20190416_020809 room_count 1.513616382059694e+20 0.26743742929730197 0.055209784372879434
-221 XGBoost_1_AutoML_20190416_020809 total_parking_capacity_in_site 1.4792046587819327e+20 0.2613573003292398 0.05395460251532111
-222 XGBoost_1_AutoML_20190416_020809 total_household_count_in_sites 1.3036282209107549e+20 0.23033509962766638 0.04755037923211691
-223 XGBoost_1_AutoML_20190416_020809 bathroom_count 1.059118825125928e+20 0.1871332916776572 0.03863179776165623
-224 XGBoost_1_AutoML_20190416_020809 floor 8.555070397697176e+19 0.1511575893162702 0.031204973568595896
-225 XGBoost_1_AutoML_20190416_020809 total_household_count_of_area_type 8.444933637356808e+19 0.14921160799592537 0.030803245174136736
-226 XGBoost_1_AutoML_20190416_020809 heat_type_individual 6.609682044635893e+19 0.1167849658236749 0.024109088986012894
-227 XGBoost_1_AutoML_20190416_020809 heat_type_district 6.446459543492546e+19 0.11390102464633031 0.02351372815352351
-228 XGBoost_1_AutoML_20190416_020809 heat_fuel_cogeneration 6.215418285538673e+19 0.10981880930952764 0.022670995596974775
-229 XGBoost_1_AutoML_20190416_020809 heat_fuel_gas 5.185038671261414e+19 0.09161326670911807 0.018912643282562876
-230 XGBoost_1_AutoML_20190416_020809 front_door_structure_corridor 1.611667552480107e+19 0.028476186715859404 0.005878624142010896
-231 XGBoost_1_AutoML_20190416_020809 front_door_structure_stairway 1.6102225742988837e+19 0.028450655725658892 0.005873353524253688
-232 XGBoost_1_AutoML_20190416_020809 heat_type_central 8.626768231530496e+18 0.015242440200367491 0.0031466494386740954
-233 XGBoost_1_AutoML_20190416_020809 front_door_structure_mixed 8.481495257710592e+18 0.014985760693424647 0.003093660519851152
-234 XGBoost_grid_1_AutoML_20190416_022142_model_6 supply_area 7.929912891126065e+20 1.0 0.21035628421433644
-235 XGBoost_grid_1_AutoML_20190416_022142_model_6 exclusive_use_area 7.88531247737882e+20 0.994375674189668 0.2091731719356642
-236 XGBoost_grid_1_AutoML_20190416_022142_model_6 city 5.6481894726667076e+20 0.7122637474350177 0.14982915529100896
-237 XGBoost_grid_1_AutoML_20190416_022142_model_6 total_parking_capacity_in_site 2.6786889854892795e+20 0.3377955120398428 0.07105740873698048
-238 XGBoost_grid_1_AutoML_20190416_022142_model_6 apartment_building_count_in_sites 2.5854076504417868e+20 0.3260322888710387 0.06858294082080685
-239 XGBoost_grid_1_AutoML_20190416_022142_model_6 floor 2.3158276303250627e+20 0.2920369570410514 0.061431809136417374
-240 XGBoost_grid_1_AutoML_20190416_022142_model_6 total_household_count_in_sites 1.9954839500022927e+20 0.25164008450021313 0.05293407313484648
-241 XGBoost_grid_1_AutoML_20190416_022142_model_6 heat_fuel_cogeneration 1.4368701185972083e+20 0.18119620458947683 0.03811576031118304
-242 XGBoost_grid_1_AutoML_20190416_022142_model_6 total_household_count_of_area_type 1.2532486860869888e+20 0.15804066239988981 0.03324484649721322
-243 XGBoost_grid_1_AutoML_20190416_022142_model_6 room_count 1.0816312817241765e+20 0.13639888565920708 0.028692362758246943
-244 XGBoost_grid_1_AutoML_20190416_022142_model_6 heat_type_individual 6.215173314348004e+19 0.07837631257340881 0.016486949883363654
-245 XGBoost_grid_1_AutoML_20190416_022142_model_6 heat_fuel_gas 5.54792324811121e+19 0.06996196962415047 0.014716939966452567
-246 XGBoost_grid_1_AutoML_20190416_022142_model_6 heat_type_district 5.112545670618887e+19 0.06447164982530967 0.013562016694420016
-247 XGBoost_grid_1_AutoML_20190416_022142_model_6 front_door_structure_corridor 3.0810622585678594e+19 0.03885367091504509 0.008173113841775523
-248 XGBoost_grid_1_AutoML_20190416_022142_model_6 bathroom_count 3.0412322299493482e+19 0.0383513951755085 0.008067456983555597
-249 XGBoost_grid_1_AutoML_20190416_022142_model_6 front_door_structure_stairway 2.4640620727436837e+19 0.031073003027575267 0.00653640145626156
-250 XGBoost_grid_1_AutoML_20190416_022142_model_6 front_door_structure_mixed 2.0111470648860082e+19 0.025361527831365884 0.005334956756604606
-251 XGBoost_grid_1_AutoML_20190416_022142_model_6 heat_type_central 1.3964491464592327e+19 0.017609892638567607 0.0037043515808624786
-252 XGBoost_grid_1_AutoML_20190416_021340_model_6 supply_area 8.496624053923674e+20 1.0 0.26991416288264936
-253 XGBoost_grid_1_AutoML_20190416_021340_model_6 city 6.791921522971393e+20 0.7993670756604723 0.2157604950628478
-254 XGBoost_grid_1_AutoML_20190416_021340_model_6 exclusive_use_area 4.782635623407954e+20 0.5628865762513491 0.15193105902676346
-255 XGBoost_grid_1_AutoML_20190416_021340_model_6 apartment_building_count_in_sites 1.8998429750406624e+20 0.2235997453792639 0.06035273809481756
-256 XGBoost_grid_1_AutoML_20190416_021340_model_6 total_parking_capacity_in_site 1.716381279579726e+20 0.20200744068311635 0.0545246692480498
-257 XGBoost_grid_1_AutoML_20190416_021340_model_6 total_household_count_in_sites 1.4031793231035472e+20 0.16514551122872975 0.04457511241712976
-258 XGBoost_grid_1_AutoML_20190416_021340_model_6 heat_fuel_cogeneration 1.2961538288260638e+20 0.15254927375861832 0.041175209524913575
-259 XGBoost_grid_1_AutoML_20190416_021340_model_6 room_count 1.018661459153073e+20 0.11989014138888059 0.03236004715086218
-260 XGBoost_grid_1_AutoML_20190416_021340_model_6 total_household_count_of_area_type 9.881732331678676e+19 0.11630186611723006 0.03139152083472211
-261 XGBoost_grid_1_AutoML_20190416_021340_model_6 bathroom_count 9.52312529486558e+19 0.11208128351245429 0.030252325814076993
-262 XGBoost_grid_1_AutoML_20190416_021340_model_6 floor 7.94514754831867e+19 0.09350946326323174 0.02523952849830105
-263 XGBoost_grid_1_AutoML_20190416_021340_model_6 heat_type_individual 5.561480666286339e+19 0.06545518115183749 0.017667280426930384
-264 XGBoost_grid_1_AutoML_20190416_021340_model_6 heat_fuel_gas 2.562928399094697e+19 0.030164079083988153 0.008141712155080695
-265 XGBoost_grid_1_AutoML_20190416_021340_model_6 heat_type_district 2.1026675540518502e+19 0.024747094148302996 0.006679591200817314
-266 XGBoost_grid_1_AutoML_20190416_021340_model_6 front_door_structure_stairway 1.6611978025323463e+19 0.019551268739084887 0.005277164335003809
-267 XGBoost_grid_1_AutoML_20190416_021340_model_6 front_door_structure_corridor 6.208950958144094e+18 0.007307550526819943 0.0019724113831692683
-268 XGBoost_grid_1_AutoML_20190416_021340_model_6 heat_type_central 5.818966278399853e+18 0.006848562724995112 0.0018485240748663716
-269 XGBoost_grid_1_AutoML_20190416_021340_model_6 front_door_structure_mixed 2.9478429008697754e+18 0.0034694284249383554 0.0009364478689985049
-270 GBM_1_AutoML_20190416_022142 supply_area 5.5743645676187576e+20 1.0 0.2914371316869079
-271 GBM_1_AutoML_20190416_022142 city 3.632090471291987e+20 0.6515703139315004 0.1898917833845346
-272 GBM_1_AutoML_20190416_022142 exclusive_use_area 2.623163472364731e+20 0.47057623170227764 0.13714338720734554
-273 GBM_1_AutoML_20190416_022142 total_parking_capacity_in_site 1.2595080738425222e+20 0.22594648386633162 0.06584919517274589
-274 GBM_1_AutoML_20190416_022142 apartment_building_count_in_sites 9.353987860969449e+19 0.16780366169996055 0.04890421785239674
-275 GBM_1_AutoML_20190416_022142 total_household_count_in_sites 8.813467065145465e+19 0.15810711621451015 0.04607828444884544
-276 GBM_1_AutoML_20190416_022142 heat_fuel_cogeneration 8.481192012403651e+19 0.15214634618034364 0.04434109472744268
-277 GBM_1_AutoML_20190416_022142 floor 7.837336474973372e+19 0.1405960514405556 0.040974909958340466
-278 GBM_1_AutoML_20190416_022142 bathroom_count 5.52323173538857e+19 0.09908271460163878 0.028876382143254112
-279 GBM_1_AutoML_20190416_022142 total_household_count_of_area_type 4.532207600511274e+19 0.08130447059093823 0.023695141702345594
-280 GBM_1_AutoML_20190416_022142 room_count 3.6848700640773276e+19 0.06610385846456075 0.01926511890434891
-281 GBM_1_AutoML_20190416_022142 heat_type_district 3.179837105551442e+19 0.0570439386764005 0.016624721867974028
-282 GBM_1_AutoML_20190416_022142 heat_type_individual 2.5109555839613534e+19 0.04504469618918335 0.013127697055083784
-283 GBM_1_AutoML_20190416_022142 heat_fuel_gas 2.2947214490987397e+19 0.04116561486539071 0.011997188720497404
-284 GBM_1_AutoML_20190416_022142 front_door_structure_mixed 1.1634678002381488e+19 0.02087175652264803 0.006082804854228053
-285 GBM_1_AutoML_20190416_022142 front_door_structure_corridor 1.1276848540191556e+19 0.020229836788390698 0.005895725608102873
-286 GBM_1_AutoML_20190416_022142 heat_type_central 9.700040014309622e+18 0.01740115827848206 0.005071343656710703
-287 GBM_1_AutoML_20190416_022142 front_door_structure_stairway 9.073677926779585e+18 0.016277510766856167 0.004743871048895321
-288 XGBoost_2_AutoML_20190416_021340 supply_area 6.909529508802965e+20 1.0 0.24992205717555535
-289 XGBoost_2_AutoML_20190416_021340 exclusive_use_area 5.3145146096813395e+20 0.7691572346439038 0.19222935837366578
-290 XGBoost_2_AutoML_20190416_021340 city 4.781603313930868e+20 0.6920302327154041 0.17295361938791212
-291 XGBoost_2_AutoML_20190416_021340 total_parking_capacity_in_site 1.8274062693934773e+20 0.2644762233181438 0.06609844180569208
-292 XGBoost_2_AutoML_20190416_021340 apartment_building_count_in_sites 1.4274723728122813e+20 0.2065947284824003 0.05163257954394678
-293 XGBoost_2_AutoML_20190416_021340 total_household_count_in_sites 1.4101679069706217e+20 0.20409029372752832 0.05100666605794722
-294 XGBoost_2_AutoML_20190416_021340 heat_fuel_cogeneration 1.2670297889076727e+20 0.18337424962053286 0.045829269698187375
-295 XGBoost_2_AutoML_20190416_021340 total_household_count_of_area_type 1.0865258676863841e+20 0.15725034046125932 0.0393003285796344
-296 XGBoost_2_AutoML_20190416_021340 floor 9.716033290544926e+19 0.14061787098769002 0.03514350759289033
-297 XGBoost_2_AutoML_20190416_021340 bathroom_count 5.899033814646129e+19 0.08537533282303185 0.021337178811179833
-298 XGBoost_2_AutoML_20190416_021340 heat_type_individual 5.192176700748936e+19 0.0751451556018964 0.018780431874803157
-299 XGBoost_2_AutoML_20190416_021340 room_count 4.1600004844718916e+19 0.06020671131329443 0.015046985147193326
-300 XGBoost_2_AutoML_20190416_021340 heat_type_district 3.583268372698733e+19 0.05185980272800822 0.012960908582502291
-301 XGBoost_2_AutoML_20190416_021340 heat_fuel_gas 3.082228620502604e+19 0.04460837190977685 0.011148616074943687
-302 XGBoost_2_AutoML_20190416_021340 front_door_structure_stairway 2.6446452027826373e+19 0.03827532973718794 0.00956584914699072
-303 XGBoost_2_AutoML_20190416_021340 front_door_structure_corridor 1.1073138722378613e+19 0.016025893960321138 0.004005224386640767
-304 XGBoost_2_AutoML_20190416_021340 heat_type_central 5.91267325638869e+18 0.008557273326433808 0.002138651353555845
-305 XGBoost_2_AutoML_20190416_021340 front_door_structure_mixed 2.489108782697677e+18 0.0036024287609257204 0.000900326406758943
-306 XGBoost_grid_1_AutoML_20190416_020809_model_7 supply_area 9.41807742618228e+20 1.0 0.261706055558107
-307 XGBoost_grid_1_AutoML_20190416_020809_model_7 exclusive_use_area 5.296469952611861e+20 0.5623727341514162 0.14717635000819507
-308 XGBoost_grid_1_AutoML_20190416_020809_model_7 city 4.780888367490023e+20 0.5076289088682941 0.13284955942718704
-309 XGBoost_grid_1_AutoML_20190416_020809_model_7 total_parking_capacity_in_site 2.4677679986753352e+20 0.26202460300601627 0.06857342531188343
-310 XGBoost_grid_1_AutoML_20190416_020809_model_7 total_household_count_in_sites 2.361051511145722e+20 0.2506935762262893 0.0656080269879378
-311 XGBoost_grid_1_AutoML_20190416_020809_model_7 apartment_building_count_in_sites 2.20178786758888e+20 0.2337831563656404 0.061182467708375904
-312 XGBoost_grid_1_AutoML_20190416_020809_model_7 total_household_count_of_area_type 1.5930357781916287e+20 0.1691466003202506 0.04426668958087643
-313 XGBoost_grid_1_AutoML_20190416_020809_model_7 heat_type_individual 1.5163533743644842e+20 0.1610045559987666 0.042135867277321555
-314 XGBoost_grid_1_AutoML_20190416_020809_model_7 floor 1.2080029909556344e+20 0.12826428752829988 0.03356754075800226
-315 XGBoost_grid_1_AutoML_20190416_020809_model_7 room_count 1.1147547292179051e+20 0.11836330057330853 0.030976392515879202
-316 XGBoost_grid_1_AutoML_20190416_020809_model_7 bathroom_count 1.0406494926853374e+20 0.11049489673893836 0.028917183584847902
-317 XGBoost_grid_1_AutoML_20190416_020809_model_7 heat_fuel_gas 8.451373257058366e+19 0.08973565277307581 0.02348436373017358
-318 XGBoost_grid_1_AutoML_20190416_020809_model_7 heat_fuel_cogeneration 7.565109710466266e+19 0.08032541428715845 0.021021647334163052
-319 XGBoost_grid_1_AutoML_20190416_020809_model_7 heat_type_district 5.414464526731759e+19 0.05749012544406923 0.015045513963508122
-320 XGBoost_grid_1_AutoML_20190416_020809_model_7 front_door_structure_stairway 3.4288045811822494e+19 0.03640662978253039 0.009527835476550332
-321 XGBoost_grid_1_AutoML_20190416_020809_model_7 front_door_structure_corridor 2.972857560059819e+19 0.03156543979767322 0.00826086674140595
-322 XGBoost_grid_1_AutoML_20190416_020809_model_7 heat_type_central 1.4413953126329483e+19 0.015304560022259592 0.004005296035477853
-323 XGBoost_grid_1_AutoML_20190416_020809_model_7 front_door_structure_mixed 6.099541304843174e+18 0.006476418730521829 0.001694918000107511
-324 XGBoost_grid_1_AutoML_20190416_021340_model_8 supply_area 6.891118934263763e+20 1.0 0.27033462218253407
-325 XGBoost_grid_1_AutoML_20190416_021340_model_8 city 5.807302351189149e+20 0.8427226995480078 0.22781712258695588
-326 XGBoost_grid_1_AutoML_20190416_021340_model_8 exclusive_use_area 4.516783915279623e+20 0.6554500014245059 0.17719082849463524
-327 XGBoost_grid_1_AutoML_20190416_021340_model_8 apartment_building_count_in_sites 1.5158984404333756e+20 0.21997856297271004 0.05946782170948435
-328 XGBoost_grid_1_AutoML_20190416_021340_model_8 total_parking_capacity_in_site 1.3916457979718979e+20 0.20194772594221366 0.05459346219321027
-329 XGBoost_grid_1_AutoML_20190416_021340_model_8 total_household_count_in_sites 1.1178071494184718e+20 0.16220981818504873 0.043850929913352696
-330 XGBoost_grid_1_AutoML_20190416_021340_model_8 total_household_count_of_area_type 8.952164739528943e+19 0.1299087249099319 0.035118826066741195
-331 XGBoost_grid_1_AutoML_20190416_021340_model_8 floor 7.793813406699487e+19 0.1130993889533292 0.03057468058177372
-332 XGBoost_grid_1_AutoML_20190416_021340_model_8 heat_fuel_cogeneration 6.9611774402405335e+19 0.10101664920668295 0.027308297697434217
-333 XGBoost_grid_1_AutoML_20190416_021340_model_8 bathroom_count 5.5822944214001385e+19 0.08100708280688734 0.02189901912470914
-334 XGBoost_grid_1_AutoML_20190416_021340_model_8 heat_type_individual 4.330740566516669e+19 0.06284524484091435 0.01698924552003743
-335 XGBoost_grid_1_AutoML_20190416_021340_model_8 heat_type_district 4.082442693467177e+19 0.0592420872779979 0.01601518728160227
-336 XGBoost_grid_1_AutoML_20190416_021340_model_8 room_count 1.88087582771548e+19 0.02729420063211302 0.007378567415656556
-337 XGBoost_grid_1_AutoML_20190416_021340_model_8 front_door_structure_stairway 1.376505984652306e+19 0.019975072231130632 0.005399953604671527
-338 XGBoost_grid_1_AutoML_20190416_021340_model_8 front_door_structure_corridor 7.02388698641911e+18 0.010192665448705583 0.002755430363108793
-339 XGBoost_grid_1_AutoML_20190416_021340_model_8 front_door_structure_mixed 4.567980706101199e+18 0.006628793886270714 0.0017919924907708851
-340 XGBoost_grid_1_AutoML_20190416_021340_model_8 heat_type_central 3.8593806463716557e+18 0.005600513767339275 0.0015140127733217436
-341 XGBoost_grid_1_AutoML_20190416_022142_model_1 city 7.039090329520555e+20 1.0 0.20077745579967754
-342 XGBoost_grid_1_AutoML_20190416_022142_model_1 supply_area 6.958222568711583e+20 0.9885116176915889 0.19847084762854073
-343 XGBoost_grid_1_AutoML_20190416_022142_model_1 exclusive_use_area 6.745848995095951e+20 0.9583410184133017 0.1924132714654946
-344 XGBoost_grid_1_AutoML_20190416_022142_model_1 apartment_building_count_in_sites 2.036990250068046e+20 0.2893825984197576 0.05810150186341872
-345 XGBoost_grid_1_AutoML_20190416_022142_model_1 total_parking_capacity_in_site 1.9322805032005193e+20 0.2745071327039115 0.055114843703155815
-346 XGBoost_grid_1_AutoML_20190416_022142_model_1 total_household_count_in_sites 1.7773519261287422e+20 0.25249738857233855 0.05069578327361671
-347 XGBoost_grid_1_AutoML_20190416_022142_model_1 room_count 1.757504773677153e+20 0.24967782645245012 0.050129678764716364
-348 XGBoost_grid_1_AutoML_20190416_022142_model_1 heat_type_district 1.2338018438288402e+20 0.17527859227129378 0.035191989812379386
-349 XGBoost_grid_1_AutoML_20190416_022142_model_1 floor 1.1982992290944647e+20 0.1702349555125091 0.03417934125597287
-350 XGBoost_grid_1_AutoML_20190416_022142_model_1 bathroom_count 1.0450265165341183e+20 0.1484604498043566 0.029807511398594454
-351 XGBoost_grid_1_AutoML_20190416_022142_model_1 total_household_count_of_area_type 9.613865790482678e+19 0.13657824151174794 0.027421831848322656
-352 XGBoost_grid_1_AutoML_20190416_022142_model_1 heat_type_individual 6.520883726358099e+19 0.09263815949357547 0.018599653973084825
-353 XGBoost_grid_1_AutoML_20190416_022142_model_1 heat_fuel_cogeneration 5.638191393533015e+19 0.08009829579665363 0.01608193204394212
-354 XGBoost_grid_1_AutoML_20190416_022142_model_1 heat_fuel_gas 3.242967544781131e+19 0.04607083291971358 0.009249984620192123
-355 XGBoost_grid_1_AutoML_20190416_022142_model_1 front_door_structure_stairway 3.046365629837109e+19 0.04327783118595954 0.008689212838044897
-356 XGBoost_grid_1_AutoML_20190416_022142_model_1 front_door_structure_mixed 1.9028335147268178e+19 0.02703237812912714 0.005427492104980993
-357 XGBoost_grid_1_AutoML_20190416_022142_model_1 heat_type_central 1.781387287734308e+19 0.025307066742182888 0.005081088474248114
-358 XGBoost_grid_1_AutoML_20190416_022142_model_1 front_door_structure_corridor 1.601004598665098e+19 0.022744481512771628 0.004566579131617088
-359 GBM_grid_1_AutoML_20190416_022142_model_19 supply_area 5.651336011062612e+20 1.0 0.26566206432280287
-360 GBM_grid_1_AutoML_20190416_022142_model_19 city 2.964809003003103e+20 0.5246209033048868 0.1393718721588698
-361 GBM_grid_1_AutoML_20190416_022142_model_19 apartment_building_count_in_sites 1.9075316399513744e+20 0.33753640488149 0.08967061810491403
-362 GBM_grid_1_AutoML_20190416_022142_model_19 exclusive_use_area 1.666038600385723e+20 0.29480437849110663 0.0783183397613483
-363 GBM_grid_1_AutoML_20190416_022142_model_19 total_parking_capacity_in_site 1.635382984750305e+20 0.28937988849875634 0.07687725855208213
-364 GBM_grid_1_AutoML_20190416_022142_model_19 total_household_count_in_sites 1.579901979856449e+20 0.2795625630406256 0.07426916760474632
-365 GBM_grid_1_AutoML_20190416_022142_model_19 total_household_count_of_area_type 1.3877055881025998e+20 0.24555354439837523 0.06523426150665339
-366 GBM_grid_1_AutoML_20190416_022142_model_19 room_count 1.0869348860119168e+20 0.19233237660691532 0.05109541620550388
-367 GBM_grid_1_AutoML_20190416_022142_model_19 floor 8.141844900871982e+19 0.1440693826191567 0.03827376959231691
-368 GBM_grid_1_AutoML_20190416_022142_model_19 heat_fuel_gas 6.329741986157612e+19 0.11200434682643194 0.02975530599103709
-369 GBM_grid_1_AutoML_20190416_022142_model_19 bathroom_count 3.9007422397120774e+19 0.06902336424654791 0.018336889432242664
-370 GBM_grid_1_AutoML_20190416_022142_model_19 heat_fuel_cogeneration 3.6764453860829823e+19 0.06505444692876625 0.017282498664474264
-371 GBM_grid_1_AutoML_20190416_022142_model_19 front_door_structure_corridor 3.238772248214189e+19 0.05730985101353419 0.01522505332628777
-372 GBM_grid_1_AutoML_20190416_022142_model_19 heat_type_district 2.576568060739584e+19 0.045592193698904056 0.012112116295055939
-373 GBM_grid_1_AutoML_20190416_022142_model_19 heat_type_individual 2.5127526257657905e+19 0.044462983989043005 0.011812128112480896
-374 GBM_grid_1_AutoML_20190416_022142_model_19 front_door_structure_stairway 1.819712524739045e+19 0.03219968731600667 0.008554235402919103
-375 GBM_grid_1_AutoML_20190416_022142_model_19 heat_type_central 1.0002971960436326e+19 0.017700189726562524 0.0047022689416638674
-376 GBM_grid_1_AutoML_20190416_022142_model_19 front_door_structure_mixed 7.33212077761495e+18 0.012974137023992497 0.003446736024600753
-377 XGBoost_2_AutoML_20190416_015849 supply_area 8.073467240310825e+20 1.0 0.29477427704454456
-378 XGBoost_2_AutoML_20190416_015849 city 4.3536174452488274e+20 0.5392500292205576 0.1589570375097394
-379 XGBoost_2_AutoML_20190416_015849 exclusive_use_area 4.014123790807408e+20 0.49719948955324755 0.1465616200799751
-380 XGBoost_2_AutoML_20190416_015849 total_parking_capacity_in_site 1.69564026815522e+20 0.2100262771475541 0.06191034400652741
-381 XGBoost_2_AutoML_20190416_015849 apartment_building_count_in_sites 1.685651952684782e+20 0.20878909921976535 0.061545655777288016
-382 XGBoost_2_AutoML_20190416_015849 total_household_count_in_sites 1.3611887981169213e+20 0.16860027514826656 0.049699024216341564
-383 XGBoost_2_AutoML_20190416_015849 heat_fuel_cogeneration 1.2339958856409101e+20 0.1528458404438143 0.045055022116091165
-384 XGBoost_2_AutoML_20190416_015849 floor 9.686937574046066e+19 0.11998485019768437 0.03536844747332039
-385 XGBoost_2_AutoML_20190416_015849 total_household_count_of_area_type 9.132508395935367e+19 0.11311755066443757 0.033344144218159226
-386 XGBoost_2_AutoML_20190416_015849 bathroom_count 8.644275095472597e+19 0.10707016995513065 0.03156153194156015
-387 XGBoost_2_AutoML_20190416_015849 heat_type_individual 7.938234698812516e+19 0.09832497565825135 0.028983673615083482
-388 XGBoost_2_AutoML_20190416_015849 heat_fuel_gas 5.523275715853681e+19 0.06841268505154716 0.020166299776745934
-389 XGBoost_2_AutoML_20190416_015849 heat_type_district 2.6466043126010085e+19 0.032781508041384154 0.009663145333328937
-390 XGBoost_2_AutoML_20190416_015849 room_count 2.465033821120312e+19 0.0305325301725682 0.009000204507959535
-391 XGBoost_2_AutoML_20190416_015849 front_door_structure_stairway 1.7538176933748015e+19 0.021723227966021698 0.006403448818757878
-392 XGBoost_2_AutoML_20190416_015849 front_door_structure_corridor 1.0135457614025196e+19 0.012554033245368051 0.0037006060738965446
-393 XGBoost_2_AutoML_20190416_015849 heat_type_central 5.893668747658396e+18 0.007300046649389131 0.002151865973465131
-394 XGBoost_2_AutoML_20190416_015849 front_door_structure_mixed 3.1596948771643064e+18 0.00391367770886336 0.0011536515172155465
-395 XGBoost_2_AutoML_20190416_022142 exclusive_use_area 6.126620231143669e+20 1.0 0.2205661368815176
-396 XGBoost_2_AutoML_20190416_022142 supply_area 6.00999529666826e+20 0.9809642298566891 0.21636749059844296
-397 XGBoost_2_AutoML_20190416_022142 city 4.693090340910714e+20 0.7660161987932855 0.16895723375649963
-398 XGBoost_2_AutoML_20190416_022142 total_parking_capacity_in_site 1.906948810827723e+20 0.3112562455126664 0.06865258765297402
-399 XGBoost_2_AutoML_20190416_022142 apartment_building_count_in_sites 1.7237249617221072e+20 0.28135005870934093 0.062056295560907505
-400 XGBoost_2_AutoML_20190416_022142 total_household_count_in_sites 1.1692380812411824e+20 0.19084552936667307 0.04209406115351529
-401 XGBoost_2_AutoML_20190416_022142 total_household_count_of_area_type 1.1054284956692487e+20 0.18043039293507768 0.03979683474570435
-402 XGBoost_2_AutoML_20190416_022142 floor 9.741220023304716e+19 0.1589982674915416 0.035069633631463516
-403 XGBoost_2_AutoML_20190416_022142 room_count 8.486847020607629e+19 0.13852412423845262 0.03055373094817089
-404 XGBoost_2_AutoML_20190416_022142 heat_fuel_gas 6.697488603425433e+19 0.1093178351316742 0.024111812587244024
-405 XGBoost_2_AutoML_20190416_022142 heat_fuel_cogeneration 6.515805741856378e+19 0.10635236877804745 0.023457731129572452
-406 XGBoost_2_AutoML_20190416_022142 bathroom_count 5.100690296443555e+19 0.08325455314685629 0.018363135165399082
-407 XGBoost_2_AutoML_20190416_022142 heat_type_district 4.7125921587502514e+19 0.07691993270277407 0.016965932405437187
-408 XGBoost_2_AutoML_20190416_022142 heat_type_individual 4.491416158925436e+19 0.07330985093696617 0.016169670616526532
-409 XGBoost_2_AutoML_20190416_022142 front_door_structure_stairway 2.2488594996902494e+19 0.036706363620492434 0.008096180822740292
-410 XGBoost_2_AutoML_20190416_022142 front_door_structure_corridor 1.380440806914628e+19 0.022531848798092356 0.004969762846193697
-411 XGBoost_2_AutoML_20190416_022142 heat_type_central 6.477685343867896e+18 0.010573015952481672 0.0023320492838255413
-412 XGBoost_2_AutoML_20190416_022142 front_door_structure_mixed 3.9435276456348877e+18 0.00643670979570206 0.0014197202138654258
-413 GBM_grid_1_AutoML_20190416_022142_model_22 supply_area 6.650399423118484e+20 1.0 0.3203301669042589
-414 GBM_grid_1_AutoML_20190416_022142_model_22 city 3.9383070984555096e+20 0.5921910622037151 0.18969666179492645
-415 GBM_grid_1_AutoML_20190416_022142_model_22 exclusive_use_area 2.849441382064288e+20 0.428461690911211 0.1372492049616692
-416 GBM_grid_1_AutoML_20190416_022142_model_22 apartment_building_count_in_sites 1.2268698188398985e+20 0.18448062150597844 0.05909470827761149
-417 GBM_grid_1_AutoML_20190416_022142_model_22 total_parking_capacity_in_site 1.1706688537321747e+20 0.17602985614106595 0.05638767319780034
-418 GBM_grid_1_AutoML_20190416_022142_model_22 total_household_count_in_sites 7.646634539423996e+19 0.11498007943466289 0.03683158803597051
-419 GBM_grid_1_AutoML_20190416_022142_model_22 floor 7.42405996080865e+19 0.11163329431012405 0.03575951179843429
-420 GBM_grid_1_AutoML_20190416_022142_model_22 total_household_count_of_area_type 6.525620422450558e+19 0.09812373674528235 0.03143199296888586
-421 GBM_grid_1_AutoML_20190416_022142_model_22 heat_type_district 6.0533674239858835e+19 0.09102261441535127 0.029157289267731475
-422 GBM_grid_1_AutoML_20190416_022142_model_22 heat_fuel_cogeneration 5.6900465609221865e+19 0.08555947092654516 0.0274072796021403
-423 GBM_grid_1_AutoML_20190416_022142_model_22 bathroom_count 4.163863288722594e+19 0.06261072491748305 0.02005610396281399
-424 GBM_grid_1_AutoML_20190416_022142_model_22 heat_fuel_gas 3.657458139685244e+19 0.05499606725832116 0.017616899403935866
-425 GBM_grid_1_AutoML_20190416_022142_model_22 heat_type_individual 3.161293622046674e+19 0.04753539480737369 0.015227020952505858
-426 GBM_grid_1_AutoML_20190416_022142_model_22 room_count 1.6876808595012846e+19 0.025377135298587865 0.008129061985748611
-427 GBM_grid_1_AutoML_20190416_022142_model_22 front_door_structure_corridor 1.433670693692008e+19 0.021557662968455744 0.006905569776751191
-428 GBM_grid_1_AutoML_20190416_022142_model_22 front_door_structure_stairway 1.2200488885058273e+19 0.01834549793001344 0.005876616413862942
-429 GBM_grid_1_AutoML_20190416_022142_model_22 heat_type_central 3.632723196253307e+18 0.005462413556131734 0.0017497758461357646
-430 GBM_grid_1_AutoML_20190416_022142_model_22 front_door_structure_mixed 2.2689259442384404e+18 0.003411713793236351 0.0010928748488169627
-431 GBM_1_AutoML_20190416_021340 supply_area 4.6325499992323444e+20 1.0 0.24196870679539226
-432 GBM_1_AutoML_20190416_021340 city 3.179318268004527e+20 0.6862998280712284 0.16606308187229515
-433 GBM_1_AutoML_20190416_021340 exclusive_use_area 2.9590672653219267e+20 0.6387556023814683 0.15455886706655567
-434 GBM_1_AutoML_20190416_021340 apartment_building_count_in_sites 1.5552764378314755e+20 0.3357279334468487 0.08123565389122349
-435 GBM_1_AutoML_20190416_021340 total_household_count_in_sites 1.1154557778317751e+20 0.24078655988961076 0.05826281251020038
-436 GBM_1_AutoML_20190416_021340 total_parking_capacity_in_site 8.885751598383366e+19 0.1918112400266768 0.046412317698075564
-437 GBM_1_AutoML_20190416_021340 floor 8.69748969903835e+19 0.1877473465041846 0.045428982637883954
-438 GBM_1_AutoML_20190416_021340 room_count 6.7733122446908195e+19 0.14621131441243415 0.03537856266723119
-439 GBM_1_AutoML_20190416_021340 bathroom_count 5.565279259057979e+19 0.1201342513298334 0.029068729436112415
-440 GBM_1_AutoML_20190416_021340 heat_fuel_gas 5.484702209123392e+19 0.11839488424371582 0.028647857031642077
-441 GBM_1_AutoML_20190416_021340 total_household_count_of_area_type 5.001941397934388e+19 0.10797382432490216 0.026126286639649443
-442 GBM_1_AutoML_20190416_021340 heat_fuel_cogeneration 4.792292678015176e+19 0.10344826669564931 0.02503124331257111
-443 GBM_1_AutoML_20190416_021340 heat_type_individual 3.776785937624518e+19 0.08152714894065613 0.019727018797885895
-444 GBM_1_AutoML_20190416_021340 heat_type_district 3.6573462094015365e+19 0.07894887718443605 0.019103157715266238
-445 GBM_1_AutoML_20190416_021340 heat_type_central 1.493213426480264e+19 0.03223307739209945 0.007799396052602098
-446 GBM_1_AutoML_20190416_021340 front_door_structure_stairway 1.2930086318343455e+19 0.027911379953775108 0.006753680512289798
-447 GBM_1_AutoML_20190416_021340 front_door_structure_mixed 8.853048824038425e+18 0.01911053054042688 0.0046241503610409415
-448 GBM_1_AutoML_20190416_021340 front_door_structure_corridor 7.293371239073055e+18 0.015743750721053485 0.003809495002082336
-449 XGBoost_grid_1_AutoML_20190416_015849_model_3 supply_area 7.296843298881478e+20 1.0 0.23413702836448586
-450 XGBoost_grid_1_AutoML_20190416_015849_model_3 exclusive_use_area 6.864965686802692e+20 0.940813089388258 0.22027918099577815
-451 XGBoost_grid_1_AutoML_20190416_015849_model_3 city 4.9219224601020596e+20 0.6745276359239527 0.1579318962249561
-452 XGBoost_grid_1_AutoML_20190416_015849_model_3 total_parking_capacity_in_site 2.363516704176126e+20 0.3239094780257136 0.07583920264403232
-453 XGBoost_grid_1_AutoML_20190416_015849_model_3 floor 1.893862863238584e+20 0.25954550285174566 0.06076921276307392
-454 XGBoost_grid_1_AutoML_20190416_015849_model_3 apartment_building_count_in_sites 1.748343466872663e+20 0.23960271520983104 0.05609986772729204
-455 XGBoost_grid_1_AutoML_20190416_015849_model_3 total_household_count_in_sites 1.3508677264474531e+20 0.18513042847645167 0.04334588838332038
-456 XGBoost_grid_1_AutoML_20190416_015849_model_3 total_household_count_of_area_type 1.1561731563143666e+20 0.15844840144663577 0.0370986378638184
-457 XGBoost_grid_1_AutoML_20190416_015849_model_3 heat_fuel_cogeneration 1.1517658739055893e+20 0.15784440294642776 0.03695721944984309
-458 XGBoost_grid_1_AutoML_20190416_015849_model_3 heat_type_district 6.9340797562716684e+19 0.09502848659686282 0.022249687461763833
-459 XGBoost_grid_1_AutoML_20190416_015849_model_3 room_count 4.599667036921843e+19 0.06303639599368838 0.014759154436769176
-460 XGBoost_grid_1_AutoML_20190416_015849_model_3 heat_type_individual 3.879753002542485e+19 0.05317029355882161 0.012449134531129854
-461 XGBoost_grid_1_AutoML_20190416_015849_model_3 bathroom_count 2.719651467103935e+19 0.03727161672117621 0.008726665581436279
-462 XGBoost_grid_1_AutoML_20190416_015849_model_3 front_door_structure_mixed 1.7641072530410177e+19 0.02417630721645667 0.0056605687284880385
-463 XGBoost_grid_1_AutoML_20190416_015849_model_3 front_door_structure_corridor 1.5488660871294484e+19 0.021226522534297423 0.004969914908692193
-464 XGBoost_grid_1_AutoML_20190416_015849_model_3 front_door_structure_stairway 1.289616418560331e+19 0.017673620848593724 0.004138049065930357
-465 XGBoost_grid_1_AutoML_20190416_015849_model_3 heat_type_central 1.1311885577722266e+19 0.015502437306631275 0.0036296946033813906
-466 XGBoost_grid_1_AutoML_20190416_015849_model_3 heat_fuel_gas 2.9886966297893274e+18 0.004095876130774879 0.0009589962658086583
-467 XGBoost_grid_1_AutoML_20190416_022142_model_20 supply_area 1.1318098258223851e+21 1.0 0.2889449828048675
-468 XGBoost_grid_1_AutoML_20190416_022142_model_20 city 7.342827865826698e+20 0.648768697558472 0.187458460160369
-469 XGBoost_grid_1_AutoML_20190416_022142_model_20 exclusive_use_area 6.77972873066773e+20 0.599016599431049 0.17308284102243468
-470 XGBoost_grid_1_AutoML_20190416_022142_model_20 apartment_building_count_in_sites 2.472549378920347e+20 0.218459790903809 0.06312286052625604
-471 XGBoost_grid_1_AutoML_20190416_022142_model_20 total_parking_capacity_in_site 2.0921822153451923e+20 0.18485280544591406 0.05341229069100116
-472 XGBoost_grid_1_AutoML_20190416_022142_model_20 heat_fuel_gas 1.4771066146742757e+20 0.13050837525650516 0.03770974024438208
-473 XGBoost_grid_1_AutoML_20190416_022142_model_20 total_household_count_in_sites 1.4738570740290814e+20 0.130221265128014 0.037626781213242096
-474 XGBoost_grid_1_AutoML_20190416_022142_model_20 heat_fuel_cogeneration 1.2488838888075087e+20 0.11034396948268728 0.03188333636479591
-475 XGBoost_grid_1_AutoML_20190416_022142_model_20 total_household_count_of_area_type 9.925426044157192e+19 0.08769517473437087 0.025339080755692644
-476 XGBoost_grid_1_AutoML_20190416_022142_model_20 floor 9.555036640740848e+19 0.08442263375649753 0.02439349645911281
-477 XGBoost_grid_1_AutoML_20190416_022142_model_20 heat_type_district 8.541768945828993e+19 0.07547000168179714 0.0218066783382302
-478 XGBoost_grid_1_AutoML_20190416_022142_model_20 bathroom_count 7.90726717371853e+19 0.06986392053959264 0.02018682931899323
-479 XGBoost_grid_1_AutoML_20190416_022142_model_20 heat_type_individual 4.751237353638671e+19 0.041979113851449125 0.012129654329970546
-480 XGBoost_grid_1_AutoML_20190416_022142_model_20 room_count 3.913408173859406e+19 0.03457655239046791 0.009990721335915352
-481 XGBoost_grid_1_AutoML_20190416_022142_model_20 front_door_structure_stairway 2.5235535682900853e+19 0.022296621841539892 0.006442497014610378
-482 XGBoost_grid_1_AutoML_20190416_022142_model_20 front_door_structure_corridor 1.7367726243163668e+19 0.015345092299887123 0.004433887430729991
-483 XGBoost_grid_1_AutoML_20190416_022142_model_20 heat_type_central 5.412361380890149e+18 0.004782041344231544 0.0013817468539811494
-484 XGBoost_grid_1_AutoML_20190416_022142_model_20 front_door_structure_mixed 2.562196894008738e+18 0.0022638051336469167 0.0006541151354151792
-485 XGBoost_grid_1_AutoML_20190416_022142_model_2 exclusive_use_area 7.120079828256953e+20 1.0 0.20987652153119812
-486 XGBoost_grid_1_AutoML_20190416_022142_model_2 supply_area 6.785964808776754e+20 0.9530742593426803 0.20002791031176473
-487 XGBoost_grid_1_AutoML_20190416_022142_model_2 city 6.137363427317273e+20 0.8619795810378917 0.18090927609915222
-488 XGBoost_grid_1_AutoML_20190416_022142_model_2 apartment_building_count_in_sites 2.6682452083221515e+20 0.3747493388673645 0.0786510876875987
-489 XGBoost_grid_1_AutoML_20190416_022142_model_2 total_parking_capacity_in_site 1.882952893141279e+20 0.26445671095828704 0.05550325459150676
-490 XGBoost_grid_1_AutoML_20190416_022142_model_2 total_household_count_in_sites 1.7545200833928574e+20 0.24641859722271914 0.051717478025701646
-491 XGBoost_grid_1_AutoML_20190416_022142_model_2 heat_fuel_cogeneration 1.3767663270155308e+20 0.19336388920130593 0.04058254045531409
-492 XGBoost_grid_1_AutoML_20190416_022142_model_2 floor 1.096613139203322e+20 0.15401697251360463 0.032324546447921494
-493 XGBoost_grid_1_AutoML_20190416_022142_model_2 room_count 1.048029062887249e+20 0.14719344279371852 0.030892447765747042
-494 XGBoost_grid_1_AutoML_20190416_022142_model_2 bathroom_count 9.471853748248432e+19 0.133030162255459 0.02791990771290662
-495 XGBoost_grid_1_AutoML_20190416_022142_model_2 heat_fuel_gas 7.181008517442254e+19 0.10085573042234017 0.02116724987752899
-496 XGBoost_grid_1_AutoML_20190416_022142_model_2 heat_type_individual 6.8338293646836105e+19 0.09597967339583299 0.020143879990017908
-497 XGBoost_grid_1_AutoML_20190416_022142_model_2 total_household_count_of_area_type 6.4542783905799864e+19 0.09064896105469705 0.019025088626576866
-498 XGBoost_grid_1_AutoML_20190416_022142_model_2 heat_type_district 3.4584522525182525e+19 0.048573222996643094 0.010194379082094652
-499 XGBoost_grid_1_AutoML_20190416_022142_model_2 front_door_structure_stairway 2.1690415525834785e+19 0.030463725195542864 0.006393620676922855
-500 XGBoost_grid_1_AutoML_20190416_022142_model_2 front_door_structure_mixed 1.987043351079577e+19 0.027907599338897013 0.00585714987353407
-501 XGBoost_grid_1_AutoML_20190416_022142_model_2 front_door_structure_corridor 1.8482702501984338e+19 0.025958560785559387 0.00544809244162937
-502 XGBoost_grid_1_AutoML_20190416_022142_model_2 heat_type_central 1.1417722367988728e+19 0.016035947128957777 0.0033655688028838616
-503 GBM_grid_1_AutoML_20190416_021340_model_7 supply_area 4.767797670010652e+21 1.0 0.2195209083265924
-504 GBM_grid_1_AutoML_20190416_021340_model_7 exclusive_use_area 3.54407451271196e+21 0.7433357617090413 0.16317774160200818
-505 GBM_grid_1_AutoML_20190416_021340_model_7 city 3.477136948500399e+21 0.729296247273981 0.16009577464075944
-506 GBM_grid_1_AutoML_20190416_021340_model_7 apartment_building_count_in_sites 1.5454510260038087e+21 0.3241435843061595 0.07115629405512552
-507 GBM_grid_1_AutoML_20190416_021340_model_7 floor 1.3709373848681322e+21 0.2875410157379999 0.06312126495595674
-508 GBM_grid_1_AutoML_20190416_021340_model_7 total_parking_capacity_in_site 1.2965857697700124e+21 0.2719464749784811 0.059697937203491105
-509 GBM_grid_1_AutoML_20190416_021340_model_7 total_household_count_in_sites 1.0389720601538163e+21 0.2179144611544506 0.04783678045012493
-510 GBM_grid_1_AutoML_20190416_021340_model_7 room_count 8.373571638355076e+20 0.17562766329252325 0.03855394417325163
-511 GBM_grid_1_AutoML_20190416_021340_model_7 total_household_count_of_area_type 7.629052029081905e+20 0.1600120759542395 0.03512599625669834
-512 GBM_grid_1_AutoML_20190416_021340_model_7 bathroom_count 6.330662849136107e+20 0.13277960365130098 0.029147899200778517
-513 GBM_grid_1_AutoML_20190416_021340_model_7 heat_fuel_cogeneration 5.468365665357896e+20 0.11469374423654348 0.025177674914183896
-514 GBM_grid_1_AutoML_20190416_021340_model_7 heat_type_individual 5.1250840614173934e+20 0.10749374063530559 0.023597123583685417
-515 GBM_grid_1_AutoML_20190416_021340_model_7 heat_type_district 4.303824873712433e+20 0.09026861397209454 0.01981584813253672
-516 GBM_grid_1_AutoML_20190416_021340_model_7 heat_fuel_gas 3.916003021300957e+20 0.08213442122203579 0.018030222751540245
-517 GBM_grid_1_AutoML_20190416_021340_model_7 front_door_structure_stairway 2.0894997588171398e+20 0.04382526070600793 0.009620561037832579
-518 GBM_grid_1_AutoML_20190416_021340_model_7 front_door_structure_corridor 1.3256694708058037e+20 0.027804650334560903 0.0061037020971461
-519 GBM_grid_1_AutoML_20190416_021340_model_7 front_door_structure_mixed 1.2768370807837137e+20 0.02678043761829476 0.00587886599135171
-520 GBM_grid_1_AutoML_20190416_021340_model_7 heat_type_central 9.429263945444203e+19 0.019776980060949474 0.004341460626936536
-521 GBM_2_AutoML_20190416_020809 city 3.273964932610927e+20 1.0 0.18074029716129886
-522 GBM_2_AutoML_20190416_020809 exclusive_use_area 3.176598867885781e+20 0.9702605047001838 0.17536517194338305
-523 GBM_2_AutoML_20190416_020809 supply_area 3.129039448445865e+20 0.955733953433189 0.17273963875065754
-524 GBM_2_AutoML_20190416_020809 bathroom_count 1.2881823695246878e+20 0.3934624823538919 0.07111452598246475
-525 GBM_2_AutoML_20190416_020809 apartment_building_count_in_sites 1.1466556077424771e+20 0.35023454170843554 0.06330149514453397
-526 GBM_2_AutoML_20190416_020809 total_household_count_in_sites 1.0941050212389696e+20 0.3341834881433629 0.06040042295343081
-527 GBM_2_AutoML_20190416_020809 total_parking_capacity_in_site 1.0593871059631053e+20 0.32357924650043934 0.05848380916771858
-528 GBM_2_AutoML_20190416_020809 room_count 9.517985737712704e+19 0.29071740026617465 0.05254434931406868
-529 GBM_2_AutoML_20190416_020809 heat_type_individual 6.193978688406343e+19 0.18918891362305335 0.03419406046785396
-530 GBM_2_AutoML_20190416_020809 floor 5.774635948688854e+19 0.17638050704726663 0.03187906525718354
-531 GBM_2_AutoML_20190416_020809 heat_type_district 4.1294727640290165e+19 0.12613063514812414 0.022796888477815323
-532 GBM_2_AutoML_20190416_020809 total_household_count_of_area_type 4.031543221584868e+19 0.12313947475209475 0.022256265258979866
-533 GBM_2_AutoML_20190416_020809 heat_fuel_cogeneration 3.5266164758822257e+19 0.1077169899028153 0.019468800764355466
-534 GBM_2_AutoML_20190416_020809 heat_fuel_gas 2.3648313682392252e+19 0.07223142021723843 0.013055128354446324
-535 GBM_2_AutoML_20190416_020809 front_door_structure_stairway 1.49058284491081e+19 0.04552836928898006 0.00822881099455961
-536 GBM_2_AutoML_20190416_020809 heat_type_central 1.315838561419998e+19 0.04019097908817981 0.007264129503601169
-537 GBM_2_AutoML_20190416_020809 front_door_structure_corridor 5.840671737443779e+18 0.017839750448353002 0.003224361797318736
-538 GBM_2_AutoML_20190416_020809 front_door_structure_mixed 5.33060664405105e+18 0.01628180739187084 0.002942778706329768
-539 GBM_grid_1_AutoML_20190416_015849_model_7 supply_area 4.226008160913517e+21 1.0 0.2035357422064216
-540 GBM_grid_1_AutoML_20190416_015849_model_7 exclusive_use_area 3.56090390156949e+21 0.8426164280761222 0.17150256008379738
-541 GBM_grid_1_AutoML_20190416_015849_model_7 city 2.7547058065496196e+21 0.6518458322035392 0.1326739252617099
-542 GBM_grid_1_AutoML_20190416_015849_model_7 total_parking_capacity_in_site 1.5348527894432108e+21 0.3631921025707221 0.07392257416024273
-543 GBM_grid_1_AutoML_20190416_015849_model_7 apartment_building_count_in_sites 1.5207641224339123e+21 0.3598583023335136 0.07324402665459455
-544 GBM_grid_1_AutoML_20190416_015849_model_7 total_household_count_in_sites 1.345381990257595e+21 0.3183576413081914 0.06479715881074848
-545 GBM_grid_1_AutoML_20190416_015849_model_7 floor 9.042147187849387e+20 0.213964262338168 0.043549374940648526
-546 GBM_grid_1_AutoML_20190416_015849_model_7 total_household_count_of_area_type 8.356883690673343e+20 0.1977488772493727 0.040248964501437626
-547 GBM_grid_1_AutoML_20190416_015849_model_7 bathroom_count 8.052332691684506e+20 0.19054228920239163 0.03878216625451941
-548 GBM_grid_1_AutoML_20190416_015849_model_7 room_count 7.135546174539762e+20 0.16884837659653984 0.034366679650926116
-549 GBM_grid_1_AutoML_20190416_015849_model_7 heat_fuel_gas 6.315243649911897e+20 0.14943756399530378 0.03041588550130378
-550 GBM_grid_1_AutoML_20190416_015849_model_7 heat_fuel_cogeneration 5.835587771598803e+20 0.13808747047798767 0.02810573579314455
-551 GBM_grid_1_AutoML_20190416_015849_model_7 heat_type_individual 4.749861380807207e+20 0.11239593488575875 0.022876590027957538
-552 GBM_grid_1_AutoML_20190416_015849_model_7 heat_type_district 4.363404330189057e+20 0.10325120454206221 0.021015310550175678
-553 GBM_grid_1_AutoML_20190416_015849_model_7 front_door_structure_corridor 1.3883343328318272e+20 0.03285214509693984 0.006686585735378703
-554 GBM_grid_1_AutoML_20190416_015849_model_7 front_door_structure_stairway 1.3698513664470522e+20 0.03241478279944773 0.006597566875545542
-555 GBM_grid_1_AutoML_20190416_015849_model_7 heat_type_central 1.0759539314439225e+20 0.025460289958629385 0.005182079013520335
-556 GBM_grid_1_AutoML_20190416_015849_model_7 front_door_structure_mixed 5.1846692353544815e+19 0.012268478994687353 0.0024970739779275834
-557 XGBoost_grid_1_AutoML_20190416_022142_model_5 supply_area 1.0570838490052402e+21 1.0 0.26901221127181585
-558 XGBoost_grid_1_AutoML_20190416_022142_model_5 city 7.828860559737173e+20 0.7406092304886179 0.19923292678206103
-559 XGBoost_grid_1_AutoML_20190416_022142_model_5 exclusive_use_area 5.776896368673701e+20 0.5464936744715191 0.14701347181564323
-560 XGBoost_grid_1_AutoML_20190416_022142_model_5 apartment_building_count_in_sites 2.6500235738610663e+20 0.25069189888340915 0.06743918206655636
-561 XGBoost_grid_1_AutoML_20190416_022142_model_5 total_parking_capacity_in_site 2.1752996649055237e+20 0.20578307642790789 0.05535816043218858
-562 XGBoost_grid_1_AutoML_20190416_022142_model_5 room_count 1.8183220163638618e+20 0.17201303549145874 0.04627360704513465
-563 XGBoost_grid_1_AutoML_20190416_022142_model_5 heat_fuel_cogeneration 1.7301000181008826e+20 0.16366724548189612 0.04402848761985199
-564 XGBoost_grid_1_AutoML_20190416_022142_model_5 total_household_count_in_sites 1.4220286467626972e+20 0.13452373225651734 0.036188526682863424
-565 XGBoost_grid_1_AutoML_20190416_022142_model_5 bathroom_count 9.618335085347262e+19 0.09098932969601715 0.024477240783665873
-566 XGBoost_grid_1_AutoML_20190416_022142_model_5 floor 8.283047702548185e+19 0.07835752774335619 0.021079131808032905
-567 XGBoost_grid_1_AutoML_20190416_022142_model_5 heat_fuel_gas 8.151712358024295e+19 0.07711509702560866 0.020744902773299614
-568 XGBoost_grid_1_AutoML_20190416_022142_model_5 heat_type_individual 8.047828740213414e+19 0.07613235929947047 0.020480534324490946
-569 XGBoost_grid_1_AutoML_20190416_022142_model_5 heat_type_district 6.445592248720556e+19 0.0609752221149356 0.01640307933392895
-570 XGBoost_grid_1_AutoML_20190416_022142_model_5 total_household_count_of_area_type 6.043343396377775e+19 0.05716995299913827 0.015379415474603964
-571 XGBoost_grid_1_AutoML_20190416_022142_model_5 front_door_structure_corridor 2.265395494865024e+19 0.021430613068176712 0.005765096610380891
-572 XGBoost_grid_1_AutoML_20190416_022142_model_5 front_door_structure_stairway 1.8750857994836115e+19 0.017738288228016586 0.004771816140395562
-573 XGBoost_grid_1_AutoML_20190416_022142_model_5 front_door_structure_mixed 1.5075146642715836e+19 0.014261069882868967 0.0038364019442924764
-574 XGBoost_grid_1_AutoML_20190416_022142_model_5 heat_type_central 9.885867375008416e+18 0.009352018181255374 0.0025158070907937333
-575 GBM_grid_1_AutoML_20190416_022142_model_30 supply_area 1.0253265754953487e+21 1.0 0.26031422518058844
-576 GBM_grid_1_AutoML_20190416_022142_model_30 city 5.351660510514124e+20 0.5219469229039213 0.1358702088211266
-577 GBM_grid_1_AutoML_20190416_022142_model_30 apartment_building_count_in_sites 3.306640658969825e+20 0.3224963380445244 0.08395038436163749
-578 GBM_grid_1_AutoML_20190416_022142_model_30 total_household_count_in_sites 2.726185248981296e+20 0.2658845790341716 0.06921353817874731
-579 GBM_grid_1_AutoML_20190416_022142_model_30 exclusive_use_area 2.6816260009493948e+20 0.26153871995894246 0.068082249240835
-580 GBM_grid_1_AutoML_20190416_022142_model_30 floor 2.5192541699622253e+20 0.2457026112626741 0.06395988487569033
-581 GBM_grid_1_AutoML_20190416_022142_model_30 total_household_count_of_area_type 2.3926433829224238e+20 0.23335427366315034 0.06074543694120198
-582 GBM_grid_1_AutoML_20190416_022142_model_30 total_parking_capacity_in_site 2.3387287862739626e+20 0.22809598835805966 0.05937663047622883
-583 GBM_grid_1_AutoML_20190416_022142_model_30 room_count 1.9847497258435713e+20 0.1935724454313215 0.05038966114876619
-584 GBM_grid_1_AutoML_20190416_022142_model_30 heat_type_individual 1.2053141132796756e+20 0.11755416684653594 0.030601021859405622
-585 GBM_grid_1_AutoML_20190416_022142_model_30 bathroom_count 1.065816874040479e+20 0.10394901483223223 0.02705940725433803
-586 GBM_grid_1_AutoML_20190416_022142_model_30 heat_fuel_cogeneration 1.0032708472311854e+20 0.0978489069930224 0.02547146240865609
-587 GBM_grid_1_AutoML_20190416_022142_model_30 heat_fuel_gas 8.694412825699182e+19 0.08479652272251693 0.02207374111052016
-588 GBM_grid_1_AutoML_20190416_022142_model_30 front_door_structure_corridor 5.3624400345519096e+19 0.05229982488224539 0.013614388391302168
-589 GBM_grid_1_AutoML_20190416_022142_model_30 front_door_structure_stairway 4.597845366056944e+19 0.04484274060521316 0.011673203275620176
-590 GBM_grid_1_AutoML_20190416_022142_model_30 heat_type_district 4.397003294471566e+19 0.042883929857638926 0.01116329697358998
-591 GBM_grid_1_AutoML_20190416_022142_model_30 heat_type_central 1.6599466682511e+19 0.016189443518999376 0.004214342445753222
-592 GBM_grid_1_AutoML_20190416_022142_model_30 front_door_structure_mixed 8.771388645199315e+18 0.00855472671325401 0.0022269170559923997
-593 DRF_1_AutoML_20190416_021340 supply_area 9.973245300184984e+20 1.0 0.2317116818016925
-594 DRF_1_AutoML_20190416_021340 exclusive_use_area 7.764448529754148e+20 0.7785277806823956 0.1803939813912571
-595 DRF_1_AutoML_20190416_021340 city 6.675545693850373e+20 0.669345382864147 0.15509514436964925
-596 DRF_1_AutoML_20190416_021340 total_parking_capacity_in_site 2.4987020986158363e+20 0.25054052351138806 0.0580531660623002
-597 DRF_1_AutoML_20190416_021340 apartment_building_count_in_sites 2.4683844288743316e+20 0.24750062337567771 0.057348785689345566
-598 DRF_1_AutoML_20190416_021340 total_household_count_in_sites 2.2599112188266073e+20 0.2265973763610016 0.05250525916845876
-599 DRF_1_AutoML_20190416_021340 floor 2.2293666098851296e+20 0.22353472142551023 0.0517956062425778
-600 DRF_1_AutoML_20190416_021340 room_count 1.412621753041027e+20 0.1416411319006488 0.03281990488499469
-601 DRF_1_AutoML_20190416_021340 total_household_count_of_area_type 1.4070406320184361e+20 0.14108152258045215 0.032690236868260024
-602 DRF_1_AutoML_20190416_021340 bathroom_count 1.4044575713415345e+20 0.14082252356868075 0.032630223771657495
-603 DRF_1_AutoML_20190416_021340 heat_type_district 1.2819366157133388e+20 0.12853755995448757 0.029783654191740196
-604 DRF_1_AutoML_20190416_021340 heat_fuel_cogeneration 1.2718923570912795e+20 0.12753043957193036 0.029550292634121098
-605 DRF_1_AutoML_20190416_021340 heat_type_individual 7.457215074237258e+19 0.07477220152299816 0.017325592566908975
-606 DRF_1_AutoML_20190416_021340 heat_fuel_gas 5.3038228706519155e+19 0.05318051156882244 0.01232254577468621
-607 DRF_1_AutoML_20190416_021340 front_door_structure_corridor 3.4951766005929476e+19 0.03504552926747043 0.00812045852619601
-608 DRF_1_AutoML_20190416_021340 front_door_structure_stairway 2.8767241798108054e+19 0.028844414162333378 0.006683587716138823
-609 DRF_1_AutoML_20190416_021340 front_door_structure_mixed 2.8151227214507016e+19 0.028226747028858166 0.0065404670258476525
-610 DRF_1_AutoML_20190416_021340 heat_type_central 1.9925734547626394e+19 0.019979188266087078 0.004629411314167677
-611 GBM_2_AutoML_20190416_022142 supply_area 4.8073125346161774e+20 1.0 0.26624414067742364
-612 GBM_2_AutoML_20190416_022142 exclusive_use_area 3.673669251164243e+20 0.764183569241885 0.20345939771261212
-613 GBM_2_AutoML_20190416_022142 city 3.4221949330025716e+20 0.7118727788884657 0.18953195628680913
-614 GBM_2_AutoML_20190416_022142 apartment_building_count_in_sites 1.1133733907696976e+20 0.23159996000937993 0.06166213233362303
-615 GBM_2_AutoML_20190416_022142 total_parking_capacity_in_site 9.841538584613696e+19 0.20472017397969028 0.05450554680055529
-616 GBM_2_AutoML_20190416_022142 total_household_count_in_sites 7.520055242397214e+19 0.1564295058465057 0.04164843936069692
-617 GBM_2_AutoML_20190416_022142 heat_type_district 6.329584975897166e+19 0.13166576814632935 0.03505523929675236
-618 GBM_2_AutoML_20190416_022142 floor 4.913476891386787e+19 0.10220839306798025 0.027212385782404744
-619 GBM_2_AutoML_20190416_022142 bathroom_count 4.489436158386137e+19 0.09338764904629983 0.024863914370216917
-620 GBM_2_AutoML_20190416_022142 heat_fuel_cogeneration 4.157117125179212e+19 0.08647486709559485 0.023023426680061066
-621 GBM_2_AutoML_20190416_022142 heat_type_individual 3.366013891045543e+19 0.07001861990057383 0.018642047286847433
-622 GBM_2_AutoML_20190416_022142 total_household_count_of_area_type 3.349071956177794e+19 0.0696661998166755 0.018548217504452458
-623 GBM_2_AutoML_20190416_022142 heat_fuel_gas 2.432020764594012e+19 0.05059002815152288 0.013469298572048878
-624 GBM_2_AutoML_20190416_022142 room_count 1.7233215289156436e+19 0.03584791952897724 0.009544298530065979
-625 GBM_2_AutoML_20190416_022142 front_door_structure_stairway 1.0220091422061625e+19 0.021259469502907226 0.005660209189059428
-626 GBM_2_AutoML_20190416_022142 front_door_structure_corridor 4.24288892775039e+18 0.008825906152758899 0.002349845799340879
-627 GBM_2_AutoML_20190416_022142 front_door_structure_mixed 4.1529178153948283e+18 0.008638751455185768 0.0023000169577117773
-628 GBM_2_AutoML_20190416_022142 heat_type_central 4.1158486054980813e+18 0.008561641407461969 0.0022794868593179595
-629 GBM_4_AutoML_20190416_015849 supply_area 4.6469530737906287e+20 1.0 0.25392549877188986
-630 GBM_4_AutoML_20190416_015849 exclusive_use_area 3.8462510591660104e+20 0.8276931137650876 0.21017238674285846
-631 GBM_4_AutoML_20190416_015849 city 3.4325954333920304e+20 0.7386765863318654 0.1875688206154359
-632 GBM_4_AutoML_20190416_015849 apartment_building_count_in_sites 1.3456532265820278e+20 0.28957753719779805 0.07353112056608636
-633 GBM_4_AutoML_20190416_015849 total_parking_capacity_in_site 9.112229003472667e+19 0.19609040286777865 0.04979235335258152
-634 GBM_4_AutoML_20190416_015849 floor 6.736081461560371e+19 0.14495695038438577 0.03680826592680725
-635 GBM_4_AutoML_20190416_015849 total_household_count_in_sites 5.467916185004461e+19 0.11766669682644662 0.02987857468049621
-636 GBM_4_AutoML_20190416_015849 heat_type_individual 5.324246958844831e+19 0.11457501021205102 0.02909351661488943
-637 GBM_4_AutoML_20190416_015849 heat_fuel_gas 4.523272529219315e+19 0.09733845936020127 0.024716716842726444
-638 GBM_4_AutoML_20190416_015849 heat_fuel_cogeneration 3.968723724243514e+19 0.08540485908126748 0.021686471439753816
-639 GBM_4_AutoML_20190416_015849 total_household_count_of_area_type 3.965426068969488e+19 0.0853338952642962 0.021668451917134627
-640 GBM_4_AutoML_20190416_015849 bathroom_count 3.8485554596159685e+19 0.08281890086909381 0.02102983071092435
-641 GBM_4_AutoML_20190416_015849 heat_type_district 2.4846572449458815e+19 0.05346852454696919 0.013577021764186188
-642 GBM_4_AutoML_20190416_015849 room_count 2.4258738348877677e+19 0.05220353630360475 0.013255808993549298
-643 GBM_4_AutoML_20190416_015849 front_door_structure_stairway 1.2482513617582817e+19 0.026861716525578207 0.006820874766626563
-644 GBM_4_AutoML_20190416_015849 heat_type_central 5.328988712690778e+18 0.011467705027509127 0.002911942718879164
-645 GBM_4_AutoML_20190416_015849 front_door_structure_corridor 4.245012359581532e+18 0.00913504460271809 0.0023196207570486517
-646 GBM_4_AutoML_20190416_015849 front_door_structure_mixed 2.2742397464965284e+18 0.004894045001925052 0.0012427228181258936
-647 XGBoost_2_AutoML_20190416_020809 supply_area 7.036118657453932e+20 1.0 0.25945025067745703
-648 XGBoost_2_AutoML_20190416_020809 exclusive_use_area 5.725876214395128e+20 0.8137833503318256 0.21113629424073302
-649 XGBoost_2_AutoML_20190416_020809 city 4.098626449096877e+20 0.5825124118330308 0.15113299127280996
-650 XGBoost_2_AutoML_20190416_020809 total_parking_capacity_in_site 1.6520311740915778e+20 0.23479296676463052 0.06091709408438723
-651 XGBoost_2_AutoML_20190416_020809 total_household_count_in_sites 1.448782403494394e+20 0.2059064768556143 0.05342248703630114
-652 XGBoost_2_AutoML_20190416_020809 apartment_building_count_in_sites 1.4278785763880468e+20 0.2029355452775628 0.052651678093630104
-653 XGBoost_2_AutoML_20190416_020809 heat_fuel_cogeneration 1.0328040813969696e+20 0.14678605232201938 0.03808367807090226
-654 XGBoost_2_AutoML_20190416_020809 total_household_count_of_area_type 9.834484997619188e+19 0.13977144895361762 0.03626373746856748
-655 XGBoost_2_AutoML_20190416_020809 floor 8.117021446754009e+19 0.11536220240053782 0.029930752331523074
-656 XGBoost_2_AutoML_20190416_020809 bathroom_count 6.794430784427839e+19 0.09656503983527831 0.025053823791941585
-657 XGBoost_2_AutoML_20190416_020809 heat_type_district 5.700139198055868e+19 0.08101255074795033 0.021018726599575925
-658 XGBoost_2_AutoML_20190416_020809 heat_type_individual 5.5919868363013095e+19 0.07947544816313272 0.020619924948628028
-659 XGBoost_2_AutoML_20190416_020809 heat_fuel_gas 4.727842824832156e+19 0.06719390412530306 0.017433475269306893
-660 XGBoost_2_AutoML_20190416_020809 front_door_structure_stairway 2.429940928398911e+19 0.03453524658548328 0.00896017838381143
-661 XGBoost_2_AutoML_20190416_020809 room_count 2.071312780962562e+19 0.02943828667198857 0.007637770856562278
-662 XGBoost_2_AutoML_20190416_020809 heat_type_central 7.387318460352561e+18 0.010499138544979731 0.0027240041273923427
-663 XGBoost_2_AutoML_20190416_020809 front_door_structure_corridor 6.364506564706959e+18 0.009045479296976496 0.0023468518710983
-664 XGBoost_2_AutoML_20190416_020809 front_door_structure_mixed 3.2984730357989376e+18 0.004687915591509528 0.0012162808753719064
-665 GBM_4_AutoML_20190416_020809 supply_area 6.302385169288313e+20 1.0 0.3381956740020234
-666 GBM_4_AutoML_20190416_020809 city 3.462015197957828e+20 0.5493182509422494 0.18577705611902665
-667 GBM_4_AutoML_20190416_020809 exclusive_use_area 2.2767545055111125e+20 0.3612528343405282 0.12217414579493623
-668 GBM_4_AutoML_20190416_020809 total_parking_capacity_in_site 1.0620772150920872e+20 0.16851988359385223 0.05699269561476538
-669 GBM_4_AutoML_20190416_020809 apartment_building_count_in_sites 9.144734965236236e+19 0.14509958880010648 0.04907205323166845
-670 GBM_4_AutoML_20190416_020809 total_household_count_in_sites 8.762670507551516e+19 0.1390373687449672 0.04702183663417204
-671 GBM_4_AutoML_20190416_020809 floor 6.283909063856095e+19 0.0997068394752791 0.03372042177895357
-672 GBM_4_AutoML_20190416_020809 heat_type_district 6.0825440645405475e+19 0.09651177928922756 0.03263986624585484
-673 GBM_4_AutoML_20190416_020809 total_household_count_of_area_type 5.551274999357322e+19 0.08808212843621221 0.02978899479401758
-674 GBM_4_AutoML_20190416_020809 heat_fuel_cogeneration 4.855643899179722e+19 0.07704454375212422 0.02605613140242803
-675 GBM_4_AutoML_20190416_020809 heat_type_individual 4.293991809283837e+19 0.06813280518316417 0.023042219970568757
-676 GBM_4_AutoML_20190416_020809 bathroom_count 3.5706143132769845e+19 0.056654968196432696 0.019160465154755755
-677 GBM_4_AutoML_20190416_020809 front_door_structure_stairway 2.606345914252316e+19 0.04135491316768622 0.013986052732040793
-678 GBM_4_AutoML_20190416_020809 heat_fuel_gas 1.7641379294154326e+19 0.027991591786743257 0.009466635250707138
-679 GBM_4_AutoML_20190416_020809 room_count 1.421407510653934e+19 0.022553485267458578 0.007627491151122858
-680 GBM_4_AutoML_20190416_020809 heat_type_central 4.333739649408172e+18 0.006876348450625643 0.0023255512989321086
-681 GBM_4_AutoML_20190416_020809 front_door_structure_corridor 4.1719069309623337e+18 0.006619568336273932 0.002238709375088615
-682 GBM_4_AutoML_20190416_020809 front_door_structure_mixed 1.3305609396525466e+18 0.002111202193950958 0.0007139994489377947
-683 XGBoost_grid_1_AutoML_20190416_021340_model_10 supply_area 9.025476832353698e+20 1.0 0.2654082302984743
-684 XGBoost_grid_1_AutoML_20190416_021340_model_10 exclusive_use_area 6.09941778570691e+20 0.6758000600968005 0.1793628979858944
-685 XGBoost_grid_1_AutoML_20190416_021340_model_10 city 4.9507870152762956e+20 0.548534676586745 0.14558561777023393
-686 XGBoost_grid_1_AutoML_20190416_021340_model_10 apartment_building_count_in_sites 2.6293274225109736e+20 0.29132282663289355 0.07731947586218552
-687 XGBoost_grid_1_AutoML_20190416_021340_model_10 total_parking_capacity_in_site 2.050794310691518e+20 0.22722282144030542 0.060306806921897695
-688 XGBoost_grid_1_AutoML_20190416_021340_model_10 total_household_count_in_sites 1.704344354044416e+20 0.1888370427072439 0.05011890531972702
-689 XGBoost_grid_1_AutoML_20190416_021340_model_10 heat_fuel_cogeneration 1.591014260093265e+20 0.17628035500461797 0.04678625705816246
-690 XGBoost_grid_1_AutoML_20190416_021340_model_10 total_household_count_of_area_type 1.0570256188694331e+20 0.11711576446357992 0.031083487786331694
-691 XGBoost_grid_1_AutoML_20190416_021340_model_10 bathroom_count 1.035932060036597e+20 0.11477865150825972 0.030463198772852525
-692 XGBoost_grid_1_AutoML_20190416_021340_model_10 floor 8.952450612552165e+19 0.0991908879590743 0.026326078034952155
-693 XGBoost_grid_1_AutoML_20190416_021340_model_10 heat_type_individual 8.236686135056033e+19 0.0912603986254767 0.024221260895521093
-694 XGBoost_grid_1_AutoML_20190416_021340_model_10 heat_fuel_gas 6.534308763333244e+19 0.0723984880212606 0.01921515458200807
-695 XGBoost_grid_1_AutoML_20190416_021340_model_10 room_count 5.2015885202826985e+19 0.05763228488534282 0.015296082739476349
-696 XGBoost_grid_1_AutoML_20190416_021340_model_10 heat_type_district 4.2074149442988016e+19 0.046617093173586664 0.012372560200860723
-697 XGBoost_grid_1_AutoML_20190416_021340_model_10 front_door_structure_stairway 3.2184882378026516e+19 0.035660035448379986 0.009464466900735392
-698 XGBoost_grid_1_AutoML_20190416_021340_model_10 front_door_structure_corridor 1.0378764144089235e+19 0.011499408105380535 0.0030520375547289794
-699 XGBoost_grid_1_AutoML_20190416_021340_model_10 heat_type_central 8.493582738790547e+18 0.00941067480040892 0.0024976705446909794
-700 XGBoost_grid_1_AutoML_20190416_021340_model_10 front_door_structure_mixed 3.80803042969754e+18 0.0042192013789751955 0.0011198107712666891
-701 GBM_2_AutoML_20190416_021340 supply_area 6.365543228250092e+20 1.0 0.346712471523297
-702 GBM_2_AutoML_20190416_021340 city 3.10520133266824e+20 0.4878140358685255 0.16913121001973072
-703 GBM_2_AutoML_20190416_021340 exclusive_use_area 2.2010430144317594e+20 0.3457745765771562 0.11988435803498734
-704 GBM_2_AutoML_20190416_021340 apartment_building_count_in_sites 9.231065979421301e+19 0.14501615413518998 0.050278909211015105
-705 GBM_2_AutoML_20190416_021340 total_parking_capacity_in_site 8.698822307131215e+19 0.13665483047112303 0.04737993401824022
-706 GBM_2_AutoML_20190416_021340 total_household_count_in_sites 8.41468211423483e+19 0.1321911078522053 0.04583230571684081
-707 GBM_2_AutoML_20190416_021340 heat_type_individual 7.3229409550346486e+19 0.11504031458832381 0.03988591179573535
-708 GBM_2_AutoML_20190416_021340 floor 6.325840479097612e+19 0.0993762865520058 0.03445499792125331
-709 GBM_2_AutoML_20190416_021340 heat_type_district 6.248964385302118e+19 0.09816859553430413 0.03403627638366948
-710 GBM_2_AutoML_20190416_021340 total_household_count_of_area_type 4.811259253594312e+19 0.07558285414262975 0.026205518164576027
-711 GBM_2_AutoML_20190416_021340 heat_fuel_cogeneration 4.059894348809398e+19 0.06377922831144571 0.02211305387970998
-712 GBM_2_AutoML_20190416_021340 bathroom_count 3.794622655054951e+19 0.059611921857894684 0.020668196759604317
-713 GBM_2_AutoML_20190416_021340 heat_fuel_gas 3.0697669756157166e+19 0.048224744778924473 0.01672012045088112
-714 GBM_2_AutoML_20190416_021340 front_door_structure_stairway 1.605785824978482e+19 0.02522621820950099 0.008746244462602089
-715 GBM_2_AutoML_20190416_021340 front_door_structure_corridor 1.3283248353673478e+19 0.02086742305781982 0.007234995822698946
-716 GBM_2_AutoML_20190416_021340 room_count 1.1773592500457964e+19 0.018495817369061467 0.006412730552870825
-717 GBM_2_AutoML_20190416_021340 heat_type_central 6.743085460580467e+18 0.01059310292742158 0.003672760897067009
-718 GBM_2_AutoML_20190416_021340 front_door_structure_mixed 1.1566702895017492e+18 0.0018170802522689358 0.0006300043852203387
-719 XGBoost_grid_1_AutoML_20190416_022142_model_13 supply_area 7.120002422638358e+20 1.0 0.26401537621127774
-720 XGBoost_grid_1_AutoML_20190416_022142_model_13 exclusive_use_area 5.394657924269002e+20 0.7576764169512712 0.2000382242678028
-721 XGBoost_grid_1_AutoML_20190416_022142_model_13 city 4.436620193756149e+20 0.6231206017079042 0.16451342008491007
-722 XGBoost_grid_1_AutoML_20190416_022142_model_13 apartment_building_count_in_sites 1.740547137783359e+20 0.24445878448709701 0.06454087795451258
-723 XGBoost_grid_1_AutoML_20190416_022142_model_13 total_parking_capacity_in_site 1.6589948650153994e+20 0.23300481749002683 0.06151685454866953
-724 XGBoost_grid_1_AutoML_20190416_022142_model_13 total_household_count_in_sites 1.3549189430106915e+20 0.1902975396051366 0.05024147651093066
-725 XGBoost_grid_1_AutoML_20190416_022142_model_13 heat_fuel_cogeneration 1.2170335878178144e+20 0.1709316255213907 0.045128577418435206
-726 XGBoost_grid_1_AutoML_20190416_022142_model_13 floor 7.546413614747563e+19 0.10598891919970999 0.027982704376738148
-727 XGBoost_grid_1_AutoML_20190416_022142_model_13 heat_type_individual 6.718458928995028e+19 0.09436034610934113 0.024912582277484073
-728 XGBoost_grid_1_AutoML_20190416_022142_model_13 total_household_count_of_area_type 5.743273479018172e+19 0.08066392591043485 0.02129651674592209
-729 XGBoost_grid_1_AutoML_20190416_022142_model_13 bathroom_count 5.19840081617145e+19 0.07301122257547144 0.019276085395908426
-730 XGBoost_grid_1_AutoML_20190416_022142_model_13 room_count 3.993694512919609e+19 0.056091195983606464 0.014808938209752369
-731 XGBoost_grid_1_AutoML_20190416_022142_model_13 heat_type_district 3.5064377986846294e+19 0.04924770513470273 0.013002151398680615
-732 XGBoost_grid_1_AutoML_20190416_022142_model_13 heat_fuel_gas 2.7132910122395763e+19 0.03810800686826383 0.010061099769986629
-733 XGBoost_grid_1_AutoML_20190416_022142_model_13 front_door_structure_stairway 1.7170672868745282e+19 0.024116105373995913 0.006367022633066347
-734 XGBoost_grid_1_AutoML_20190416_022142_model_13 front_door_structure_mixed 1.5450202153578136e+19 0.021699714742306187 0.0057290583513673774
-735 XGBoost_grid_1_AutoML_20190416_022142_model_13 heat_type_central 1.2494338865139548e+19 0.017548222772246894 0.004633000637054074
-736 XGBoost_grid_1_AutoML_20190416_022142_model_13 front_door_structure_corridor 5.221120574692e+18 0.007333032019892605 0.0019360332075012917
-737 GBM_3_AutoML_20190416_022142 supply_area 4.3992512240043216e+20 1.0 0.239822469144149
-738 GBM_3_AutoML_20190416_022142 exclusive_use_area 3.6195813714832445e+20 0.8227721462536982 0.1973192476575928
-739 GBM_3_AutoML_20190416_022142 city 3.353472113751223e+20 0.762282475584288 0.1828124654799384
-740 GBM_3_AutoML_20190416_022142 apartment_building_count_in_sites 1.2959970824484081e+20 0.294594924558265 0.0706504822048974
-741 GBM_3_AutoML_20190416_022142 total_parking_capacity_in_site 1.132000701040967e+20 0.2573166758161604 0.06171032054619613
-742 GBM_3_AutoML_20190416_022142 heat_fuel_cogeneration 8.04876992216679e+19 0.1829577242201816 0.043877373171478225
-743 GBM_3_AutoML_20190416_022142 total_household_count_in_sites 6.803093176836109e+19 0.15464207044406397 0.03708664316745885
-744 GBM_3_AutoML_20190416_022142 floor 5.458895351805536e+19 0.12408692011084324 0.029758831569475185
-745 GBM_3_AutoML_20190416_022142 bathroom_count 5.1093887528332165e+19 0.1161422363186276 0.02785351788585653
-746 GBM_3_AutoML_20190416_022142 heat_type_individual 4.845069236148424e+19 0.11013395210783862 0.026412596331105313
-747 GBM_3_AutoML_20190416_022142 heat_type_district 4.020775484311732e+19 0.091396814584549 0.02191900974557651
-748 GBM_3_AutoML_20190416_022142 total_household_count_of_area_type 3.908031561999581e+19 0.08883401658617672 0.021304393201689188
-749 GBM_3_AutoML_20190416_022142 room_count 2.959777989638121e+19 0.06727913090046375 0.01613504729442163
-750 GBM_3_AutoML_20190416_022142 front_door_structure_corridor 1.5848548619251614e+19 0.03602555937877497 0.008639738602516968
-751 GBM_3_AutoML_20190416_022142 front_door_structure_stairway 1.4613789364677771e+19 0.03321881070337213 0.00796661720491479
-752 GBM_3_AutoML_20190416_022142 heat_type_central 5.97196991847465e+18 0.013574969044479336 0.0032555825948024234
-753 GBM_3_AutoML_20190416_022142 heat_fuel_gas 4.765743540397408e+18 0.010833078853040575 0.0025980157189694564
-754 GBM_3_AutoML_20190416_022142 front_door_structure_mixed 1.6099392851279872e+18 0.0036595756940258923 0.0008776484789612023
-755 GBM_4_AutoML_20190416_022142 supply_area 4.9585127996995613e+20 1.0 0.26943997323627566
-756 GBM_4_AutoML_20190416_022142 city 3.392091184243367e+20 0.6840944697065006 0.1843223956088037
-757 GBM_4_AutoML_20190416_022142 exclusive_use_area 2.7594708964303543e+20 0.5565118026109668 0.14994652520117038
-758 GBM_4_AutoML_20190416_022142 apartment_building_count_in_sites 1.1805432597979752e+20 0.23808414084753496 0.0641493845379415
-759 GBM_4_AutoML_20190416_022142 total_parking_capacity_in_site 9.552063561299342e+19 0.19263968748609675 0.05190483224049842
-760 GBM_4_AutoML_20190416_022142 bathroom_count 8.772639119773585e+19 0.17692077189566038 0.04766952804450796
-761 GBM_4_AutoML_20190416_022142 floor 7.684781435642708e+19 0.15498157907565213 0.04175823251825945
-762 GBM_4_AutoML_20190416_022142 total_household_count_in_sites 7.636691435871692e+19 0.15401173183085062 0.04149691690257686
-763 GBM_4_AutoML_20190416_022142 heat_type_district 6.398761849470321e+19 0.12904598834267453 0.03477014764529897
-764 GBM_4_AutoML_20190416_022142 total_household_count_of_area_type 4.530076746976644e+19 0.0913595856251722 0.02461592430572363
-765 GBM_4_AutoML_20190416_022142 heat_fuel_cogeneration 3.868774598841467e+19 0.07802288216490795 0.021022483282329887
-766 GBM_4_AutoML_20190416_022142 room_count 3.719271803789509e+19 0.07500780887396037 0.02021010201551156
-767 GBM_4_AutoML_20190416_022142 heat_type_individual 3.3924465903819293e+19 0.06841661456611504 0.018434170797610627
-768 GBM_4_AutoML_20190416_022142 heat_fuel_gas 2.6186127256787616e+19 0.05281044602400592 0.014229245163303934
-769 GBM_4_AutoML_20190416_022142 front_door_structure_stairway 1.5194500828934177e+19 0.030643262289964883 0.008256519771280313
-770 GBM_4_AutoML_20190416_022142 front_door_structure_corridor 9.45886543729184e+18 0.01907601294861023 0.005139840418328388
-771 GBM_4_AutoML_20190416_022142 heat_type_central 2.583463647913181e+18 0.005210158271790111 0.0014038249053078878
-772 GBM_4_AutoML_20190416_022142 front_door_structure_mixed 2.2634873474106e+18 0.004564851274655872 0.001229953405270857
-773 GBM_4_AutoML_20190416_021340 supply_area 4.738434552283917e+20 1.0 0.2564043808855668
-774 GBM_4_AutoML_20190416_021340 city 3.558599114091439e+20 0.7510073368801096 0.1925615712532628
-775 GBM_4_AutoML_20190416_021340 exclusive_use_area 3.046667203886375e+20 0.6429691431356558 0.1648601050742212
-776 GBM_4_AutoML_20190416_021340 apartment_building_count_in_sites 1.3235059837660614e+20 0.27931291846758416 0.0716170559330217
-777 GBM_4_AutoML_20190416_021340 total_parking_capacity_in_site 9.561616997930762e+19 0.2017885209224232 0.051739460776928155
-778 GBM_4_AutoML_20190416_021340 total_household_count_in_sites 7.738088398185195e+19 0.16330474364060701 0.041872051688846036
-779 GBM_4_AutoML_20190416_021340 room_count 6.957873627701392e+19 0.1468390784114072 0.037650182989884054
-780 GBM_4_AutoML_20190416_021340 floor 5.7883411412267565e+19 0.12215724576034898 0.03132165296986831
-781 GBM_4_AutoML_20190416_021340 bathroom_count 5.1845337755219395e+19 0.10941448527600751 0.02805435335710767
-782 GBM_4_AutoML_20190416_021340 heat_fuel_cogeneration 5.042806286896962e+19 0.10642346604674191 0.027287442923410996
-783 GBM_4_AutoML_20190416_021340 heat_type_district 4.957701887883844e+19 0.10462742142326817 0.02682692921368636
-784 GBM_4_AutoML_20190416_021340 total_household_count_of_area_type 4.012070430852304e+19 0.08467079974584629 0.021709963987919523
-785 GBM_4_AutoML_20190416_021340 heat_type_individual 3.5379924629878473e+19 0.0746658505873536 0.01914465119314463
-786 GBM_4_AutoML_20190416_021340 heat_fuel_gas 2.2747670722732098e+19 0.04800672135857139 0.01230913366829041
-787 GBM_4_AutoML_20190416_021340 front_door_structure_stairway 1.289871945062626e+19 0.027221478545924202 0.006979706353357434
-788 GBM_4_AutoML_20190416_021340 front_door_structure_corridor 7.343379776683377e+18 0.015497480646100473 0.003973621930349445
-789 GBM_4_AutoML_20190416_021340 front_door_structure_mixed 5.996227893762458e+18 0.012654449117319319 0.003244656191374167
-790 GBM_4_AutoML_20190416_021340 heat_type_central 4.514888863008686e+18 0.009528228813105622 0.002443079609760366
-791 XRT_1_AutoML_20190416_020809 supply_area 9.494331108435522e+20 1.0 0.206812255042546
-792 XRT_1_AutoML_20190416_020809 exclusive_use_area 8.231987614007291e+20 0.8670423982468165 0.17931499359892136
-793 XRT_1_AutoML_20190416_020809 city 6.835119487647178e+20 0.7199158539535567 0.14888742119701528
-794 XRT_1_AutoML_20190416_020809 apartment_building_count_in_sites 3.002703979117659e+20 0.31626282513465503 0.0654070280522244
-795 XRT_1_AutoML_20190416_020809 total_parking_capacity_in_site 2.7439720046033633e+20 0.28901161896127675 0.05977114465087869
-796 XRT_1_AutoML_20190416_020809 room_count 2.4799319397938862e+20 0.2612013328238065 0.05401963666141001
-797 XRT_1_AutoML_20190416_020809 floor 2.4391087443122376e+20 0.2569015885853337 0.05313039685934526
-798 XRT_1_AutoML_20190416_020809 total_household_count_in_sites 2.2828718363643373e+20 0.2404457786748191 0.049727133703200255
-799 XRT_1_AutoML_20190416_020809 heat_fuel_gas 1.7674512197448054e+20 0.18615858237495642 0.038499876216488295
-800 XRT_1_AutoML_20190416_020809 total_household_count_of_area_type 1.731447579551885e+20 0.18236646265828338 0.037715619386491844
-801 XRT_1_AutoML_20190416_020809 bathroom_count 1.4676994570698149e+20 0.15458692564090099 0.03197047069188911
-802 XRT_1_AutoML_20190416_020809 heat_type_district 1.030771568182328e+20 0.1085670550573603 0.022452997479740933
-803 XRT_1_AutoML_20190416_020809 heat_fuel_cogeneration 9.588809239899616e+19 0.10099510044873147 0.020887024472050607
-804 XRT_1_AutoML_20190416_020809 front_door_structure_stairway 4.474503031262334e+19 0.04712815447616766 0.009746679903209692
-805 XRT_1_AutoML_20190416_020809 heat_type_individual 4.172101269642543e+19 0.043943077421596505 0.009087966935069561
-806 XRT_1_AutoML_20190416_020809 front_door_structure_corridor 2.5147933193469428e+19 0.026487314278649917 0.005477901195988217
-807 XRT_1_AutoML_20190416_020809 heat_type_central 2.2021658796865094e+19 0.023194534238751473 0.004796913930577735
-808 XRT_1_AutoML_20190416_020809 front_door_structure_mixed 1.0533767795814957e+19 0.011094797174764547 0.0022945400229527242
-809 XGBoost_grid_1_AutoML_20190416_022142_model_11 supply_area 9.833616823237896e+20 1.0 0.22246110815806783
-810 XGBoost_grid_1_AutoML_20190416_022142_model_11 exclusive_use_area 8.087503693711944e+20 0.8224342923958865 0.18295964407358528
-811 XGBoost_grid_1_AutoML_20190416_022142_model_11 city 4.435926709782278e+20 0.4510981858983671 0.10035180232304483
-812 XGBoost_grid_1_AutoML_20190416_022142_model_11 total_parking_capacity_in_site 3.7637933165823446e+20 0.38274760794910123 0.08514645700920676
-813 XGBoost_grid_1_AutoML_20190416_022142_model_11 apartment_building_count_in_sites 3.4281562211655824e+20 0.34861600597091397 0.07755350300992911
-814 XGBoost_grid_1_AutoML_20190416_022142_model_11 total_household_count_in_sites 2.6465255435879947e+20 0.26913043198245934 0.05987105413787741
-815 XGBoost_grid_1_AutoML_20190416_022142_model_11 total_household_count_of_area_type 2.161876651031774e+20 0.2198455247842306 0.04890707906709191
-816 XGBoost_grid_1_AutoML_20190416_022142_model_11 floor 1.8745044217153087e+20 0.19062207277444987 0.04240599754879197
-817 XGBoost_grid_1_AutoML_20190416_022142_model_11 heat_fuel_cogeneration 1.766968666081607e+20 0.17968654848397894 0.03997326869684433
-818 XGBoost_grid_1_AutoML_20190416_022142_model_11 bathroom_count 1.583944664209456e+20 0.16107447470054193 0.03583280613786122
-819 XGBoost_grid_1_AutoML_20190416_022142_model_11 heat_fuel_gas 1.2468466257026351e+20 0.12679430652170645 0.028206801936952547
-820 XGBoost_grid_1_AutoML_20190416_022142_model_11 heat_type_district 9.753765890782292e+19 0.09918798002921053 0.022065467953258477
-821 XGBoost_grid_1_AutoML_20190416_022142_model_11 room_count 9.387785089188679e+19 0.09546624866452323 0.021237527469603498
-822 XGBoost_grid_1_AutoML_20190416_022142_model_11 heat_type_individual 7.570300284958671e+19 0.07698388518728161 0.01712592040907613
-823 XGBoost_grid_1_AutoML_20190416_022142_model_11 front_door_structure_corridor 2.3082795269808456e+19 0.02347335236335559 0.005221907978936885
-824 XGBoost_grid_1_AutoML_20190416_022142_model_11 heat_type_central 1.8885275490354987e+19 0.01920481124068923 0.0042723235905702435
-825 XGBoost_grid_1_AutoML_20190416_022142_model_11 front_door_structure_stairway 1.6021122466789196e+19 0.01629219721977529 0.0036243802478410025
-826 XGBoost_grid_1_AutoML_20190416_022142_model_11 front_door_structure_mixed 1.230168573625552e+19 0.01250982823246205 0.002782950251460591
-827 GBM_3_AutoML_20190416_020809 supply_area 6.102433790082364e+20 1.0 0.3350493530209352
-828 GBM_3_AutoML_20190416_020809 city 3.591136565868028e+20 0.5884761210689938 0.1971685436324359
-829 GBM_3_AutoML_20190416_020809 exclusive_use_area 2.4261489326970372e+20 0.3975707096798 0.13320580905829105
-830 GBM_3_AutoML_20190416_020809 total_parking_capacity_in_site 9.530626602994919e+19 0.156177468381288 0.052327159737598106
-831 GBM_3_AutoML_20190416_020809 apartment_building_count_in_sites 8.69779844190343e+19 0.1425299928044944 0.047754581875224404
-832 GBM_3_AutoML_20190416_020809 heat_fuel_gas 6.401145590679339e+19 0.10489496176234536 0.03514498907362955
-833 GBM_3_AutoML_20190416_020809 total_household_count_in_sites 6.06160848353839e+19 0.0993309995987122 0.03328078715047129
-834 GBM_3_AutoML_20190416_020809 floor 5.431199533511161e+19 0.08900054831136243 0.02981957613023047
-835 GBM_3_AutoML_20190416_020809 bathroom_count 5.0670892210987205e+19 0.08303390737862197 0.027820456946007547
-836 GBM_3_AutoML_20190416_020809 heat_type_district 4.756010553517172e+19 0.07793629094750049 0.026112503858811406
-837 GBM_3_AutoML_20190416_020809 total_household_count_of_area_type 3.9339910315313725e+19 0.06446593550797503 0.021599269983836364
-838 GBM_3_AutoML_20190416_020809 heat_fuel_cogeneration 3.1947563788287345e+19 0.05235216781902381 0.01754055995700735
-839 GBM_3_AutoML_20190416_020809 room_count 2.9376210711198302e+19 0.04813851607688121 0.016128778666946935
-840 GBM_3_AutoML_20190416_020809 front_door_structure_corridor 1.530392092759556e+19 0.02507838913790002 0.00840249805546065
-841 GBM_3_AutoML_20190416_020809 heat_type_individual 1.437848727926394e+19 0.02356188985226151 0.007894395950950758
-842 GBM_3_AutoML_20190416_020809 front_door_structure_stairway 1.1921631845533352e+19 0.0195358643053339 0.006545478696206904
-843 GBM_3_AutoML_20190416_020809 heat_type_central 4.98625829392928e+18 0.008170933869094843 0.0027376661064170736
-844 GBM_3_AutoML_20190416_020809 front_door_structure_mixed 2.6730043014664684e+18 0.004380226633201032 0.0014675920995390747
-845 DRF_1_AutoML_20190416_020809 supply_area 1.1170797477099072e+21 1.0 0.2156242144548846
-846 DRF_1_AutoML_20190416_020809 city 8.535736409312503e+20 0.7641116425941271 0.1647609726901902
-847 DRF_1_AutoML_20190416_020809 exclusive_use_area 8.532812587991921e+20 0.7638499046719621 0.1647045356563303
-848 DRF_1_AutoML_20190416_020809 apartment_building_count_in_sites 3.478747477948393e+20 0.31141442543203135 0.067148490853701
-849 DRF_1_AutoML_20190416_020809 total_parking_capacity_in_site 2.8327627582411584e+20 0.25358643946849124 0.05467937680680457
-850 DRF_1_AutoML_20190416_020809 total_household_count_in_sites 2.78551524825981e+20 0.24935688378294513 0.0537673821846155
-851 DRF_1_AutoML_20190416_020809 floor 2.66502443090114e+20 0.23857065141182884 0.051441609302665704
-852 DRF_1_AutoML_20190416_020809 heat_fuel_cogeneration 2.517990171394934e+20 0.22540827336248756 0.04860348187541827
-853 DRF_1_AutoML_20190416_020809 room_count 2.208323892469962e+20 0.19768721946639733 0.042626151405212295
-854 DRF_1_AutoML_20190416_020809 bathroom_count 2.0065042231060962e+20 0.1796204995408405 0.0387305291134877
-855 DRF_1_AutoML_20190416_020809 total_household_count_of_area_type 1.8004527533892462e+20 0.16117495255645822 0.0347532225347896
-856 DRF_1_AutoML_20190416_020809 heat_fuel_gas 1.029050964426254e+20 0.09211974046936948 0.019863246674495637
-857 DRF_1_AutoML_20190416_020809 heat_type_individual 5.433164580692322e+19 0.04863721316074967 0.010487360881061423
-858 DRF_1_AutoML_20190416_020809 front_door_structure_mixed 4.485443171958705e+19 0.04015329416860508 0.00865802251288137
-859 DRF_1_AutoML_20190416_020809 heat_type_district 3.921345768202646e+19 0.03510354364799544 0.0075691740236817715
-860 DRF_1_AutoML_20190416_020809 front_door_structure_corridor 3.179746505793313e+19 0.02846481204508469 0.006137702736827323
-861 DRF_1_AutoML_20190416_020809 front_door_structure_stairway 3.11031278630391e+19 0.027843247473425883 0.006003678364330407
-862 DRF_1_AutoML_20190416_020809 heat_type_central 2.3006605711073346e+19 0.0205953118013629 0.0044408479286222905
-863 GBM_3_AutoML_20190416_021340 supply_area 3.9495949487090486e+20 1.0 0.21856462602590887
-864 GBM_3_AutoML_20190416_021340 city 3.359772931104891e+20 0.8506626564840669 0.18592476538864627
-865 GBM_3_AutoML_20190416_021340 exclusive_use_area 3.2979508227513254e+20 0.8350098847045777 0.18250362317839333
-866 GBM_3_AutoML_20190416_021340 total_parking_capacity_in_site 1.1500419276341667e+20 0.29117971401347514 0.06364158529968629
-867 GBM_3_AutoML_20190416_021340 apartment_building_count_in_sites 9.92769103811041e+19 0.2513597259221567 0.05493834449415114
-868 GBM_3_AutoML_20190416_021340 heat_fuel_gas 8.790487272124947e+19 0.22256680460354994 0.04864523041395643
-869 GBM_3_AutoML_20190416_021340 total_household_count_in_sites 8.35578963262324e+19 0.21156067245210514 0.046239679256284166
-870 GBM_3_AutoML_20190416_021340 room_count 7.3197893149047914e+19 0.18533012650568922 0.04050660979105035
-871 GBM_3_AutoML_20190416_021340 total_household_count_of_area_type 5.1183137086182e+19 0.1295908510894555 0.02832397590474609
-872 GBM_3_AutoML_20190416_021340 floor 4.986117226587436e+19 0.12624376148286248 0.027592420516605876
-873 GBM_3_AutoML_20190416_021340 bathroom_count 4.979736100904475e+19 0.12608219742969173 0.027557108329745384
-874 GBM_3_AutoML_20190416_021340 heat_type_district 4.970477333389299e+19 0.12584777421325022 0.02750587170711205
-875 GBM_3_AutoML_20190416_021340 heat_type_individual 2.531103035028721e+19 0.06408512943475454 0.01400674234872909
-876 GBM_3_AutoML_20190416_021340 heat_fuel_cogeneration 2.1285553354255106e+19 0.05389300328433028 0.011779104108252728
-877 GBM_3_AutoML_20190416_021340 front_door_structure_stairway 1.8540422464396067e+19 0.04694259210164355 0.010259990087382508
-878 GBM_3_AutoML_20190416_021340 front_door_structure_corridor 1.299036924235953e+19 0.03289038347237485 0.0071886743634883435
-879 GBM_3_AutoML_20190416_021340 heat_type_central 5.246283448049467e+18 0.013283092358025854 0.0029032141136995284
-880 GBM_3_AutoML_20190416_021340 front_door_structure_mixed 3.4667274519068017e+18 0.008777425272533135 0.001918434672161566
-881 XGBoost_grid_1_AutoML_20190416_015849_model_4 exclusive_use_area 8.413198389263844e+20 1.0 0.2019751738695601
-882 XGBoost_grid_1_AutoML_20190416_015849_model_4 city 7.599362752225907e+20 0.9032667958862731 0.18243746814973047
-883 XGBoost_grid_1_AutoML_20190416_015849_model_4 supply_area 6.49953587247599e+20 0.7725404265719094 0.1560339869781255
-884 XGBoost_grid_1_AutoML_20190416_015849_model_4 apartment_building_count_in_sites 3.240229804808434e+20 0.38513650277679407 0.0777880121118573
-885 XGBoost_grid_1_AutoML_20190416_015849_model_4 total_parking_capacity_in_site 2.820988835887212e+20 0.3353051604592019 0.06772331808310805
-886 XGBoost_grid_1_AutoML_20190416_015849_model_4 room_count 2.6598546151882673e+20 0.3161526083329416 0.06385497803736082
-887 XGBoost_grid_1_AutoML_20190416_015849_model_4 total_household_count_in_sites 2.360621030353215e+20 0.28058544695268617 0.05667129443353702
-888 XGBoost_grid_1_AutoML_20190416_015849_model_4 bathroom_count 1.5358242299565834e+20 0.1825493895302008 0.03687044469014436
-889 XGBoost_grid_1_AutoML_20190416_015849_model_4 total_household_count_of_area_type 1.4964826483835955e+20 0.17787321529149605 0.03592597358523761
-890 XGBoost_grid_1_AutoML_20190416_015849_model_4 heat_type_district 1.3035554772214612e+20 0.1549417257157444 0.03129438199108717
-891 XGBoost_grid_1_AutoML_20190416_015849_model_4 floor 1.1623613836773504e+20 0.13815927426133798 0.02790474344062598
-892 XGBoost_grid_1_AutoML_20190416_015849_model_4 heat_type_individual 1.010476166830327e+20 0.12010606669156935 0.0242584437028187
-893 XGBoost_grid_1_AutoML_20190416_015849_model_4 heat_fuel_cogeneration 9.417183391287502e+19 0.11193345212570825 0.022607778454910007
-894 XGBoost_grid_1_AutoML_20190416_015849_model_4 front_door_structure_stairway 2.849239467748963e+19 0.03386630548716054 0.006840152939088887
-895 XGBoost_grid_1_AutoML_20190416_015849_model_4 heat_fuel_gas 1.5195562957166608e+19 0.018061576886808945 0.0036479901320716646
-896 XGBoost_grid_1_AutoML_20190416_015849_model_4 front_door_structure_corridor 8.724092602774716e+18 0.010369531537384888 0.0020943879352091996
-897 XGBoost_grid_1_AutoML_20190416_015849_model_4 heat_type_central 5.953183113046655e+18 0.007076004674564151 0.0014291772744469146
-898 XGBoost_grid_1_AutoML_20190416_015849_model_4 front_door_structure_mixed 2.6754518143498977e+18 0.0031800650484648803 0.0006422941910802052
-899 XRT_1_AutoML_20190416_015849 supply_area 1.3856047644295477e+21 1.0 0.24183329156384445
-900 XRT_1_AutoML_20190416_015849 city 1.0793112242286389e+21 0.7789459533743668 0.18837506385486003
-901 XRT_1_AutoML_20190416_015849 exclusive_use_area 8.787476369483445e+20 0.6341979036930666 0.1533701665529843
-902 XRT_1_AutoML_20190416_015849 apartment_building_count_in_sites 3.428062278892105e+20 0.2474054915871652 0.05983088438149519
-903 XRT_1_AutoML_20190416_015849 total_parking_capacity_in_site 2.9779581065401414e+20 0.21492117976125494 0.051975096328448996
-904 XRT_1_AutoML_20190416_015849 floor 2.7349641016611806e+20 0.19738414386783398 0.04773405721406972
-905 XRT_1_AutoML_20190416_015849 total_household_count_in_sites 2.5591331928188702e+20 0.18469431244143153 0.04466523351083249
-906 XRT_1_AutoML_20190416_015849 bathroom_count 2.3628724783231795e+20 0.17053004860992751 0.04123984296588117
-907 XRT_1_AutoML_20190416_015849 total_household_count_of_area_type 1.8613252355401345e+20 0.1343330568227687 0.032486205297283105
-908 XRT_1_AutoML_20190416_015849 room_count 1.4047756380652175e+20 0.10138357445989025 0.024517923522143374
-909 XRT_1_AutoML_20190416_015849 heat_type_district 1.4009579577717188e+20 0.1011080499819508 0.024451292530736867
-910 XRT_1_AutoML_20190416_015849 heat_fuel_gas 1.1994803684654868e+20 0.08656728089119352 0.02093485047964922
-911 XRT_1_AutoML_20190416_015849 heat_type_individual 1.1448061412236277e+20 0.08262140623447865 0.019980606623317514
-912 XRT_1_AutoML_20190416_015849 heat_fuel_cogeneration 1.1392588851591722e+20 0.08222105714454613 0.01988378888512454
-913 XRT_1_AutoML_20190416_015849 front_door_structure_stairway 7.2665865860646175e+19 0.052443429559483834 0.012682567191266592
-914 XRT_1_AutoML_20190416_015849 front_door_structure_mixed 4.138696347172104e+19 0.029869241600623403 0.007223377012794472
-915 XRT_1_AutoML_20190416_015849 front_door_structure_corridor 3.109235045006364e+19 0.02243955220727343 0.005426630771503665
-916 XRT_1_AutoML_20190416_015849 heat_type_central 1.9418263751919403e+19 0.014014287660099007 0.0033891213137643107
-917 XGBoost_grid_1_AutoML_20190416_020809_model_2 supply_area 8.618346500227313e+20 1.0 0.23948476962851303
-918 XGBoost_grid_1_AutoML_20190416_020809_model_2 city 7.929333052674041e+20 0.9200527099328045 0.2203386112843468
-919 XGBoost_grid_1_AutoML_20190416_020809_model_2 exclusive_use_area 6.259336386350185e+20 0.7262804281755314 0.17393310102731493
-920 XGBoost_grid_1_AutoML_20190416_020809_model_2 apartment_building_count_in_sites 2.0722319726833828e+20 0.24044426301828623 0.05758273893743188
-921 XGBoost_grid_1_AutoML_20190416_020809_model_2 total_parking_capacity_in_site 1.7653533515590087e+20 0.20483666460990477 0.04905526143557603
-922 XGBoost_grid_1_AutoML_20190416_020809_model_2 heat_fuel_cogeneration 1.594452652855646e+20 0.1850067936829404 0.04430630936486882
-923 XGBoost_grid_1_AutoML_20190416_020809_model_2 total_household_count_in_sites 1.49646857463476e+20 0.1736375503810725 0.041583548751870474
-924 XGBoost_grid_1_AutoML_20190416_020809_model_2 bathroom_count 1.393663885593983e+20 0.16170896419135902 0.03872683403623308
-925 XGBoost_grid_1_AutoML_20190416_020809_model_2 room_count 1.3442092599515021e+20 0.1559706679136245 0.03735259947409967
-926 XGBoost_grid_1_AutoML_20190416_020809_model_2 total_household_count_of_area_type 8.416441332839272e+19 0.09765726328846587 0.023387427201189293
-927 XGBoost_grid_1_AutoML_20190416_020809_model_2 floor 6.99349604522273e+19 0.08114661025799175 0.019433377263769886
-928 XGBoost_grid_1_AutoML_20190416_020809_model_2 heat_type_district 6.962890039551957e+19 0.08079148406679063 0.019348329949681036
-929 XGBoost_grid_1_AutoML_20190416_020809_model_2 heat_type_individual 6.635766858493251e+19 0.07699582348328915 0.01843932704925316
-930 XGBoost_grid_1_AutoML_20190416_020809_model_2 front_door_structure_stairway 2.3231194155186127e+19 0.026955511889169684 0.006455434554996446
-931 XGBoost_grid_1_AutoML_20190416_020809_model_2 heat_fuel_gas 1.7902913527983636e+19 0.02077302592499784 0.004974823328135236
-932 XGBoost_grid_1_AutoML_20190416_020809_model_2 front_door_structure_corridor 1.363238177839933e+19 0.015817862252393507 0.003788137097530011
-933 XGBoost_grid_1_AutoML_20190416_020809_model_2 heat_type_central 3.8205604642076754e+18 0.004433055069330186 0.0010616491720290514
-934 XGBoost_grid_1_AutoML_20190416_020809_model_2 front_door_structure_mixed 2.690824086417834e+18 0.0031222045740988275 0.0007477204431611473
-935 GBM_3_AutoML_20190416_015849 supply_area 4.7151231465564615e+20 1.0 0.2628691120651018
-936 GBM_3_AutoML_20190416_015849 city 3.4413158800142474e+20 0.7298464479188633 0.19185408770830012
-937 GBM_3_AutoML_20190416_015849 exclusive_use_area 3.3681964216266785e+20 0.7143390144723012 0.18777766244779368
-938 GBM_3_AutoML_20190416_015849 total_parking_capacity_in_site 1.0320214930007838e+20 0.21887476974052894 0.05753541637514644
-939 GBM_3_AutoML_20190416_015849 apartment_building_count_in_sites 9.258548492459888e+19 0.19635857229352685 0.051616603545170496
-940 GBM_3_AutoML_20190416_015849 total_household_count_in_sites 8.674992811524751e+19 0.18398231693821726 0.0483632682892293
-941 GBM_3_AutoML_20190416_015849 floor 5.589223543678383e+19 0.11853823049691274 0.031160039396491816
-942 GBM_3_AutoML_20190416_015849 bathroom_count 5.327604427551408e+19 0.11298971971585202 0.02970150729419074
-943 GBM_3_AutoML_20190416_015849 heat_type_individual 4.466693420072567e+19 0.09473121446116783 0.024901910230255918
-944 GBM_3_AutoML_20190416_015849 heat_type_district 4.120463805555671e+19 0.08738825429331404 0.022971672811002777
-945 GBM_3_AutoML_20190416_015849 heat_fuel_gas 4.120133512262687e+19 0.08738124931629186 0.022969831418912918
-946 GBM_3_AutoML_20190416_015849 total_household_count_of_area_type 3.920547522760881e+19 0.0831483590332975 0.021857135308753196
-947 GBM_3_AutoML_20190416_015849 room_count 2.903770186733165e+19 0.061584185534026614 0.01618858016858206
-948 GBM_3_AutoML_20190416_015849 heat_fuel_cogeneration 2.582063199952883e+19 0.054761309931822454 0.014395056917300005
-949 GBM_3_AutoML_20190416_015849 front_door_structure_stairway 1.091785359567618e+19 0.023154970201891088 0.006086726456865
-950 GBM_3_AutoML_20190416_015849 heat_type_central 8.196000466488787e+18 0.017382367780732242 0.004569287584110118
-951 GBM_3_AutoML_20190416_015849 front_door_structure_mixed 4.699382516102988e+18 0.009966616713998299 0.0026199156859019346
-952 GBM_3_AutoML_20190416_015849 front_door_structure_corridor 4.5958324351443927e+18 0.009747004038485848 0.0025621862968917357
-953 GBM_grid_1_AutoML_20190416_021340_model_12 supply_area 5.854372144907077e+21 1.0 0.34272268271486
-954 GBM_grid_1_AutoML_20190416_021340_model_12 city 2.8581802301131074e+21 0.48821293887159845 0.16732164814618017
-955 GBM_grid_1_AutoML_20190416_021340_model_12 exclusive_use_area 2.3299002532606887e+21 0.3979761100919337 0.13639544010713198
-956 GBM_grid_1_AutoML_20190416_021340_model_12 apartment_building_count_in_sites 9.755632773565325e+20 0.1666384119781673 0.05711076359650156
-957 GBM_grid_1_AutoML_20190416_021340_model_12 total_parking_capacity_in_site 9.082557142880852e+20 0.155141438194736 0.05317048989834156
-958 GBM_grid_1_AutoML_20190416_021340_model_12 total_household_count_in_sites 7.258353706878621e+20 0.12398176144632209 0.0424913618905973
-959 GBM_grid_1_AutoML_20190416_021340_model_12 floor 7.182010656320274e+20 0.12267772663834083 0.04204443958285241
-960 GBM_grid_1_AutoML_20190416_021340_model_12 total_household_count_of_area_type 6.141256226245181e+20 0.10490033899856666 0.03595172559928701
-961 GBM_grid_1_AutoML_20190416_021340_model_12 heat_fuel_cogeneration 3.6215791401304483e+20 0.06186110227517714 0.021201202927447038
-962 GBM_grid_1_AutoML_20190416_021340_model_12 heat_fuel_gas 3.3506267535803993e+20 0.05723289655399216 0.01961501184652626
-963 GBM_grid_1_AutoML_20190416_021340_model_12 heat_type_district 3.22875794028887e+20 0.055151224766223306 0.018901575706890276
-964 GBM_grid_1_AutoML_20190416_021340_model_12 heat_type_individual 3.204732643651732e+20 0.05474084264423882 0.01876092844510554
-965 GBM_grid_1_AutoML_20190416_021340_model_12 bathroom_count 3.018643907048783e+20 0.05156221422778542 0.017671540386864942
-966 GBM_grid_1_AutoML_20190416_021340_model_12 room_count 2.028574851951839e+20 0.03465059619956971 0.011875545287185863
-967 GBM_grid_1_AutoML_20190416_021340_model_12 front_door_structure_stairway 1.1024548005012308e+20 0.01883130715324093 0.006453916106586265
-968 GBM_grid_1_AutoML_20190416_021340_model_12 front_door_structure_corridor 8.422365501489729e+19 0.014386453906618558 0.00493056407762999
-969 GBM_grid_1_AutoML_20190416_021340_model_12 heat_type_central 2.958791727708006e+19 0.005053986413012645 0.001732115781872146
-970 GBM_grid_1_AutoML_20190416_021340_model_12 front_door_structure_mixed 2.8168955739993276e+19 0.004811610031401649 0.0016490478981397048
-971 XGBoost_grid_1_AutoML_20190416_015849_model_1 supply_area 6.938442618410684e+20 1.0 0.24419937973032768
-972 XGBoost_grid_1_AutoML_20190416_015849_model_1 exclusive_use_area 4.4443315525868585e+20 0.6405373362595993 0.15641882020871048
-973 XGBoost_grid_1_AutoML_20190416_015849_model_1 city 4.3576685738511355e+20 0.6280470724494225 0.15336870553359716
-974 XGBoost_grid_1_AutoML_20190416_015849_model_1 apartment_building_count_in_sites 2.434514017161157e+20 0.3508732652340945 0.08568303373412063
-975 XGBoost_grid_1_AutoML_20190416_015849_model_1 total_parking_capacity_in_site 1.9192139070160293e+20 0.2766058628089719 0.06754698012772305
-976 XGBoost_grid_1_AutoML_20190416_015849_model_1 total_household_count_in_sites 1.6302100024439446e+20 0.2349533017853738 0.057375450561580776
-977 XGBoost_grid_1_AutoML_20190416_015849_model_1 room_count 1.1941409640791461e+20 0.17210504283923522 0.042027944709802714
-978 XGBoost_grid_1_AutoML_20190416_015849_model_1 total_household_count_of_area_type 1.0909358768839983e+20 0.15723065490075172 0.038395628401356775
-979 XGBoost_grid_1_AutoML_20190416_015849_model_1 floor 9.076370850658333e+19 0.1308127969030803 0.031944403864521534
-980 XGBoost_grid_1_AutoML_20190416_015849_model_1 heat_type_individual 8.649875567899836e+19 0.12466595234135082 0.03044334823524846
-981 XGBoost_grid_1_AutoML_20190416_015849_model_1 heat_fuel_cogeneration 8.110919597024503e+19 0.1168982730433301 0.028546485768727696
-982 XGBoost_grid_1_AutoML_20190416_015849_model_1 heat_type_district 6.583434063252973e+19 0.0948834547652564 0.02317048080034622
-983 XGBoost_grid_1_AutoML_20190416_015849_model_1 bathroom_count 4.9632174780134195e+19 0.07153215427398449 0.017468107704481123
-984 XGBoost_grid_1_AutoML_20190416_015849_model_1 heat_fuel_gas 2.648870845870506e+19 0.03817673491803345 0.009322734987112911
-985 XGBoost_grid_1_AutoML_20190416_015849_model_1 front_door_structure_stairway 1.590147910901275e+19 0.02291793704082709 0.005596546010068677
-986 XGBoost_grid_1_AutoML_20190416_015849_model_1 front_door_structure_corridor 1.4567769305497207e+19 0.020995733634580512 0.00512714513054774
-987 XGBoost_grid_1_AutoML_20190416_015849_model_1 front_door_structure_mixed 4.833372301598654e+18 0.006966076636237693 0.0017011115937231721
-988 XGBoost_grid_1_AutoML_20190416_015849_model_1 heat_type_central 4.72705447499504e+18 0.0068128465348291905 0.0016636928980032007
-989 GBM_2_AutoML_20190416_015849 supply_area 4.6790598688528505e+20 1.0 0.26077123751780273
-990 GBM_2_AutoML_20190416_015849 city 3.45876803225775e+20 0.7392014911546162 0.19276248762339437
-991 GBM_2_AutoML_20190416_015849 exclusive_use_area 2.912707281126519e+20 0.6224983998421498 0.1623296780796894
-992 GBM_2_AutoML_20190416_015849 apartment_building_count_in_sites 1.0844859657536039e+20 0.23177432991886115 0.06044007883780091
-993 GBM_2_AutoML_20190416_015849 total_parking_capacity_in_site 1.0790844609505264e+20 0.23061993032696157 0.060139044627631214
-994 GBM_2_AutoML_20190416_015849 heat_fuel_gas 9.913399146167927e+19 0.2118673285665473 0.05524890545988946
-995 GBM_2_AutoML_20190416_015849 total_household_count_in_sites 7.387021372310736e+19 0.15787405118459805 0.041169011699356564
-996 GBM_2_AutoML_20190416_015849 bathroom_count 6.616611166914137e+19 0.1414089871121121 0.03687539656536449
-997 GBM_2_AutoML_20190416_015849 room_count 5.439700957417125e+19 0.11625628031878033 0.030316294087944916
-998 GBM_2_AutoML_20190416_015849 floor 3.826597772604631e+19 0.08178133812899438 0.02132622074975973
-999 GBM_2_AutoML_20190416_015849 heat_type_individual 3.31444921462843e+19 0.07083579410239567 0.01847193768863799
-1000 GBM_2_AutoML_20190416_015849 total_household_count_of_area_type 3.0238520297467675e+19 0.06462520494502916 0.01685239466835688
-1001 GBM_2_AutoML_20190416_015849 heat_fuel_cogeneration 2.8240811023891694e+19 0.060355737723901785 0.0157390404175618
-1002 GBM_2_AutoML_20190416_015849 heat_type_district 1.9338903201649787e+19 0.041330745371272716 0.010777869617999983
-1003 GBM_2_AutoML_20190416_015849 front_door_structure_stairway 1.6958245023235703e+19 0.03624284685075701 0.009451092024440104
-1004 GBM_2_AutoML_20190416_015849 heat_type_central 6.120979032805736e+18 0.013081642903420248 0.00341131620869088
-1005 GBM_2_AutoML_20190416_015849 front_door_structure_corridor 4.649649955911238e+18 0.00993714567933318 0.0025913217761943997
-1006 GBM_2_AutoML_20190416_015849 front_door_structure_mixed 2.3804693372920136e+18 0.005087494932770812 0.0013266723494841952
-1007 GBM_grid_1_AutoML_20190416_022142_model_40 supply_area 7.255391182748742e+20 1.0 0.22565957460010516
-1008 GBM_grid_1_AutoML_20190416_022142_model_40 city 5.730196855287636e+20 0.7897846871320207 0.17822247652388892
-1009 GBM_grid_1_AutoML_20190416_022142_model_40 exclusive_use_area 5.527184083866238e+20 0.7618037325138735 0.17190830620785297
-1010 GBM_grid_1_AutoML_20190416_022142_model_40 apartment_building_count_in_sites 2.0574886652469995e+20 0.28358066621399036 0.06399269250266347
-1011 GBM_grid_1_AutoML_20190416_022142_model_40 bathroom_count 1.746548536130551e+20 0.24072424106964035 0.0543217298357082
-1012 GBM_grid_1_AutoML_20190416_022142_model_40 total_household_count_in_sites 1.6001382714633408e+20 0.22054472752179302 0.04976802939286391
-1013 GBM_grid_1_AutoML_20190416_022142_model_40 total_parking_capacity_in_site 1.596485781796799e+20 0.22004131019052267 0.04965442845204313
-1014 GBM_grid_1_AutoML_20190416_022142_model_40 heat_type_individual 1.191080011668348e+20 0.16416482332481228 0.03704536419577856
-1015 GBM_grid_1_AutoML_20190416_022142_model_40 room_count 1.0850687948772554e+20 0.14955345170874323 0.033748168292572364
-1016 GBM_grid_1_AutoML_20190416_022142_model_40 total_household_count_of_area_type 9.170403723893644e+19 0.12639433895305682 0.028522092760008305
-1017 GBM_grid_1_AutoML_20190416_022142_model_40 floor 8.689654139374168e+19 0.11976823744577268 0.027026849512617447
-1018 GBM_grid_1_AutoML_20190416_022142_model_40 heat_type_district 7.652817313209306e+19 0.1054776664751796 0.0238020453466008
-1019 GBM_grid_1_AutoML_20190416_022142_model_40 heat_fuel_cogeneration 6.473486418912582e+19 0.08922312051629543 0.02013405142020114
-1020 GBM_grid_1_AutoML_20190416_022142_model_40 heat_fuel_gas 5.761619930039242e+19 0.07941156837606134 0.017919980738069163
-1021 GBM_grid_1_AutoML_20190416_022142_model_40 front_door_structure_stairway 3.5697151326677893e+19 0.049200863781894456 0.011102645990980023
-1022 GBM_grid_1_AutoML_20190416_022142_model_40 front_door_structure_corridor 1.0783124938366648e+19 0.014862224057616431 0.0033538031584531727
-1023 GBM_grid_1_AutoML_20190416_022142_model_40 heat_type_central 8.245341050785235e+18 0.011364433485530474 0.002564493225915997
-1024 GBM_grid_1_AutoML_20190416_022142_model_40 front_door_structure_mixed 4.029498184932786e+18 0.005553798662867121 0.0012532678436772274
-1025 XGBoost_grid_1_AutoML_20190416_022142_model_18 supply_area 9.892003881344429e+20 1.0 0.28743555419385614
-1026 XGBoost_grid_1_AutoML_20190416_022142_model_18 city 6.539704462714927e+20 0.6611101796116674 0.1900265708598794
-1027 XGBoost_grid_1_AutoML_20190416_022142_model_18 exclusive_use_area 6.40956239617043e+20 0.6479538901373036 0.18624498550368085
-1028 XGBoost_grid_1_AutoML_20190416_022142_model_18 apartment_building_count_in_sites 1.945623824471488e+20 0.19668652052803853 0.056534699030438014
-1029 XGBoost_grid_1_AutoML_20190416_022142_model_18 total_parking_capacity_in_site 1.9100274433854957e+20 0.19308802001055247 0.05550036203992753
-1030 XGBoost_grid_1_AutoML_20190416_022142_model_18 total_household_count_in_sites 1.833445139096944e+20 0.1853461807222582 0.05327508217361689
-1031 XGBoost_grid_1_AutoML_20190416_022142_model_18 heat_fuel_cogeneration 1.2049472282397193e+20 0.12181022598587518 0.03501258981272889
-1032 XGBoost_grid_1_AutoML_20190416_022142_model_18 total_household_count_of_area_type 1.1331211473701359e+20 0.11454920165439043 0.032925513259993495
-1033 XGBoost_grid_1_AutoML_20190416_022142_model_18 floor 9.957343547297576e+19 0.10066053012854527 0.02893341526294576
-1034 XGBoost_grid_1_AutoML_20190416_022142_model_18 heat_type_district 7.805872850232934e+19 0.07891093598289241 0.022681808616198583
-1035 XGBoost_grid_1_AutoML_20190416_022142_model_18 heat_type_individual 6.023155923087157e+19 0.060889138291245246 0.017501703209130425
-1036 XGBoost_grid_1_AutoML_20190416_022142_model_18 heat_fuel_gas 2.8521758235021017e+19 0.028833145009992258 0.008287671015098943
-1037 XGBoost_grid_1_AutoML_20190416_022142_model_18 bathroom_count 2.4878994848338674e+19 0.02515061169280228 0.007229180010235102
-1038 XGBoost_grid_1_AutoML_20190416_022142_model_18 front_door_structure_stairway 2.338236600888905e+19 0.023637643382840176 0.006794299125583402
-1039 XGBoost_grid_1_AutoML_20190416_022142_model_18 front_door_structure_corridor 1.5811642411953684e+19 0.015984266283774157 0.004594446437658794
-1040 XGBoost_grid_1_AutoML_20190416_022142_model_18 room_count 1.4861277337462243e+19 0.015023525582606664 0.004318295401782121
-1041 XGBoost_grid_1_AutoML_20190416_022142_model_18 heat_type_central 5.001097302857744e+18 0.005055696866728324 0.0014531870307241976
-1042 XGBoost_grid_1_AutoML_20190416_022142_model_18 front_door_structure_mixed 4.304027821568688e+18 0.004351017117659809 0.0012506370165215018
-1043 DRF_1_AutoML_20190416_015849 supply_area 8.104159271771355e+20 1.0 0.19038352571033704
-1044 DRF_1_AutoML_20190416_015849 city 7.944261781751333e+20 0.9802697004515962 0.18662720171899086
-1045 DRF_1_AutoML_20190416_015849 exclusive_use_area 6.67112020352904e+20 0.8231723957802853 0.1567184629760757
-1046 DRF_1_AutoML_20190416_015849 apartment_building_count_in_sites 2.828501930781201e+20 0.34901855157678374 0.0664473823875032
-1047 DRF_1_AutoML_20190416_015849 floor 2.4945389077884253e+20 0.307809709080802 0.05860189766267623
-1048 DRF_1_AutoML_20190416_015849 total_household_count_in_sites 2.2499558007440723e+20 0.2776297608786126 0.05285613271818806
-1049 DRF_1_AutoML_20190416_015849 total_parking_capacity_in_site 2.151912612778077e+20 0.265531875746036 0.05055289469300946
-1050 DRF_1_AutoML_20190416_015849 bathroom_count 1.9397209423661446e+20 0.23934881797333837 0.04556807184036584
-1051 DRF_1_AutoML_20190416_015849 room_count 1.8112803920558634e+20 0.22350009807494384 0.04255073666811392
-1052 DRF_1_AutoML_20190416_015849 heat_type_district 1.6939577514819322e+20 0.2090232551798896 0.03979458427659885
-1053 DRF_1_AutoML_20190416_015849 total_household_count_of_area_type 1.4974030715574393e+20 0.18476969927938577 0.03517710679324818
-1054 DRF_1_AutoML_20190416_015849 heat_fuel_gas 9.44165588129389e+19 0.11650382926433026 0.022180409774098332
-1055 DRF_1_AutoML_20190416_015849 heat_fuel_cogeneration 8.183208528308915e+19 0.10097541588074295 0.0192240556854434
-1056 DRF_1_AutoML_20190416_015849 heat_type_individual 4.053117838745089e+19 0.05001281074106018 0.00952161523956685
-1057 DRF_1_AutoML_20190416_015849 front_door_structure_corridor 3.575069534392733e+19 0.04411400880095632 0.008398580528742901
-1058 DRF_1_AutoML_20190416_015849 front_door_structure_stairway 2.625737121222099e+19 0.03239987064874383 0.006168401606666715
-1059 DRF_1_AutoML_20190416_015849 front_door_structure_mixed 2.1319750364902195e+19 0.026307170984612525 0.005008451963515211
-1060 DRF_1_AutoML_20190416_015849 heat_type_central 1.796558019320873e+19 0.022168345402325648 0.004220487756859297
-1061 XGBoost_grid_1_AutoML_20190416_022142_model_21 supply_area 9.916188211343408e+20 1.0 0.29519532238203056
-1062 XGBoost_grid_1_AutoML_20190416_022142_model_21 city 6.257665128675966e+20 0.6310555019032057 0.1862846323252709
-1063 XGBoost_grid_1_AutoML_20190416_022142_model_21 exclusive_use_area 5.80512830883778e+20 0.5854193350421818 0.1728130493364508
-1064 XGBoost_grid_1_AutoML_20190416_022142_model_21 apartment_building_count_in_sites 2.008125343050089e+20 0.20250980520447742 0.05977994723285793
-1065 XGBoost_grid_1_AutoML_20190416_022142_model_21 total_parking_capacity_in_site 1.6701140062047725e+20 0.16842298377256312 0.04971767699128527
-1066 XGBoost_grid_1_AutoML_20190416_022142_model_21 heat_fuel_cogeneration 1.4053129913879442e+20 0.14171907203015438 0.041834807155623634
-1067 XGBoost_grid_1_AutoML_20190416_022142_model_21 total_household_count_in_sites 1.3634016312385182e+20 0.13749251246349725 0.04058714654177743
-1068 XGBoost_grid_1_AutoML_20190416_022142_model_21 floor 9.142632699003929e+19 0.09219906383528917 0.027216732372179604
-1069 XGBoost_grid_1_AutoML_20190416_022142_model_21 total_household_count_of_area_type 9.105788504161806e+19 0.09182750780935599 0.02710705077132127
-1070 XGBoost_grid_1_AutoML_20190416_022142_model_21 heat_fuel_gas 8.157047188442264e+19 0.0822599068774349 0.024282739729800207
-1071 XGBoost_grid_1_AutoML_20190416_022142_model_21 room_count 5.090258130119216e+19 0.051332810769932 0.015153205624005846
-1072 XGBoost_grid_1_AutoML_20190416_022142_model_21 heat_type_district 5.063439282299155e+19 0.05106235555822694 0.015073368510596671
-1073 XGBoost_grid_1_AutoML_20190416_022142_model_21 bathroom_count 4.933437865282083e+19 0.04975135364654116 0.014686366878633129
-1074 XGBoost_grid_1_AutoML_20190416_022142_model_21 heat_type_individual 4.928286873208278e+19 0.04969940836309129 0.014671032873938918
-1075 XGBoost_grid_1_AutoML_20190416_022142_model_21 front_door_structure_mixed 1.577758174074844e+19 0.0159109341255746 0.004696833328598246
-1076 XGBoost_grid_1_AutoML_20190416_022142_model_21 front_door_structure_corridor 1.349256458127645e+19 0.013606603962843227 0.004016605843336121
-1077 XGBoost_grid_1_AutoML_20190416_022142_model_21 front_door_structure_stairway 1.2707663912137392e+19 0.012815069300117493 0.0037829485133962465
-1078 XGBoost_grid_1_AutoML_20190416_022142_model_21 heat_type_central 1.0415298716456976e+19 0.01050332899545273 0.003100533588897198
-1079 GBM_grid_1_AutoML_20190416_022142_model_18 supply_area 3.072990110389658e+21 1.0 0.20706394340982595
-1080 GBM_grid_1_AutoML_20190416_022142_model_18 exclusive_use_area 2.4513320766508745e+21 0.7977025595894427 0.16517543765670167
-1081 GBM_grid_1_AutoML_20190416_022142_model_18 city 2.3130107694956308e+21 0.7526905998413184 0.1558550837706507
-1082 GBM_grid_1_AutoML_20190416_022142_model_18 apartment_building_count_in_sites 9.939877849070819e+20 0.3234594805712028 0.06697679558036722
-1083 GBM_grid_1_AutoML_20190416_022142_model_18 total_household_count_in_sites 8.38915901887787e+20 0.2729966162440437 0.056527755897030636
-1084 GBM_grid_1_AutoML_20190416_022142_model_18 total_parking_capacity_in_site 8.037211855935609e+20 0.2615436941616608 0.05415626868708695
-1085 GBM_grid_1_AutoML_20190416_022142_model_18 bathroom_count 7.038918629784761e+20 0.22905764017874497 0.04742957824355992
-1086 GBM_grid_1_AutoML_20190416_022142_model_18 floor 6.909205108892306e+20 0.22483655529943153 0.04655554376298169
-1087 GBM_grid_1_AutoML_20190416_022142_model_18 room_count 6.862105901039312e+20 0.22330387194670112 0.04623818030396674
-1088 GBM_grid_1_AutoML_20190416_022142_model_18 heat_fuel_gas 4.3056354615001245e+20 0.14011224595038366 0.02901219416649386
-1089 GBM_grid_1_AutoML_20190416_022142_model_18 total_household_count_of_area_type 4.044120227231742e+20 0.13160212307741348 0.027250054565514492
-1090 GBM_grid_1_AutoML_20190416_022142_model_18 heat_type_individual 3.5096425232358756e+20 0.11420936602984542 0.02364864170447601
-1091 GBM_grid_1_AutoML_20190416_022142_model_18 heat_fuel_cogeneration 3.1446454766858666e+20 0.10233177991865136 0.021189221886102387
-1092 GBM_grid_1_AutoML_20190416_022142_model_18 heat_type_district 2.984411624068675e+20 0.09711751476122546 0.020109535580621327
-1093 GBM_grid_1_AutoML_20190416_022142_model_18 front_door_structure_stairway 1.5140380667591786e+20 0.049269213774566854 0.010201877692863529
-1094 GBM_grid_1_AutoML_20190416_022142_model_18 front_door_structure_mixed 1.2043096874174697e+20 0.03919015825484586 0.008114868711103528
-1095 GBM_grid_1_AutoML_20190416_022142_model_18 front_door_structure_corridor 1.1267231331885724e+20 0.03666536801986983 0.007592075688766769
-1096 GBM_grid_1_AutoML_20190416_022142_model_18 heat_type_central 1.0244504318537787e+20 0.03333725118054081 0.006902942691886655
-1097 XRT_1_AutoML_20190416_021340 supply_area 9.860220430661703e+20 1.0 0.26502373966124687
-1098 XRT_1_AutoML_20190416_021340 city 5.8192942407281856e+20 0.5901789195941598 0.15641142434007854
-1099 XRT_1_AutoML_20190416_021340 exclusive_use_area 5.5457804318900696e+20 0.5624398025265953 0.1490598997999315
-1100 XRT_1_AutoML_20190416_021340 apartment_building_count_in_sites 2.7811268774510304e+20 0.2820552437958421 0.07475133550183878
-1101 XRT_1_AutoML_20190416_021340 total_parking_capacity_in_site 2.145355125430021e+20 0.21757679156530274 0.05766301496413216
-1102 XRT_1_AutoML_20190416_021340 floor 1.9394063940796704e+20 0.19668996324350124 0.05212750961262588
-1103 XRT_1_AutoML_20190416_021340 total_household_count_in_sites 1.56257789872735e+20 0.15847291748856854 0.04199908522784864
-1104 XRT_1_AutoML_20190416_021340 total_household_count_of_area_type 1.2361198782229827e+20 0.12536432495759414 0.03322452222036938
-1105 XRT_1_AutoML_20190416_021340 heat_fuel_gas 1.2253840707675174e+20 0.12427552501331696 0.03293596438739408
-1106 XRT_1_AutoML_20190416_021340 heat_type_individual 1.0732930253437744e+20 0.10885081453211969 0.028848049932475153
-1107 XRT_1_AutoML_20190416_021340 bathroom_count 9.67953654137718e+19 0.09816754716027785 0.02601673046178865
-1108 XRT_1_AutoML_20190416_021340 room_count 9.568850904832226e+19 0.09704499987724996 0.025719228782894028
-1109 XRT_1_AutoML_20190416_021340 heat_fuel_cogeneration 8.0543976624824e+19 0.08168577689638812 0.021648670070215058
-1110 XRT_1_AutoML_20190416_021340 front_door_structure_stairway 4.087183787606147e+19 0.04145124154523453 0.010985563047919695
-1111 XRT_1_AutoML_20190416_021340 front_door_structure_corridor 3.458817950085651e+19 0.03507850533777099 0.009296636666343075
-1112 XRT_1_AutoML_20190416_021340 heat_type_district 3.2901405518545814e+19 0.03336781946196091 0.008843264298150213
-1113 XRT_1_AutoML_20190416_021340 front_door_structure_mixed 1.212567481536951e+19 0.012297569715239902 0.003259147914677773
-1114 XRT_1_AutoML_20190416_021340 heat_type_central 8.133815937112474e+18 0.008249121806465158 0.0021862131100705367
-1115 XGBoost_3_AutoML_20190416_021340 supply_area 8.3377835024412e+20 1.0 0.26619859842624344
-1116 XGBoost_3_AutoML_20190416_021340 city 6.222853007243834e+20 0.7463437981355427 0.19867567300780065
-1117 XGBoost_3_AutoML_20190416_021340 exclusive_use_area 5.4932909782330665e+20 0.6588430818124144 0.17538310496129156
-1118 XGBoost_3_AutoML_20190416_021340 apartment_building_count_in_sites 1.6588657383698334e+20 0.19895764118655013 0.052962245230051094
-1119 XGBoost_3_AutoML_20190416_021340 total_parking_capacity_in_site 1.6323219443785767e+20 0.19577408599067764 0.05211478729889725
-1120 XGBoost_3_AutoML_20190416_021340 heat_fuel_cogeneration 1.4370573874176511e+20 0.17235484550503122 0.04588061830541104
-1121 XGBoost_3_AutoML_20190416_021340 total_household_count_in_sites 1.297062113391537e+20 0.15556437907170093 0.04141101967393563
-1122 XGBoost_3_AutoML_20190416_021340 bathroom_count 9.981732474420252e+19 0.11971685846121723 0.03186845993036899
-1123 XGBoost_3_AutoML_20190416_021340 heat_type_individual 8.62302285512164e+19 0.1034210453245389 0.02753053731316925
-1124 XGBoost_3_AutoML_20190416_021340 room_count 7.64843422005634e+19 0.09173222377166514 0.02441898939853979
-1125 XGBoost_3_AutoML_20190416_021340 floor 7.085224781890873e+19 0.08497731777056104 0.02262084288854486
-1126 XGBoost_3_AutoML_20190416_021340 heat_type_district 6.3245241437768385e+19 0.0758537822662953 0.02019217052461725
-1127 XGBoost_3_AutoML_20190416_021340 total_household_count_of_area_type 4.9916970281960735e+19 0.059868393401370595 0.015936882413475816
-1128 XGBoost_3_AutoML_20190416_021340 heat_fuel_gas 1.8288666187472568e+19 0.02193468585759977 0.005838982632213004
-1129 XGBoost_3_AutoML_20190416_021340 front_door_structure_stairway 1.6939858989796033e+19 0.020316981107552447 0.005408351895082928
-1130 XGBoost_3_AutoML_20190416_021340 front_door_structure_mixed 1.5969848941051118e+19 0.01915359032334594 0.005098658898905148
-1131 XGBoost_3_AutoML_20190416_021340 heat_type_central 1.492947454617505e+19 0.017905807390901772 0.004766500831148323
-1132 XGBoost_3_AutoML_20190416_021340 front_door_structure_corridor 1.1568896420714906e+19 0.013875266031227216 0.0036935763703039503
-1133 GBM_grid_1_AutoML_20190416_015849_model_8 supply_area 5.779296576168857e+21 1.0 0.23762301109248513
-1134 GBM_grid_1_AutoML_20190416_015849_model_8 exclusive_use_area 4.382943689753613e+21 0.7583870514323219 0.18021021473489973
-1135 GBM_grid_1_AutoML_20190416_015849_model_8 city 3.793231939971582e+21 0.656348379076636 0.15596347816186212
-1136 GBM_grid_1_AutoML_20190416_015849_model_8 apartment_building_count_in_sites 1.6539638516504173e+21 0.286187744451565 0.06800479357434752
-1137 GBM_grid_1_AutoML_20190416_015849_model_8 total_parking_capacity_in_site 1.437249793156419e+21 0.24868939917064847 0.05909432385771046
-1138 GBM_grid_1_AutoML_20190416_015849_model_8 total_household_count_in_sites 1.19553428280605e+21 0.20686501671083635 0.049155888160526184
-1139 GBM_grid_1_AutoML_20190416_015849_model_8 floor 8.546248092317762e+20 0.14787696010546564 0.03513896853146404
-1140 GBM_grid_1_AutoML_20190416_015849_model_8 heat_fuel_gas 8.0250486185045e+20 0.13885857063636575 0.03299599167061177
-1141 GBM_grid_1_AutoML_20190416_015849_model_8 heat_fuel_cogeneration 7.748274977592354e+20 0.13406951651421822 0.03185800220982219
-1142 GBM_grid_1_AutoML_20190416_015849_model_8 room_count 7.32855778819491e+20 0.12680708961042922 0.030132282461104776
-1143 GBM_grid_1_AutoML_20190416_015849_model_8 total_household_count_of_area_type 6.827010897255586e+20 0.11812875160978963 0.02807010965411446
-1144 GBM_grid_1_AutoML_20190416_015849_model_8 bathroom_count 6.614504326713458e+20 0.1144517198509696 0.027196362295700948
-1145 GBM_grid_1_AutoML_20190416_015849_model_8 heat_type_district 5.2482543446324884e+20 0.09081129987815229 0.021578854518269176
-1146 GBM_grid_1_AutoML_20190416_015849_model_8 heat_type_individual 4.557220258590155e+20 0.078854237683216 0.018737581395688294
-1147 GBM_grid_1_AutoML_20190416_015849_model_8 front_door_structure_corridor 2.0854276955134388e+20 0.03608445540090081 0.008574496945994539
-1148 GBM_grid_1_AutoML_20190416_015849_model_8 front_door_structure_stairway 1.8326548980998288e+20 0.03171069132629132 0.007535189956777694
-1149 GBM_grid_1_AutoML_20190416_015849_model_8 heat_type_central 1.0623596576390303e+20 0.018382161974862296 0.004368024678856562
-1150 GBM_grid_1_AutoML_20190416_015849_model_8 front_door_structure_mixed 9.150703114351804e+19 0.015833593230160686 0.00376242609976437
-1151 XGBoost_grid_1_AutoML_20190416_020809_model_1 supply_area 9.936604998779116e+20 1.0 0.26723330202346696
-1152 XGBoost_grid_1_AutoML_20190416_020809_model_1 city 7.252614432103491e+20 0.7298885719010266 0.19505053317830404
-1153 XGBoost_grid_1_AutoML_20190416_020809_model_1 exclusive_use_area 6.638427588671538e+20 0.6680780396812779 0.17853270055339268
-1154 XGBoost_grid_1_AutoML_20190416_020809_model_1 apartment_building_count_in_sites 1.965087115423588e+20 0.1977624264691042 0.0528487062415118
-1155 XGBoost_grid_1_AutoML_20190416_020809_model_1 total_parking_capacity_in_site 1.9485905707260183e+20 0.19610224729325926 0.052405051078400156
-1156 XGBoost_grid_1_AutoML_20190416_020809_model_1 heat_fuel_gas 1.6926956880551058e+20 0.17034949947825065 0.04552305924361778
-1157 XGBoost_grid_1_AutoML_20190416_020809_model_1 total_household_count_in_sites 1.610068884563553e+20 0.16203410367639431 0.04330090856585564
-1158 XGBoost_grid_1_AutoML_20190416_020809_model_1 bathroom_count 1.073079368244265e+20 0.10799255564411701 0.028859207238730384
-1159 XGBoost_grid_1_AutoML_20190416_020809_model_1 heat_fuel_cogeneration 1.0565271442778646e+20 0.10632677301831735 0.02841405464718462
-1160 XGBoost_grid_1_AutoML_20190416_020809_model_1 room_count 7.641980526605946e+19 0.07690735948087798 0.02055220762398081
-1161 XGBoost_grid_1_AutoML_20190416_020809_model_1 floor 7.612403663818772e+19 0.07660970386519428 0.020472664130935826
-1162 XGBoost_grid_1_AutoML_20190416_020809_model_1 heat_type_individual 7.118637620845032e+19 0.07164054142958969 0.01914473844497824
-1163 XGBoost_grid_1_AutoML_20190416_020809_model_1 heat_type_district 6.712478465349229e+19 0.06755303714069316 0.018052421176821334
-1164 XGBoost_grid_1_AutoML_20190416_020809_model_1 total_household_count_of_area_type 3.829922695767025e+19 0.038543573949428374 0.010300126538291427
-1165 XGBoost_grid_1_AutoML_20190416_020809_model_1 front_door_structure_stairway 3.527826158575105e+19 0.03550333498220529 0.009487673440139986
-1166 XGBoost_grid_1_AutoML_20190416_020809_model_1 front_door_structure_corridor 2.034182053390241e+19 0.020471600246162302 0.005470693331486371
-1167 XGBoost_grid_1_AutoML_20190416_020809_model_1 heat_type_central 1.0963398665833546e+19 0.011033344554986928 0.002948477097791797
-1168 XGBoost_grid_1_AutoML_20190416_020809_model_1 front_door_structure_mixed 5.218579053564396e+18 0.00525187330502278 0.0014034754451101364
-1169 GBM_grid_1_AutoML_20190416_020809_model_9 supply_area 5.161849126606688e+21 1.0 0.31039952214470196
-1170 GBM_grid_1_AutoML_20190416_020809_model_9 city 3.194050809023051e+21 0.6187803499639993 0.19206912494135683
-1171 GBM_grid_1_AutoML_20190416_020809_model_9 exclusive_use_area 2.7288827292362306e+21 0.5286637912701163 0.16409698818545057
-1172 GBM_grid_1_AutoML_20190416_020809_model_9 apartment_building_count_in_sites 9.757618579526019e+20 0.18903339365791405 0.05867587506080785
-1173 GBM_grid_1_AutoML_20190416_020809_model_9 total_parking_capacity_in_site 8.490965703204348e+20 0.1644946509466495 0.05105906104919954
-1174 GBM_grid_1_AutoML_20190416_020809_model_9 total_household_count_in_sites 5.399238225827526e+20 0.10459891588069126 0.03246745350622044
-1175 GBM_grid_1_AutoML_20190416_020809_model_9 floor 5.247033446921006e+20 0.10165026753446234 0.03155219446857822
-1176 GBM_grid_1_AutoML_20190416_020809_model_9 heat_fuel_gas 4.407400276423816e+20 0.08538413596216761 0.026503195001395086
-1177 GBM_grid_1_AutoML_20190416_020809_model_9 heat_fuel_cogeneration 4.2792376826530365e+20 0.0829012545251615 0.02573250978980644
-1178 GBM_grid_1_AutoML_20190416_020809_model_9 total_household_count_of_area_type 3.6741671100293e+20 0.0711792812984566 0.02209401490164425
-1179 GBM_grid_1_AutoML_20190416_020809_model_9 heat_type_district 3.6620587602186496e+20 0.07094470741778586 0.02202120328117642
-1180 GBM_grid_1_AutoML_20190416_020809_model_9 heat_type_individual 3.303614451126465e+20 0.06400060075560954 0.01986575589151505
-1181 GBM_grid_1_AutoML_20190416_020809_model_9 bathroom_count 2.828930476433243e+20 0.05480459438172176 0.01701131990742065
-1182 GBM_grid_1_AutoML_20190416_020809_model_9 room_count 1.566226166269241e+20 0.0303423468577597 0.009418249965397408
-1183 GBM_grid_1_AutoML_20190416_020809_model_9 front_door_structure_stairway 1.4503402795295572e+20 0.028097300869446104 0.00872138876343199
-1184 GBM_grid_1_AutoML_20190416_020809_model_9 front_door_structure_corridor 5.13218822594678e+19 0.009942538226258839 0.0030861591143361757
-1185 GBM_grid_1_AutoML_20190416_020809_model_9 heat_type_central 4.594623357182909e+19 0.008901119045692326 0.002762903098336003
-1186 GBM_grid_1_AutoML_20190416_020809_model_9 front_door_structure_mixed 4.096028259139977e+19 0.007935195622101874 0.0024630809292251524
-1187 XGBoost_3_AutoML_20190416_022142 supply_area 9.343426040233963e+20 1.0 0.30631707650558293
-1188 XGBoost_3_AutoML_20190416_022142 city 6.131125941833365e+20 0.6561967650230193 0.2010042746742722
-1189 XGBoost_3_AutoML_20190416_022142 exclusive_use_area 4.944941131853736e+20 0.5292428184865167 0.16211611292036465
-1190 XGBoost_3_AutoML_20190416_022142 apartment_building_count_in_sites 1.755396877945311e+20 0.187875076057364 0.057549344046155776
-1191 XGBoost_3_AutoML_20190416_022142 heat_fuel_cogeneration 1.4261622827175536e+20 0.1526380448217089 0.046755639653313995
-1192 XGBoost_3_AutoML_20190416_022142 total_parking_capacity_in_site 1.4002265626369222e+20 0.14986221934088964 0.04590535690713975
-1193 XGBoost_3_AutoML_20190416_022142 room_count 8.698132693438274e+19 0.09309361101573475 0.0285161627676878
-1194 XGBoost_3_AutoML_20190416_022142 heat_type_individual 7.436779990928065e+19 0.0795937160406082 0.02438091440577463
-1195 XGBoost_3_AutoML_20190416_022142 total_household_count_in_sites 7.193606721673311e+19 0.07699110252167395 0.023583689441380777
-1196 XGBoost_3_AutoML_20190416_022142 floor 6.644806603292174e+19 0.07111745279171477 0.021784490227681877
-1197 XGBoost_3_AutoML_20190416_022142 bathroom_count 6.327441807832305e+19 0.06772078871910098 0.02074403401908727
-1198 XGBoost_3_AutoML_20190416_022142 heat_fuel_gas 4.9812798152298725e+19 0.053313204319056604 0.016330744886158235
-1199 XGBoost_3_AutoML_20190416_022142 total_household_count_of_area_type 4.5199071440290185e+19 0.04837526539585942 0.014818169871241349
-1200 XGBoost_3_AutoML_20190416_022142 heat_type_district 4.380590664501428e+19 0.04688420120882914 0.014361431448588058
-1201 XGBoost_3_AutoML_20190416_022142 front_door_structure_stairway 2.1839309191444955e+19 0.023373984122528668 0.007159850482700895
-1202 XGBoost_3_AutoML_20190416_022142 front_door_structure_mixed 1.4788885491889471e+19 0.01582811853832489 0.004848422997243501
-1203 XGBoost_3_AutoML_20190416_022142 heat_type_central 6.117621124294509e+18 0.006547513832668301 0.0020056152956028184
-1204 XGBoost_3_AutoML_20190416_022142 front_door_structure_corridor 5.547390204874064e+18 0.005937212090068789 0.0018186694500234733
-1205 DRF_1_AutoML_20190416_022142 city 6.907008196699079e+20 1.0 0.18703113875544292
-1206 DRF_1_AutoML_20190416_022142 supply_area 6.894123679640149e+20 0.9981345733649067 0.1866822458876167
-1207 DRF_1_AutoML_20190416_022142 exclusive_use_area 6.538627117241566e+20 0.9466656084708911 0.17705594677292505
-1208 DRF_1_AutoML_20190416_022142 apartment_building_count_in_sites 2.8671213531170655e+20 0.41510322146241097 0.07763722821116753
-1209 DRF_1_AutoML_20190416_022142 total_parking_capacity_in_site 1.930921506828588e+20 0.27955975320130544 0.05228637899143073
-1210 DRF_1_AutoML_20190416_022142 floor 1.8870745664096253e+20 0.2732115718802064 0.05109907140991955
-1211 DRF_1_AutoML_20190416_022142 total_household_count_in_sites 1.8712062386757016e+20 0.27091414768697797 0.05066938154685573
-1212 DRF_1_AutoML_20190416_022142 room_count 1.7962591280799783e+20 0.2600632686288727 0.04863992928012072
-1213 DRF_1_AutoML_20190416_022142 total_household_count_of_area_type 1.3600847125207738e+20 0.1969137249859889 0.03682899822070562
-1214 DRF_1_AutoML_20190416_022142 bathroom_count 1.174380189261035e+20 0.17002733395079533 0.03180040588836923
-1215 DRF_1_AutoML_20190416_022142 heat_fuel_gas 1.0129650213509608e+20 0.14665756757536003 0.027429531870722907
-1216 DRF_1_AutoML_20190416_022142 heat_type_district 1.0004770321654717e+20 0.14484955043829376 0.02709137636668805
-1217 DRF_1_AutoML_20190416_022142 heat_type_individual 5.821088995548437e+19 0.08427800908547332 0.01576261201129764
-1218 DRF_1_AutoML_20190416_022142 heat_fuel_cogeneration 4.5106725657696535e+19 0.06530573639575735 0.01221420624536127
-1219 DRF_1_AutoML_20190416_022142 front_door_structure_corridor 2.1063397029862965e+19 0.030495688480476034 0.005703643343634675
-1220 DRF_1_AutoML_20190416_022142 front_door_structure_stairway 1.9367923711553307e+19 0.028040973978877583 0.005244535295081218
-1221 DRF_1_AutoML_20190416_022142 heat_type_central 1.4095186013739549e+19 0.020407078741380043 0.0038167591756723004
-1222 DRF_1_AutoML_20190416_022142 front_door_structure_mixed 1.1103330212165714e+19 0.01607545538670722 0.0030066107269881705
-1223 XGBoost_3_AutoML_20190416_015849 supply_area 7.189425410894274e+20 1.0 0.23538451872135874
-1224 XGBoost_3_AutoML_20190416_015849 exclusive_use_area 6.47428193756551e+20 0.9005284243932633 0.21197044977071178
-1225 XGBoost_3_AutoML_20190416_015849 city 5.821097439797738e+20 0.8096749193582171 0.1905849412138889
-1226 XGBoost_3_AutoML_20190416_015849 apartment_building_count_in_sites 1.942425916892334e+20 0.27017818613834405 0.0635957623131838
-1227 XGBoost_3_AutoML_20190416_015849 heat_fuel_cogeneration 1.4375684404222414e+20 0.19995595729303572 0.04706653677288978
-1228 XGBoost_3_AutoML_20190416_015849 total_parking_capacity_in_site 1.3955547817109671e+20 0.1941121441494137 0.045690993628580756
-1229 XGBoost_3_AutoML_20190416_015849 total_household_count_in_sites 1.1722167022212927e+20 0.16304734178687078 0.03837882007529946
-1230 XGBoost_3_AutoML_20190416_015849 heat_type_individual 1.0065613776698632e+20 0.14000581689666067 0.03295520182841115
-1231 XGBoost_3_AutoML_20190416_015849 bathroom_count 8.239188623520852e+19 0.11460148972455922 0.02697541650356611
-1232 XGBoost_3_AutoML_20190416_015849 room_count 7.511650575514495e+19 0.10448193209059442 0.024593429300222257
-1233 XGBoost_3_AutoML_20190416_015849 floor 7.289777045513018e+19 0.10139582273802686 0.023867006935546657
-1234 XGBoost_3_AutoML_20190416_015849 total_household_count_of_area_type 4.758216613647142e+19 0.06618354516116023 0.015578581925033015
-1235 XGBoost_3_AutoML_20190416_015849 heat_type_district 3.993024250631317e+19 0.055540241708059324 0.01307331306411948
-1236 XGBoost_3_AutoML_20190416_015849 heat_fuel_gas 2.8084708960049824e+19 0.03906391311535484 0.009195040388030774
-1237 XGBoost_3_AutoML_20190416_015849 front_door_structure_stairway 2.4306268037523177e+19 0.03380835970659272 0.007957964478294903
-1238 XGBoost_3_AutoML_20190416_015849 heat_type_central 1.6046617942414066e+19 0.02231975022384726 0.0052537236644212264
-1239 XGBoost_3_AutoML_20190416_015849 front_door_structure_corridor 1.534276007633512e+19 0.02134073197711453 0.0050232779255946144
-1240 XGBoost_3_AutoML_20190416_015849 front_door_structure_mixed 8.720184388693787e+18 0.012129181249283043 0.002855021490846618
-1241 GBM_grid_1_AutoML_20190416_022142_model_34 city 3.9895869134000987e+20 1.0 0.19327837501244322
-1242 GBM_grid_1_AutoML_20190416_022142_model_34 exclusive_use_area 3.768389099264588e+20 0.944556211222631 0.18256228961302018
-1243 GBM_grid_1_AutoML_20190416_022142_model_34 supply_area 2.9804530303649605e+20 0.7470580526405651 0.14439016645432867
-1244 GBM_grid_1_AutoML_20190416_022142_model_34 room_count 1.8994343085588506e+20 0.4760979895384885 0.09201944576469023
-1245 GBM_grid_1_AutoML_20190416_022142_model_34 apartment_building_count_in_sites 1.5208611961165054e+20 0.381207686191341 0.07367920212931577
-1246 GBM_grid_1_AutoML_20190416_022142_model_34 total_household_count_in_sites 1.0364171645667718e+20 0.2597805705361842 0.05020996653303907
-1247 GBM_grid_1_AutoML_20190416_022142_model_34 total_parking_capacity_in_site 9.139439717236867e+19 0.22908235653519932 0.04427666561514447
-1248 GBM_grid_1_AutoML_20190416_022142_model_34 heat_type_district 7.707526372979533e+19 0.19319108820744665 0.037339659595620876
-1249 GBM_grid_1_AutoML_20190416_022142_model_34 bathroom_count 7.038451997049933e+19 0.17642057059615376 0.03409828120359262
-1250 GBM_grid_1_AutoML_20190416_022142_model_34 floor 6.524578525232077e+19 0.16354020270413283 0.03160878462786036
-1251 GBM_grid_1_AutoML_20190416_022142_model_34 total_household_count_of_area_type 5.372384017713516e+19 0.1346601574130124 0.026026896403706846
-1252 GBM_grid_1_AutoML_20190416_022142_model_34 heat_fuel_gas 4.528168434595476e+19 0.1134996813676726 0.02193703397917384
-1253 GBM_grid_1_AutoML_20190416_022142_model_34 heat_type_individual 4.111756553072987e+19 0.10306221276349561 0.019919697008115116
-1254 GBM_grid_1_AutoML_20190416_022142_model_34 front_door_structure_corridor 3.4866811140497736e+19 0.08739453957849168 0.016891474594691525
-1255 GBM_grid_1_AutoML_20190416_022142_model_34 heat_fuel_cogeneration 2.9559809361827594e+19 0.07409240606475583 0.014320459844958099
-1256 GBM_grid_1_AutoML_20190416_022142_model_34 front_door_structure_stairway 1.7376999524232331e+19 0.04355588661539623 0.008418410987250009
-1257 GBM_grid_1_AutoML_20190416_022142_model_34 heat_type_central 1.0127109022235492e+19 0.025383853622090242 0.0049061499796313225
-1258 GBM_grid_1_AutoML_20190416_022142_model_34 front_door_structure_mixed 8.498256212964409e+18 0.021301093064098275 0.00411704065341774
-1259 XGBoost_grid_1_AutoML_20190416_022142_model_12 supply_area 6.338901621704428e+20 1.0 0.27969038090802445
-1260 XGBoost_grid_1_AutoML_20190416_022142_model_12 city 4.91786288725045e+20 0.7758225605539713 0.2169901074783791
-1261 XGBoost_grid_1_AutoML_20190416_022142_model_12 exclusive_use_area 4.4533447331848546e+20 0.7025420173641096 0.19649424444045974
-1262 XGBoost_grid_1_AutoML_20190416_022142_model_12 apartment_building_count_in_sites 1.4415544779361852e+20 0.22741392183786163 0.06360548642261922
-1263 XGBoost_grid_1_AutoML_20190416_022142_model_12 total_parking_capacity_in_site 1.0960470226564127e+20 0.1729080348720893 0.048360714135432636
-1264 XGBoost_grid_1_AutoML_20190416_022142_model_12 total_household_count_in_sites 9.521712642326213e+19 0.15021076537493225 0.04201250618420069
-1265 XGBoost_grid_1_AutoML_20190416_022142_model_12 heat_fuel_cogeneration 7.912573856638829e+19 0.12482562956248035 0.03491252787941409
-1266 XGBoost_grid_1_AutoML_20190416_022142_model_12 total_household_count_of_area_type 5.968109093344877e+19 0.0941505240105012 0.02633299592318718
-1267 XGBoost_grid_1_AutoML_20190416_022142_model_12 heat_type_individual 4.928988361626799e+19 0.07775776713034827 0.021748099507244573
-1268 XGBoost_grid_1_AutoML_20190416_022142_model_12 floor 4.649545282404273e+19 0.07334938385041676 0.020515117108491958
-1269 XGBoost_grid_1_AutoML_20190416_022142_model_12 room_count 2.619830764660012e+19 0.041329411955056995 0.011559438972414552
-1270 XGBoost_grid_1_AutoML_20190416_022142_model_12 heat_type_district 2.604518086122301e+19 0.041087845206564166 0.011491875076513879
-1271 XGBoost_grid_1_AutoML_20190416_022142_model_12 bathroom_count 1.5431835911347765e+19 0.024344652799956838 0.006808965214693532
-1272 XGBoost_grid_1_AutoML_20190416_022142_model_12 front_door_structure_stairway 1.2569823636921254e+19 0.019829655651827944 0.0055461639425347185
-1273 XGBoost_grid_1_AutoML_20190416_022142_model_12 heat_fuel_gas 1.2484096914326815e+19 0.01969441657144703 0.00550833887262933
-1274 XGBoost_grid_1_AutoML_20190416_022142_model_12 front_door_structure_corridor 1.2315206430742282e+19 0.019427981637347012 0.00543381958442369
-1275 XGBoost_grid_1_AutoML_20190416_022142_model_12 front_door_structure_mixed 4.0105398556908585e+18 0.0063268687464067145 0.0017695643296375691
-1276 XGBoost_grid_1_AutoML_20190416_022142_model_12 heat_type_central 2.7642233595195556e+18 0.004360729231157086 0.0012196540196990821
-1277 XRT_1_AutoML_20190416_022142 supply_area 1.031970088633162e+21 1.0 0.2345458123006512
-1278 XRT_1_AutoML_20190416_022142 exclusive_use_area 7.63839770199614e+20 0.7401762692669853 0.17360524432089058
-1279 XRT_1_AutoML_20190416_022142 city 7.005793247150568e+20 0.6788756112524247 0.15922743169230105
-1280 XRT_1_AutoML_20190416_022142 apartment_building_count_in_sites 2.7749762973661816e+20 0.26890084586091256 0.06306956732077994
-1281 XRT_1_AutoML_20190416_022142 floor 2.384029896791357e+20 0.23101734469348717 0.05418415076667348
-1282 XRT_1_AutoML_20190416_022142 total_parking_capacity_in_site 2.362810026062722e+20 0.22896109607132598 0.05370186626329659
-1283 XRT_1_AutoML_20190416_022142 total_household_count_in_sites 2.1958524399393545e+20 0.2127825664838549 0.04990725989937307
-1284 XRT_1_AutoML_20190416_022142 room_count 1.9452716289068787e+20 0.18850077636294468 0.04421206771135025
-1285 XRT_1_AutoML_20190416_022142 total_household_count_of_area_type 1.526256015888886e+20 0.1478973114337454 0.0346886950473102
-1286 XRT_1_AutoML_20190416_022142 heat_fuel_cogeneration 1.437955644437079e+20 0.1393408258897932 0.032681807194965155
-1287 XRT_1_AutoML_20190416_022142 bathroom_count 1.0739049695353294e+20 0.10406357522994779 0.02440767578321803
-1288 XRT_1_AutoML_20190416_022142 heat_fuel_gas 1.0064608383266193e+20 0.09752810177470071 0.022874807852887757
-1289 XRT_1_AutoML_20190416_022142 heat_type_district 8.337219321034755e+19 0.08078935051380559 0.018948803841502566
-1290 XRT_1_AutoML_20190416_022142 heat_type_individual 4.260708272897104e+19 0.041287129538225144 0.009683723335105227
-1291 XRT_1_AutoML_20190416_022142 front_door_structure_stairway 3.8776287460776215e+19 0.03757501102782462 0.008813061483727052
-1292 XRT_1_AutoML_20190416_022142 front_door_structure_mixed 3.02973881500188e+19 0.029358785185477135 0.006885980119488059
-1293 XRT_1_AutoML_20190416_022142 front_door_structure_corridor 2.27317300031526e+19 0.02202750860081675 0.005166459897738146
-1294 XRT_1_AutoML_20190416_022142 heat_type_central 1.494011891824355e+19 0.014477279024658209 0.0033955851687416387
-1295 GBM_grid_1_AutoML_20190416_021340_model_14 exclusive_use_area 7.65498924449835e+20 1.0 0.20264853791401577
-1296 GBM_grid_1_AutoML_20190416_021340_model_14 supply_area 6.75052992395865e+20 0.8818470814717687 0.17870502172399588
-1297 GBM_grid_1_AutoML_20190416_021340_model_14 city 6.54089017605432e+20 0.8544610537180396 0.17315528324043
-1298 GBM_grid_1_AutoML_20190416_021340_model_14 apartment_building_count_in_sites 2.7845066882338836e+20 0.36375056832837643 0.07371352083713777
-1299 GBM_grid_1_AutoML_20190416_021340_model_14 total_household_count_in_sites 1.9984239561340355e+20 0.26106162821460593 0.05290375726314226
-1300 GBM_grid_1_AutoML_20190416_021340_model_14 bathroom_count 1.819686994079048e+20 0.23771254745875173 0.04817210018633212
-1301 GBM_grid_1_AutoML_20190416_021340_model_14 total_parking_capacity_in_site 1.6458390764476642e+20 0.21500214094102493 0.04356986951008185
-1302 GBM_grid_1_AutoML_20190416_021340_model_14 room_count 1.470508489376457e+20 0.1920980477449153 0.038928388511643874
-1303 GBM_grid_1_AutoML_20190416_021340_model_14 heat_type_district 1.2541370914822318e+20 0.16383263926642114 0.03320044480993461
-1304 GBM_grid_1_AutoML_20190416_021340_model_14 heat_type_individual 1.2219295811549056e+20 0.15962525120895601 0.03234782377165241
-1305 GBM_grid_1_AutoML_20190416_021340_model_14 heat_fuel_cogeneration 1.1697978646011157e+20 0.15281508924938736 0.03096775440758818
-1306 GBM_grid_1_AutoML_20190416_021340_model_14 floor 1.1015358726632007e+20 0.14389776882506738 0.029160672461488943
-1307 GBM_grid_1_AutoML_20190416_021340_model_14 total_household_count_of_area_type 1.0095728080769463e+20 0.131884288250637 0.026726158187822195
-1308 GBM_grid_1_AutoML_20190416_021340_model_14 heat_fuel_gas 6.789740707628397e+19 0.08869693334328578 0.017974303859473777
-1309 GBM_grid_1_AutoML_20190416_021340_model_14 front_door_structure_stairway 3.137398595547195e+19 0.04098501637741748 0.008305553645265642
-1310 GBM_grid_1_AutoML_20190416_021340_model_14 front_door_structure_corridor 1.5780108418469069e+19 0.020614148386701198 0.004177427030907565
-1311 GBM_grid_1_AutoML_20190416_021340_model_14 heat_type_central 1.4619032935630635e+19 0.019097391869149067 0.003870058540254071
-1312 GBM_grid_1_AutoML_20190416_021340_model_14 front_door_structure_mixed 5.565438688244007e+18 0.007270341617062225 0.0014733240988330809
-1313 XGBoost_grid_1_AutoML_20190416_021340_model_12 supply_area 8.449281370215825e+20 1.0 0.2766229284564075
-1314 XGBoost_grid_1_AutoML_20190416_021340_model_12 city 7.002564025480255e+20 0.8287762850654581 0.22925852301002939
-1315 XGBoost_grid_1_AutoML_20190416_021340_model_12 exclusive_use_area 6.122282701752558e+20 0.7245921201457365 0.20043879421115068
-1316 XGBoost_grid_1_AutoML_20190416_021340_model_12 apartment_building_count_in_sites 1.756448890670767e+20 0.20788145331061464 0.05750477638655617
-1317 XGBoost_grid_1_AutoML_20190416_021340_model_12 total_parking_capacity_in_site 1.4995802805022962e+20 0.17748021574809877 0.0490950970233141
-1318 XGBoost_grid_1_AutoML_20190416_021340_model_12 heat_type_district 1.1544001278438801e+20 0.13662701918215236 0.03779416615243675
-1319 XGBoost_grid_1_AutoML_20190416_021340_model_12 heat_fuel_cogeneration 1.1098303245003522e+20 0.13135203763157471 0.03633498530836244
-1320 XGBoost_grid_1_AutoML_20190416_021340_model_12 floor 7.086515608541882e+19 0.08387122286544077 0.02320070328225823
-1321 XGBoost_grid_1_AutoML_20190416_021340_model_12 total_household_count_in_sites 5.816776271139648e+19 0.06884344379445216 0.019043675027445448
-1322 XGBoost_grid_1_AutoML_20190416_021340_model_12 heat_type_individual 5.198342761957504e+19 0.06152408156606009 0.01701897161339442
-1323 XGBoost_grid_1_AutoML_20190416_021340_model_12 bathroom_count 5.118968137939052e+19 0.060584657009810236 0.016759105241580724
-1324 XGBoost_grid_1_AutoML_20190416_021340_model_12 total_household_count_of_area_type 3.1641283829254062e+19 0.0374484911116717 0.010359111277584373
-1325 XGBoost_grid_1_AutoML_20190416_021340_model_12 room_count 2.70076449616665e+19 0.03196442842685996 0.00884209379787324
-1326 XGBoost_grid_1_AutoML_20190416_021340_model_12 front_door_structure_stairway 1.968197501877171e+19 0.02329425918771239 0.006443726192727577
-1327 XGBoost_grid_1_AutoML_20190416_021340_model_12 front_door_structure_mixed 1.621753482592859e+19 0.0191939812575023 0.0053094953041876855
-1328 XGBoost_grid_1_AutoML_20190416_021340_model_12 front_door_structure_corridor 1.319639902970708e+19 0.015618368535133771 0.004320398841900115
-1329 XGBoost_grid_1_AutoML_20190416_021340_model_12 heat_type_central 5.050360371584434e+18 0.005977266172466724 0.0016534488727911673
-1330 GBM_grid_1_AutoML_20190416_022142_model_20 supply_area 1.6819621675838262e+20 1.0 0.2991790988893515
-1331 GBM_grid_1_AutoML_20190416_022142_model_20 city 1.1309807060941118e+20 0.6724174466532675 0.2011732457672032
-1332 GBM_grid_1_AutoML_20190416_022142_model_20 exclusive_use_area 8.156116561800515e+19 0.4849167667972548 0.1450769613267405
-1333 GBM_grid_1_AutoML_20190416_022142_model_20 total_parking_capacity_in_site 3.701067409670747e+19 0.22004462888647533 0.06583275378569746
-1334 GBM_grid_1_AutoML_20190416_022142_model_20 apartment_building_count_in_sites 3.0300699879041663e+19 0.18015090031762873 0.05389738402113356
-1335 GBM_grid_1_AutoML_20190416_022142_model_20 heat_type_district 2.904752930226071e+19 0.17270025368042669 0.05166830627407247
-1336 GBM_grid_1_AutoML_20190416_022142_model_20 total_household_count_in_sites 2.618917510301981e+19 0.15570608904147415 0.046584007411013366
-1337 GBM_grid_1_AutoML_20190416_022142_model_20 total_household_count_of_area_type 1.8931648492768068e+19 0.11255692225208475 0.033674678573137516
-1338 GBM_grid_1_AutoML_20190416_022142_model_20 floor 1.7687705017567412e+19 0.10516113476545176 0.03146201353730952
-1339 GBM_grid_1_AutoML_20190416_022142_model_20 bathroom_count 1.129794706881695e+19 0.06717123183006361 0.020096228610206157
-1340 GBM_grid_1_AutoML_20190416_022142_model_20 heat_fuel_gas 9.82818039794552e+18 0.058432826774361436 0.017481880459911028
-1341 GBM_grid_1_AutoML_20190416_022142_model_20 heat_type_individual 7.08418200506309e+18 0.042118557370643274 0.01260099204066851
-1342 GBM_grid_1_AutoML_20190416_022142_model_20 front_door_structure_corridor 3.570898482057183e+18 0.021230551738193097 0.0063517373379563665
-1343 GBM_grid_1_AutoML_20190416_022142_model_20 front_door_structure_stairway 3.0000391917414646e+18 0.01783654382697016 0.0053363211094533585
-1344 GBM_grid_1_AutoML_20190416_022142_model_20 room_count 2.474509467304067e+18 0.014712039991117943 0.00440153486736677
-1345 GBM_grid_1_AutoML_20190416_022142_model_20 heat_fuel_cogeneration 1.908413261359874e+18 0.01134635069765778 0.00339459097740782
-1346 GBM_grid_1_AutoML_20190416_022142_model_20 heat_type_central 6.535104040093614e+17 0.0038854048955699327 0.0011624319354768874
-1347 GBM_grid_1_AutoML_20190416_022142_model_20 front_door_structure_mixed 3.518386012873032e+17 0.0020918342164183553 0.0006258330758939563
-1348 XGBoost_grid_1_AutoML_20190416_022142_model_8 supply_area 8.495716297123782e+20 1.0 0.2969625084116821
-1349 XGBoost_grid_1_AutoML_20190416_022142_model_8 city 7.310119769845478e+20 0.8604477261464479 0.25552071511357727
-1350 XGBoost_grid_1_AutoML_20190416_022142_model_8 exclusive_use_area 5.153091877131266e+20 0.6065517840886285 0.1801231392845401
-1351 XGBoost_grid_1_AutoML_20190416_022142_model_8 apartment_building_count_in_sites 1.574594065483128e+20 0.1853397654081511 0.05503896164403725
-1352 XGBoost_grid_1_AutoML_20190416_022142_model_8 total_parking_capacity_in_site 1.2567563920623849e+20 0.14792824384776818 0.043929142357968215
-1353 XGBoost_grid_1_AutoML_20190416_022142_model_8 heat_fuel_cogeneration 8.830277278520207e+19 0.10393799615824849 0.030865688058437247
-1354 XGBoost_grid_1_AutoML_20190416_022142_model_8 total_household_count_in_sites 8.373431076788581e+19 0.09856062495428902 0.029268810417048693
-1355 XGBoost_grid_1_AutoML_20190416_022142_model_8 bathroom_count 6.221623049556538e+19 0.07323247189484028 0.021747298551079774
-1356 XGBoost_grid_1_AutoML_20190416_022142_model_8 heat_type_individual 5.263508177307881e+19 0.06195484869345081 0.018398267276273375
-1357 XGBoost_grid_1_AutoML_20190416_022142_model_8 heat_type_district 4.87952265290711e+19 0.057435094137489845 0.01705606962593008
-1358 XGBoost_grid_1_AutoML_20190416_022142_model_8 total_household_count_of_area_type 4.641796364256359e+19 0.05463690408103477 0.01622511208775255
-1359 XGBoost_grid_1_AutoML_20190416_022142_model_8 floor 4.322693900619953e+19 0.05088086453738336 0.015109709163176362
-1360 XGBoost_grid_1_AutoML_20190416_022142_model_8 heat_type_central 1.8099362171006747e+19 0.021304103783614185 0.006326520099044876
-1361 XGBoost_grid_1_AutoML_20190416_022142_model_8 room_count 1.632507256068322e+19 0.019215651735228097 0.005706328140058626
-1362 XGBoost_grid_1_AutoML_20190416_022142_model_8 front_door_structure_corridor 9.235728348527722e+18 0.01087104138782797 0.003228291719576608
-1363 XGBoost_grid_1_AutoML_20190416_022142_model_8 front_door_structure_stairway 9.111644613042504e+18 0.010724986916202986 0.0031849190173181092
-1364 XGBoost_grid_1_AutoML_20190416_022142_model_8 front_door_structure_mixed 3.7435050400656916e+18 0.004406344220007738 0.0013085190324988146
-1365 XGBoost_3_AutoML_20190416_020809 supply_area 8.28011490921272e+20 1.0 0.2693616527510137
-1366 XGBoost_3_AutoML_20190416_020809 city 5.786949599310643e+20 0.6988972571952955 0.1882561203012751
-1367 XGBoost_3_AutoML_20190416_020809 exclusive_use_area 5.528853934165574e+20 0.6677267157263717 0.17985997173406176
-1368 XGBoost_3_AutoML_20190416_020809 apartment_building_count_in_sites 1.6580531552964418e+20 0.20024518662798252 0.05393837442554856
-1369 XGBoost_3_AutoML_20190416_020809 total_parking_capacity_in_site 1.4269337880365315e+20 0.17233260693627322 0.04641979582724536
-1370 XGBoost_3_AutoML_20190416_020809 heat_fuel_cogeneration 1.1569833644426422e+20 0.1397303512243949 0.03763799834528264
-1371 XGBoost_3_AutoML_20190416_020809 room_count 1.0444717469472077e+20 0.1261421801991051 0.033977866140047136
-1372 XGBoost_3_AutoML_20190416_020809 bathroom_count 1.0057123787713597e+20 0.12146116204889523 0.03271697935454912
-1373 XGBoost_3_AutoML_20190416_020809 total_household_count_in_sites 1.0006645648687052e+20 0.1208515311490827 0.03255276816780753
-1374 XGBoost_3_AutoML_20190416_020809 heat_type_district 8.756043531068585e+19 0.10574785044741747 0.028484415771383394
-1375 XGBoost_3_AutoML_20190416_020809 floor 7.668573754639988e+19 0.0926143397612476 0.024946751626533578
-1376 XGBoost_3_AutoML_20190416_020809 heat_type_individual 6.510214945131463e+19 0.07862469321395515 0.02117847731115237
-1377 XGBoost_3_AutoML_20190416_020809 heat_fuel_gas 5.770909483879996e+19 0.06969600720708716 0.01877343169144756
-1378 XGBoost_3_AutoML_20190416_020809 total_household_count_of_area_type 4.5264641915724235e+19 0.05466668326711426 0.014725108155246082
-1379 XGBoost_3_AutoML_20190416_020809 front_door_structure_stairway 2.2444238498814755e+19 0.027106192057603666 0.007301368692422524
-1380 XGBoost_3_AutoML_20190416_020809 front_door_structure_corridor 1.1824823145242558e+19 0.014280989182995373 0.0038467508492509824
-1381 XGBoost_3_AutoML_20190416_020809 front_door_structure_mixed 1.1634848426683793e+19 0.014051554301183053 0.0037849498902872824
-1382 XGBoost_3_AutoML_20190416_020809 heat_type_central 6.877159358715658e+18 0.008305632752830411 0.0022372189654453513
-1383 XGBoost_grid_1_AutoML_20190416_022142_model_4 supply_area 1.2621511062816492e+21 1.0 0.2751538337195414
-1384 XGBoost_grid_1_AutoML_20190416_022142_model_4 exclusive_use_area 8.487698482412179e+20 0.6724787895973326 0.18503511705278292
-1385 XGBoost_grid_1_AutoML_20190416_022142_model_4 city 8.298262304648698e+20 0.6574697960766149 0.18090533494528568
-1386 XGBoost_grid_1_AutoML_20190416_022142_model_4 apartment_building_count_in_sites 2.9426458392587665e+20 0.2331452885960641 0.06415081997085591
-1387 XGBoost_grid_1_AutoML_20190416_022142_model_4 total_parking_capacity_in_site 2.9254690047268592e+20 0.23178437115548037 0.0637763583197035
-1388 XGBoost_grid_1_AutoML_20190416_022142_model_4 floor 2.5173807780703555e+20 0.19945161601820136 0.05487987678896599
-1389 XGBoost_grid_1_AutoML_20190416_022142_model_4 heat_type_district 1.9058800855255246e+20 0.15100252862276756 0.04154892465189927
-1390 XGBoost_grid_1_AutoML_20190416_022142_model_4 total_household_count_in_sites 1.627776651270281e+20 0.12896844467900362 0.03548616198227443
-1391 XGBoost_grid_1_AutoML_20190416_022142_model_4 total_household_count_of_area_type 1.2690779591678938e+20 0.10054881328010332 0.02766639144997076
-1392 XGBoost_grid_1_AutoML_20190416_022142_model_4 heat_fuel_cogeneration 1.1953000252566825e+20 0.09470340114648294 0.02605800389173439
-1393 XGBoost_grid_1_AutoML_20190416_022142_model_4 bathroom_count 5.37539184172246e+19 0.042589130691004125 0.011718562584412366
-1394 XGBoost_grid_1_AutoML_20190416_022142_model_4 heat_type_individual 3.5016689968526393e+19 0.02774365905496613 0.0076337741503817984
-1395 XGBoost_grid_1_AutoML_20190416_022142_model_4 room_count 2.954546513313163e+19 0.023408817681247234 0.006441025927836962
-1396 XGBoost_grid_1_AutoML_20190416_022142_model_4 front_door_structure_stairway 2.47664202508172e+19 0.019622389211209526 0.005399175618201268
-1397 XGBoost_grid_1_AutoML_20190416_022142_model_4 front_door_structure_mixed 2.2411642377097708e+19 0.017756703033065 0.004885824913767244
-1398 XGBoost_grid_1_AutoML_20190416_022142_model_4 heat_fuel_gas 1.6351073811656868e+19 0.012954925706025664 0.0035645974735647977
-1399 XGBoost_grid_1_AutoML_20190416_022142_model_4 front_door_structure_corridor 1.3163683061222605e+19 0.01042956187710628 0.002869733934500969
-1400 XGBoost_grid_1_AutoML_20190416_022142_model_4 heat_type_central 1.2965286083595076e+19 0.010272372316648645 0.0028264826243203614
-1401 XGBoost_grid_1_AutoML_20190416_021340_model_4 supply_area 5.974870738011978e+20 1.0 0.2504935394855415
-1402 XGBoost_grid_1_AutoML_20190416_021340_model_4 city 4.719177089908537e+20 0.7898375206488151 0.19784919616580612
-1403 XGBoost_grid_1_AutoML_20190416_021340_model_4 exclusive_use_area 3.791151628787458e+20 0.6345160916483508 0.1589421816575276
-1404 XGBoost_grid_1_AutoML_20190416_021340_model_4 apartment_building_count_in_sites 1.3955051717463219e+20 0.23356240376350784 0.05850587320947223
-1405 XGBoost_grid_1_AutoML_20190416_021340_model_4 total_parking_capacity_in_site 1.2662685750175308e+20 0.21193237988590477 0.05308769196921466
-1406 XGBoost_grid_1_AutoML_20190416_021340_model_4 bathroom_count 9.849286183347657e+19 0.1648451759916201 0.041292651601257925
-1407 XGBoost_grid_1_AutoML_20190416_021340_model_4 room_count 8.332246010039999e+19 0.13945483300635206 0.03493253471812624
-1408 XGBoost_grid_1_AutoML_20190416_021340_model_4 heat_type_individual 8.099554165230508e+19 0.135560324572402 0.03395698551594979
-1409 XGBoost_grid_1_AutoML_20190416_021340_model_4 total_household_count_in_sites 7.15585213120339e+19 0.11976580657516216 0.0300005607983531
-1410 XGBoost_grid_1_AutoML_20190416_021340_model_4 heat_fuel_cogeneration 6.764091300375639e+19 0.11320899810171053 0.028358122636109415
-1411 XGBoost_grid_1_AutoML_20190416_021340_model_4 floor 6.6385860063068684e+19 0.11110844564506392 0.027831947816368954
-1412 XGBoost_grid_1_AutoML_20190416_021340_model_4 heat_type_district 6.286731730106922e+19 0.10521954374863529 0.02635681593664943
-1413 XGBoost_grid_1_AutoML_20190416_021340_model_4 total_household_count_of_area_type 5.260035039978062e+19 0.08803596379941495 0.022052440174136444
-1414 XGBoost_grid_1_AutoML_20190416_021340_model_4 heat_fuel_gas 4.1147129199377514e+19 0.06886697805460544 0.017250733086571227
-1415 XGBoost_grid_1_AutoML_20190416_021340_model_4 front_door_structure_stairway 2.712240099025748e+19 0.045394121780251144 0.011370934236572818
-1416 XGBoost_grid_1_AutoML_20190416_021340_model_4 front_door_structure_corridor 9.468408098709307e+18 0.015847050947013015 0.003969583882124992
-1417 XGBoost_grid_1_AutoML_20190416_021340_model_4 heat_type_central 5.358026265024528e+18 0.008967601978293688 0.0022463263602403296
-1418 XGBoost_grid_1_AutoML_20190416_021340_model_4 front_door_structure_mixed 3.582345222736052e+18 0.005995686567652855 0.0015018807499772812
-1419 GBM_grid_1_AutoML_20190416_015849_model_11 supply_area 7.250339410604227e+20 1.0 0.22929535214592975
-1420 GBM_grid_1_AutoML_20190416_015849_model_11 city 6.507494577442484e+20 0.8975434402318779 0.2058025391942377
-1421 GBM_grid_1_AutoML_20190416_015849_model_11 exclusive_use_area 3.6456888792605996e+20 0.5028300983990452 0.11529660448198159
-1422 GBM_grid_1_AutoML_20190416_015849_model_11 room_count 2.5428357916673232e+20 0.3507195522389219 0.08041836323508639
-1423 GBM_grid_1_AutoML_20190416_015849_model_11 total_parking_capacity_in_site 2.141653729486276e+20 0.29538668580865723 0.06773079414171516
-1424 GBM_grid_1_AutoML_20190416_015849_model_11 apartment_building_count_in_sites 1.5889482337642086e+20 0.21915501382462718 0.050251226069463986
-1425 GBM_grid_1_AutoML_20190416_015849_model_11 bathroom_count 1.5658845260162584e+20 0.2159739616777142 0.04952182559724302
-1426 GBM_grid_1_AutoML_20190416_015849_model_11 total_household_count_in_sites 1.1984002082423597e+20 0.16528884240779118 0.03789996332568756
-1427 GBM_grid_1_AutoML_20190416_015849_model_11 heat_type_individual 9.47844378114067e+19 0.13073103539508307 0.02997601879731758
-1428 GBM_grid_1_AutoML_20190416_015849_model_11 floor 8.186427898355044e+19 0.11291096091834968 0.0258899585449083
-1429 GBM_grid_1_AutoML_20190416_015849_model_11 heat_fuel_gas 7.837225644201293e+19 0.10809460358143641 0.02478559019328014
-1430 GBM_grid_1_AutoML_20190416_015849_model_11 heat_fuel_cogeneration 7.42396496300401e+19 0.10239472309594004 0.023478634090168538
-1431 GBM_grid_1_AutoML_20190416_015849_model_11 heat_type_district 6.916833696487676e+19 0.09540013652838417 0.02187480790004562
-1432 GBM_grid_1_AutoML_20190416_015849_model_11 total_household_count_of_area_type 3.989291628557343e+19 0.055022136242651905 0.012616320105580192
-1433 GBM_grid_1_AutoML_20190416_015849_model_11 front_door_structure_stairway 3.870596269706366e+19 0.05338503552047916 0.012240940518991238
-1434 GBM_grid_1_AutoML_20190416_015849_model_11 front_door_structure_corridor 2.6205634792087618e+19 0.036144011070377874 0.008287653746348678
-1435 GBM_grid_1_AutoML_20190416_015849_model_11 heat_type_central 1.1035133003452908e+19 0.015220160572501066 0.0034899120781892276
-1436 GBM_grid_1_AutoML_20190416_015849_model_11 front_door_structure_mixed 3.615743987941376e+18 0.004986999619153068 0.0011434958338253202
-1437 GBM_grid_1_AutoML_20190416_015849_model_6 city 3.13386568876529e+20 1.0 0.1722129584283133
-1438 GBM_grid_1_AutoML_20190416_015849_model_6 exclusive_use_area 2.6401988657208413e+20 0.8424735224568771 0.14508485769982085
-1439 GBM_grid_1_AutoML_20190416_015849_model_6 supply_area 2.5835020648494557e+20 0.8243818725579551 0.1419692411478782
-1440 GBM_grid_1_AutoML_20190416_015849_model_6 total_parking_capacity_in_site 2.038479956382287e+20 0.6504681945017965 0.11201905213867788
-1441 GBM_grid_1_AutoML_20190416_015849_model_6 total_household_count_in_sites 1.3700349409084257e+20 0.43717091827512394 0.07528649717498147
-1442 GBM_grid_1_AutoML_20190416_015849_model_6 bathroom_count 1.1405957153766873e+20 0.3639580724424951 0.06267829639918845
-1443 GBM_grid_1_AutoML_20190416_015849_model_6 room_count 9.973965524281642e+19 0.3182639753847038 0.054809180762155726
-1444 GBM_grid_1_AutoML_20190416_015849_model_6 total_household_count_of_area_type 7.9341093311851e+19 0.25317324094738264 0.04359971281843295
-1445 GBM_grid_1_AutoML_20190416_015849_model_6 floor 6.44932882903639e+19 0.2057946788261164 0.03544051046945007
-1446 GBM_grid_1_AutoML_20190416_015849_model_6 heat_fuel_cogeneration 6.350695159345814e+19 0.20264733048747602 0.03489849630084837
-1447 GBM_grid_1_AutoML_20190416_015849_model_6 heat_fuel_gas 6.120100303112818e+19 0.19528917033850524 0.033631325773004796
-1448 GBM_grid_1_AutoML_20190416_015849_model_6 apartment_building_count_in_sites 6.0147604921021104e+19 0.19192783256999957 0.03305245985161361
-1449 GBM_grid_1_AutoML_20190416_015849_model_6 heat_type_individual 4.762394757832691e+19 0.15196550301774495 0.026170428853732632
-1450 GBM_grid_1_AutoML_20190416_015849_model_6 front_door_structure_stairway 1.9031822798151483e+19 0.06072954200423892 0.010458414092546504
-1451 GBM_grid_1_AutoML_20190416_015849_model_6 front_door_structure_corridor 1.3096180743858553e+19 0.04178922150622961 0.007196645466003895
-1452 GBM_grid_1_AutoML_20190416_015849_model_6 heat_type_district 1.2248977347843195e+19 0.03908584018694548 0.006731088171250139
-1453 GBM_grid_1_AutoML_20190416_015849_model_6 heat_type_central 4.5371440778665e+18 0.014477787271266519 0.0024932625774805846
-1454 GBM_grid_1_AutoML_20190416_015849_model_6 front_door_structure_mixed 4.1264407507642614e+18 0.013167254632377163 0.0022675718746205838
-1455 GBM_grid_1_AutoML_20190416_020809_model_1 supply_area 6.618927705972466e+20 1.0 0.30478842669730877
-1456 GBM_grid_1_AutoML_20190416_020809_model_1 city 4.3800964999954406e+20 0.6617531864025561 0.20169471254556598
-1457 GBM_grid_1_AutoML_20190416_020809_model_1 exclusive_use_area 2.824971003120226e+20 0.426801912426263 0.13008428339980324
-1458 GBM_grid_1_AutoML_20190416_020809_model_1 total_household_count_in_sites 1.1627837720642768e+20 0.1756755510435717 0.05354387481175297
-1459 GBM_grid_1_AutoML_20190416_020809_model_1 apartment_building_count_in_sites 1.1524839869399224e+20 0.17411944020781492 0.05306959023835603
-1460 GBM_grid_1_AutoML_20190416_020809_model_1 total_parking_capacity_in_site 1.0962663972163866e+20 0.1656259814149641 0.0504808822956646
-1461 GBM_grid_1_AutoML_20190416_020809_model_1 heat_type_individual 8.450987988183994e+19 0.127679110025003 0.038915115066633255
-1462 GBM_grid_1_AutoML_20190416_020809_model_1 heat_fuel_gas 7.423613119283121e+19 0.11215733800181202 0.03418425859213056
-1463 GBM_grid_1_AutoML_20190416_020809_model_1 room_count 6.925587128458727e+19 0.10463306801507369 0.03189094818082681
-1464 GBM_grid_1_AutoML_20190416_020809_model_1 floor 5.113443311911803e+19 0.07725485968516899 0.023546387138164003
-1465 GBM_grid_1_AutoML_20190416_020809_model_1 total_household_count_of_area_type 4.3680865784657084e+19 0.06599387049543157 0.02011416795996853
-1466 GBM_grid_1_AutoML_20190416_020809_model_1 heat_fuel_cogeneration 3.990330007338615e+19 0.06028665343690059 0.01837467425187883
-1467 GBM_grid_1_AutoML_20190416_020809_model_1 bathroom_count 2.323173071686048e+19 0.03509893407038993 0.010697748894066713
-1468 GBM_grid_1_AutoML_20190416_020809_model_1 heat_type_district 1.9975414881015824e+19 0.03017923109054565 0.009198280363021914
-1469 GBM_grid_1_AutoML_20190416_020809_model_1 front_door_structure_stairway 1.9898132407722705e+19 0.030062471281818045 0.009162693324618349
-1470 GBM_grid_1_AutoML_20190416_020809_model_1 front_door_structure_corridor 1.6666805172642513e+19 0.025180521548231343 0.007674731546103112
-1471 GBM_grid_1_AutoML_20190416_020809_model_1 heat_type_central 3.946716504233345e+18 0.00596277324599285 0.0018173842763989656
-1472 GBM_grid_1_AutoML_20190416_020809_model_1 front_door_structure_mixed 1.654448203015127e+18 0.0024995713452531996 0.0007618404177373982
-1473 XGBoost_grid_1_AutoML_20190416_022142_model_17 supply_area 8.151869280323811e+20 1.0 0.302734832980139
-1474 XGBoost_grid_1_AutoML_20190416_022142_model_17 city 6.275493050013377e+20 0.7698225810809493 0.23305211050788066
-1475 XGBoost_grid_1_AutoML_20190416_022142_model_17 exclusive_use_area 4.9336518742253135e+20 0.6052172458326438 0.18322034183384514
-1476 XGBoost_grid_1_AutoML_20190416_022142_model_17 apartment_building_count_in_sites 1.6876898315161672e+20 0.20703102239258775 0.06267550198572747
-1477 XGBoost_grid_1_AutoML_20190416_022142_model_17 heat_fuel_cogeneration 1.312959468232434e+20 0.16106238006067244 0.048759192727051336
-1478 XGBoost_grid_1_AutoML_20190416_022142_model_17 total_parking_capacity_in_site 9.696870122286744e+19 0.11895271855857778 0.03601113138536452
-1479 XGBoost_grid_1_AutoML_20190416_022142_model_17 bathroom_count 7.080279618393788e+19 0.08685467559549166 0.026293935709945322
-1480 XGBoost_grid_1_AutoML_20190416_022142_model_17 heat_type_individual 6.640892341897291e+19 0.08146465692140613 0.024662189306886205
-1481 XGBoost_grid_1_AutoML_20190416_022142_model_17 total_household_count_in_sites 6.377099271379878e+19 0.07822867433328819 0.023682544658545683
-1482 XGBoost_grid_1_AutoML_20190416_022142_model_17 floor 4.067378944361995e+19 0.049895046209578436 0.015104968480793044
-1483 XGBoost_grid_1_AutoML_20190416_022142_model_17 room_count 2.9052430925097337e+19 0.03563898036886002 0.01078916076954929
-1484 XGBoost_grid_1_AutoML_20190416_022142_model_17 total_household_count_of_area_type 2.8737112980483736e+19 0.035252175902582956 0.010672061584054933
-1485 XGBoost_grid_1_AutoML_20190416_022142_model_17 front_door_structure_stairway 1.738404519474312e+19 0.021325225659227676 0.006455888628210065
-1486 XGBoost_grid_1_AutoML_20190416_022142_model_17 heat_type_district 1.466189849595111e+19 0.017985934258465813 0.005444968803728408
-1487 XGBoost_grid_1_AutoML_20190416_022142_model_17 heat_fuel_gas 1.3499810362903495e+19 0.01656038621164844 0.0050134057538699876
-1488 XGBoost_grid_1_AutoML_20190416_022142_model_17 front_door_structure_corridor 6.315300670584914e+18 0.0077470583168306835 0.0023453044056331333
-1489 XGBoost_grid_1_AutoML_20190416_022142_model_17 heat_type_central 4.995715743195595e+18 0.006128306982612892 0.0018552519908323335
-1490 XGBoost_grid_1_AutoML_20190416_022142_model_17 front_door_structure_mixed 3.3045563587575153e+18 0.004053740614724689 0.0012272084879434845
-1491 GBM_grid_1_AutoML_20190416_022142_model_38 supply_area 4.364130746735203e+21 1.0 0.17287070069403654
-1492 GBM_grid_1_AutoML_20190416_022142_model_38 exclusive_use_area 3.424121136636947e+21 0.7846055343778425 0.1356353084963166
-1493 GBM_grid_1_AutoML_20190416_022142_model_38 city 2.923857349378958e+21 0.6699747370232411 0.11581900223651055
-1494 GBM_grid_1_AutoML_20190416_022142_model_38 total_parking_capacity_in_site 2.180451536588631e+21 0.4996302043012396 0.08637142350545993
-1495 GBM_grid_1_AutoML_20190416_022142_model_38 total_household_count_in_sites 2.1168205996659782e+21 0.48504976649692894 0.08385089300580291
-1496 GBM_grid_1_AutoML_20190416_022142_model_38 apartment_building_count_in_sites 1.9684382509431888e+21 0.4510493303656801 0.0779732137878911
-1497 GBM_grid_1_AutoML_20190416_022142_model_38 room_count 1.4711070107300602e+21 0.3370904989110586 0.058273070744057055
-1498 GBM_grid_1_AutoML_20190416_022142_model_38 bathroom_count 1.2520688133533619e+21 0.28689993174242817 0.04959659222938482
-1499 GBM_grid_1_AutoML_20190416_022142_model_38 total_household_count_of_area_type 1.2440828053141271e+21 0.2850700122228975 0.049280252759829855
-1500 GBM_grid_1_AutoML_20190416_022142_model_38 floor 1.0779789327951232e+21 0.24700885361914443 0.0427005936027722
-1501 GBM_grid_1_AutoML_20190416_022142_model_38 heat_fuel_gas 7.032871139910133e+20 0.16115170575884805 0.027858408292571267
-1502 GBM_grid_1_AutoML_20190416_022142_model_38 heat_type_district 5.133140227094573e+20 0.1176211375182713 0.02033324845921319
-1503 GBM_grid_1_AutoML_20190416_022142_model_38 heat_type_individual 5.093687638827645e+20 0.11671711812571661 0.020176969993381262
-1504 GBM_grid_1_AutoML_20190416_022142_model_38 heat_fuel_cogeneration 4.9874994446449456e+20 0.11428391434826016 0.019756340351440988
-1505 GBM_grid_1_AutoML_20190416_022142_model_38 front_door_structure_stairway 3.8386199207036636e+20 0.08795840783586346 0.015205431594517552
-1506 GBM_grid_1_AutoML_20190416_022142_model_38 front_door_structure_corridor 3.325166638249479e+20 0.07619310307641514 0.013171555116872836
-1507 GBM_grid_1_AutoML_20190416_022142_model_38 heat_type_central 1.5303873648595567e+20 0.035067404110301605 0.006062126720068776
-1508 GBM_grid_1_AutoML_20190416_022142_model_38 front_door_structure_mixed 1.2786289328932677e+20 0.029298593628291437 0.005064868409872575
-1509 GBM_grid_1_AutoML_20190416_022142_model_14 exclusive_use_area 1.5362337760476974e+20 1.0 0.2965614964954262
-1510 GBM_grid_1_AutoML_20190416_022142_model_14 city 9.501268762923998e+19 0.6184780539956699 0.18341677724253488
-1511 GBM_grid_1_AutoML_20190416_022142_model_14 total_household_count_in_sites 4.212734381553982e+19 0.2742248248435324 0.08132452443179408
-1512 GBM_grid_1_AutoML_20190416_022142_model_14 heat_fuel_gas 3.922261001681607e+19 0.2553166752896486 0.07571709530413498
-1513 GBM_grid_1_AutoML_20190416_022142_model_14 front_door_structure_corridor 3.685509979844693e+19 0.23990554284820415 0.07114674680461101
-1514 GBM_grid_1_AutoML_20190416_022142_model_14 supply_area 3.1943572561078518e+19 0.20793432001775441 0.0616653131172241
-1515 GBM_grid_1_AutoML_20190416_022142_model_14 total_parking_capacity_in_site 2.8919992550508462e+19 0.1882525498489661 0.05582845790228921
-1516 GBM_grid_1_AutoML_20190416_022142_model_14 total_household_count_of_area_type 2.3446157474509357e+19 0.1526210257844337 0.045261519803298685
-1517 GBM_grid_1_AutoML_20190416_022142_model_14 floor 2.0559145604202103e+19 0.1338282358111867 0.039688301885508315
-1518 GBM_grid_1_AutoML_20190416_022142_model_14 apartment_building_count_in_sites 1.99412838410664e+19 0.12980631041956248 0.038495553672575275
-1519 GBM_grid_1_AutoML_20190416_022142_model_14 heat_type_district 7.179226538947117e+18 0.04673264350050467 0.013859102691696917
-1520 GBM_grid_1_AutoML_20190416_022142_model_14 heat_fuel_cogeneration 6.122773985538081e+18 0.03985574383926303 0.011819679036910209
-1521 GBM_grid_1_AutoML_20190416_022142_model_14 bathroom_count 3.9588520889470157e+18 0.025769854501780595 0.007642346615517448
-1522 GBM_grid_1_AutoML_20190416_022142_model_14 heat_type_individual 3.7044825477622006e+18 0.02411405481067344 0.0071513001812260465
-1523 GBM_grid_1_AutoML_20190416_022142_model_14 front_door_structure_stairway 2.3315418944897024e+18 0.015176999300771214 0.004500913624946748
-1524 GBM_grid_1_AutoML_20190416_022142_model_14 heat_type_central 1.8799598245783798e+18 0.012237459258414393 0.0036291592309771804
-1525 GBM_grid_1_AutoML_20190416_022142_model_14 room_count 1.187141742437073e+18 0.007727611259083619 0.0022917119593287424
-1526 GBM_grid_1_AutoML_20190416_022142_model_14 front_door_structure_mixed 0.0 0.0 0.0
-1527 GBM_grid_1_AutoML_20190416_020809_model_4 supply_area 1.4804033903389993e+20 1.0 0.30652195180708497
-1528 GBM_grid_1_AutoML_20190416_020809_model_4 city 8.878568708821431e+19 0.5997398254261169 0.18383342186605375
-1529 GBM_grid_1_AutoML_20190416_020809_model_4 exclusive_use_area 8.174683354951791e+19 0.5521929636407994 0.1692592649893165
-1530 GBM_grid_1_AutoML_20190416_020809_model_4 total_parking_capacity_in_site 2.6455657139174113e+19 0.17870573190943587 0.05477722974399394
-1531 GBM_grid_1_AutoML_20190416_020809_model_4 total_household_count_in_sites 2.5314531195310047e+19 0.1709975224355116 0.05241449433110881
-1532 GBM_grid_1_AutoML_20190416_020809_model_4 heat_type_district 2.2009060592634036e+19 0.14866934739722634 0.045570418538083385
-1533 GBM_grid_1_AutoML_20190416_020809_model_4 apartment_building_count_in_sites 2.1505288554042884e+19 0.14526640977982605 0.044527343457720095
-1534 GBM_grid_1_AutoML_20190416_020809_model_4 heat_fuel_cogeneration 1.376985591624342e+19 0.09301421495049565 0.028510898712429667
-1535 GBM_grid_1_AutoML_20190416_020809_model_4 floor 1.3402826840263885e+19 0.09053496450852329 0.027750954027937723
-1536 GBM_grid_1_AutoML_20190416_020809_model_4 bathroom_count 1.3291099966207427e+19 0.08978025890067627 0.0275196201919807
-1537 GBM_grid_1_AutoML_20190416_020809_model_4 total_household_count_of_area_type 1.0658871328334938e+19 0.07199977653316608 0.022069512032620017
-1538 GBM_grid_1_AutoML_20190416_020809_model_4 heat_type_individual 6.227876851793002e+18 0.04206878268744625 0.012895005379504129
-1539 GBM_grid_1_AutoML_20190416_020809_model_4 room_count 5.074132362732765e+18 0.03427533600534942 0.010506142891203359
-1540 GBM_grid_1_AutoML_20190416_020809_model_4 front_door_structure_stairway 2.8940795310505984e+18 0.019549263058549735 0.005992278269096808
-1541 GBM_grid_1_AutoML_20190416_020809_model_4 heat_type_central 1.9068949732408689e+18 0.012880914659376772 0.00394828310245266
-1542 GBM_grid_1_AutoML_20190416_020809_model_4 front_door_structure_corridor 1.14657120648115e+18 0.00774499176348546 0.00237400999207336
-1543 GBM_grid_1_AutoML_20190416_020809_model_4 front_door_structure_mixed 7.38540723426558e+17 0.0049887802760127335 0.0015291706673401112
-1544 GBM_grid_1_AutoML_20190416_020809_model_4 heat_fuel_gas 0.0 0.0 0.0
-1545 GBM_grid_1_AutoML_20190416_015849_model_9 supply_area 7.163329162115988e+20 1.0 0.3747607999901005
-1546 GBM_grid_1_AutoML_20190416_015849_model_9 city 3.756479541156239e+20 0.5244041501014323 0.19652611881014145
-1547 GBM_grid_1_AutoML_20190416_015849_model_9 exclusive_use_area 2.772239480983252e+20 0.3870043408928532 0.1450340563926472
-1548 GBM_grid_1_AutoML_20190416_015849_model_9 apartment_building_count_in_sites 1.0191358324497606e+20 0.14227125535980764 0.05331768947423738
-1549 GBM_grid_1_AutoML_20190416_015849_model_9 total_parking_capacity_in_site 8.53385773976482e+19 0.11913256457482109 0.044646215204932255
-1550 GBM_grid_1_AutoML_20190416_015849_model_9 heat_type_district 7.365051370769167e+19 0.102816039917864 0.03853142137143282
-1551 GBM_grid_1_AutoML_20190416_015849_model_9 total_household_count_in_sites 5.8549055751723155e+19 0.08173442044428998 0.030630856792429335
-1552 GBM_grid_1_AutoML_20190416_015849_model_9 heat_fuel_cogeneration 5.526431314225398e+19 0.07714892320532338 0.028912392178801816
-1553 GBM_grid_1_AutoML_20190416_015849_model_9 floor 4.81876803840272e+19 0.06726995129425682 0.025210140762330777
-1554 GBM_grid_1_AutoML_20190416_015849_model_9 heat_type_individual 4.150278602659096e+19 0.05793784577998003 0.021712833434208382
-1555 GBM_grid_1_AutoML_20190416_015849_model_9 total_household_count_of_area_type 3.408171145975405e+19 0.04757803346521996 0.017830381883381603
-1556 GBM_grid_1_AutoML_20190416_015849_model_9 front_door_structure_stairway 1.3284114768836166e+19 0.01854461028971081 0.006949792987676672
-1557 GBM_grid_1_AutoML_20190416_015849_model_9 bathroom_count 1.2627982304472465e+19 0.017628650057373973 0.006606526998247
-1558 GBM_grid_1_AutoML_20190416_015849_model_9 front_door_structure_corridor 1.0749710779998536e+19 0.015006584978461553 0.005623879791647676
-1559 GBM_grid_1_AutoML_20190416_015849_model_9 front_door_structure_mixed 2.611355784008696e+18 0.0036454499366287995 0.00136617173457487
-1560 GBM_grid_1_AutoML_20190416_015849_model_9 heat_type_central 2.3921719893022474e+18 0.0033394695890194438 0.0012515022947235388
-1561 GBM_grid_1_AutoML_20190416_015849_model_9 room_count 2.08197886838571e+18 0.0029064403174385344 0.0010892198984867466
-1562 GBM_grid_1_AutoML_20190416_015849_model_9 heat_fuel_gas 0.0 0.0 0.0
-1563 GBM_grid_1_AutoML_20190416_022142_model_10 supply_area 3.1538570267736995e+21 1.0 0.23678048877278532
-1564 GBM_grid_1_AutoML_20190416_022142_model_10 city 2.659844517273478e+21 0.8433624272418012 0.19969176773491631
-1565 GBM_grid_1_AutoML_20190416_022142_model_10 exclusive_use_area 2.5078578814739085e+21 0.7951717088581441 0.18828114588172232
-1566 GBM_grid_1_AutoML_20190416_022142_model_10 apartment_building_count_in_sites 8.686405742221066e+20 0.2754216715748525 0.06521447801411112
-1567 GBM_grid_1_AutoML_20190416_022142_model_10 total_parking_capacity_in_site 5.884325515659974e+20 0.18657553166509458 0.04417744558070338
-1568 GBM_grid_1_AutoML_20190416_022142_model_10 total_household_count_in_sites 5.7302879828113464e+20 0.1816914316078956 0.04302098598194462
-1569 GBM_grid_1_AutoML_20190416_022142_model_10 bathroom_count 5.324320494182497e+20 0.16881933610126632 0.03997312491635496
-1570 GBM_grid_1_AutoML_20190416_022142_model_10 room_count 4.099946214893929e+20 0.12999784644924284 0.030780953621661212
-1571 GBM_grid_1_AutoML_20190416_022142_model_10 heat_fuel_gas 3.988744599532292e+20 0.1264719537274858 0.02994609101964317
-1572 GBM_grid_1_AutoML_20190416_022142_model_10 floor 3.42327966719407e+20 0.10854263963563314 0.025700779265613514
-1573 GBM_grid_1_AutoML_20190416_022142_model_10 heat_type_individual 2.7652112267366472e+20 0.08767712687234192 0.02076023295502663
-1574 GBM_grid_1_AutoML_20190416_022142_model_10 heat_fuel_cogeneration 2.7326336647758768e+20 0.08664418334686777 0.020515652082190177
-1575 GBM_grid_1_AutoML_20190416_022142_model_10 total_household_count_of_area_type 2.6568278795793256e+20 0.08424059356606854 0.019946528919083262
-1576 GBM_grid_1_AutoML_20190416_022142_model_10 heat_type_district 2.601050798194342e+20 0.08247205805822905 0.019527774217125003
-1577 GBM_grid_1_AutoML_20190416_022142_model_10 front_door_structure_stairway 1.0941671216557064e+20 0.034692984252840606 0.008214621768374142
-1578 GBM_grid_1_AutoML_20190416_022142_model_10 front_door_structure_corridor 6.2397025391543845e+19 0.019784354478292288 0.004684549123424093
-1579 GBM_grid_1_AutoML_20190416_022142_model_10 heat_type_central 2.422907792320679e+19 0.007682364075962063 0.0018190339208367845
-1580 GBM_grid_1_AutoML_20190416_022142_model_10 front_door_structure_mixed 1.2844851077446631e+19 0.00407274361786353 0.0009643462244839686
-1581 XGBoost_grid_1_AutoML_20190416_021340_model_9 supply_area 4.466805922102321e+20 1.0 0.2471254641630362
-1582 XGBoost_grid_1_AutoML_20190416_021340_model_9 city 4.2314646940745413e+20 0.947313307958315 0.2341052409370199
-1583 XGBoost_grid_1_AutoML_20190416_021340_model_9 exclusive_use_area 3.379215463277459e+20 0.7565171897343185 0.1869546616604092
-1584 XGBoost_grid_1_AutoML_20190416_021340_model_9 total_parking_capacity_in_site 1.2051537605038807e+20 0.2698021318859249 0.0666749770744859
-1585 XGBoost_grid_1_AutoML_20190416_021340_model_9 apartment_building_count_in_sites 1.185503640535989e+20 0.26540298844639004 0.06558783671007108
-1586 XGBoost_grid_1_AutoML_20190416_021340_model_9 total_household_count_in_sites 8.682208246630869e+19 0.19437173671840552 0.04803420565671143
-1587 XGBoost_grid_1_AutoML_20190416_021340_model_9 total_household_count_of_area_type 6.8561103081135145e+19 0.153490221596345 0.03793134225648405
-1588 XGBoost_grid_1_AutoML_20190416_021340_model_9 floor 4.3786586026691e+19 0.09802661407344661 0.024224872503231312
-1589 XGBoost_grid_1_AutoML_20190416_021340_model_9 heat_fuel_cogeneration 4.363233773945356e+19 0.09768129285303226 0.024139534836351072
-1590 XGBoost_grid_1_AutoML_20190416_021340_model_9 heat_type_individual 2.6982785003762483e+19 0.060407336862898495 0.01492819116109668
-1591 XGBoost_grid_1_AutoML_20190416_021340_model_9 room_count 2.1885172020462748e+19 0.048995126276187975 0.012107943322729527
-1592 XGBoost_grid_1_AutoML_20190416_021340_model_9 heat_type_district 1.900404913443386e+19 0.04254505224952672 0.010513965785004919
-1593 XGBoost_grid_1_AutoML_20190416_021340_model_9 bathroom_count 1.863090347526901e+19 0.04170967756418729 0.010307523428140362
-1594 XGBoost_grid_1_AutoML_20190416_021340_model_9 heat_fuel_gas 1.2860395972840129e+19 0.02879103367622323 0.007114997560970273
-1595 XGBoost_grid_1_AutoML_20190416_021340_model_9 front_door_structure_stairway 7.577715391376392e+18 0.01696450556286965 0.004192361311520573
-1596 XGBoost_grid_1_AutoML_20190416_021340_model_9 front_door_structure_corridor 5.336907395434021e+18 0.011947927643389044 0.002952637164658889
-1597 XGBoost_grid_1_AutoML_20190416_021340_model_9 heat_type_central 4.308044337544954e+18 0.009644574697611565 0.002383419998802333
-1598 XGBoost_grid_1_AutoML_20190416_021340_model_9 front_door_structure_mixed 1.3028940660017725e+18 0.0029168360764341423 0.0007208244692762769
-1599 GBM_grid_1_AutoML_20190416_022142_model_44 supply_area 6.078077760347591e+20 1.0 0.3058106416810628
-1600 GBM_grid_1_AutoML_20190416_022142_model_44 city 3.940894557178922e+20 0.648378436828941 0.19828102581882293
-1601 GBM_grid_1_AutoML_20190416_022142_model_44 exclusive_use_area 3.281963395917881e+20 0.5399673260728722 0.16512775447315275
-1602 GBM_grid_1_AutoML_20190416_022142_model_44 apartment_building_count_in_sites 1.1541483836615845e+20 0.189887071072217 0.05806948705153226
-1603 GBM_grid_1_AutoML_20190416_022142_model_44 total_parking_capacity_in_site 1.1297736182486742e+20 0.18587679572300586 0.05684310217367226
-1604 GBM_grid_1_AutoML_20190416_022142_model_44 heat_type_district 7.639983813489905e+19 0.12569736871962942 0.03843959298577102
-1605 GBM_grid_1_AutoML_20190416_022142_model_44 total_household_count_of_area_type 7.3745062911587385e+19 0.12132958119208083 0.03710387707924485
-1606 GBM_grid_1_AutoML_20190416_022142_model_44 total_household_count_in_sites 6.401148669311897e+19 0.10531534675439608 0.0322065537698255
-1607 GBM_grid_1_AutoML_20190416_022142_model_44 floor 5.997226360271641e+19 0.09866978667822561 0.030174270778601756
-1608 GBM_grid_1_AutoML_20190416_022142_model_44 heat_fuel_cogeneration 5.2405037552269e+19 0.08621975502543107 0.026366918609911114
-1609 GBM_grid_1_AutoML_20190416_022142_model_44 heat_type_individual 3.719031670450002e+19 0.0611876290019251 0.018711828088021524
-1610 GBM_grid_1_AutoML_20190416_022142_model_44 bathroom_count 2.7852215027333333e+19 0.045824051822825854 0.01401348269236465
-1611 GBM_grid_1_AutoML_20190416_022142_model_44 room_count 1.5625802956626985e+19 0.025708461741913255 0.007861921181927547
-1612 GBM_grid_1_AutoML_20190416_022142_model_44 front_door_structure_stairway 1.0224991945386623e+19 0.016822739603782035 0.005144572793066012
-1613 GBM_grid_1_AutoML_20190416_022142_model_44 front_door_structure_corridor 6.308215967411339e+18 0.010378636496829859 0.0031738974868700367
-1614 GBM_grid_1_AutoML_20190416_022142_model_44 heat_type_central 3.8849440168395407e+18 0.0063917313499743215 0.001954659465588613
-1615 GBM_grid_1_AutoML_20190416_022142_model_44 front_door_structure_mixed 1.4238939462489866e+18 0.002342671486597693 0.0007164138705643698
-1616 GBM_grid_1_AutoML_20190416_022142_model_44 heat_fuel_gas 0.0 0.0 0.0
-1617 XGBoost_grid_1_AutoML_20190416_020809_model_6 supply_area 4.02468789852708e+20 1.0 0.23586783743966896
-1618 XGBoost_grid_1_AutoML_20190416_020809_model_6 exclusive_use_area 3.326278112563765e+20 0.8264685850003641 0.1949373578558591
-1619 XGBoost_grid_1_AutoML_20190416_020809_model_6 city 3.205536958397683e+20 0.7964684564909535 0.18786129242143226
-1620 XGBoost_grid_1_AutoML_20190416_020809_model_6 total_parking_capacity_in_site 1.1452951160347322e+20 0.28456743601258555 0.06712030573803993
-1621 XGBoost_grid_1_AutoML_20190416_020809_model_6 apartment_building_count_in_sites 1.103971071016399e+20 0.2742997963694081 0.06469849977979385
-1622 XGBoost_grid_1_AutoML_20190416_020809_model_6 total_household_count_in_sites 9.079971971141625e+19 0.2256068594651683 0.05321340205360456
-1623 XGBoost_grid_1_AutoML_20190416_020809_model_6 total_household_count_of_area_type 7.390730684738201e+19 0.1836348773141638 0.04331356139059074
-1624 XGBoost_grid_1_AutoML_20190416_020809_model_6 bathroom_count 5.738292691344346e+19 0.142577333597579 0.03362940734357521
-1625 XGBoost_grid_1_AutoML_20190416_020809_model_6 floor 4.332637443976908e+19 0.10765151368786953 0.025391529730664705
-1626 XGBoost_grid_1_AutoML_20190416_020809_model_6 heat_type_individual 3.81922268841016e+19 0.09489487842791204 0.022382649758891905
-1627 XGBoost_grid_1_AutoML_20190416_020809_model_6 heat_fuel_cogeneration 3.4066546995383763e+19 0.08464394719364733 0.019964784776923133
-1628 XGBoost_grid_1_AutoML_20190416_020809_model_6 room_count 3.1194893103493284e+19 0.07750885010216498 0.018281844856033118
-1629 XGBoost_grid_1_AutoML_20190416_020809_model_6 heat_type_district 1.786216012950012e+19 0.04438147896147961 0.01046816346501836
-1630 XGBoost_grid_1_AutoML_20190416_020809_model_6 heat_fuel_gas 1.6769837108746519e+19 0.041667422497242076 0.009828004836109499
-1631 XGBoost_grid_1_AutoML_20190416_020809_model_6 front_door_structure_corridor 6.987595955876921e+18 0.017361833096261155 0.00409509802640359
-1632 XGBoost_grid_1_AutoML_20190416_020809_model_6 heat_type_central 6.431847253861728e+18 0.0159809839073872 0.00376940011439357
-1633 XGBoost_grid_1_AutoML_20190416_020809_model_6 front_door_structure_stairway 6.187235603495518e+18 0.015373205971473883 0.00362604484700615
-1634 XGBoost_grid_1_AutoML_20190416_020809_model_6 front_door_structure_mixed 2.646205904562684e+18 0.006574934432881414 0.0015508155659913554
-1635 GBM_grid_1_AutoML_20190416_022142_model_32 supply_area 4.037022483850262e+21 1.0 0.17886540845789153
-1636 GBM_grid_1_AutoML_20190416_022142_model_32 exclusive_use_area 3.1950407565161424e+21 0.7914349670574315 0.14156033865058543
-1637 GBM_grid_1_AutoML_20190416_022142_model_32 total_parking_capacity_in_site 2.1499098127656645e+21 0.5325483871754941 0.09525448479573613
-1638 GBM_grid_1_AutoML_20190416_022142_model_32 total_household_count_in_sites 1.982413483536873e+21 0.49105832119274445 0.08783334719678673
-1639 GBM_grid_1_AutoML_20190416_022142_model_32 city 1.7754013045401374e+21 0.4397798901647111 0.07866140968587773
-1640 GBM_grid_1_AutoML_20190416_022142_model_32 total_household_count_of_area_type 1.75029261071764e+21 0.43356028303521343 0.07754893711621252
-1641 GBM_grid_1_AutoML_20190416_022142_model_32 apartment_building_count_in_sites 1.6366401927337833e+21 0.40540774773512217 0.07251342239063648
-1642 GBM_grid_1_AutoML_20190416_022142_model_32 floor 1.4618297362351653e+21 0.3621059189249208 0.06476822309352612
-1643 GBM_grid_1_AutoML_20190416_022142_model_32 room_count 1.1778126886410912e+21 0.2917528186560325 0.0521844870776524
-1644 GBM_grid_1_AutoML_20190416_022142_model_32 bathroom_count 9.555284514642214e+20 0.23669138710193596 0.0423359016324527
-1645 GBM_grid_1_AutoML_20190416_022142_model_32 heat_fuel_cogeneration 4.9030551924131444e+20 0.12145226369254486 0.021723608753502585
-1646 GBM_grid_1_AutoML_20190416_022142_model_32 heat_fuel_gas 4.5046913984364125e+20 0.11158450111330856 0.019958607369201988
-1647 GBM_grid_1_AutoML_20190416_022142_model_32 heat_type_individual 4.3354862346240105e+20 0.10739316543238799 0.019208922400649996
-1648 GBM_grid_1_AutoML_20190416_022142_model_32 heat_type_district 3.2470481842755286e+20 0.08043175873468743 0.014386459379066453
-1649 GBM_grid_1_AutoML_20190416_022142_model_32 front_door_structure_corridor 2.884018647812727e+20 0.07143925156102002 0.01277801091038791
-1650 GBM_grid_1_AutoML_20190416_022142_model_32 front_door_structure_stairway 2.1420092675662335e+20 0.05305913643372424 0.00949044411064108
-1651 GBM_grid_1_AutoML_20190416_022142_model_32 front_door_structure_mixed 1.3724838611667386e+20 0.03399742921069264 0.0060809640622887925
-1652 GBM_grid_1_AutoML_20190416_022142_model_32 heat_type_central 1.0939812602101472e+20 0.02709871606082252 0.004847022916903446
-1653 GBM_grid_1_AutoML_20190416_022142_model_23 city 4.0621933836426124e+20 1.0 0.24225899348114338
-1654 GBM_grid_1_AutoML_20190416_022142_model_23 supply_area 3.997210311300586e+20 0.9840029594347487 0.23838356653512857
-1655 GBM_grid_1_AutoML_20190416_022142_model_23 exclusive_use_area 2.863508973634705e+20 0.7049169508190587 0.17077247099322182
-1656 GBM_grid_1_AutoML_20190416_022142_model_23 apartment_building_count_in_sites 1.1289979787659759e+20 0.277928171345105 0.0673305990501199
-1657 GBM_grid_1_AutoML_20190416_022142_model_23 total_parking_capacity_in_site 8.128371925189866e+19 0.20009810359892488 0.04847556517536109
-1658 GBM_grid_1_AutoML_20190416_022142_model_23 room_count 6.486166866613397e+19 0.15967154327835525 0.038681867362195164
-1659 GBM_grid_1_AutoML_20190416_022142_model_23 heat_fuel_cogeneration 6.348830827429757e+19 0.15629070868449627 0.03786282977636066
-1660 GBM_grid_1_AutoML_20190416_022142_model_23 total_household_count_in_sites 5.997628781527407e+19 0.1476450827200469 0.035768349132198715
-1661 GBM_grid_1_AutoML_20190416_022142_model_23 heat_type_individual 5.5692317834575086e+19 0.1370991298908453 0.03321349721449672
-1662 GBM_grid_1_AutoML_20190416_022142_model_23 floor 3.4295164050100716e+19 0.08442523733163061 0.020452773020367482
-1663 GBM_grid_1_AutoML_20190416_022142_model_23 bathroom_count 3.137879521933184e+19 0.07724594143076995 0.01871352402152168
-1664 GBM_grid_1_AutoML_20190416_022142_model_23 heat_fuel_gas 2.2481243662159184e+19 0.05534262291077834 0.013407248122971628
-1665 GBM_grid_1_AutoML_20190416_022142_model_23 total_household_count_of_area_type 2.1889132461345997e+19 0.05388500840331185 0.013054127899509282
-1666 GBM_grid_1_AutoML_20190416_022142_model_23 front_door_structure_stairway 1.4118081144364728e+19 0.03475482285312792 0.008419668403014209
-1667 GBM_grid_1_AutoML_20190416_022142_model_23 heat_type_district 9.737019888886612e+18 0.023969858077399854 0.005806913691716743
-1668 GBM_grid_1_AutoML_20190416_022142_model_23 front_door_structure_corridor 8.8855272980113e+18 0.021873718109509478 0.005299104932900025
-1669 GBM_grid_1_AutoML_20190416_022142_model_23 front_door_structure_mixed 2.0045347668833075e+18 0.0049346118649964904 0.0011954541036341576
-1670 GBM_grid_1_AutoML_20190416_022142_model_23 heat_type_central 1.5148980497788436e+18 0.003729261280073324 0.0009034470841387638
-1671 XGBoost_grid_1_AutoML_20190416_020809_model_8 exclusive_use_area 8.919500799934695e+20 1.0 0.2344245425879374
-1672 XGBoost_grid_1_AutoML_20190416_020809_model_8 supply_area 8.217264361662998e+20 0.9212695358156324 0.21596818953378105
-1673 XGBoost_grid_1_AutoML_20190416_020809_model_8 city 5.816057982183455e+20 0.6520609294890178 0.1528590851349283
-1674 XGBoost_grid_1_AutoML_20190416_020809_model_8 apartment_building_count_in_sites 2.7776256805844707e+20 0.311410441333758 0.07300225026677393
-1675 XGBoost_grid_1_AutoML_20190416_020809_model_8 floor 2.4548120573410646e+20 0.2752185478092045 0.06451798218188914
-1676 XGBoost_grid_1_AutoML_20190416_020809_model_8 total_parking_capacity_in_site 2.4231440113987905e+20 0.27166811974685084 0.06368567470738051
-1677 XGBoost_grid_1_AutoML_20190416_020809_model_8 total_household_count_in_sites 1.6774045599452994e+20 0.18806036319404565 0.04408596462068553
-1678 XGBoost_grid_1_AutoML_20190416_020809_model_8 total_household_count_of_area_type 1.437580139225961e+20 0.16117271262944294 0.037782839435814244
-1679 XGBoost_grid_1_AutoML_20190416_020809_model_8 heat_fuel_cogeneration 1.4110833163714429e+20 0.1582020505432069 0.03708644333506503
-1680 XGBoost_grid_1_AutoML_20190416_020809_model_8 heat_type_district 7.256588506930925e+19 0.08135644213389223 0.019071946733819685
-1681 XGBoost_grid_1_AutoML_20190416_020809_model_8 heat_type_individual 6.70569799704306e+19 0.07518019390829761 0.017624082568625105
-1682 XGBoost_grid_1_AutoML_20190416_020809_model_8 bathroom_count 4.857790585681792e+19 0.05446258366519076 0.012767366263869616
-1683 XGBoost_grid_1_AutoML_20190416_020809_model_8 room_count 2.890357904092902e+19 0.03240492903049086 0.007596510665567394
-1684 XGBoost_grid_1_AutoML_20190416_020809_model_8 front_door_structure_stairway 2.026429177000467e+19 0.022719087339678288 0.005325911657619482
-1685 XGBoost_grid_1_AutoML_20190416_020809_model_8 front_door_structure_mixed 1.9697423157141963e+19 0.022083548843099134 0.0051769258362618885
-1686 XGBoost_grid_1_AutoML_20190416_020809_model_8 heat_fuel_gas 1.4714697044316914e+19 0.01649722038751838 0.0038673533433163914
-1687 XGBoost_grid_1_AutoML_20190416_020809_model_8 heat_type_central 1.0503291532516262e+19 0.011775649521319806 0.0027605012527112597
-1688 XGBoost_grid_1_AutoML_20190416_020809_model_8 front_door_structure_corridor 9.118054765832438e+18 0.01022260659015715 0.0023964298739540244
-1689 XGBoost_grid_1_AutoML_20190416_022142_model_7 supply_area 8.01618426780044e+20 1.0 0.3076070107898263
-1690 XGBoost_grid_1_AutoML_20190416_022142_model_7 city 6.984931025564216e+20 0.871353600692716 0.26803447645003825
-1691 XGBoost_grid_1_AutoML_20190416_022142_model_7 exclusive_use_area 5.0634663742656637e+20 0.6316554366900835 0.19430164072937892
-1692 XGBoost_grid_1_AutoML_20190416_022142_model_7 apartment_building_count_in_sites 1.4029362870533436e+20 0.17501297876705313 0.05383521924795655
-1693 XGBoost_grid_1_AutoML_20190416_022142_model_7 total_parking_capacity_in_site 8.754314219180419e+19 0.10920799630748151 0.03359314529849077
-1694 XGBoost_grid_1_AutoML_20190416_022142_model_7 heat_fuel_cogeneration 8.595042483217996e+19 0.10722111912699818 0.03298196794819578
-1695 XGBoost_grid_1_AutoML_20190416_022142_model_7 heat_type_individual 5.181748492666457e+19 0.06464108507935132 0.019884050955470096
-1696 XGBoost_grid_1_AutoML_20190416_022142_model_7 floor 4.804464711539307e+19 0.05993455927451633 0.018436290621439626
-1697 XGBoost_grid_1_AutoML_20190416_022142_model_7 total_household_count_in_sites 4.765965971599707e+19 0.059454296612712974 0.018288558459648333
-1698 XGBoost_grid_1_AutoML_20190416_022142_model_7 heat_type_district 4.181808637901852e+19 0.05216707224033534 0.01604695715350648
-1699 XGBoost_grid_1_AutoML_20190416_022142_model_7 total_household_count_of_area_type 2.6831718703175827e+19 0.03347193353694972 0.01029620142065684
-1700 XGBoost_grid_1_AutoML_20190416_022142_model_7 heat_fuel_gas 2.156222786319889e+19 0.02689836852904 0.008274126738341131
-1701 XGBoost_grid_1_AutoML_20190416_022142_model_7 front_door_structure_corridor 1.1763382435482436e+19 0.01467454095676644 0.004513991678423802
-1702 XGBoost_grid_1_AutoML_20190416_022142_model_7 bathroom_count 1.1524361801743466e+19 0.014376368377701522 0.004422271702678149
-1703 XGBoost_grid_1_AutoML_20190416_022142_model_7 front_door_structure_stairway 1.019384717901824e+19 0.012716582900876017 0.003911710053599489
-1704 XGBoost_grid_1_AutoML_20190416_022142_model_7 room_count 8.699353041393943e+18 0.01085223686328877 0.0033382241418994187
-1705 XGBoost_grid_1_AutoML_20190416_022142_model_7 front_door_structure_mixed 4.3515055582897766e+18 0.0054284001127182 0.0016698139320444013
-1706 XGBoost_grid_1_AutoML_20190416_022142_model_7 heat_type_central 1.4706670334556242e+18 0.0018346222895137619 0.0005643426784057155
-1707 GBM_grid_1_AutoML_20190416_022142_model_8 supply_area 8.113334652324681e+20 1.0 0.2870514655600605
-1708 GBM_grid_1_AutoML_20190416_022142_model_8 city 6.77219927504072e+20 0.8346998571173578 0.23960181728831068
-1709 GBM_grid_1_AutoML_20190416_022142_model_8 exclusive_use_area 4.553644119011046e+20 0.5612543194808696 0.16110887495889803
-1710 GBM_grid_1_AutoML_20190416_022142_model_8 apartment_building_count_in_sites 1.4455165900771086e+20 0.17816553267193663 0.05114267726576825
-1711 GBM_grid_1_AutoML_20190416_022142_model_8 total_parking_capacity_in_site 1.2514889397169658e+20 0.15425087135514395 0.044277938686410424
-1712 GBM_grid_1_AutoML_20190416_022142_model_8 room_count 1.0008172650435707e+20 0.1233546140928392 0.035409122758945186
-1713 GBM_grid_1_AutoML_20190416_022142_model_8 total_household_count_in_sites 8.919663175811885e+19 0.10993831214956935 0.03155795362373329
-1714 GBM_grid_1_AutoML_20190416_022142_model_8 heat_type_district 7.751929930164942e+19 0.09554554646582725 0.02742648914075257
-1715 GBM_grid_1_AutoML_20190416_022142_model_8 heat_fuel_cogeneration 7.10787516122771e+19 0.08760732135203025 0.025147809987891463
-1716 GBM_grid_1_AutoML_20190416_022142_model_8 heat_type_individual 6.246313242865225e+19 0.0769882361634805 0.022099586021611127
-1717 GBM_grid_1_AutoML_20190416_022142_model_8 heat_fuel_gas 5.186779418070509e+19 0.06392907035560726 0.01835093333746928
-1718 GBM_grid_1_AutoML_20190416_022142_model_8 floor 4.780194971477082e+19 0.05891775917448977 0.016912429118551987
-1719 GBM_grid_1_AutoML_20190416_022142_model_8 total_household_count_of_area_type 4.6102342232740725e+19 0.05682292695708195 0.016311104460442642
-1720 GBM_grid_1_AutoML_20190416_022142_model_8 bathroom_count 2.318537310761019e+19 0.028576872643811112 0.008203033173529179
-1721 GBM_grid_1_AutoML_20190416_022142_model_8 front_door_structure_stairway 1.9921046230045557e+19 0.024553463013309403 0.007048107542545204
-1722 GBM_grid_1_AutoML_20190416_022142_model_8 front_door_structure_corridor 1.916535188827511e+19 0.023622040393445058 0.0067807413144573515
-1723 GBM_grid_1_AutoML_20190416_022142_model_8 heat_type_central 2.48303975339026e+18 0.003060442912556066 0.0008785046233121187
-1724 GBM_grid_1_AutoML_20190416_022142_model_8 front_door_structure_mixed 1.9542314227177882e+18 0.0024086661113600807 0.0006914111373107631
-1725 GBM_grid_1_AutoML_20190416_020809_model_2 supply_area 9.227605420504504e+20 1.0 0.3750408415936733
-1726 GBM_grid_1_AutoML_20190416_020809_model_2 city 5.000138726630417e+20 0.5418674183358224 0.20322241260485788
-1727 GBM_grid_1_AutoML_20190416_020809_model_2 exclusive_use_area 3.5065997787376334e+20 0.3800118902944937 0.1425199791516496
-1728 GBM_grid_1_AutoML_20190416_020809_model_2 apartment_building_count_in_sites 1.4065483146919831e+20 0.15242831163613868 0.05716684227872016
-1729 GBM_grid_1_AutoML_20190416_020809_model_2 total_parking_capacity_in_site 9.855741636016656e+19 0.10680714212287817 0.04005704046997931
-1730 GBM_grid_1_AutoML_20190416_020809_model_2 total_household_count_in_sites 7.791729612262526e+19 0.08443934539017736 0.03166820315875098
-1731 GBM_grid_1_AutoML_20190416_020809_model_2 heat_fuel_gas 6.634194996670182e+19 0.07189508755899392 0.02696359414457591
-1732 GBM_grid_1_AutoML_20190416_020809_model_2 floor 6.3154769222988464e+19 0.06844112458759163 0.025668216964947813
-1733 GBM_grid_1_AutoML_20190416_020809_model_2 heat_type_district 5.039330070934585e+19 0.05461146030081408 0.02048152803187679
-1734 GBM_grid_1_AutoML_20190416_020809_model_2 heat_fuel_cogeneration 4.895837206440051e+19 0.05305642128521333 0.01989832489075489
-1735 GBM_grid_1_AutoML_20190416_020809_model_2 heat_type_individual 4.354993154197501e+19 0.047195268498589515 0.01770015321695039
-1736 GBM_grid_1_AutoML_20190416_020809_model_2 total_household_count_of_area_type 4.273192127918873e+19 0.04630878687577479 0.01736768640307263
-1737 GBM_grid_1_AutoML_20190416_020809_model_2 front_door_structure_stairway 1.7028642354715689e+19 0.01845402092819946 0.006921011539699186
-1738 GBM_grid_1_AutoML_20190416_020809_model_2 bathroom_count 1.470746555634103e+19 0.015938550562272443 0.005977607416657972
-1739 GBM_grid_1_AutoML_20190416_020809_model_2 front_door_structure_corridor 1.110714881604898e+19 0.012036870141161405 0.004514317907894931
-1740 GBM_grid_1_AutoML_20190416_020809_model_2 room_count 7.004443772549333e+18 0.0075907491200099195 0.0028468409382949554
-1741 GBM_grid_1_AutoML_20190416_020809_model_2 front_door_structure_mixed 2.8832754549181645e+18 0.0031246193606320524 0.0011718598746713303
-1742 GBM_grid_1_AutoML_20190416_020809_model_2 heat_type_central 2.001654183857488e+18 0.0021692021847939513 0.0008135394129719584
-1743 XGBoost_grid_1_AutoML_20190416_015849_model_6 supply_area 8.201676277452762e+20 1.0 0.246840765793381
-1744 XGBoost_grid_1_AutoML_20190416_015849_model_6 exclusive_use_area 7.98374146198477e+20 0.9734280154330015 0.24028171677421317
-1745 XGBoost_grid_1_AutoML_20190416_015849_model_6 city 7.341820185410074e+20 0.8951609326002637 0.22096221011136621
-1746 XGBoost_grid_1_AutoML_20190416_015849_model_6 total_household_count_in_sites 1.4838437182418452e+20 0.1809195666892001 0.04465832438856881
-1747 XGBoost_grid_1_AutoML_20190416_015849_model_6 total_parking_capacity_in_site 1.4519613994735501e+20 0.1770322736908233 0.043698782007986235
-1748 XGBoost_grid_1_AutoML_20190416_015849_model_6 apartment_building_count_in_sites 1.3768471631104049e+20 0.16787387316120939 0.04143811540781383
-1749 XGBoost_grid_1_AutoML_20190416_015849_model_6 heat_fuel_cogeneration 1.055048345118971e+20 0.12863813559910986 0.031753135901517064
-1750 XGBoost_grid_1_AutoML_20190416_015849_model_6 heat_type_individual 8.880615559667699e+19 0.10827805511028775 0.02672743804204134
-1751 XGBoost_grid_1_AutoML_20190416_015849_model_6 bathroom_count 7.72755067874459e+19 0.09421916224599608 0.02325713016121248
-1752 XGBoost_grid_1_AutoML_20190416_015849_model_6 total_household_count_of_area_type 6.181341341561337e+19 0.07536680469277322 0.018603599785764324
-1753 XGBoost_grid_1_AutoML_20190416_015849_model_6 heat_type_district 5.311751229097483e+19 0.06476421464841309 0.01598644833982119
-1754 XGBoost_grid_1_AutoML_20190416_015849_model_6 floor 4.616552896696576e+19 0.05628791896344344 0.013894153021852151
-1755 XGBoost_grid_1_AutoML_20190416_015849_model_6 heat_fuel_gas 3.356776893860597e+19 0.04092793692782921 0.010102683293608559
-1756 XGBoost_grid_1_AutoML_20190416_015849_model_6 room_count 2.918491547917458e+19 0.03558408609640795 0.008783603062094941
-1757 XGBoost_grid_1_AutoML_20190416_015849_model_6 heat_type_central 1.6313958697149661e+19 0.019891005381422314 0.004909911000750546
-1758 XGBoost_grid_1_AutoML_20190416_015849_model_6 front_door_structure_stairway 1.3081196599395222e+19 0.015949418334586987 0.0039369666356684424
-1759 XGBoost_grid_1_AutoML_20190416_015849_model_6 front_door_structure_corridor 1.2826370486006972e+19 0.01563871829624386 0.003860273200271792
-1760 XGBoost_grid_1_AutoML_20190416_015849_model_6 front_door_structure_mixed 1.0125572317296722e+18 0.0012345735157985869 0.00030474307206794987
-1761 XGBoost_grid_1_AutoML_20190416_021340_model_1 city 6.979421152895104e+20 1.0 0.27559463882157853
-1762 XGBoost_grid_1_AutoML_20190416_021340_model_1 supply_area 6.038627634986709e+20 0.8652046498844466 0.23844576299165438
-1763 XGBoost_grid_1_AutoML_20190416_021340_model_1 exclusive_use_area 5.196257120341008e+20 0.7445111860294561 0.20518329141241304
-1764 XGBoost_grid_1_AutoML_20190416_021340_model_1 apartment_building_count_in_sites 1.5555913379616706e+20 0.22288257204774098 0.061425241943121635
-1765 XGBoost_grid_1_AutoML_20190416_021340_model_1 total_parking_capacity_in_site 1.1332631163115143e+20 0.16237207806859888 0.044748874210024665
-1766 XGBoost_grid_1_AutoML_20190416_021340_model_1 bathroom_count 7.860599502189206e+19 0.11262537866666182 0.031038950555782183
-1767 XGBoost_grid_1_AutoML_20190416_021340_model_1 total_household_count_in_sites 7.361560201448653e+19 0.10547522552633229 0.02906840668355409
-1768 XGBoost_grid_1_AutoML_20190416_021340_model_1 heat_fuel_cogeneration 6.60869468319415e+19 0.0946882920291008 0.02609558564239219
-1769 XGBoost_grid_1_AutoML_20190416_021340_model_1 heat_type_individual 5.8005351649834435e+19 0.08310911518181344 0.022904426581312844
-1770 XGBoost_grid_1_AutoML_20190416_021340_model_1 floor 4.069683520733813e+19 0.05830975709275955 0.016069856445753046
-1771 XGBoost_grid_1_AutoML_20190416_021340_model_1 room_count 3.4860513137893835e+19 0.049947570685619815 0.013765282703118657
-1772 XGBoost_grid_1_AutoML_20190416_021340_model_1 total_household_count_of_area_type 3.288500300408265e+19 0.047117092211066476 0.012985218010231876
-1773 XGBoost_grid_1_AutoML_20190416_021340_model_1 heat_fuel_gas 1.952716817962736e+19 0.02797820585956097 0.007710643538741478
-1774 XGBoost_grid_1_AutoML_20190416_021340_model_1 heat_type_district 1.5964942920167981e+19 0.022874308012700493 0.006304036655053733
-1775 XGBoost_grid_1_AutoML_20190416_021340_model_1 front_door_structure_stairway 1.0854998913962738e+19 0.015552864164759596 0.004286285982127993
-1776 XGBoost_grid_1_AutoML_20190416_021340_model_1 front_door_structure_corridor 5.686477876031914e+18 0.008147492107813454 0.0022454051447545107
-1777 XGBoost_grid_1_AutoML_20190416_021340_model_1 heat_type_central 3.3667667266570813e+18 0.00482384807121222 0.0013294266669159
-1778 XGBoost_grid_1_AutoML_20190416_021340_model_1 front_door_structure_mixed 2.0226178848695255e+18 0.002897973686586504 0.0007986660114692461
-1779 GBM_grid_1_AutoML_20190416_022142_model_43 exclusive_use_area 1.44828973432422e+20 1.0 0.33558676010427274
-1780 GBM_grid_1_AutoML_20190416_022142_model_43 city 9.556208280331407e+19 0.6598271087511633 0.22142924165477254
-1781 GBM_grid_1_AutoML_20190416_022142_model_43 apartment_building_count_in_sites 4.85659343742147e+19 0.3353330015618444 0.11253331555018041
-1782 GBM_grid_1_AutoML_20190416_022142_model_43 supply_area 2.796369451127354e+19 0.19308080316071255 0.06479536117103435
-1783 GBM_grid_1_AutoML_20190416_022142_model_43 total_parking_capacity_in_site 2.5310443211077976e+19 0.1747609101357607 0.058647447625333894
-1784 GBM_grid_1_AutoML_20190416_022142_model_43 bathroom_count 2.4273141951201542e+19 0.16759866051613992 0.05624389148042729
-1785 GBM_grid_1_AutoML_20190416_022142_model_43 room_count 1.295917279894464e+19 0.08947914558678731 0.03002801656436849
-1786 GBM_grid_1_AutoML_20190416_022142_model_43 heat_type_district 1.116663349462329e+19 0.07710220703755594 0.025874479856622255
-1787 GBM_grid_1_AutoML_20190416_022142_model_43 total_household_count_in_sites 8.428780821984313e+18 0.058198167274293555 0.01953053439958669
-1788 GBM_grid_1_AutoML_20190416_022142_model_43 total_household_count_of_area_type 7.398227264967541e+18 0.05108250849005427 0.017142613522176317
-1789 GBM_grid_1_AutoML_20190416_022142_model_43 front_door_structure_mixed 6.640980412778676e+18 0.04585394935411452 0.015387978301732701
-1790 GBM_grid_1_AutoML_20190416_022142_model_43 floor 6.496816296435384e+18 0.044858539990044424 0.015053932098266965
-1791 GBM_grid_1_AutoML_20190416_022142_model_43 heat_fuel_cogeneration 4.984632116231799e+18 0.03441736827995716 0.011550013112386388
-1792 GBM_grid_1_AutoML_20190416_022142_model_43 heat_fuel_gas 2.1051301852201615e+18 0.014535283481812614 0.004877848690858648
-1793 GBM_grid_1_AutoML_20190416_022142_model_43 heat_type_central 1.8668761859636593e+18 0.012890212101342788 0.004325784516146515
-1794 GBM_grid_1_AutoML_20190416_022142_model_43 heat_type_individual 1.316900194872197e+18 0.0090927952029341 0.003051421682444328
-1795 GBM_grid_1_AutoML_20190416_022142_model_43 front_door_structure_stairway 9.346563518654054e+17 0.006453517757629631 0.002165715115558319
-1796 GBM_grid_1_AutoML_20190416_022142_model_43 front_door_structure_corridor 7.663138373883658e+17 0.005291163910278851 0.0017756445538311344
-1797 GBM_grid_1_AutoML_20190416_022142_model_24 supply_area 5.9163549051036e+20 1.0 0.3103922260471974
-1798 GBM_grid_1_AutoML_20190416_022142_model_24 city 4.3250769381415295e+20 0.7310374390168187 0.2269083380202727
-1799 GBM_grid_1_AutoML_20190416_022142_model_24 exclusive_use_area 3.6048246939854674e+20 0.6092982506637411 0.18912144035018186
-1800 GBM_grid_1_AutoML_20190416_022142_model_24 apartment_building_count_in_sites 1.18281071665724e+20 0.19992220474078 0.062054298165754265
-1801 GBM_grid_1_AutoML_20190416_022142_model_24 heat_fuel_cogeneration 7.384009590059932e+19 0.12480673841405787 0.038739041362029686
-1802 GBM_grid_1_AutoML_20190416_022142_model_24 total_parking_capacity_in_site 7.046318782844345e+19 0.11909898739789948 0.03696739981840113
-1803 GBM_grid_1_AutoML_20190416_022142_model_24 heat_fuel_gas 6.672980489242306e+19 0.11278871190580574 0.035008739361439084
-1804 GBM_grid_1_AutoML_20190416_022142_model_24 total_household_count_in_sites 5.5733347210477175e+19 0.09420217026263951 0.02923962132629778
-1805 GBM_grid_1_AutoML_20190416_022142_model_24 total_household_count_of_area_type 3.0609645054260675e+19 0.051737337508025436 0.016058867358871177
-1806 GBM_grid_1_AutoML_20190416_022142_model_24 heat_type_individual 2.769177429060826e+19 0.046805465079048286 0.01452805249706016
-1807 GBM_grid_1_AutoML_20190416_022142_model_24 floor 2.6597272037808407e+19 0.04495550463827806 0.013953839157750236
-1808 GBM_grid_1_AutoML_20190416_022142_model_24 heat_type_district 1.899390943820251e+19 0.032104073779985504 0.009964854925753164
-1809 GBM_grid_1_AutoML_20190416_022142_model_24 front_door_structure_stairway 1.3526861647481668e+19 0.022863506102064717 0.007096654554263548
-1810 GBM_grid_1_AutoML_20190416_022142_model_24 room_count 7.25852166827488e+18 0.012268570403059311 0.0038080688778223412
-1811 GBM_grid_1_AutoML_20190416_022142_model_24 bathroom_count 4.4861118949307187e+18 0.0075825604901776315 0.002353567829683763
-1812 GBM_grid_1_AutoML_20190416_022142_model_24 front_door_structure_corridor 2.897473448567636e+18 0.00489739627700191 0.00152011373225388
-1813 GBM_grid_1_AutoML_20190416_022142_model_24 front_door_structure_mixed 2.366095421782098e+18 0.003999245244299059 0.0012413346338866526
-1814 GBM_grid_1_AutoML_20190416_022142_model_24 heat_type_central 1.9890848418066596e+18 0.0033620106868349356 0.0010435419810811628
-1815 XGBoost_grid_1_AutoML_20190416_021340_model_11 supply_area 5.833331045973025e+20 1.0 0.22215747515498302
-1816 XGBoost_grid_1_AutoML_20190416_021340_model_11 exclusive_use_area 4.694895299198871e+20 0.8048395097411691 0.1788011133890725
-1817 XGBoost_grid_1_AutoML_20190416_021340_model_11 city 4.013980590413007e+20 0.6881112281779402 0.1528690530778056
-1818 XGBoost_grid_1_AutoML_20190416_021340_model_11 apartment_building_count_in_sites 1.989336536510932e+20 0.34102925426875064 0.07576219808233235
-1819 XGBoost_grid_1_AutoML_20190416_021340_model_11 total_household_count_in_sites 1.9162350221531283e+20 0.32849756117921336 0.07297818878614361
-1820 XGBoost_grid_1_AutoML_20190416_021340_model_11 total_parking_capacity_in_site 1.5471924765003455e+20 0.26523309997440186 0.058923515817842304
-1821 XGBoost_grid_1_AutoML_20190416_021340_model_11 room_count 1.2481269850029477e+20 0.21396470990011415 0.047533859723677754
-1822 XGBoost_grid_1_AutoML_20190416_021340_model_11 total_household_count_of_area_type 1.0920121668261957e+20 0.18720215914714014 0.04158835901968996
-1823 XGBoost_grid_1_AutoML_20190416_021340_model_11 heat_type_individual 8.284773495999142e+19 0.14202474419343034 0.03155185857954482
-1824 XGBoost_grid_1_AutoML_20190416_021340_model_11 heat_fuel_cogeneration 8.140171004369856e+19 0.1395458433649044 0.0310011522303199
-1825 XGBoost_grid_1_AutoML_20190416_021340_model_11 floor 7.971951002975941e+19 0.13666207078165551 0.030360500594304167
-1826 XGBoost_grid_1_AutoML_20190416_021340_model_11 heat_type_district 4.510540184569669e+19 0.0773235763412308 0.017178010489921413
-1827 XGBoost_grid_1_AutoML_20190416_021340_model_11 heat_fuel_gas 4.140972776046251e+19 0.07098813256801062 0.015770544297276458
-1828 XGBoost_grid_1_AutoML_20190416_021340_model_11 bathroom_count 3.2763111145027404e+19 0.05616535541497349 0.012477553550172766
-1829 XGBoost_grid_1_AutoML_20190416_021340_model_11 front_door_structure_stairway 1.2286682900094517e+19 0.021062893230749336 0.0046792791796022555
-1830 XGBoost_grid_1_AutoML_20190416_021340_model_11 front_door_structure_corridor 1.085014786866099e+19 0.01860026078264711 0.00413218697269713
-1831 XGBoost_grid_1_AutoML_20190416_021340_model_11 heat_type_central 4.019711157056045e+18 0.006890936114162435 0.0015308729685766164
-1832 XGBoost_grid_1_AutoML_20190416_021340_model_11 front_door_structure_mixed 1.8492680570006405e+18 0.003170175055086685 0.0007042780860373671
-1833 XGBoost_grid_1_AutoML_20190416_021340_model_3 supply_area 3.8940120850579954e+20 1.0 0.2460347170556068
-1834 XGBoost_grid_1_AutoML_20190416_021340_model_3 city 3.768731443205012e+20 0.9678273618272252 0.23811913112583574
-1835 XGBoost_grid_1_AutoML_20190416_021340_model_3 exclusive_use_area 3.584030378237247e+20 0.9203952889591168 0.22644919449836978
-1836 XGBoost_grid_1_AutoML_20190416_021340_model_3 apartment_building_count_in_sites 1.013224506095116e+20 0.26020065782102614 0.06401839522467893
-1837 XGBoost_grid_1_AutoML_20190416_021340_model_3 total_parking_capacity_in_site 9.173163937884013e+19 0.23557101872084693 0.05795864893748463
-1838 XGBoost_grid_1_AutoML_20190416_021340_model_3 heat_fuel_cogeneration 6.337633840817137e+19 0.16275331720555633 0.040042966348530475
-1839 XGBoost_grid_1_AutoML_20190416_021340_model_3 total_household_count_in_sites 5.3898640535718986e+19 0.138414158349784 0.034054688286079056
-1840 XGBoost_grid_1_AutoML_20190416_021340_model_3 total_household_count_of_area_type 3.829109936771773e+19 0.09833328333686321 0.024193401542933955
-1841 XGBoost_grid_1_AutoML_20190416_021340_model_3 floor 3.4073487112778285e+19 0.08750226339441577 0.021528594615970266
-1842 XGBoost_grid_1_AutoML_20190416_021340_model_3 room_count 2.3667816819645743e+19 0.06078002919010778 0.014953997284419691
-1843 XGBoost_grid_1_AutoML_20190416_021340_model_3 heat_type_individual 2.1376718261360525e+19 0.05489638397216775 0.01350641629796824
-1844 XGBoost_grid_1_AutoML_20190416_021340_model_3 bathroom_count 1.1481962434353168e+19 0.029486201335664736 0.0072546292026649285
-1845 XGBoost_grid_1_AutoML_20190416_021340_model_3 heat_fuel_gas 4.5061496697132155e+18 0.0115719971363317 0.0028471130412056622
-1846 XGBoost_grid_1_AutoML_20190416_021340_model_3 front_door_structure_stairway 4.3261137116358246e+18 0.011109656614153507 0.002733361221648209
-1847 XGBoost_grid_1_AutoML_20190416_021340_model_3 front_door_structure_corridor 3.771517572684448e+18 0.009685428525392665 0.0023829516668072877
-1848 XGBoost_grid_1_AutoML_20190416_021340_model_3 heat_type_central 3.120272712384119e+18 0.008013002127952171 0.0019714767113166876
-1849 XGBoost_grid_1_AutoML_20190416_021340_model_3 heat_type_district 2.2971711610054246e+18 0.005899239937698374 0.0014514178289147552
-1850 XGBoost_grid_1_AutoML_20190416_021340_model_3 front_door_structure_mixed 7.896118015861719e+17 0.0020277589908260694 0.0004988991095648548
-1851 GBM_grid_1_AutoML_20190416_020809_model_7 supply_area 1.6696219527611102e+20 1.0 0.3696646400715778
-1852 GBM_grid_1_AutoML_20190416_020809_model_7 city 6.963670253003027e+19 0.4170806595760777 0.15417997190300703
-1853 GBM_grid_1_AutoML_20190416_020809_model_7 exclusive_use_area 6.681896209129616e+19 0.400204141906468 0.14794132007300914
-1854 GBM_grid_1_AutoML_20190416_020809_model_7 apartment_building_count_in_sites 2.983806057044561e+19 0.17871147729641074 0.06606331393143762
-1855 GBM_grid_1_AutoML_20190416_020809_model_7 total_parking_capacity_in_site 2.655430312339492e+19 0.1590438067700366 0.05879287158525915
-1856 GBM_grid_1_AutoML_20190416_020809_model_7 total_household_count_in_sites 1.8172245498277134e+19 0.10884048013518915 0.040234476914392414
-1857 GBM_grid_1_AutoML_20190416_020809_model_7 heat_fuel_cogeneration 1.785933658363999e+19 0.10696634980215373 0.039541677199383646
-1858 GBM_grid_1_AutoML_20190416_020809_model_7 total_household_count_of_area_type 1.629967164305834e+19 0.09762492410993412 0.0360884824331139
-1859 GBM_grid_1_AutoML_20190416_020809_model_7 floor 1.6101817824174932e+19 0.09643990244346519 0.035650421825301634
-1860 GBM_grid_1_AutoML_20190416_020809_model_7 heat_type_district 7.067212692355809e+18 0.04232822095246484 0.015647246563263134
-1861 GBM_grid_1_AutoML_20190416_020809_model_7 heat_type_individual 4.576211100390916e+18 0.027408666332058473 0.010132014774482367
-1862 GBM_grid_1_AutoML_20190416_020809_model_7 front_door_structure_stairway 4.313869825026818e+18 0.02583740479629431 0.009551174944405794
-1863 GBM_grid_1_AutoML_20190416_020809_model_7 front_door_structure_mixed 2.315139654904447e+18 0.013866250686724754 0.005125862569250374
-1864 GBM_grid_1_AutoML_20190416_020809_model_7 bathroom_count 2.0969580650467164e+18 0.012559478279372802 0.004642795017631146
-1865 GBM_grid_1_AutoML_20190416_020809_model_7 room_count 1.7897447580804055e+18 0.010719461103878301 0.00396260573072645
-1866 GBM_grid_1_AutoML_20190416_020809_model_7 front_door_structure_corridor 6.368449688282071e+17 0.003814306392983364 0.0014100141998849135
-1867 GBM_grid_1_AutoML_20190416_020809_model_7 heat_type_central 6.192736735047188e+17 0.00370906523168676 0.0013711102638734895
-1868 GBM_grid_1_AutoML_20190416_020809_model_7 heat_fuel_gas 0.0 0.0 0.0
-1869 GBM_grid_1_AutoML_20190416_021340_model_3 supply_area 1.4549672883420293e+20 1.0 0.35852996467509546
-1870 GBM_grid_1_AutoML_20190416_021340_model_3 city 6.571094464156769e+19 0.45163176635020374 0.1619235212356895
-1871 GBM_grid_1_AutoML_20190416_021340_model_3 exclusive_use_area 5.560374557588796e+19 0.38216491890515136 0.13701757487512464
-1872 GBM_grid_1_AutoML_20190416_021340_model_3 apartment_building_count_in_sites 2.404833140573995e+19 0.16528434418029844 0.05925939008030872
-1873 GBM_grid_1_AutoML_20190416_021340_model_3 total_parking_capacity_in_site 2.18659437611162e+19 0.15028477915838903 0.05388159656286174
-1874 GBM_grid_1_AutoML_20190416_021340_model_3 total_household_count_in_sites 1.764710774973504e+19 0.12128869075705714 0.04348563001261627
-1875 GBM_grid_1_AutoML_20190416_021340_model_3 heat_type_district 1.594692302410036e+19 0.1096033096542828 0.03929607073862356
-1876 GBM_grid_1_AutoML_20190416_021340_model_3 heat_fuel_cogeneration 1.328268870225494e+19 0.0912920091653118 0.03273092082115773
-1877 GBM_grid_1_AutoML_20190416_021340_model_3 total_household_count_of_area_type 1.2950930859782832e+19 0.08901183527322276 0.03191341015617397
-1878 GBM_grid_1_AutoML_20190416_021340_model_3 bathroom_count 1.0684248056704008e+19 0.07343290905790033 0.0263278982905185
-1879 GBM_grid_1_AutoML_20190416_021340_model_3 floor 1.0611175613433643e+19 0.07293068166175294 0.02614783471991891
-1880 GBM_grid_1_AutoML_20190416_021340_model_3 room_count 4.930154063854567e+18 0.033884982180407634 0.012148781464157786
-1881 GBM_grid_1_AutoML_20190416_021340_model_3 heat_type_individual 3.6304081745210245e+18 0.024951819904198418 0.008945975108831602
-1882 GBM_grid_1_AutoML_20190416_021340_model_3 front_door_structure_stairway 2.2657337871050998e+18 0.015572403622125131 0.0055831733205468515
-1883 GBM_grid_1_AutoML_20190416_021340_model_3 front_door_structure_corridor 5.121100819411763e+17 0.0035197360521055992 0.0012619308424270804
-1884 GBM_grid_1_AutoML_20190416_021340_model_3 heat_type_central 4.760054529796342e+17 0.0032715886933929214 0.0011729625786736058
-1885 GBM_grid_1_AutoML_20190416_021340_model_3 front_door_structure_mixed 1.5151680829626778e+17 0.0010413760468039447 0.00037336451727410885
-1886 GBM_grid_1_AutoML_20190416_021340_model_3 heat_fuel_gas 0.0 0.0 0.0
-1887 GBM_grid_1_AutoML_20190416_015849_model_3 supply_area 1.2313319009082042e+20 1.0 0.282753227274686
-1888 GBM_grid_1_AutoML_20190416_015849_model_3 city 5.441833570170359e+19 0.4419469329233311 0.12496192156822104
-1889 GBM_grid_1_AutoML_20190416_015849_model_3 bathroom_count 5.125683515156857e+19 0.41627147898761185 0.11770210410615388
-1890 GBM_grid_1_AutoML_20190416_015849_model_3 apartment_building_count_in_sites 3.296467801467781e+19 0.2677156174575171 0.07569745482794822
-1891 GBM_grid_1_AutoML_20190416_015849_model_3 exclusive_use_area 3.1993270486653993e+19 0.25982653793876725 0.07346679213379508
-1892 GBM_grid_1_AutoML_20190416_015849_model_3 total_parking_capacity_in_site 2.5673103927360356e+19 0.20849865018866498 0.05895366622326084
-1893 GBM_grid_1_AutoML_20190416_015849_model_3 total_household_count_in_sites 2.336827466786747e+19 0.18978046983621175 0.05366104031989507
-1894 GBM_grid_1_AutoML_20190416_015849_model_3 heat_fuel_cogeneration 2.336039116949632e+19 0.189716445681836 0.05364293728362179
-1895 GBM_grid_1_AutoML_20190416_015849_model_3 heat_type_individual 1.968415425081796e+19 0.15986066986731481 0.04520112031927641
-1896 GBM_grid_1_AutoML_20190416_015849_model_3 floor 1.6627149086763516e+19 0.1350338529725388 0.038181257719320794
-1897 GBM_grid_1_AutoML_20190416_015849_model_3 total_household_count_of_area_type 1.1109054269699916e+19 0.09021982019231463 0.025509945323518843
-1898 GBM_grid_1_AutoML_20190416_015849_model_3 heat_fuel_gas 7.891200450106491e+18 0.06408670517093003 0.01812072271248177
-1899 GBM_grid_1_AutoML_20190416_015849_model_3 room_count 6.535213991256392e+18 0.05307434970568176 0.0150069436647868
-1900 GBM_grid_1_AutoML_20190416_015849_model_3 front_door_structure_corridor 1.9221648532884685e+18 0.015610452810251408 0.0044139059113177765
-1901 GBM_grid_1_AutoML_20190416_015849_model_3 heat_type_central 1.6144177334268723e+18 0.013111150066331524 0.0037072199945379514
-1902 GBM_grid_1_AutoML_20190416_015849_model_3 heat_type_district 1.5314195863757128e+18 0.012437098277452003 0.0035166296758819917
-1903 GBM_grid_1_AutoML_20190416_015849_model_3 front_door_structure_stairway 1.202133720920752e+18 0.009762873194742084 0.002760483903286848
-1904 GBM_grid_1_AutoML_20190416_015849_model_3 front_door_structure_mixed 1.1943574249333064e+18 0.00969971966171244 0.002742627038008918
-1905 GBM_grid_1_AutoML_20190416_022142_model_17 supply_area 1.8852558862163535e+20 1.0 0.42474741493821905
-1906 GBM_grid_1_AutoML_20190416_022142_model_17 city 6.7710059091003965e+19 0.3591558025944999 0.15255049871207516
-1907 GBM_grid_1_AutoML_20190416_022142_model_17 total_household_count_in_sites 4.077886317281673e+19 0.2163041286382538 0.0918746194795623
-1908 GBM_grid_1_AutoML_20190416_022142_model_17 total_parking_capacity_in_site 2.1782919638102835e+19 0.11554357049016002 0.04907683287842736
-1909 GBM_grid_1_AutoML_20190416_022142_model_17 floor 2.1336860964853645e+19 0.11317753266733474 0.04807186442953627
-1910 GBM_grid_1_AutoML_20190416_022142_model_17 heat_type_district 1.847774810258958e+19 0.09801188389165467 0.0416302943162052
-1911 GBM_grid_1_AutoML_20190416_022142_model_17 exclusive_use_area 1.6694354535988068e+19 0.08855219420369023 0.03761231557512457
-1912 GBM_grid_1_AutoML_20190416_022142_model_17 total_household_count_of_area_type 1.2793966778824786e+19 0.06786329045497297 0.028824757189951283
-1913 GBM_grid_1_AutoML_20190416_022142_model_17 heat_type_individual 1.1290717779864322e+19 0.05988957712538652 0.02543794306575102
-1914 GBM_grid_1_AutoML_20190416_022142_model_17 apartment_building_count_in_sites 9.860230062383563e+18 0.05230181289698938 0.022215059824578647
-1915 GBM_grid_1_AutoML_20190416_022142_model_17 bathroom_count 8.438688521262203e+18 0.04476150204839499 0.01901233228380757
-1916 GBM_grid_1_AutoML_20190416_022142_model_17 heat_fuel_cogeneration 8.28874812058239e+18 0.04396617022221654 0.01867451714662018
-1917 GBM_grid_1_AutoML_20190416_022142_model_17 room_count 5.733274190421688e+18 0.030411119425958567 0.012917044361553357
-1918 GBM_grid_1_AutoML_20190416_022142_model_17 front_door_structure_stairway 3.572558194859311e+18 0.018949990932155727 0.008048959661535838
-1919 GBM_grid_1_AutoML_20190416_022142_model_17 heat_type_central 3.1216875089711596e+18 0.01655842865573163 0.007033149766960939
-1920 GBM_grid_1_AutoML_20190416_022142_model_17 front_door_structure_mixed 2.9519264870553354e+18 0.015657961917200293 0.006650678847531905
-1921 GBM_grid_1_AutoML_20190416_022142_model_17 front_door_structure_corridor 1.267047100718252e+18 0.00672082293964441 0.0028546521698714455
-1922 GBM_grid_1_AutoML_20190416_022142_model_17 heat_fuel_gas 1.228171393217069e+18 0.006514613757191172 0.002767065352687909
-1923 GBM_grid_1_AutoML_20190416_021340_model_8 exclusive_use_area 8.419353719238925e+19 1.0 0.17703441568926814
-1924 GBM_grid_1_AutoML_20190416_021340_model_8 city 8.405487558198716e+19 0.9983530611134055 0.17674285082580393
-1925 GBM_grid_1_AutoML_20190416_021340_model_8 supply_area 6.876083156734391e+19 0.8166996406175415 0.14458394367036173
-1926 GBM_grid_1_AutoML_20190416_021340_model_8 room_count 5.534113821870994e+19 0.6573086256282454 0.11636624846561233
-1927 GBM_grid_1_AutoML_20190416_021340_model_8 total_parking_capacity_in_site 3.85428347539203e+19 0.4577885196324121 0.08104432308237913
-1928 GBM_grid_1_AutoML_20190416_021340_model_8 total_household_count_in_sites 3.03469959156408e+19 0.3604432944335785 0.0638108680191634
-1929 GBM_grid_1_AutoML_20190416_021340_model_8 apartment_building_count_in_sites 2.2657673496975376e+19 0.26911416544004685 0.04764246903238373
-1930 GBM_grid_1_AutoML_20190416_021340_model_8 total_household_count_of_area_type 1.6950898086538904e+19 0.20133253277867028 0.03564278729971232
-1931 GBM_grid_1_AutoML_20190416_021340_model_8 floor 1.5991216850025316e+19 0.18993401849222766 0.03362485798328617
-1932 GBM_grid_1_AutoML_20190416_021340_model_8 bathroom_count 1.5523714401499611e+19 0.18438130667947386 0.032641836892024406
-1933 GBM_grid_1_AutoML_20190416_021340_model_8 heat_fuel_cogeneration 1.3437988122608534e+19 0.15960830926846095 0.028256163770493985
-1934 GBM_grid_1_AutoML_20190416_021340_model_8 heat_fuel_gas 1.1374016780784632e+19 0.1350937038646334 0.023916234926974398
-1935 GBM_grid_1_AutoML_20190416_021340_model_8 heat_type_district 7.244579311078867e+18 0.08604673889071081 0.015233234141484012
-1936 GBM_grid_1_AutoML_20190416_021340_model_8 front_door_structure_stairway 5.445378615560634e+18 0.0646769193592317 0.011450040627343498
-1937 GBM_grid_1_AutoML_20190416_021340_model_8 heat_type_individual 3.123575645313958e+18 0.037099945547795755 0.006567967182157687
-1938 GBM_grid_1_AutoML_20190416_021340_model_8 heat_type_central 1.298653936848208e+18 0.015424627354480611 0.0027306898909251766
-1939 GBM_grid_1_AutoML_20190416_021340_model_8 front_door_structure_corridor 8.865362254757888e+17 0.010529742009175594 0.0018641267239531414
-1940 GBM_grid_1_AutoML_20190416_021340_model_8 front_door_structure_mixed 4.027862249069609e+17 0.004784051583277239 0.0008469417766728041
-1941 GBM_grid_1_AutoML_20190416_022142_model_45 supply_area 1.3217046318760434e+20 1.0 0.35414021774565685
-1942 GBM_grid_1_AutoML_20190416_022142_model_45 city 8.109362688559573e+19 0.6135533229575693 0.2172839073907649
-1943 GBM_grid_1_AutoML_20190416_022142_model_45 exclusive_use_area 6.5510837923358966e+19 0.49565414498375554 0.17553106683108455
-1944 GBM_grid_1_AutoML_20190416_022142_model_45 heat_type_district 2.2525806868432945e+19 0.1704299608639454 0.060356103450741404
-1945 GBM_grid_1_AutoML_20190416_022142_model_45 bathroom_count 1.2082783966281597e+19 0.09141818584028981 0.03237485623939316
-1946 GBM_grid_1_AutoML_20190416_022142_model_45 total_household_count_in_sites 1.1277597307610071e+19 0.08532615408635222 0.030217422787540242
-1947 GBM_grid_1_AutoML_20190416_022142_model_45 apartment_building_count_in_sites 1.0771183142577373e+19 0.08149463112108964 0.028860526410324668
-1948 GBM_grid_1_AutoML_20190416_022142_model_45 heat_fuel_gas 9.291353741288538e+18 0.0702982611788254 0.024895441521010284
-1949 GBM_grid_1_AutoML_20190416_022142_model_45 total_parking_capacity_in_site 8.069358717201547e+18 0.06105266277040887 0.021621203287464752
-1950 GBM_grid_1_AutoML_20190416_022142_model_45 floor 7.6623404033198e+18 0.057973167518099576 0.020530630168265226
-1951 GBM_grid_1_AutoML_20190416_022142_model_45 total_household_count_of_area_type 3.828066555212595e+18 0.028963101610523914 0.010256999110940523
-1952 GBM_grid_1_AutoML_20190416_022142_model_45 room_count 3.310714173628875e+18 0.025048820241551303 0.008870794654614794
-1953 GBM_grid_1_AutoML_20190416_022142_model_45 heat_type_individual 3.1193854065005036e+18 0.023601229285795954 0.008358144478336953
-1954 GBM_grid_1_AutoML_20190416_022142_model_45 front_door_structure_stairway 1.3288538104114708e+18 0.01005409059152104 0.003560557831315821
-1955 GBM_grid_1_AutoML_20190416_022142_model_45 front_door_structure_mixed 6.61906274799059e+17 0.005007974238991212 0.0017735250874609883
-1956 GBM_grid_1_AutoML_20190416_022142_model_45 front_door_structure_corridor 4.220790805616394e+17 0.0031934448165059034 0.00113092724267614
-1957 GBM_grid_1_AutoML_20190416_022142_model_45 heat_fuel_cogeneration 8.87041743126528e+16 0.0006711346254930274 0.00023767576240875057
-1958 GBM_grid_1_AutoML_20190416_022142_model_45 heat_type_central 0.0 0.0 0.0
-1959 GBM_grid_1_AutoML_20190416_021340_model_17 supply_area 9.12655238542817e+20 1.0 0.39783364222079587
-1960 GBM_grid_1_AutoML_20190416_021340_model_17 city 5.15447567848552e+20 0.5647779644277688 0.22468767463434638
-1961 GBM_grid_1_AutoML_20190416_021340_model_17 exclusive_use_area 2.94736054511867e+20 0.32294347532859696 0.12847777902141747
-1962 GBM_grid_1_AutoML_20190416_021340_model_17 apartment_building_count_in_sites 1.1683838926477958e+20 0.1280202910480507 0.050930778665812367
-1963 GBM_grid_1_AutoML_20190416_021340_model_17 total_parking_capacity_in_site 7.743644890147324e+19 0.08484742718960499 0.03375516099190434
-1964 GBM_grid_1_AutoML_20190416_021340_model_17 heat_fuel_cogeneration 6.623068818606391e+19 0.07256923029534193 0.028870481201555605
-1965 GBM_grid_1_AutoML_20190416_021340_model_17 heat_type_individual 5.494863895587298e+19 0.06020744376990181 0.023952546643783806
-1966 GBM_grid_1_AutoML_20190416_021340_model_17 total_household_count_in_sites 5.34557528540043e+19 0.05857168248916641 0.023301785775665083
-1967 GBM_grid_1_AutoML_20190416_021340_model_17 heat_type_district 4.221253837450641e+19 0.04625244735559147 0.01840077959310057
-1968 GBM_grid_1_AutoML_20190416_021340_model_17 floor 4.2195012159159665e+19 0.046233243811244606 0.018393139777109515
-1969 GBM_grid_1_AutoML_20190416_021340_model_17 heat_fuel_gas 3.79120405350187e+19 0.0415403746496329 0.016526158546079875
-1970 GBM_grid_1_AutoML_20190416_021340_model_17 total_household_count_of_area_type 3.1622304059535393e+19 0.0346486852034344 0.013784412632644105
-1971 GBM_grid_1_AutoML_20190416_021340_model_17 front_door_structure_stairway 2.088606779453525e+19 0.022884948129901505 0.009104402266552708
-1972 GBM_grid_1_AutoML_20190416_021340_model_17 bathroom_count 1.126640537875094e+19 0.012344645494764647 0.004911115279106758
-1973 GBM_grid_1_AutoML_20190416_021340_model_17 front_door_structure_corridor 1.0532548437419753e+19 0.01154055550509572 0.004591221229843487
-1974 GBM_grid_1_AutoML_20190416_021340_model_17 room_count 4.706574421660271e+18 0.005157012443357013 0.0020516330433186865
-1975 GBM_grid_1_AutoML_20190416_021340_model_17 front_door_structure_mixed 6.160255787173151e+17 0.0006749816937454793 0.00026853042565512584
-1976 GBM_grid_1_AutoML_20190416_021340_model_17 heat_type_central 3.642008915547259e+17 0.0003990563754788983 0.00015875805130819963
-1977 GBM_grid_1_AutoML_20190416_020809_model_5 supply_area 3.9641258129067596e+21 1.0 0.27325422040645136
-1978 GBM_grid_1_AutoML_20190416_020809_model_5 city 3.317715714140971e+21 0.8369350194029795 0.22869602625781943
-1979 GBM_grid_1_AutoML_20190416_020809_model_5 exclusive_use_area 2.7087876676989034e+21 0.6833253523082914 0.18672153642896588
-1980 GBM_grid_1_AutoML_20190416_020809_model_5 apartment_building_count_in_sites 7.742977618530659e+20 0.1953262329192573 0.053373717501280594
-1981 GBM_grid_1_AutoML_20190416_020809_model_5 total_parking_capacity_in_site 5.606837983838145e+20 0.14143945597243393 0.03864892827646004
-1982 GBM_grid_1_AutoML_20190416_020809_model_5 heat_fuel_gas 4.9203071455794613e+20 0.12412086239945967 0.03391654949114078
-1983 GBM_grid_1_AutoML_20190416_020809_model_5 bathroom_count 4.050766906963043e+20 0.1021856292697419 0.02792265446284598
-1984 GBM_grid_1_AutoML_20190416_020809_model_5 total_household_count_in_sites 3.705549810713934e+20 0.09347709900248548 0.025543011813780842
-1985 GBM_grid_1_AutoML_20190416_020809_model_5 room_count 3.3157882438692005e+20 0.08364487910735217 0.02285631623147139
-1986 GBM_grid_1_AutoML_20190416_020809_model_5 heat_type_individual 3.301669459037394e+20 0.0832887152140207 0.022758992944462174
-1987 GBM_grid_1_AutoML_20190416_020809_model_5 heat_type_district 3.165123133085288e+20 0.07984416445058311 0.02181775491094859
-1988 GBM_grid_1_AutoML_20190416_020809_model_5 heat_fuel_cogeneration 3.047464833601629e+20 0.07687608762767865 0.021006715392599372
-1989 GBM_grid_1_AutoML_20190416_020809_model_5 floor 2.7754484716396138e+20 0.07001413685214171 0.01913165838296258
-1990 GBM_grid_1_AutoML_20190416_020809_model_5 front_door_structure_stairway 1.4485865145027894e+20 0.036542395041710085 0.009985363668907064
-1991 GBM_grid_1_AutoML_20190416_020809_model_5 total_household_count_of_area_type 1.0121932521491923e+20 0.025533832676389884 0.006977227541975692
-1992 GBM_grid_1_AutoML_20190416_020809_model_5 front_door_structure_corridor 6.231621128690231e+19 0.01572003872430273 0.004295566926368569
-1993 GBM_grid_1_AutoML_20190416_020809_model_5 heat_type_central 3.2976062358071804e+19 0.008318621535851702 0.002273098442635474
-1994 GBM_grid_1_AutoML_20190416_020809_model_5 front_door_structure_mixed 1.1905408551465517e+19 0.0030032872601325647 0.0008206609189241513
-1995 GBM_grid_1_AutoML_20190416_022142_model_2 exclusive_use_area 1.0635831062174892e+20 1.0 0.2803815802909958
-1996 GBM_grid_1_AutoML_20190416_022142_model_2 city 9.45463539615746e+19 0.8889418552144722 0.24924292215184335
-1997 GBM_grid_1_AutoML_20190416_022142_model_2 supply_area 7.072291006711018e+19 0.6649495432343605 0.18643960374582585
-1998 GBM_grid_1_AutoML_20190416_022142_model_2 total_parking_capacity_in_site 2.270298217213277e+19 0.21345752898307413 0.05984955930128536
-1999 GBM_grid_1_AutoML_20190416_022142_model_2 apartment_building_count_in_sites 1.5746948247286972e+19 0.1480556446904199 0.04151207562930212
-2000 GBM_grid_1_AutoML_20190416_022142_model_2 total_household_count_in_sites 1.2065174188051137e+19 0.11343894160710712 0.03180618971433869
-2001 GBM_grid_1_AutoML_20190416_022142_model_2 heat_fuel_cogeneration 1.2008193097453273e+19 0.11290319512650994 0.031655976269473515
-2002 GBM_grid_1_AutoML_20190416_022142_model_2 heat_type_district 9.246517856131088e+18 0.08693742691170851 0.024375653143937782
-2003 GBM_grid_1_AutoML_20190416_022142_model_2 bathroom_count 8.167983810701427e+18 0.07679685548739036 0.02153242370293374
-2004 GBM_grid_1_AutoML_20190416_022142_model_2 floor 7.933620708217717e+18 0.07459333137052848 0.02091459612883869
-2005 GBM_grid_1_AutoML_20190416_022142_model_2 total_household_count_of_area_type 6.922281666652144e+18 0.06508453947966926 0.018248506031821373
-2006 GBM_grid_1_AutoML_20190416_022142_model_2 room_count 4.974849211523662e+18 0.046774428650114046 0.013114688222127408
-2007 GBM_grid_1_AutoML_20190416_022142_model_2 heat_type_individual 4.530557453460308e+18 0.0425971174887566 0.01194344711733879
-2008 GBM_grid_1_AutoML_20190416_022142_model_2 heat_fuel_gas 1.4744511401615688e+18 0.013863055284934755 0.0038869453484514484
-2009 GBM_grid_1_AutoML_20190416_022142_model_2 front_door_structure_stairway 8.272072652357632e+17 0.007777551753126566 0.002180682251336632
-2010 GBM_grid_1_AutoML_20190416_022142_model_2 heat_type_central 7.945705990274417e+17 0.0074706959369939645 0.0020946455326878895
-2011 GBM_grid_1_AutoML_20190416_022142_model_2 front_door_structure_mixed 3.11245731501441e+17 0.0029263884475219863 0.0008205054174615285
-2012 GBM_grid_1_AutoML_20190416_022142_model_2 front_door_structure_corridor 0.0 0.0 0.0
-2013 GBM_grid_1_AutoML_20190416_022142_model_36 exclusive_use_area 1.3160031803009086e+20 1.0 0.3366393711841253
-2014 GBM_grid_1_AutoML_20190416_022142_model_36 city 9.241419860517742e+19 0.7022338546632281 0.23639956325803352
-2015 GBM_grid_1_AutoML_20190416_022142_model_36 total_parking_capacity_in_site 3.975360816233421e+19 0.30207835936418037 0.1016914689446899
-2016 GBM_grid_1_AutoML_20190416_022142_model_36 supply_area 3.4257448602244743e+19 0.2603143298970726 0.08763205232676746
-2017 GBM_grid_1_AutoML_20190416_022142_model_36 apartment_building_count_in_sites 1.875483602790541e+19 0.1425136071754557 0.04797569110472685
-2018 GBM_grid_1_AutoML_20190416_022142_model_36 heat_type_individual 1.6109036118011281e+19 0.12240879322440464 0.04120761917847119
-2019 GBM_grid_1_AutoML_20190416_022142_model_36 total_household_count_in_sites 1.3595654791496729e+19 0.10331019708013195 0.03477827978196368
-2020 GBM_grid_1_AutoML_20190416_022142_model_36 bathroom_count 1.2778904569035882e+19 0.09710390339720867 0.032688996979160376
-2021 GBM_grid_1_AutoML_20190416_022142_model_36 floor 9.176588916604535e+18 0.06973075030492158 0.02347411593484605
-2022 GBM_grid_1_AutoML_20190416_022142_model_36 total_household_count_of_area_type 7.803877236628521e+18 0.059299835695261295 0.01996265939977471
-2023 GBM_grid_1_AutoML_20190416_022142_model_36 heat_fuel_gas 7.574003989876834e+18 0.05755308272237619 0.019374633577368666
-2024 GBM_grid_1_AutoML_20190416_022142_model_36 front_door_structure_stairway 2.409613267375751e+18 0.018310086962136252 0.006163896161260199
-2025 GBM_grid_1_AutoML_20190416_022142_model_36 heat_fuel_cogeneration 1.160433780364673e+18 0.008817864559410379 0.0029684403804666943
-2026 GBM_grid_1_AutoML_20190416_022142_model_36 front_door_structure_corridor 1.0416435061724283e+18 0.007915205082819426 0.002664569661873724
-2027 GBM_grid_1_AutoML_20190416_022142_model_36 room_count 9.597913251153183e+17 0.007293229526207214 0.0024551882016038925
-2028 GBM_grid_1_AutoML_20190416_022142_model_36 heat_type_district 8.836416923961917e+17 0.006714586299055478 0.002260394109475579
-2029 GBM_grid_1_AutoML_20190416_022142_model_36 heat_type_central 6.501295431929037e+17 0.004940182158558685 0.0016630598153922302
-2030 GBM_grid_1_AutoML_20190416_022142_model_36 front_door_structure_mixed 0.0 0.0 0.0
-2031 DeepLearning_grid_1_AutoML_20190416_022142_model_1 city 1.0 1.0 0.178505869673454
-2032 DeepLearning_grid_1_AutoML_20190416_022142_model_1 exclusive_use_area 0.5029036402702332 0.5029036402702332 0.08977125166838384
-2033 DeepLearning_grid_1_AutoML_20190416_022142_model_1 supply_area 0.4551074504852295 0.4551074504852295 0.0812393512437343
-2034 DeepLearning_grid_1_AutoML_20190416_022142_model_1 apartment_building_count_in_sites 0.45126479864120483 0.45126479864120483 0.08055341533446438
-2035 DeepLearning_grid_1_AutoML_20190416_022142_model_1 heat_type_district 0.3303416669368744 0.3303416669368744 0.05896792654594525
-2036 DeepLearning_grid_1_AutoML_20190416_022142_model_1 heat_fuel_cogeneration 0.2992936670780182 0.2992936670780182 0.05342567632951885
-2037 DeepLearning_grid_1_AutoML_20190416_022142_model_1 total_parking_capacity_in_site 0.2988487482070923 0.2988487482070923 0.05334625569953009
-2038 DeepLearning_grid_1_AutoML_20190416_022142_model_1 front_door_structure_stairway 0.2968520224094391 0.2968520224094391 0.05298982842452058
-2039 DeepLearning_grid_1_AutoML_20190416_022142_model_1 total_household_count_in_sites 0.27437475323677063 0.27437475323677063 0.04897750394296908
-2040 DeepLearning_grid_1_AutoML_20190416_022142_model_1 heat_fuel_gas 0.2586391866207123 0.2586391866207123 0.046168612939365014
-2041 DeepLearning_grid_1_AutoML_20190416_022142_model_1 heat_type_central 0.24984988570213318 0.24984988570213318 0.044599671135072363
-2042 DeepLearning_grid_1_AutoML_20190416_022142_model_1 bathroom_count 0.2481069415807724 0.2481069415807724 0.04428854537889663
-2043 DeepLearning_grid_1_AutoML_20190416_022142_model_1 room_count 0.2393413633108139 0.2393413633108139 0.04272383820662695
-2044 DeepLearning_grid_1_AutoML_20190416_022142_model_1 heat_type_individual 0.20646235346794128 0.20646235346794128 0.036854741960622925
-2045 DeepLearning_grid_1_AutoML_20190416_022142_model_1 floor 0.15503717958927155 0.15503717958927155 0.027675046574302392
-2046 DeepLearning_grid_1_AutoML_20190416_022142_model_1 total_household_count_of_area_type 0.1292830854654312 0.1292830854654312 0.02307778960507428
-2047 DeepLearning_grid_1_AutoML_20190416_022142_model_1 front_door_structure_corridor 0.11427837610244751 0.11427837610244751 0.020399360911037456
-2048 DeepLearning_grid_1_AutoML_20190416_022142_model_1 front_door_structure_mixed 0.09207156300544739 0.09207156300544739 0.0164353144264816
-2049 GBM_grid_1_AutoML_20190416_015849_model_13 supply_area 5.887218022889397e+19 1.0 0.15785894400040468
-2050 GBM_grid_1_AutoML_20190416_015849_model_13 city 5.384655007284147e+19 0.9146348897473656 0.14438329784144568
-2051 GBM_grid_1_AutoML_20190416_015849_model_13 apartment_building_count_in_sites 5.13968997388077e+19 0.8730252479010882 0.1378148437193573
-2052 GBM_grid_1_AutoML_20190416_015849_model_13 exclusive_use_area 4.813182519333618e+19 0.8175648499206334 0.12905992386032053
-2053 GBM_grid_1_AutoML_20190416_015849_model_13 total_parking_capacity_in_site 3.728260971053554e+19 0.6332806015605577 0.09996900701829066
-2054 GBM_grid_1_AutoML_20190416_015849_model_13 room_count 3.6345638886693667e+19 0.6173652605591042 0.09745662809439488
-2055 GBM_grid_1_AutoML_20190416_015849_model_13 heat_fuel_cogeneration 3.1538127648336118e+19 0.5357051076708295 0.08456584259254023
-2056 GBM_grid_1_AutoML_20190416_015849_model_13 total_household_count_in_sites 1.5218002889977889e+19 0.2584922595156247 0.04080531511941508
-2057 GBM_grid_1_AutoML_20190416_015849_model_13 total_household_count_of_area_type 1.3149295951573156e+19 0.22335330372425366 0.03525831666491234
-2058 GBM_grid_1_AutoML_20190416_015849_model_13 floor 1.2506363124300906e+19 0.21243247788134215 0.033534366629738
-2059 GBM_grid_1_AutoML_20190416_015849_model_13 front_door_structure_corridor 5.943842212012884e+18 0.10096181573203733 0.015937725615822858
-2060 GBM_grid_1_AutoML_20190416_015849_model_13 bathroom_count 4.553891564102877e+18 0.0773521813936129 0.012210733670923485
-2061 GBM_grid_1_AutoML_20190416_015849_model_13 heat_type_district 1.1428838567984497e+18 0.019412969799231794 0.003064510912418479
-2062 GBM_grid_1_AutoML_20190416_015849_model_13 heat_type_individual 8.670292399316009e+17 0.01472731664702423 0.0023248386538588257
-2063 GBM_grid_1_AutoML_20190416_015849_model_13 front_door_structure_mixed 8.405722413882409e+17 0.014277919352062575 0.0022538972714395405
-2064 GBM_grid_1_AutoML_20190416_015849_model_13 heat_fuel_gas 6.605454917207327e+17 0.01121999370759744 0.0017711763583725172
-2065 GBM_grid_1_AutoML_20190416_015849_model_13 front_door_structure_stairway 4.2647643987797606e+17 0.007244108137661004 0.0011435472608359043
-2066 GBM_grid_1_AutoML_20190416_015849_model_13 heat_type_central 2.1894836177915085e+17 0.00371904626137309 0.000587084715509009
-2067 GBM_grid_1_AutoML_20190416_021340_model_11 supply_area 4.1106076425867986e+21 1.0 0.23381469056908838
-2068 GBM_grid_1_AutoML_20190416_021340_model_11 city 3.668224680689729e+21 0.8923801538940654 0.20865158955273638
-2069 GBM_grid_1_AutoML_20190416_021340_model_11 exclusive_use_area 2.96656864382001e+21 0.7216861597506186 0.16874082613008456
-2070 GBM_grid_1_AutoML_20190416_021340_model_11 apartment_building_count_in_sites 9.823395059458648e+20 0.23897671375117674 0.055876266378949005
-2071 GBM_grid_1_AutoML_20190416_021340_model_11 room_count 8.620887515579569e+20 0.20972294767968802 0.049036306116963364
-2072 GBM_grid_1_AutoML_20190416_021340_model_11 bathroom_count 8.507928792675815e+20 0.20697496653613454 0.04839378775619372
-2073 GBM_grid_1_AutoML_20190416_021340_model_11 total_parking_capacity_in_site 7.126995668434734e+20 0.17338058720558713 0.0405389283481612
-2074 GBM_grid_1_AutoML_20190416_021340_model_11 heat_fuel_cogeneration 5.643181680987304e+20 0.13728339388373392 0.03209887426119953
-2075 GBM_grid_1_AutoML_20190416_021340_model_11 total_household_count_in_sites 5.627724834484959e+20 0.13690737048655516 0.03201095446694144
-2076 GBM_grid_1_AutoML_20190416_021340_model_11 heat_type_individual 4.8593674612778834e+20 0.11821530741425595 0.027640475523593916
-2077 GBM_grid_1_AutoML_20190416_021340_model_11 heat_type_district 4.46412029898078e+20 0.10860000970979358 0.02539227766609538
-2078 GBM_grid_1_AutoML_20190416_021340_model_11 heat_fuel_gas 4.271788447394389e+20 0.10392109436905926 0.024298278523502623
-2079 GBM_grid_1_AutoML_20190416_021340_model_11 floor 3.7823527210154826e+20 0.09201444287286087 0.021514328488205024
-2080 GBM_grid_1_AutoML_20190416_021340_model_11 front_door_structure_corridor 1.7966537208129546e+20 0.04370774048584027 0.01021951181717076
-2081 GBM_grid_1_AutoML_20190416_021340_model_11 total_household_count_of_area_type 1.6962155326388725e+20 0.04126435019158012 0.009648211271578808
-2082 GBM_grid_1_AutoML_20190416_021340_model_11 front_door_structure_stairway 1.5649285666266048e+20 0.03807049231392461 0.008901440380193141
-2083 GBM_grid_1_AutoML_20190416_021340_model_11 heat_type_central 4.392744666034864e+19 0.010686363301924183 0.0024986287287482646
-2084 GBM_grid_1_AutoML_20190416_021340_model_11 front_door_structure_mixed 1.2739340842133619e+19 0.003099138120153149 0.0007246240205944748
-2085 GBM_grid_1_AutoML_20190416_022142_model_15 supply_area 1.5642454620425e+20 1.0 0.3513246477359584
-2086 GBM_grid_1_AutoML_20190416_022142_model_15 city 6.582203489839166e+19 0.4207909595751366 0.1478342356432108
-2087 GBM_grid_1_AutoML_20190416_022142_model_15 heat_fuel_cogeneration 4.888866742524602e+19 0.312538336287772 0.109802420900284
-2088 GBM_grid_1_AutoML_20190416_022142_model_15 exclusive_use_area 4.205468368912987e+19 0.2688496448263134 0.09445350676254209
-2089 GBM_grid_1_AutoML_20190416_022142_model_15 apartment_building_count_in_sites 3.1189430729726493e+19 0.19938961938237723 0.0700504877917205
-2090 GBM_grid_1_AutoML_20190416_022142_model_15 total_parking_capacity_in_site 2.5240927687923466e+19 0.16136168076182456 0.056690335651730185
-2091 GBM_grid_1_AutoML_20190416_022142_model_15 total_household_count_of_area_type 1.8699196341493432e+19 0.11954131749295355 0.04199781125810426
-2092 GBM_grid_1_AutoML_20190416_022142_model_15 total_household_count_in_sites 1.8047171652571103e+19 0.1153730158756936 0.040533384160763186
-2093 GBM_grid_1_AutoML_20190416_022142_model_15 floor 1.4200918350401372e+19 0.09078446250921926 0.03189481931094978
-2094 GBM_grid_1_AutoML_20190416_022142_model_15 bathroom_count 6.746669868487016e+18 0.04313050625493016 0.015152809916686888
-2095 GBM_grid_1_AutoML_20190416_022142_model_15 heat_fuel_gas 6.029074704130638e+18 0.03854302186217133 0.013541113578406686
-2096 GBM_grid_1_AutoML_20190416_022142_model_15 heat_type_individual 2.9123822764844646e+18 0.018618447981186063 0.006541119678380459
-2097 GBM_grid_1_AutoML_20190416_022142_model_15 room_count 2.8597236409732956e+18 0.01828180877212989 0.006422850026844689
-2098 GBM_grid_1_AutoML_20190416_022142_model_15 front_door_structure_corridor 2.1272148383367168e+18 0.013598983599154088 0.004777658122539886
-2099 GBM_grid_1_AutoML_20190416_022142_model_15 heat_type_central 1.7464508005419581e+18 0.011164812958840519 0.003922473979802508
-2100 GBM_grid_1_AutoML_20190416_022142_model_15 heat_type_district 1.6198873914581975e+18 0.010355710985046064 0.003638216513876703
-2101 GBM_grid_1_AutoML_20190416_022142_model_15 front_door_structure_mixed 3.4170560520493466e+17 0.002184475604990763 0.0007674601224111745
-2102 GBM_grid_1_AutoML_20190416_022142_model_15 front_door_structure_stairway 2.9147726834827264e+17 0.0018633729515039072 0.0006546488457878232
-2103 GBM_grid_1_AutoML_20190416_022142_model_35 supply_area 1.1541299998271681e+20 1.0 0.27843526478003516
-2104 GBM_grid_1_AutoML_20190416_022142_model_35 exclusive_use_area 8.80727461565783e+19 0.7631094085568114 0.21247657022765182
-2105 GBM_grid_1_AutoML_20190416_022142_model_35 city 5.592035654617583e+19 0.4845238972607067 0.13490853962603944
-2106 GBM_grid_1_AutoML_20190416_022142_model_35 heat_fuel_cogeneration 3.924810549244094e+19 0.34006659127064 0.09468653138328464
-2107 GBM_grid_1_AutoML_20190416_022142_model_35 apartment_building_count_in_sites 2.8124674008696226e+19 0.24368722772051604 0.0678511177738746
-2108 GBM_grid_1_AutoML_20190416_022142_model_35 total_parking_capacity_in_site 2.2710656763294646e+19 0.19677728476597597 0.054789735386510906
-2109 GBM_grid_1_AutoML_20190416_022142_model_35 floor 1.5685395387340816e+19 0.1359066603388675 0.03784120695682288
-2110 GBM_grid_1_AutoML_20190416_022142_model_35 total_household_count_in_sites 1.2602998101754511e+19 0.1091991205812328 0.03040488605278254
-2111 GBM_grid_1_AutoML_20190416_022142_model_35 front_door_structure_mixed 8.970038510501233e+18 0.07772121435058878 0.021640326896732058
-2112 GBM_grid_1_AutoML_20190416_022142_model_35 heat_type_district 7.016822074454835e+18 0.060797501802271926 0.01692816851228025
-2113 GBM_grid_1_AutoML_20190416_022142_model_35 total_household_count_of_area_type 5.974175538799968e+18 0.05176345420095315 0.014412771076371613
-2114 GBM_grid_1_AutoML_20190416_022142_model_35 bathroom_count 5.450413279304221e+18 0.047225297671149906 0.013149188261382604
-2115 GBM_grid_1_AutoML_20190416_022142_model_35 room_count 5.060962962211078e+18 0.043850891693041176 0.012209634639392565
-2116 GBM_grid_1_AutoML_20190416_022142_model_35 heat_type_central 1.6930697858913403e+18 0.014669662742887533 0.004084551430049707
-2117 GBM_grid_1_AutoML_20190416_022142_model_35 heat_type_individual 1.673915331262808e+18 0.014503698296669164 0.004038341075522824
-2118 GBM_grid_1_AutoML_20190416_022142_model_35 front_door_structure_corridor 7.733709840517693e+17 0.006700900108025805 0.0018657668958427314
-2119 GBM_grid_1_AutoML_20190416_022142_model_35 front_door_structure_stairway 1.149834728791081e+17 0.0009962783472947324 0.0002773990254236247
-2120 GBM_grid_1_AutoML_20190416_022142_model_35 heat_fuel_gas 0.0 0.0 0.0
-2121 XGBoost_grid_1_AutoML_20190416_015849_model_5 supply_area 1.1865486163870273e+21 1.0 0.29599679028309933
-2122 XGBoost_grid_1_AutoML_20190416_015849_model_5 city 9.36165647078807e+20 0.7889821235722966 0.2335361761681434
-2123 XGBoost_grid_1_AutoML_20190416_015849_model_5 exclusive_use_area 8.118613715512889e+20 0.6842209078826963 0.20252719257786628
-2124 XGBoost_grid_1_AutoML_20190416_015849_model_5 heat_type_district 2.35696713331179e+20 0.19864058672021548 0.05879697608913543
-2125 XGBoost_grid_1_AutoML_20190416_015849_model_5 apartment_building_count_in_sites 1.956698633352029e+20 0.1649067392881098 0.04881186552533237
-2126 XGBoost_grid_1_AutoML_20190416_015849_model_5 total_parking_capacity_in_site 1.7378611628180976e+20 0.14646354467209152 0.04335273911642443
-2127 XGBoost_grid_1_AutoML_20190416_015849_model_5 floor 1.163797785667877e+20 0.09808260442050615 0.029032136091076747
-2128 XGBoost_grid_1_AutoML_20190416_015849_model_5 heat_type_individual 9.999475073655348e+19 0.08427362297301545 0.024944721905540635
-2129 XGBoost_grid_1_AutoML_20190416_015849_model_5 total_household_count_in_sites 8.639559510003391e+19 0.07281252020090298 0.02155227227189061
-2130 XGBoost_grid_1_AutoML_20190416_015849_model_5 total_household_count_of_area_type 7.088789398588123e+19 0.059742932575093985 0.017683716284327435
-2131 XGBoost_grid_1_AutoML_20190416_015849_model_5 bathroom_count 3.1397229631283134e+19 0.02646097192956653 0.007832362758922882
-2132 XGBoost_grid_1_AutoML_20190416_015849_model_5 heat_fuel_cogeneration 1.842518924775863e+19 0.015528389644802148 0.004596353493126752
-2133 XGBoost_grid_1_AutoML_20190416_015849_model_5 room_count 1.6191205920489865e+19 0.013645632127397495 0.004039063311093599
-2134 XGBoost_grid_1_AutoML_20190416_015849_model_5 front_door_structure_stairway 1.063577718610513e+19 0.00896362529037408 0.002653204315251142
-2135 XGBoost_grid_1_AutoML_20190416_015849_model_5 heat_type_central 7.834079171776086e+18 0.006602408922468267 0.0019542918491871034
-2136 XGBoost_grid_1_AutoML_20190416_015849_model_5 front_door_structure_mixed 6.161861074149704e+18 0.0051930961690488655 0.0015371397976699237
-2137 XGBoost_grid_1_AutoML_20190416_015849_model_5 front_door_structure_corridor 4.621970300437791e+18 0.003895306299805419 0.0011529981619119401
-2138 GBM_grid_1_AutoML_20190416_022142_model_26 exclusive_use_area 3.833177602028963e+20 1.0 0.2555406049518385
-2139 GBM_grid_1_AutoML_20190416_022142_model_26 city 3.299694912075769e+20 0.8608249485568283 0.21997572811184715
-2140 GBM_grid_1_AutoML_20190416_022142_model_26 supply_area 2.7063917526971423e+20 0.7060439232621534 0.1804228912729801
-2141 GBM_grid_1_AutoML_20190416_022142_model_26 apartment_building_count_in_sites 1.0317252405877958e+20 0.2691566495749341 0.06878045305918866
-2142 GBM_grid_1_AutoML_20190416_022142_model_26 heat_fuel_cogeneration 8.207622084492054e+19 0.2141205792329483 0.054716502349825676
-2143 GBM_grid_1_AutoML_20190416_022142_model_26 room_count 6.949965940074427e+19 0.18131082515967165 0.04633227794561951
-2144 GBM_grid_1_AutoML_20190416_022142_model_26 total_household_count_in_sites 6.0688437098538074e+19 0.15832409400079636 0.04045823475941524
-2145 GBM_grid_1_AutoML_20190416_022142_model_26 total_parking_capacity_in_site 5.959312560518018e+19 0.15546664358478085 0.03972804015148676
-2146 GBM_grid_1_AutoML_20190416_022142_model_26 heat_type_individual 4.229169441561326e+19 0.11033064158891981 0.02819395889635704
-2147 GBM_grid_1_AutoML_20190416_022142_model_26 floor 3.264837050959921e+19 0.08517312240454995 0.02176519122489568
-2148 GBM_grid_1_AutoML_20190416_022142_model_26 total_household_count_of_area_type 2.1555206381943914e+19 0.05623325767774077 0.014369880685382492
-2149 GBM_grid_1_AutoML_20190416_022142_model_26 heat_fuel_gas 1.4444286453116568e+19 0.03768227813256284 0.009629352149958545
-2150 GBM_grid_1_AutoML_20190416_022142_model_26 bathroom_count 1.0591664779598758e+19 0.027631552407048444 0.007060983617855589
-2151 GBM_grid_1_AutoML_20190416_022142_model_26 front_door_structure_corridor 7.834715789008568e+18 0.020439219369490016 0.005223050482422814
-2152 GBM_grid_1_AutoML_20190416_022142_model_26 heat_type_district 5.931086227863241e+18 0.015473027455664513 0.003953986796456916
-2153 GBM_grid_1_AutoML_20190416_022142_model_26 front_door_structure_stairway 4.418604629764342e+18 0.011527262987828956 0.0029456837573487485
-2154 GBM_grid_1_AutoML_20190416_022142_model_26 heat_type_central 1.3547939010508227e+18 0.003534388545768681 0.0009031797871205774
-2155 GBM_grid_1_AutoML_20190416_022142_model_26 front_door_structure_mixed 0.0 0.0 0.0
-2156 GBM_5_AutoML_20190416_022142 supply_area 4.7630013364075024e+20 1.0 0.3197686003049693
-2157 GBM_5_AutoML_20190416_022142 city 3.275212922288918e+20 0.6876363643347725 0.2198845177421281
-2158 GBM_5_AutoML_20190416_022142 exclusive_use_area 2.4786654783205487e+20 0.5203999124195259 0.16640755159322038
-2159 GBM_5_AutoML_20190416_022142 total_parking_capacity_in_site 7.80893652943257e+19 0.16394991262636233 0.05242603408065388
-2160 GBM_5_AutoML_20190416_022142 heat_fuel_gas 6.867006468344775e+19 0.14417393536832848 0.046102297513189505
-2161 GBM_5_AutoML_20190416_022142 apartment_building_count_in_sites 6.502994672174183e+19 0.13653144756577104 0.04365846988571791
-2162 GBM_5_AutoML_20190416_022142 total_household_count_in_sites 4.153075760240158e+19 0.08719451175658538 0.027882066978678493
-2163 GBM_5_AutoML_20190416_022142 heat_type_district 3.799996628086869e+19 0.07978155704136375 0.025511636825267952
-2164 GBM_5_AutoML_20190416_022142 heat_type_individual 3.5480886185587376e+19 0.07449270676112987 0.02382042857393502
-2165 GBM_5_AutoML_20190416_022142 floor 2.816970560692342e+19 0.059142762341046165 0.01891199833196578
-2166 GBM_5_AutoML_20190416_022142 room_count 2.2868707161740935e+19 0.04801322852239566 0.015353122880729089
-2167 GBM_5_AutoML_20190416_022142 total_household_count_of_area_type 1.744799828857271e+19 0.03663236068233581 0.011713878701257311
-2168 GBM_5_AutoML_20190416_022142 heat_fuel_cogeneration 1.6540450395890123e+19 0.03472694888716066 0.011104587838509573
-2169 GBM_5_AutoML_20190416_022142 bathroom_count 1.3488853729532707e+19 0.028320071267724407 0.00905586954981721
-2170 GBM_5_AutoML_20190416_022142 front_door_structure_stairway 1.0076388550846185e+19 0.02115554424439089 0.006764878771718724
-2171 GBM_5_AutoML_20190416_022142 front_door_structure_corridor 1.5572853225412362e+18 0.0032695462641121574 0.0010454982325074859
-2172 GBM_5_AutoML_20190416_022142 heat_type_central 8.766722317851034e+17 0.0018405878349938363 0.0005885621957343328
-2173 GBM_5_AutoML_20190416_022142 front_door_structure_mixed 0.0 0.0 0.0
-2174 GBM_grid_1_AutoML_20190416_021340_model_2 city 9.068059422361649e+19 1.0 0.23613663539076796
-2175 GBM_grid_1_AutoML_20190416_021340_model_2 exclusive_use_area 7.44104785526244e+19 0.820577756351372 0.19376847046131834
-2176 GBM_grid_1_AutoML_20190416_021340_model_2 bathroom_count 6.546431978541102e+19 0.7219220423719032 0.17047224210013262
-2177 GBM_grid_1_AutoML_20190416_021340_model_2 supply_area 3.1454012809788e+19 0.3468659758914134 0.0819077644785336
-2178 GBM_grid_1_AutoML_20190416_021340_model_2 heat_fuel_gas 2.4078260112248013e+19 0.265528256827161 0.06270094916834151
-2179 GBM_grid_1_AutoML_20190416_021340_model_2 apartment_building_count_in_sites 2.28634251078811e+19 0.25213139926609174 0.05953746029906124
-2180 GBM_grid_1_AutoML_20190416_021340_model_2 floor 1.998969533803738e+19 0.22044071842695692 0.05205412955246527
-2181 GBM_grid_1_AutoML_20190416_021340_model_2 total_household_count_in_sites 1.3824367503725298e+19 0.15245122313198223 0.0359993188915935
-2182 GBM_grid_1_AutoML_20190416_021340_model_2 total_household_count_of_area_type 1.185871229263387e+19 0.13077453223774127 0.03088065803742174
-2183 GBM_grid_1_AutoML_20190416_021340_model_2 total_parking_capacity_in_site 1.1295708463142797e+19 0.12456588490463363 0.02941456894585384
-2184 GBM_grid_1_AutoML_20190416_021340_model_2 room_count 4.519257772461654e+18 0.04983709922894039 0.011768364929557821
-2185 GBM_grid_1_AutoML_20190416_021340_model_2 front_door_structure_mixed 3.904723131511603e+18 0.04306018465078246 0.01016808712274096
-2186 GBM_grid_1_AutoML_20190416_021340_model_2 heat_fuel_cogeneration 2.980058316685705e+18 0.03286324204423432 0.007760215404357915
-2187 GBM_grid_1_AutoML_20190416_021340_model_2 front_door_structure_corridor 2.4179813754968474e+18 0.02666481617372461 0.00629653997457666
-2188 GBM_grid_1_AutoML_20190416_021340_model_2 front_door_structure_stairway 1.9675623140098048e+18 0.02169772188697657 0.005123627042035272
-2189 GBM_grid_1_AutoML_20190416_021340_model_2 heat_type_central 1.735726713880445e+18 0.019141104320514028 0.004519915971909874
-2190 GBM_grid_1_AutoML_20190416_021340_model_2 heat_type_district 2.924538751919063e+17 0.003225098795346676 0.000761563978335983
-2191 GBM_grid_1_AutoML_20190416_021340_model_2 heat_type_individual 2.801362354044928e+17 0.0030892633402212007 0.0007294882509958796
-2192 GBM_grid_1_AutoML_20190416_022142_model_37 supply_area 4.5936592350189307e+21 1.0 0.2261461599960611
-2193 GBM_grid_1_AutoML_20190416_022142_model_37 city 4.084156876075345e+21 0.8890857303781946 0.20106332383232203
-2194 GBM_grid_1_AutoML_20190416_022142_model_37 exclusive_use_area 3.4889248390500644e+21 0.7595088491660149 0.17176000972192185
-2195 GBM_grid_1_AutoML_20190416_022142_model_37 apartment_building_count_in_sites 1.181536954426694e+21 0.2572104054692304 0.05816714550789633
-2196 GBM_grid_1_AutoML_20190416_022142_model_37 total_parking_capacity_in_site 1.0034734212534868e+21 0.2184475099075022 0.049401065526283136
-2197 GBM_grid_1_AutoML_20190416_022142_model_37 room_count 9.495927071553471e+20 0.20671814311264075 0.04674851426643991
-2198 GBM_grid_1_AutoML_20190416_022142_model_37 heat_fuel_cogeneration 8.055912349700823e+20 0.17537026447865423 0.03965931188934129
-2199 GBM_grid_1_AutoML_20190416_022142_model_37 total_household_count_in_sites 7.933857762924665e+20 0.17271324138373903 0.039058436319405365
-2200 GBM_grid_1_AutoML_20190416_022142_model_37 bathroom_count 6.571631465635774e+20 0.14305874966819762 0.03235218689130068
-2201 GBM_grid_1_AutoML_20190416_022142_model_37 heat_type_individual 6.093438553514133e+20 0.13264890236223675 0.02999803989691228
-2202 GBM_grid_1_AutoML_20190416_022142_model_37 heat_fuel_gas 5.400704358612468e+20 0.11756867634937251 0.02658770469223032
-2203 GBM_grid_1_AutoML_20190416_022142_model_37 heat_type_district 4.124527424610071e+20 0.08978740506408228 0.0203050768712531
-2204 GBM_grid_1_AutoML_20190416_022142_model_37 floor 4.044935800976761e+20 0.08805476405696191 0.01991324676084112
-2205 GBM_grid_1_AutoML_20190416_022142_model_37 total_household_count_of_area_type 3.7170821923534904e+20 0.08091767373637528 0.018299221191295394
-2206 GBM_grid_1_AutoML_20190416_022142_model_37 front_door_structure_stairway 2.117851853611902e+20 0.046103808429385475 0.010426199237499557
-2207 GBM_grid_1_AutoML_20190416_022142_model_37 front_door_structure_corridor 1.6393176530809992e+20 0.035686531569080214 0.008070372077925698
-2208 GBM_grid_1_AutoML_20190416_022142_model_37 heat_type_central 3.809605040299678e+19 0.008293181634497054 0.0018754711807913661
-2209 GBM_grid_1_AutoML_20190416_022142_model_37 front_door_structure_mixed 3.4229921778887557e+18 0.0007451558774308276 0.00016851414027947725
-2210 GBM_5_AutoML_20190416_021340 city 3.510466893073917e+20 1.0 0.23436357978385883
-2211 GBM_5_AutoML_20190416_021340 supply_area 3.444496195407357e+20 0.9812074291893427 0.2299592856153315
-2212 GBM_5_AutoML_20190416_021340 exclusive_use_area 3.1004577756232234e+20 0.8832038216171092 0.2069908093129704
-2213 GBM_5_AutoML_20190416_021340 apartment_building_count_in_sites 1.0590519748189592e+20 0.30168407994630236 0.07070376094001528
-2214 GBM_5_AutoML_20190416_021340 heat_fuel_cogeneration 6.309072047164726e+19 0.1797217361488981 0.0421202294488259
-2215 GBM_5_AutoML_20190416_021340 total_parking_capacity_in_site 5.874645327328104e+19 0.16734655264570833 0.039219937142536195
-2216 GBM_5_AutoML_20190416_021340 room_count 4.96443353787374e+19 0.14141804179006703 0.033143238519943455
-2217 GBM_5_AutoML_20190416_021340 heat_type_individual 4.813595056096359e+19 0.13712122070125454 0.032136220147878584
-2218 GBM_5_AutoML_20190416_021340 total_household_count_in_sites 3.86131375274003e+19 0.10999430760501765 0.02577865968615886
-2219 GBM_5_AutoML_20190416_021340 heat_fuel_gas 3.7726975135877956e+19 0.10746996420992475 0.02518704553148115
-2220 GBM_5_AutoML_20190416_021340 floor 2.7759264513344406e+19 0.07907570519497818 0.01853246534342817
-2221 GBM_5_AutoML_20190416_021340 bathroom_count 2.5544841497933775e+19 0.07276764680029671 0.017054086196564996
-2222 GBM_5_AutoML_20190416_021340 total_household_count_of_area_type 2.0879862150908084e+19 0.05947887499552737 0.013939682065468443
-2223 GBM_5_AutoML_20190416_021340 front_door_structure_stairway 9.028104269319897e+18 0.025717673871621383 0.006027286112266999
-2224 GBM_5_AutoML_20190416_021340 heat_type_district 4.0336738552171725e+18 0.01149041987313862 0.00269293593468836
-2225 GBM_5_AutoML_20190416_021340 front_door_structure_corridor 2.725493337309053e+18 0.007763905543978775 0.0018195766963906134
-2226 GBM_5_AutoML_20190416_021340 heat_type_central 4.9609755050849075e+17 0.0014131953544050837 0.0003312015221922945
-2227 GBM_5_AutoML_20190416_021340 front_door_structure_mixed 0.0 0.0 0.0
-2228 GBM_grid_1_AutoML_20190416_021340_model_15 supply_area 3.385106030852571e+20 1.0 0.23516244512971154
-2229 GBM_grid_1_AutoML_20190416_021340_model_15 exclusive_use_area 3.315208053573456e+20 0.9793513182033146 0.23030665062969763
-2230 GBM_grid_1_AutoML_20190416_021340_model_15 city 3.033644764088857e+20 0.8961742221483102 0.21074652134261393
-2231 GBM_grid_1_AutoML_20190416_021340_model_15 apartment_building_count_in_sites 9.231277965263136e+19 0.2727027715270163 0.06412945054594223
-2232 GBM_grid_1_AutoML_20190416_021340_model_15 heat_fuel_gas 7.214346149801073e+19 0.21312024155367656 0.050117877110397335
-2233 GBM_grid_1_AutoML_20190416_021340_model_15 total_parking_capacity_in_site 4.562937191289009e+19 0.13479451307289744 0.031698607284291434
-2234 GBM_grid_1_AutoML_20190416_021340_model_15 bathroom_count 4.194995300756095e+19 0.12392507834383981 0.029142524436228435
-2235 GBM_grid_1_AutoML_20190416_021340_model_15 heat_fuel_cogeneration 4.0744813496727765e+19 0.12036495496853254 0.028305317118327733
-2236 GBM_grid_1_AutoML_20190416_021340_model_15 total_household_count_in_sites 3.9014278951631585e+19 0.11525275307788652 0.02710311922172668
-2237 GBM_grid_1_AutoML_20190416_021340_model_15 room_count 3.4210237771971297e+19 0.10106105232796836 0.023765764172826765
-2238 GBM_grid_1_AutoML_20190416_021340_model_15 floor 3.003428821163154e+19 0.08872480784321878 0.020864742756075135
-2239 GBM_grid_1_AutoML_20190416_021340_model_15 heat_type_individual 2.310147597236437e+19 0.06824446785953717 0.01604853592842477
-2240 GBM_grid_1_AutoML_20190416_021340_model_15 total_household_count_of_area_type 1.9494017904049914e+19 0.05758761387790314 0.013542444088713412
-2241 GBM_grid_1_AutoML_20190416_021340_model_15 heat_type_district 1.3719628026063356e+19 0.040529389333804525 0.009530990295351522
-2242 GBM_grid_1_AutoML_20190416_021340_model_15 front_door_structure_stairway 7.113431213385187e+18 0.02101390960446105 0.004941682364319791
-2243 GBM_grid_1_AutoML_20190416_021340_model_15 front_door_structure_mixed 3.022983800389894e+18 0.008930248485092584 0.0021000590693702743
-2244 GBM_grid_1_AutoML_20190416_021340_model_15 front_door_structure_corridor 2.2649928537069322e+18 0.006691054380758857 0.0015734847086751208
-2245 GBM_grid_1_AutoML_20190416_021340_model_15 heat_type_central 1.3240063385225134e+18 0.003911269917264748 0.0009197837973062627
-2246 GBM_grid_1_AutoML_20190416_021340_model_4 city 3.7603826842895416e+21 1.0 0.2808971970926132
-2247 GBM_grid_1_AutoML_20190416_021340_model_4 supply_area 3.542755239496117e+21 0.9421262506864932 0.2646406231252086
-2248 GBM_grid_1_AutoML_20190416_021340_model_4 exclusive_use_area 2.4054986617681483e+21 0.6396951756580661 0.1796885818360176
-2249 GBM_grid_1_AutoML_20190416_021340_model_4 apartment_building_count_in_sites 5.749995101462022e+20 0.15290983881733258 0.042951945131671984
-2250 GBM_grid_1_AutoML_20190416_021340_model_4 bathroom_count 5.1755127664011536e+20 0.1376326081923488 0.03866061386977661
-2251 GBM_grid_1_AutoML_20190416_021340_model_4 total_parking_capacity_in_site 4.44863354576216e+20 0.11830268138261708 0.03323089160891761
-2252 GBM_grid_1_AutoML_20190416_021340_model_4 room_count 3.3335415743377834e+20 0.08864899809971329 0.024901255091277857
-2253 GBM_grid_1_AutoML_20190416_021340_model_4 heat_fuel_cogeneration 2.954714606650817e+20 0.07857483811409101 0.022071451788253996
-2254 GBM_grid_1_AutoML_20190416_021340_model_4 heat_type_individual 2.9191560487648205e+20 0.07762922802938989 0.02180583256591894
-2255 GBM_grid_1_AutoML_20190416_021340_model_4 total_household_count_in_sites 2.5033131864999382e+20 0.06657070294889136 0.018699523866828546
-2256 GBM_grid_1_AutoML_20190416_021340_model_4 heat_type_district 2.4747631796121764e+20 0.06581147152792348 0.018486257888734023
-2257 GBM_grid_1_AutoML_20190416_021340_model_4 heat_fuel_gas 2.40780767137085e+20 0.06403092114614826 0.017986106277211183
-2258 GBM_grid_1_AutoML_20190416_021340_model_4 floor 1.6218927687258656e+20 0.04313105619547585 0.012115392792953157
-2259 GBM_grid_1_AutoML_20190416_021340_model_4 total_household_count_of_area_type 1.18584466506246e+20 0.03153521236061389 0.008858152761816772
-2260 GBM_grid_1_AutoML_20190416_021340_model_4 front_door_structure_stairway 1.0724540539913162e+20 0.028519811520032506 0.00801113511758675
-2261 GBM_grid_1_AutoML_20190416_021340_model_4 front_door_structure_corridor 7.583189200064112e+19 0.020166003932913075 0.0056645739813138965
-2262 GBM_grid_1_AutoML_20190416_021340_model_4 heat_type_central 1.345452257846703e+19 0.0035779663156833797 0.0010050407093672453
-2263 GBM_grid_1_AutoML_20190416_021340_model_4 front_door_structure_mixed 4.356471502556627e+18 0.001158518126561288 0.0003254244945320511
-2264 GBM_grid_1_AutoML_20190416_022142_model_13 supply_area 4.58095915443849e+20 1.0 0.2765751415246082
-2265 GBM_grid_1_AutoML_20190416_022142_model_13 city 3.1975011996563145e+20 0.6979981903043725 0.19304894826735225
-2266 GBM_grid_1_AutoML_20190416_022142_model_13 exclusive_use_area 1.7090960034950126e+20 0.3730869335167658 0.1031865714383816
-2267 GBM_grid_1_AutoML_20190416_022142_model_13 heat_fuel_gas 1.3903331570101938e+20 0.3035026312476723 0.08394128319041595
-2268 GBM_grid_1_AutoML_20190416_022142_model_13 room_count 1.0100846527299086e+20 0.2204963237341328 0.06098380194242361
-2269 GBM_grid_1_AutoML_20190416_022142_model_13 total_parking_capacity_in_site 8.416957663499675e+19 0.18373788937507743 0.050817332757344846
-2270 GBM_grid_1_AutoML_20190416_022142_model_13 total_household_count_in_sites 8.14419697614612e+19 0.17778366280029392 0.049170541699754516
-2271 GBM_grid_1_AutoML_20190416_022142_model_13 apartment_building_count_in_sites 5.4057546354211684e+19 0.11800486433465651 0.032637212053949816
-2272 GBM_grid_1_AutoML_20190416_022142_model_13 heat_type_individual 4.408146185112099e+19 0.09622758109163772 0.026614156858990413
-2273 GBM_grid_1_AutoML_20190416_022142_model_13 bathroom_count 4.255359808534951e+19 0.09289233248045736 0.025691710002333456
-2274 GBM_grid_1_AutoML_20190416_022142_model_13 heat_type_district 4.12719281671766e+19 0.09009451247166926 0.024917902537442506
-2275 GBM_grid_1_AutoML_20190416_022142_model_13 total_household_count_of_area_type 3.470204492502899e+19 0.07575279271243052 0.02095133936532478
-2276 GBM_grid_1_AutoML_20190416_022142_model_13 heat_fuel_cogeneration 3.210607158357079e+19 0.07008591541896467 0.019384021975881873
-2277 GBM_grid_1_AutoML_20190416_022142_model_13 floor 3.0340515394106687e+19 0.06623179637982533 0.018318068457179225
-2278 GBM_grid_1_AutoML_20190416_022142_model_13 front_door_structure_stairway 1.4786541333099053e+19 0.03227826495412511 0.008927365697855955
-2279 GBM_grid_1_AutoML_20190416_022142_model_13 front_door_structure_corridor 6.553079955696124e+18 0.014305039042635529 0.003956418197731968
-2280 GBM_grid_1_AutoML_20190416_022142_model_13 heat_type_central 1.454550529454637e+18 0.0031752095585600745 0.0008781840330290414
-2281 GBM_grid_1_AutoML_20190416_022142_model_13 front_door_structure_mixed 0.0 0.0 0.0
-2282 GBM_grid_1_AutoML_20190416_015849_model_1 supply_area 5.330900745819295e+21 1.0 0.22625258845673918
-2283 GBM_grid_1_AutoML_20190416_015849_model_1 city 5.036137898408082e+21 0.9447067462956654 0.2137423466819383
-2284 GBM_grid_1_AutoML_20190416_015849_model_1 exclusive_use_area 3.4335207120092225e+21 0.644078904433163 0.14572451929838387
-2285 GBM_grid_1_AutoML_20190416_015849_model_1 total_household_count_in_sites 1.4081338808279803e+21 0.2641455821386836 0.05976362168828939
-2286 GBM_grid_1_AutoML_20190416_015849_model_1 apartment_building_count_in_sites 1.2781668917189972e+21 0.23976565174682474 0.05424759933073618
-2287 GBM_grid_1_AutoML_20190416_015849_model_1 total_parking_capacity_in_site 1.1527579676453781e+21 0.21624074853567982 0.048925029086020394
-2288 GBM_grid_1_AutoML_20190416_015849_model_1 bathroom_count 1.1291198398387055e+21 0.21180657710129128 0.047921786321329055
-2289 GBM_grid_1_AutoML_20190416_015849_model_1 room_count 9.056522818597442e+20 0.16988729016761248 0.03843743914632346
-2290 GBM_grid_1_AutoML_20190416_015849_model_1 heat_fuel_gas 6.829400619807859e+20 0.12810969375416992 0.0289851498182811
-2291 GBM_grid_1_AutoML_20190416_015849_model_1 total_household_count_of_area_type 6.53833930907788e+20 0.12264980386673878 0.02774983559856103
-2292 GBM_grid_1_AutoML_20190416_015849_model_1 floor 6.356077224783312e+20 0.11923083035766521 0.02697628399226811
-2293 GBM_grid_1_AutoML_20190416_015849_model_1 heat_type_individual 5.228164420013486e+20 0.09807281488243093 0.02218922822438861
-2294 GBM_grid_1_AutoML_20190416_015849_model_1 heat_fuel_cogeneration 4.6438343310486746e+20 0.08711162620483143 0.019709230913519022
-2295 GBM_grid_1_AutoML_20190416_015849_model_1 heat_type_district 4.045058946279072e+20 0.07587946463740428 0.017167925284924324
-2296 GBM_grid_1_AutoML_20190416_015849_model_1 front_door_structure_stairway 2.2603390607912075e+20 0.042400696778379446 0.009593267398477672
-2297 GBM_grid_1_AutoML_20190416_015849_model_1 front_door_structure_corridor 2.078297582509637e+20 0.038985861519547534 0.008820652082013613
-2298 GBM_grid_1_AutoML_20190416_015849_model_1 heat_type_central 6.840909779761837e+19 0.012832558897531062 0.0029033996670899623
-2299 GBM_grid_1_AutoML_20190416_015849_model_1 front_door_structure_mixed 2.0972218928618013e+19 0.003934085425444333 0.0008900970107167124
-2300 GBM_5_AutoML_20190416_020809 supply_area 5.210785099420208e+20 1.0 0.3477745722857248
-2301 GBM_5_AutoML_20190416_020809 city 3.368282623338296e+20 0.646405975121307 0.2248035615207494
-2302 GBM_5_AutoML_20190416_020809 exclusive_use_area 2.3911980089170146e+20 0.4588939983694737 0.1595916640074298
-2303 GBM_5_AutoML_20190416_020809 heat_fuel_gas 7.820231592482387e+19 0.15007779908928745 0.05219324238785988
-2304 GBM_5_AutoML_20190416_020809 total_parking_capacity_in_site 7.530459261223882e+19 0.14451678811436264 0.050259264174579175
-2305 GBM_5_AutoML_20190416_020809 apartment_building_count_in_sites 4.8376857956655825e+19 0.09283986392384251 0.032287343967179215
-2306 GBM_5_AutoML_20190416_020809 total_household_count_in_sites 4.719060365754132e+19 0.09056332732430687 0.03149562242498291
-2307 GBM_5_AutoML_20190416_020809 heat_type_individual 3.273506700144935e+19 0.06282175598662033 0.021847809318485057
-2308 GBM_5_AutoML_20190416_020809 floor 2.5164362096211657e+19 0.04829284189634234 0.016795022434962587
-2309 GBM_5_AutoML_20190416_020809 front_door_structure_stairway 2.1651695124351025e+19 0.041551694631889846 0.014450622828352537
-2310 GBM_5_AutoML_20190416_020809 heat_fuel_cogeneration 2.122593343575058e+19 0.04073461682024143 0.014166463941882352
-2311 GBM_5_AutoML_20190416_020809 heat_type_district 1.977114321276109e+19 0.03794273384055116 0.013195518032748776
-2312 GBM_5_AutoML_20190416_020809 total_household_count_of_area_type 1.6802796069300732e+19 0.03224618891147582 0.011214404556533183
-2313 GBM_5_AutoML_20190416_020809 bathroom_count 1.0432203707734032e+19 0.02002040673082987 0.006962588387800604
-2314 GBM_5_AutoML_20190416_020809 front_door_structure_corridor 3.3114395764253e+18 0.006354972452795561 0.0022100978266585396
-2315 GBM_5_AutoML_20190416_020809 room_count 6.030973148394947e+17 0.0011574020101243476 0.00040251498903363307
-2316 GBM_5_AutoML_20190416_020809 heat_type_central 5.239438163532841e+17 0.0010054987998096144 0.00034968691503759825
-2317 GBM_5_AutoML_20190416_020809 front_door_structure_mixed 0.0 0.0 0.0
-2318 GBM_5_AutoML_20190416_015849 supply_area 3.5811737590673546e+20 1.0 0.2425989195567782
-2319 GBM_5_AutoML_20190416_015849 city 3.464669155144489e+20 0.9674674808425919 0.23470656555873082
-2320 GBM_5_AutoML_20190416_015849 exclusive_use_area 3.261974098603053e+20 0.9108673072184493 0.22097542459078776
-2321 GBM_5_AutoML_20190416_015849 total_parking_capacity_in_site 7.203043610072187e+19 0.2011363897614417 0.04879547083967678
-2322 GBM_5_AutoML_20190416_015849 apartment_building_count_in_sites 6.176827626426991e+19 0.1724805340926999 0.04184359121546504
-2323 GBM_5_AutoML_20190416_015849 total_household_count_in_sites 5.3229372205938246e+19 0.14863666436503986 0.03605909418148214
-2324 GBM_5_AutoML_20190416_015849 heat_fuel_cogeneration 5.229796271190966e+19 0.14603581459708234 0.035428130837846156
-2325 GBM_5_AutoML_20190416_015849 heat_type_individual 3.7780275061546025e+19 0.1054969057725508 0.025593435357004063
-2326 GBM_5_AutoML_20190416_015849 heat_fuel_gas 3.3768698091512267e+19 0.09429505621170041 0.022875878756504188
-2327 GBM_5_AutoML_20190416_015849 room_count 3.266148768331858e+19 0.09120330338795014 0.022125822861925753
-2328 GBM_5_AutoML_20190416_015849 floor 2.749247241491107e+19 0.07676944561905574 0.01862418456215576
-2329 GBM_5_AutoML_20190416_015849 total_household_count_of_area_type 2.0945566766760722e+19 0.05848799353487829 0.014189124038605302
-2330 GBM_5_AutoML_20190416_015849 heat_type_district 1.8176799675439383e+19 0.05075654212370072 0.012313482279647894
-2331 GBM_5_AutoML_20190416_015849 front_door_structure_stairway 1.2777031001222152e+19 0.035678333029419036 0.00865552504452397
-2332 GBM_5_AutoML_20190416_015849 bathroom_count 1.2704203749044781e+19 0.03547497162593233 0.008606189787758546
-2333 GBM_5_AutoML_20190416_015849 front_door_structure_corridor 8.993240954626376e+18 0.025112551246238568 0.006092277799651701
-2334 GBM_5_AutoML_20190416_015849 heat_type_central 7.630070561678295e+17 0.0021306060735978905 0.0005168827314559577
-2335 GBM_5_AutoML_20190416_015849 front_door_structure_mixed 0.0 0.0 0.0
-2336 DeepLearning_1_AutoML_20190416_021340 city 1.0 1.0 0.07917597694267801
-2337 DeepLearning_1_AutoML_20190416_021340 heat_type_central 0.9536337852478027 0.9536337852478027 0.07550488659253878
-2338 DeepLearning_1_AutoML_20190416_021340 front_door_structure_stairway 0.9485752582550049 0.9485752582550049 0.0751043727759931
-2339 DeepLearning_1_AutoML_20190416_021340 front_door_structure_corridor 0.8994131684303284 0.8994131684303284 0.07121191628558066
-2340 DeepLearning_1_AutoML_20190416_021340 total_household_count_of_area_type 0.8682571649551392 0.8682571649551392 0.06874510927280307
-2341 DeepLearning_1_AutoML_20190416_021340 supply_area 0.8248660564422607 0.8248660564422607 0.06530957586567017
-2342 DeepLearning_1_AutoML_20190416_021340 floor 0.816993236541748 0.816993236541748 0.06468623765875332
-2343 DeepLearning_1_AutoML_20190416_021340 front_door_structure_mixed 0.753852903842926 0.753852903842926 0.05968704013283837
-2344 DeepLearning_1_AutoML_20190416_021340 exclusive_use_area 0.7090346217155457 0.7090346217155457 0.056138508860510465
-2345 DeepLearning_1_AutoML_20190416_021340 room_count 0.6656375527381897 0.6656375527381897 0.052702503527779526
-2346 DeepLearning_1_AutoML_20190416_021340 apartment_building_count_in_sites 0.6462345719337463 0.6462345719337463 0.051166253566987695
-2347 DeepLearning_1_AutoML_20190416_021340 total_parking_capacity_in_site 0.590965211391449 0.590965211391449 0.0467902479510542
-2348 DeepLearning_1_AutoML_20190416_021340 heat_type_individual 0.5707792043685913 0.5707792043685913 0.045192001124447684
-2349 DeepLearning_1_AutoML_20190416_021340 heat_fuel_gas 0.5197930335998535 0.5197930335998535 0.04115512124326666
-2350 DeepLearning_1_AutoML_20190416_021340 total_household_count_in_sites 0.49679240584373474 0.49679240584373474 0.03933402407038108
-2351 DeepLearning_1_AutoML_20190416_021340 bathroom_count 0.49193498492240906 0.49193498492240906 0.038949433023513315
-2352 DeepLearning_1_AutoML_20190416_021340 heat_fuel_cogeneration 0.4918498992919922 0.4918498992919922 0.03894269628560127
-2353 DeepLearning_1_AutoML_20190416_021340 heat_type_district 0.38148054480552673 0.38148054480552673 0.03020409481960263
-2354 GBM_grid_1_AutoML_20190416_022142_model_9 city 9.911826404735556e+19 1.0 0.23742786730368545
-2355 GBM_grid_1_AutoML_20190416_022142_model_9 supply_area 7.340296526176767e+19 0.7405594313748076 0.1758294464029506
-2356 GBM_grid_1_AutoML_20190416_022142_model_9 room_count 5.195400468841575e+19 0.5241617696572428 0.12445061109184478
-2357 GBM_grid_1_AutoML_20190416_022142_model_9 bathroom_count 4.594704721043364e+19 0.463557828136312 0.11006154650633292
-2358 GBM_grid_1_AutoML_20190416_022142_model_9 apartment_building_count_in_sites 2.3288296192063046e+19 0.23495464146685052 0.05578477943657638
-2359 GBM_grid_1_AutoML_20190416_022142_model_9 total_parking_capacity_in_site 2.308472161418032e+19 0.23290078610689924 0.05529713693871291
-2360 GBM_grid_1_AutoML_20190416_022142_model_9 heat_type_district 1.67945651252552e+19 0.16943966166751356 0.040229697506375776
-2361 GBM_grid_1_AutoML_20190416_022142_model_9 total_household_count_in_sites 1.6312942748405596e+19 0.1645805937502274 0.039076019373690755
-2362 GBM_grid_1_AutoML_20190416_022142_model_9 total_household_count_of_area_type 1.5809333437535355e+19 0.1594997005797252 0.03786967374422056
-2363 GBM_grid_1_AutoML_20190416_022142_model_9 exclusive_use_area 1.4974417083960394e+19 0.15107626458032086 0.0358697152995129
-2364 GBM_grid_1_AutoML_20190416_022142_model_9 heat_type_individual 1.310534297425281e+19 0.13221925444529067 0.03139253559942869
-2365 GBM_grid_1_AutoML_20190416_022142_model_9 floor 1.0087998294123872e+19 0.10177739078747532 0.02416478883440403
-2366 GBM_grid_1_AutoML_20190416_022142_model_9 heat_fuel_cogeneration 4.412864629311537e+18 0.04452120577094864 0.010570574935984869
-2367 GBM_grid_1_AutoML_20190416_022142_model_9 front_door_structure_corridor 3.307285621495562e+18 0.033367065628948527 0.007922271230463355
-2368 GBM_grid_1_AutoML_20190416_022142_model_9 front_door_structure_stairway 2.4951525232376545e+18 0.025173488934850087 0.005976887790394381
-2369 GBM_grid_1_AutoML_20190416_022142_model_9 heat_fuel_gas 2.1149662788032922e+18 0.021337805894106745 0.005066189746377774
-2370 GBM_grid_1_AutoML_20190416_022142_model_9 heat_type_central 7.022231671663493e+17 0.007084700018866849 0.0016821052159659363
-2371 GBM_grid_1_AutoML_20190416_022142_model_9 front_door_structure_mixed 5.544598682290094e+17 0.005593922306428875 0.0013281530430779209
-2372 DeepLearning_grid_1_AutoML_20190416_015849_model_3 city 1.0 1.0 0.10588649944601221
-2373 DeepLearning_grid_1_AutoML_20190416_015849_model_3 supply_area 0.6622630953788757 0.6622630953788757 0.07012472088194965
-2374 DeepLearning_grid_1_AutoML_20190416_015849_model_3 heat_fuel_cogeneration 0.6041501760482788 0.6041501760482788 0.06397134728144425
-2375 DeepLearning_grid_1_AutoML_20190416_015849_model_3 exclusive_use_area 0.6031635403633118 0.6031635403633118 0.06386687588253458
-2376 DeepLearning_grid_1_AutoML_20190416_015849_model_3 apartment_building_count_in_sites 0.5966374278068542 0.5966374278068542 0.06317584866894062
-2377 DeepLearning_grid_1_AutoML_20190416_015849_model_3 total_parking_capacity_in_site 0.571448028087616 0.571448028087616 0.06050863130952412
-2378 DeepLearning_grid_1_AutoML_20190416_015849_model_3 heat_fuel_gas 0.5541250109672546 0.5541250109672546 0.05867435766680572
-2379 DeepLearning_grid_1_AutoML_20190416_015849_model_3 room_count 0.5160220861434937 0.5160220861434937 0.054639772338563104
-2380 DeepLearning_grid_1_AutoML_20190416_015849_model_3 total_household_count_in_sites 0.49915698170661926 0.49915698170661926 0.05285398546695107
-2381 DeepLearning_grid_1_AutoML_20190416_015849_model_3 heat_type_district 0.4731612205505371 0.4731612205505371 0.05010138531769891
-2382 DeepLearning_grid_1_AutoML_20190416_015849_model_3 bathroom_count 0.46317997574806213 0.46317997574806213 0.04904450624545113
-2383 DeepLearning_grid_1_AutoML_20190416_015849_model_3 front_door_structure_mixed 0.462480366230011 0.462480366230011 0.04897042704260558
-2384 DeepLearning_grid_1_AutoML_20190416_015849_model_3 heat_type_individual 0.4621308445930481 0.4621308445930481 0.04893341741998694
-2385 DeepLearning_grid_1_AutoML_20190416_015849_model_3 front_door_structure_stairway 0.4467972218990326 0.4467972218990326 0.04730979378909171
-2386 DeepLearning_grid_1_AutoML_20190416_015849_model_3 heat_type_central 0.41894832253456116 0.41894832253456116 0.04436097132196355
-2387 DeepLearning_grid_1_AutoML_20190416_015849_model_3 floor 0.3929085433483124 0.3929085433483124 0.041603710257584546
-2388 DeepLearning_grid_1_AutoML_20190416_015849_model_3 front_door_structure_corridor 0.3895597457885742 0.3895597457885742 0.04124911780663052
-2389 DeepLearning_grid_1_AutoML_20190416_015849_model_3 total_household_count_of_area_type 0.32794201374053955 0.32794201374053955 0.03472463185626177
-2390 GBM_grid_1_AutoML_20190416_022142_model_33 exclusive_use_area 2.836111079010992e+20 1.0 0.18629248248108676
-2391 GBM_grid_1_AutoML_20190416_022142_model_33 city 2.7316242251406482e+20 0.9631584056620305 0.17942917041330525
-2392 GBM_grid_1_AutoML_20190416_022142_model_33 supply_area 2.094410089785857e+20 0.7384795698891382 0.13757319233621276
-2393 GBM_grid_1_AutoML_20190416_022142_model_33 apartment_building_count_in_sites 1.2795030886178148e+20 0.451147029496462 0.08404530008886398
-2394 GBM_grid_1_AutoML_20190416_022142_model_33 total_parking_capacity_in_site 1.106753539122114e+20 0.3902363159584218 0.07269809205416812
-2395 GBM_grid_1_AutoML_20190416_022142_model_33 room_count 8.140466553095402e+19 0.2870291863157258 0.053471379663282935
-2396 GBM_grid_1_AutoML_20190416_022142_model_33 heat_fuel_cogeneration 7.388967068087248e+19 0.26053165275402146 0.04853508835644711
-2397 GBM_grid_1_AutoML_20190416_022142_model_33 bathroom_count 7.122421260258535e+19 0.2511333675528063 0.04678425847524748
-2398 GBM_grid_1_AutoML_20190416_022142_model_33 total_household_count_in_sites 6.548460797396674e+19 0.23089577999463448 0.0430141480496073
-2399 GBM_grid_1_AutoML_20190416_022142_model_33 total_household_count_of_area_type 3.971571899164105e+19 0.140035837402711 0.02608762378606885
-2400 GBM_grid_1_AutoML_20190416_022142_model_33 heat_type_individual 3.873859620217605e+19 0.13659054643122429 0.025445791978120916
-2401 GBM_grid_1_AutoML_20190416_022142_model_33 heat_fuel_gas 3.828268150669548e+19 0.13498301173748598 0.025146320349349934
-2402 GBM_grid_1_AutoML_20190416_022142_model_33 floor 3.4830527256781128e+19 0.12281087124742385 0.022878742080347708
-2403 GBM_grid_1_AutoML_20190416_022142_model_33 heat_type_district 2.9552315090572673e+19 0.10420013274260805 0.019411701403479226
-2404 GBM_grid_1_AutoML_20190416_022142_model_33 front_door_structure_corridor 1.9350448073741435e+19 0.06822880886770245 0.012710514180691876
-2405 GBM_grid_1_AutoML_20190416_022142_model_33 front_door_structure_stairway 1.741563636283238e+19 0.061406749868575514 0.01143961587411208
-2406 GBM_grid_1_AutoML_20190416_022142_model_33 front_door_structure_mixed 4.2164767343058616e+18 0.014867107164844299 0.002769630301051196
-2407 GBM_grid_1_AutoML_20190416_022142_model_33 heat_type_central 3.451194926019117e+18 0.01216875795719051 0.002266948128556498
-2408 GBM_grid_1_AutoML_20190416_021340_model_16 exclusive_use_area 1.4002208451764578e+20 1.0 0.3222670832494813
-2409 GBM_grid_1_AutoML_20190416_021340_model_16 city 7.2501937473037795e+19 0.5177893024717897 0.1668664482453671
-2410 GBM_grid_1_AutoML_20190416_021340_model_16 apartment_building_count_in_sites 5.840061288588037e+19 0.41708144173871836 0.1344116197066252
-2411 GBM_grid_1_AutoML_20190416_021340_model_16 supply_area 2.8369508859922874e+19 0.20260738838199277 0.06529369209865965
-2412 GBM_grid_1_AutoML_20190416_021340_model_16 total_household_count_of_area_type 2.765691537396125e+19 0.1975182377068232 0.06365362635435563
-2413 GBM_grid_1_AutoML_20190416_021340_model_16 total_household_count_in_sites 2.3945300569147572e+19 0.17101088483031368 0.05511117905817816
-2414 GBM_grid_1_AutoML_20190416_021340_model_16 bathroom_count 2.3058289354648584e+19 0.16467608973313597 0.05306968311922758
-2415 GBM_grid_1_AutoML_20190416_021340_model_16 heat_fuel_gas 1.7899563316053803e+19 0.12783385833538333 0.041196644666271376
-2416 GBM_grid_1_AutoML_20190416_021340_model_16 total_parking_capacity_in_site 1.6668209248991183e+19 0.11903985936511774 0.03836262826802494
-2417 GBM_grid_1_AutoML_20190416_021340_model_16 floor 1.2103352530302403e+19 0.08643888263766793 0.02785640658698547
-2418 GBM_grid_1_AutoML_20190416_021340_model_16 room_count 5.340218024945254e+18 0.03813839826297025 0.012290750368014504
-2419 GBM_grid_1_AutoML_20190416_021340_model_16 heat_type_individual 3.374144724557365e+18 0.0240972324914371 0.007765744829400064
-2420 GBM_grid_1_AutoML_20190416_021340_model_16 heat_type_district 1.4072911832306156e+18 0.010050494449347145 0.0032389435314062057
-2421 GBM_grid_1_AutoML_20190416_021340_model_16 heat_fuel_cogeneration 1.23718175356774e+18 0.008835618737070212 0.0028474290791000827
-2422 GBM_grid_1_AutoML_20190416_021340_model_16 heat_type_central 9.237517391385068e+17 0.006597186024766645 0.0021260558978557866
-2423 GBM_grid_1_AutoML_20190416_021340_model_16 front_door_structure_corridor 6.286921588277248e+17 0.004489950003197503 0.0014469630914664587
-2424 GBM_grid_1_AutoML_20190416_021340_model_16 front_door_structure_stairway 5.7345441263517696e+17 0.00409545690317808 0.001319830950761153
-2425 GBM_grid_1_AutoML_20190416_021340_model_16 front_door_structure_mixed 3.802971576698143e+17 0.0027159798326091104 0.0008752708988193523
-2426 GBM_grid_1_AutoML_20190416_022142_model_1 supply_area 4.740829552492004e+20 1.0 0.2835997702157541
-2427 GBM_grid_1_AutoML_20190416_022142_model_1 exclusive_use_area 3.5226639075022314e+20 0.7430479979290866 0.21072824147196512
-2428 GBM_grid_1_AutoML_20190416_022142_model_1 city 3.406374280092828e+20 0.7185186141742381 0.203771713875556
-2429 GBM_grid_1_AutoML_20190416_022142_model_1 apartment_building_count_in_sites 8.511279048586114e+19 0.179531429138012 0.050915072050046147
-2430 GBM_grid_1_AutoML_20190416_022142_model_1 total_parking_capacity_in_site 6.146869013202652e+19 0.1296580892677647 0.0367710043229518
-2431 GBM_grid_1_AutoML_20190416_022142_model_1 heat_fuel_cogeneration 6.062647302124313e+19 0.12788157083052057 0.03626718410236531
-2432 GBM_grid_1_AutoML_20190416_022142_model_1 heat_fuel_gas 5.571186715131694e+19 0.11751501827782894 0.03332723218049243
-2433 GBM_grid_1_AutoML_20190416_022142_model_1 heat_type_individual 5.246874765402885e+19 0.1106741912424352 0.031387175205169045
-2434 GBM_grid_1_AutoML_20190416_022142_model_1 total_household_count_in_sites 5.093699601514155e+19 0.10744321315742444 0.03047087056268786
-2435 GBM_grid_1_AutoML_20190416_022142_model_1 floor 3.436244316660433e+19 0.07248192069791205 0.020555856054724368
-2436 GBM_grid_1_AutoML_20190416_022142_model_1 total_household_count_of_area_type 2.6060558630849085e+19 0.054970461060238764 0.015589610125337772
-2437 GBM_grid_1_AutoML_20190416_022142_model_1 room_count 2.558089008616204e+19 0.053958679178236886 0.015302669016093576
-2438 GBM_grid_1_AutoML_20190416_022142_model_1 heat_type_district 2.118918995617356e+19 0.04469511025773015 0.012675522998860066
-2439 GBM_grid_1_AutoML_20190416_022142_model_1 bathroom_count 1.5464996082529862e+19 0.03262086500114886 0.009251269818564951
-2440 GBM_grid_1_AutoML_20190416_022142_model_1 front_door_structure_corridor 9.91659102842336e+18 0.02091741733935727 0.005932174750948752
-2441 GBM_grid_1_AutoML_20190416_022142_model_1 front_door_structure_stairway 5.031426781354131e+18 0.01061296704647265 0.003009835015687014
-2442 GBM_grid_1_AutoML_20190416_022142_model_1 heat_type_central 7.43552297425961e+17 0.001568401245379334 0.0004447982327956817
-2443 GBM_grid_1_AutoML_20190416_022142_model_1 front_door_structure_mixed 0.0 0.0 0.0
-2444 DeepLearning_grid_1_AutoML_20190416_021340_model_2 city 1.0 1.0 0.09779695506860485
-2445 DeepLearning_grid_1_AutoML_20190416_021340_model_2 apartment_building_count_in_sites 0.6388648748397827 0.6388648748397827 0.06247903945961609
-2446 DeepLearning_grid_1_AutoML_20190416_021340_model_2 heat_fuel_gas 0.6313660144805908 0.6313660144805908 0.06174567375000246
-2447 DeepLearning_grid_1_AutoML_20190416_021340_model_2 total_parking_capacity_in_site 0.6248090863227844 0.6248090863227844 0.061104426141565395
-2448 DeepLearning_grid_1_AutoML_20190416_021340_model_2 heat_type_individual 0.6158559322357178 0.6158559322357178 0.06022883493359024
-2449 DeepLearning_grid_1_AutoML_20190416_021340_model_2 supply_area 0.5926145315170288 0.5926145315170288 0.057955896711773175
-2450 DeepLearning_grid_1_AutoML_20190416_021340_model_2 total_household_count_in_sites 0.5540794730186462 0.5540794730186462 0.0541872853272408
-2451 DeepLearning_grid_1_AutoML_20190416_021340_model_2 heat_type_district 0.5533953309059143 0.5533953309059143 0.05412037831178141
-2452 DeepLearning_grid_1_AutoML_20190416_021340_model_2 front_door_structure_corridor 0.5470019578933716 0.5470019578933716 0.05349512589853694
-2453 DeepLearning_grid_1_AutoML_20190416_021340_model_2 room_count 0.5402866005897522 0.5402866005897522 0.052838384402045246
-2454 DeepLearning_grid_1_AutoML_20190416_021340_model_2 heat_type_central 0.5360711216926575 0.5360711216926575 0.05242612340175342
-2455 DeepLearning_grid_1_AutoML_20190416_021340_model_2 exclusive_use_area 0.5242023468017578 0.5242023468017578 0.051265393357028725
-2456 DeepLearning_grid_1_AutoML_20190416_021340_model_2 front_door_structure_mixed 0.5206319689750671 0.5206319689750671 0.05091622127713391
-2457 DeepLearning_grid_1_AutoML_20190416_021340_model_2 floor 0.4796963334083557 0.4796963334083557 0.04691284076491145
-2458 DeepLearning_grid_1_AutoML_20190416_021340_model_2 bathroom_count 0.4788256883621216 0.4788256883621216 0.04682769433044419
-2459 DeepLearning_grid_1_AutoML_20190416_021340_model_2 total_household_count_of_area_type 0.4677640497684479 0.4677640497684479 0.04574589975791354
-2460 DeepLearning_grid_1_AutoML_20190416_021340_model_2 heat_fuel_cogeneration 0.46310484409332275 0.46310484409332275 0.04529024362984794
-2461 DeepLearning_grid_1_AutoML_20190416_021340_model_2 front_door_structure_stairway 0.4566970765590668 0.4566970765590668 0.04466358347621024
-2462 GBM_grid_1_AutoML_20190416_022142_model_29 supply_area 1.3104308553713399e+20 1.0 0.35416761280155173
-2463 GBM_grid_1_AutoML_20190416_022142_model_29 exclusive_use_area 4.9797378601230795e+19 0.38000767760554294 0.13458641202381683
-2464 GBM_grid_1_AutoML_20190416_022142_model_29 total_household_count_in_sites 4.649200915362454e+19 0.35478414571099204 0.12565305394629994
-2465 GBM_grid_1_AutoML_20190416_022142_model_29 city 3.4976826074949747e+19 0.26691088607676505 0.0945311913525548
-2466 GBM_grid_1_AutoML_20190416_022142_model_29 heat_fuel_gas 3.4539053321327477e+19 0.26357020807129933 0.09334803139822036
-2467 GBM_grid_1_AutoML_20190416_022142_model_29 apartment_building_count_in_sites 1.8687572304564584e+19 0.14260632087504566 0.05050654023472702
-2468 GBM_grid_1_AutoML_20190416_022142_model_29 total_parking_capacity_in_site 1.649005428043101e+19 0.1258368895454479 0.044567350772683825
-2469 GBM_grid_1_AutoML_20190416_022142_model_29 floor 1.1355618652717056e+19 0.08665561106235695 0.0306906109058147
-2470 GBM_grid_1_AutoML_20190416_022142_model_29 total_household_count_of_area_type 7.248772298671391e+18 0.05531594642295941 0.01959111669447807
-2471 GBM_grid_1_AutoML_20190416_022142_model_29 room_count 3.664808869697159e+18 0.02796644214134178 0.009904808051751734
-2472 GBM_grid_1_AutoML_20190416_022142_model_29 front_door_structure_stairway 3.4811654139690353e+18 0.02656504461643319 0.009408478435768856
-2473 GBM_grid_1_AutoML_20190416_022142_model_29 heat_type_individual 3.083256828801319e+18 0.023528573187691075 0.008333058598511144
-2474 GBM_grid_1_AutoML_20190416_022142_model_29 heat_type_central 2.484291272500576e+18 0.01895782034067411 0.006714245973977251
-2475 GBM_grid_1_AutoML_20190416_022142_model_29 bathroom_count 1.9547585011043533e+18 0.01491691448726174 0.005283087994318374
-2476 GBM_grid_1_AutoML_20190416_022142_model_29 heat_fuel_cogeneration 1.543549810970198e+18 0.011778948920832597 0.004171722220602695
-2477 GBM_grid_1_AutoML_20190416_022142_model_29 front_door_structure_mixed 1.4927850842378732e+18 0.011391559334237892 0.004034521375494269
-2478 GBM_grid_1_AutoML_20190416_022142_model_29 front_door_structure_corridor 8.435676546596864e+17 0.0064373305253152225 0.0022798939849654515
-2479 GBM_grid_1_AutoML_20190416_022142_model_29 heat_type_district 8.244641211634156e+17 0.0062915499721638134 0.0022282632344629272
-2480 GBM_grid_1_AutoML_20190416_015849_model_5 supply_area 4.3020933803931976e+21 1.0 0.3216625664438349
-2481 GBM_grid_1_AutoML_20190416_015849_model_5 city 3.263800026776975e+21 0.7586539245409578 0.24403056841053195
-2482 GBM_grid_1_AutoML_20190416_015849_model_5 exclusive_use_area 2.6559255411727354e+21 0.6173565532717452 0.19858049333630964
-2483 GBM_grid_1_AutoML_20190416_015849_model_5 heat_fuel_cogeneration 8.746523167746928e+20 0.20330853829461795 0.0653967462077915
-2484 GBM_grid_1_AutoML_20190416_015849_model_5 apartment_building_count_in_sites 7.308864391449349e+20 0.16989088207056402 0.05464753714222452
-2485 GBM_grid_1_AutoML_20190416_015849_model_5 bathroom_count 3.293945433832733e+20 0.076566107301271 0.024628450577140876
-2486 GBM_grid_1_AutoML_20190416_015849_model_5 total_parking_capacity_in_site 2.5499873671380992e+20 0.059273175676745504 0.01906596180945825
-2487 GBM_grid_1_AutoML_20190416_015849_model_5 heat_type_individual 2.490584712131222e+20 0.05789239079472493 0.018621815000600662
-2488 GBM_grid_1_AutoML_20190416_015849_model_5 total_household_count_in_sites 2.1792496384380764e+20 0.05065556336759245 0.016293998517478096
-2489 GBM_grid_1_AutoML_20190416_015849_model_5 floor 1.8856012208284054e+20 0.04382985337840499 0.014098423124554737
-2490 GBM_grid_1_AutoML_20190416_015849_model_5 heat_type_district 1.7203664374843677e+20 0.039989053824934215 0.012862981682988993
-2491 GBM_grid_1_AutoML_20190416_015849_model_5 front_door_structure_stairway 5.385988055181663e+19 0.012519458735434051 0.004027041227327405
-2492 GBM_grid_1_AutoML_20190416_015849_model_5 front_door_structure_corridor 2.9869680325837193e+19 0.006943057178156184 0.0022333215908920084
-2493 GBM_grid_1_AutoML_20190416_015849_model_5 total_household_count_of_area_type 2.0449931114215113e+19 0.004753483782433857 0.001529017793006822
-2494 GBM_grid_1_AutoML_20190416_015849_model_5 heat_type_central 1.922962274096513e+19 0.0044698292297894295 0.0014377767416197378
-2495 GBM_grid_1_AutoML_20190416_015849_model_5 front_door_structure_mixed 6.928612104849064e+18 0.0016105210864148678 0.0005180443459681196
-2496 GBM_grid_1_AutoML_20190416_015849_model_5 room_count 4.885136759278535e+18 0.0011355255052209138 0.0003652560482717914
-2497 GBM_grid_1_AutoML_20190416_015849_model_5 heat_fuel_gas 0.0 0.0 0.0
-2498 DeepLearning_1_AutoML_20190416_020809 city 1.0 1.0 0.07558075189856184
-2499 DeepLearning_1_AutoML_20190416_020809 front_door_structure_mixed 0.917976975440979 0.917976975440979 0.06938139002939683
-2500 DeepLearning_1_AutoML_20190416_020809 supply_area 0.8936480283737183 0.8936480283737183 0.06754258991715295
-2501 DeepLearning_1_AutoML_20190416_020809 heat_type_individual 0.8894039392471313 0.8894039392471313 0.067221818469841
-2502 DeepLearning_1_AutoML_20190416_020809 total_household_count_in_sites 0.867792546749115 0.867792546749115 0.06558841317526598
-2503 DeepLearning_1_AutoML_20190416_020809 heat_fuel_cogeneration 0.8673058152198792 0.8673058152198792 0.0655516256403136
-2504 DeepLearning_1_AutoML_20190416_020809 apartment_building_count_in_sites 0.8541399240493774 0.8541399240493774 0.06455653768623244
-2505 DeepLearning_1_AutoML_20190416_020809 heat_type_district 0.8024343252182007 0.8024343252182007 0.060648589649206705
-2506 DeepLearning_1_AutoML_20190416_020809 front_door_structure_corridor 0.8009785413742065 0.8009785413742065 0.06053856041167585
-2507 DeepLearning_1_AutoML_20190416_020809 total_parking_capacity_in_site 0.7319377064704895 0.7319377064704895 0.05532040219794845
-2508 DeepLearning_1_AutoML_20190416_020809 room_count 0.6987099051475525 0.6987099051475525 0.05280901999002484
-2509 DeepLearning_1_AutoML_20190416_020809 exclusive_use_area 0.6873521208763123 0.6873521208763123 0.05195059011490284
-2510 DeepLearning_1_AutoML_20190416_020809 bathroom_count 0.6764413118362427 0.6764413118362427 0.05112594296383276
-2511 DeepLearning_1_AutoML_20190416_020809 heat_fuel_gas 0.6638084053993225 0.6638084053993225 0.05017113839666615
-2512 DeepLearning_1_AutoML_20190416_020809 total_household_count_of_area_type 0.6400241851806641 0.6400241851806641 0.048373509149218966
-2513 DeepLearning_1_AutoML_20190416_020809 front_door_structure_stairway 0.5167799592018127 0.5167799592018127 0.039058617882581116
-2514 DeepLearning_1_AutoML_20190416_020809 heat_type_central 0.4085588753223419 0.4085588753223419 0.030879186991693383
-2515 DeepLearning_1_AutoML_20190416_020809 floor 0.31358930468559265 0.31358930468559265 0.02370131543548429
-2516 DeepLearning_grid_1_AutoML_20190416_021340_model_6 city 1.0 1.0 0.09140162674495823
-2517 DeepLearning_grid_1_AutoML_20190416_021340_model_6 front_door_structure_mixed 0.6922146677970886 0.6922146677970886 0.06326954669337476
-2518 DeepLearning_grid_1_AutoML_20190416_021340_model_6 supply_area 0.6662620902061462 0.6662620902061462 0.06089743888333787
-2519 DeepLearning_grid_1_AutoML_20190416_021340_model_6 heat_type_district 0.6578097939491272 0.6578097939491272 0.06012488525571601
-2520 DeepLearning_grid_1_AutoML_20190416_021340_model_6 heat_fuel_gas 0.6386852860450745 0.6386852860450745 0.058376874122588775
-2521 DeepLearning_grid_1_AutoML_20190416_021340_model_6 front_door_structure_stairway 0.6231026649475098 0.6231026649475098 0.05695259720532106
-2522 DeepLearning_grid_1_AutoML_20190416_021340_model_6 bathroom_count 0.596828043460846 0.596828043460846 0.05455105405933195
-2523 DeepLearning_grid_1_AutoML_20190416_021340_model_6 total_parking_capacity_in_site 0.5961317420005798 0.5961317420005798 0.05448741097315874
-2524 DeepLearning_grid_1_AutoML_20190416_021340_model_6 apartment_building_count_in_sites 0.5918883085250854 0.5918883085250854 0.05409955425051454
-2525 DeepLearning_grid_1_AutoML_20190416_021340_model_6 exclusive_use_area 0.5912916660308838 0.5912916660308838 0.05404502015595934
-2526 DeepLearning_grid_1_AutoML_20190416_021340_model_6 floor 0.5746373534202576 0.5746373534202576 0.05252278889102903
-2527 DeepLearning_grid_1_AutoML_20190416_021340_model_6 room_count 0.5734550952911377 0.5734550952911377 0.052414728574795025
-2528 DeepLearning_grid_1_AutoML_20190416_021340_model_6 total_household_count_in_sites 0.5524595379829407 0.5524595379829407 0.05049570048240882
-2529 DeepLearning_grid_1_AutoML_20190416_021340_model_6 heat_type_individual 0.5348172783851624 0.5348172783851624 0.04888316925571503
-2530 DeepLearning_grid_1_AutoML_20190416_021340_model_6 heat_fuel_cogeneration 0.531967043876648 0.531967043876648 0.04862265318503219
-2531 DeepLearning_grid_1_AutoML_20190416_021340_model_6 heat_type_central 0.5157274603843689 0.5157274603843689 0.04713832883617732
-2532 DeepLearning_grid_1_AutoML_20190416_021340_model_6 front_door_structure_corridor 0.5024674534797668 0.5024674534797668 0.045926342634447316
-2533 DeepLearning_grid_1_AutoML_20190416_021340_model_6 total_household_count_of_area_type 0.5009788274765015 0.5009788274765015 0.04579027979613401
-2534 GBM_grid_1_AutoML_20190416_022142_model_11 supply_area 4.326630117063019e+21 1.0 0.34668590170469554
-2535 GBM_grid_1_AutoML_20190416_022142_model_11 city 2.9373855997096257e+21 0.6789084160731463 0.23536797640122537
-2536 GBM_grid_1_AutoML_20190416_022142_model_11 exclusive_use_area 2.2088747389993846e+21 0.5105300613260654 0.1769935746581805
-2537 GBM_grid_1_AutoML_20190416_022142_model_11 apartment_building_count_in_sites 5.564288115296237e+20 0.12860558829265856 0.04458574434150317
-2538 GBM_grid_1_AutoML_20190416_022142_model_11 bathroom_count 5.5267893152114016e+20 0.12773889067649416 0.044285272496937915
-2539 GBM_grid_1_AutoML_20190416_022142_model_11 heat_fuel_gas 3.071106268739278e+20 0.07098148410301343 0.024608279820590724
-2540 GBM_grid_1_AutoML_20190416_022142_model_11 heat_type_district 3.009499488742896e+20 0.06955758655851517 0.024114634616441245
-2541 GBM_grid_1_AutoML_20190416_022142_model_11 total_parking_capacity_in_site 2.7561839723898156e+20 0.06370278710722686 0.0220848581893712
-2542 GBM_grid_1_AutoML_20190416_022142_model_11 heat_fuel_cogeneration 2.5754684171704127e+20 0.059525967034100874 0.020636813556061243
-2543 GBM_grid_1_AutoML_20190416_022142_model_11 room_count 1.7914432671503195e+20 0.04140504777807024 0.014354546324066284
-2544 GBM_grid_1_AutoML_20190416_022142_model_11 heat_type_individual 1.7184492410492473e+20 0.039717960503999734 0.013769656951200632
-2545 GBM_grid_1_AutoML_20190416_022142_model_11 total_household_count_in_sites 1.4469186873048485e+20 0.03344216279544225 0.01159392636369312
-2546 GBM_grid_1_AutoML_20190416_022142_model_11 floor 1.1315905392233415e+20 0.02615408548007524 0.00906725270792157
-2547 GBM_grid_1_AutoML_20190416_022142_model_11 front_door_structure_stairway 8.499642697127035e+19 0.019644948764182133 0.006810626776253027
-2548 GBM_grid_1_AutoML_20190416_022142_model_11 total_household_count_of_area_type 3.6790782766268547e+19 0.008503334412890067 0.002947986158429361
-2549 GBM_grid_1_AutoML_20190416_022142_model_11 front_door_structure_corridor 2.408881762289792e+19 0.0055675703656520945 0.001930198152520438
-2550 GBM_grid_1_AutoML_20190416_022142_model_11 front_door_structure_mixed 1.3577458148934943e+18 0.0003138113908880088 0.00010879398501521401
-2551 GBM_grid_1_AutoML_20190416_022142_model_11 heat_type_central 6.733792663180411e+17 0.00015563596797018114 5.3956795893425366e-05
-2552 GBM_grid_1_AutoML_20190416_022142_model_16 city 5.6677671128280963e+20 1.0 0.23729297173351396
-2553 GBM_grid_1_AutoML_20190416_022142_model_16 supply_area 4.7932574334978517e+20 0.845704726055005 0.20067978765466948
-2554 GBM_grid_1_AutoML_20190416_022142_model_16 exclusive_use_area 4.075030401799223e+20 0.7189833881099374 0.17060970479163748
-2555 GBM_grid_1_AutoML_20190416_022142_model_16 apartment_building_count_in_sites 1.4789997098145153e+20 0.26094927338616875 0.06192142855350515
-2556 GBM_grid_1_AutoML_20190416_022142_model_16 room_count 1.3725885346737029e+20 0.2421744767118369 0.05746630125696045
-2557 GBM_grid_1_AutoML_20190416_022142_model_16 total_parking_capacity_in_site 1.0418994175037932e+20 0.18382890418091072 0.043621306963603695
-2558 GBM_grid_1_AutoML_20190416_022142_model_16 bathroom_count 1.022657084408411e+20 0.18043385764630096 0.042815686282232576
-2559 GBM_grid_1_AutoML_20190416_022142_model_16 total_household_count_in_sites 8.99667472943992e+19 0.1587340225937895 0.03766646793649506
-2560 GBM_grid_1_AutoML_20190416_022142_model_16 heat_type_district 7.98331379594203e+19 0.14085465469943284 0.03342381959612639
-2561 GBM_grid_1_AutoML_20190416_022142_model_16 heat_fuel_cogeneration 5.841232488373944e+19 0.10306055933655489 0.02445554639348926
-2562 GBM_grid_1_AutoML_20190416_022142_model_16 floor 5.6226777242697466e+19 0.09920445939889984 0.023540520979981674
-2563 GBM_grid_1_AutoML_20190416_022142_model_16 heat_fuel_gas 5.375513667610817e+19 0.09484358761749738 0.02250571675562386
-2564 GBM_grid_1_AutoML_20190416_022142_model_16 heat_type_individual 4.462653374547467e+19 0.07873741608837376 0.018683835450228403
-2565 GBM_grid_1_AutoML_20190416_022142_model_16 total_household_count_of_area_type 3.0378142881032438e+19 0.05359807888414523 0.012718447417626127
-2566 GBM_grid_1_AutoML_20190416_022142_model_16 front_door_structure_corridor 1.6336604238635336e+19 0.02882370413854869 0.006839662411403804
-2567 GBM_grid_1_AutoML_20190416_022142_model_16 front_door_structure_stairway 1.1975788290759459e+19 0.021129640742743563 0.005013915243507153
-2568 GBM_grid_1_AutoML_20190416_022142_model_16 heat_type_central 1.7791549492764344e+18 0.003139075607481468 0.0007448805793954633
-2569 GBM_grid_1_AutoML_20190416_022142_model_16 front_door_structure_mixed 0.0 0.0 0.0
-2570 GBM_grid_1_AutoML_20190416_021340_model_6 supply_area 8.870111370933694e+21 1.0 0.3642780780398368
-2571 GBM_grid_1_AutoML_20190416_021340_model_6 city 5.739973958972425e+21 0.6471140799631492 0.23572947332149324
-2572 GBM_grid_1_AutoML_20190416_021340_model_6 exclusive_use_area 3.838601765567666e+21 0.4327568848962043 0.1576438462884962
-2573 GBM_grid_1_AutoML_20190416_021340_model_6 apartment_building_count_in_sites 9.956891604038095e+20 0.11225215995219237 0.04089100108320498
-2574 GBM_grid_1_AutoML_20190416_021340_model_6 total_parking_capacity_in_site 7.90052197774538e+20 0.08906902796772605 0.03244589432095972
-2575 GBM_grid_1_AutoML_20190416_021340_model_6 heat_type_district 6.907707662016205e+20 0.07787622244126434 0.02836860063590658
-2576 GBM_grid_1_AutoML_20190416_021340_model_6 heat_fuel_cogeneration 6.792183294699734e+20 0.07657382202614632 0.027894164715849105
-2577 GBM_grid_1_AutoML_20190416_021340_model_6 heat_fuel_gas 6.226802101167084e+20 0.07019981870319665 0.025572255035945464
-2578 GBM_grid_1_AutoML_20190416_021340_model_6 total_household_count_in_sites 4.4170140542533684e+20 0.049796601976468985 0.018139810460902864
-2579 GBM_grid_1_AutoML_20190416_021340_model_6 heat_type_individual 4.260140661014381e+20 0.048028040267615556 0.017495562200706888
-2580 GBM_grid_1_AutoML_20190416_021340_model_6 floor 2.9783198018852146e+20 0.03357702826195414 0.012231375321553937
-2581 GBM_grid_1_AutoML_20190416_021340_model_6 room_count 2.8485895684160173e+20 0.03211447353130772 0.011698598695245987
-2582 GBM_grid_1_AutoML_20190416_021340_model_6 total_household_count_of_area_type 1.9459037161514546e+20 0.021937759682792157 0.007991444933747347
-2583 GBM_grid_1_AutoML_20190416_021340_model_6 front_door_structure_stairway 1.8535948771484972e+20 0.020897086853075016 0.007612350635469709
-2584 GBM_grid_1_AutoML_20190416_021340_model_6 bathroom_count 1.835242884588823e+20 0.020690189872955785 0.007536982601199629
-2585 GBM_grid_1_AutoML_20190416_021340_model_6 front_door_structure_corridor 9.66976496163881e+19 0.010901514713023204 0.003971182827383096
-2586 GBM_grid_1_AutoML_20190416_021340_model_6 heat_type_central 1.2159793760691028e+19 0.0013708727266421067 0.0004993788820984172
-2587 GBM_grid_1_AutoML_20190416_021340_model_6 front_door_structure_mixed 0.0 0.0 0.0
-2588 DeepLearning_grid_1_AutoML_20190416_022142_model_5 city 1.0 1.0 0.07562582846674598
-2589 DeepLearning_grid_1_AutoML_20190416_022142_model_5 room_count 0.7684967517852783 0.7684967517852783 0.05811820352776492
-2590 DeepLearning_grid_1_AutoML_20190416_022142_model_5 bathroom_count 0.7611314654350281 0.7611314654350281 0.05756119764563243
-2591 DeepLearning_grid_1_AutoML_20190416_022142_model_5 heat_type_district 0.7591797709465027 0.7591797709465027 0.05741359913302372
-2592 DeepLearning_grid_1_AutoML_20190416_022142_model_5 front_door_structure_stairway 0.7557488679885864 0.7557488679885864 0.05715413425444229
-2593 DeepLearning_grid_1_AutoML_20190416_022142_model_5 supply_area 0.7386886477470398 0.7386886477470398 0.05586394096485018
-2594 DeepLearning_grid_1_AutoML_20190416_022142_model_5 heat_type_individual 0.737084150314331 0.737084150314331 0.05574259951722881
-2595 DeepLearning_grid_1_AutoML_20190416_022142_model_5 apartment_building_count_in_sites 0.7325300574302673 0.7325300574302673 0.05539819246995698
-2596 DeepLearning_grid_1_AutoML_20190416_022142_model_5 exclusive_use_area 0.7313550114631653 0.7313550114631653 0.05530932864520838
-2597 DeepLearning_grid_1_AutoML_20190416_022142_model_5 heat_fuel_cogeneration 0.7272319793701172 0.7272319793701172 0.054997520927376635
-2598 DeepLearning_grid_1_AutoML_20190416_022142_model_5 heat_type_central 0.7266594767570496 0.7266594767570496 0.05495422494296402
-2599 DeepLearning_grid_1_AutoML_20190416_022142_model_5 total_parking_capacity_in_site 0.7248222827911377 0.7248222827911377 0.05481528562723783
-2600 DeepLearning_grid_1_AutoML_20190416_022142_model_5 front_door_structure_mixed 0.7131882905960083 0.7131882905960083 0.053935455329105514
-2601 DeepLearning_grid_1_AutoML_20190416_022142_model_5 front_door_structure_corridor 0.6978984475135803 0.6978984475135803 0.05277914827887035
-2602 DeepLearning_grid_1_AutoML_20190416_022142_model_5 total_household_count_of_area_type 0.6951311230659485 0.6951311230659485 0.05256986707488191
-2603 DeepLearning_grid_1_AutoML_20190416_022142_model_5 heat_fuel_gas 0.6714439988136292 0.6714439988136292 0.050778508679305515
-2604 DeepLearning_grid_1_AutoML_20190416_022142_model_5 floor 0.6642676591873169 0.6642676591873169 0.05023579204970691
-2605 DeepLearning_grid_1_AutoML_20190416_022142_model_5 total_household_count_in_sites 0.6181376576423645 0.6181376576423645 0.046747172465697616
-2606 DeepLearning_grid_1_AutoML_20190416_020809_model_1 city 1.0 1.0 0.117216195630159
-2607 DeepLearning_grid_1_AutoML_20190416_020809_model_1 supply_area 0.700688898563385 0.700688898563385 0.08213208700988638
-2608 DeepLearning_grid_1_AutoML_20190416_020809_model_1 exclusive_use_area 0.6795383095741272 0.6795383095741272 0.07965289543322844
-2609 DeepLearning_grid_1_AutoML_20190416_020809_model_1 apartment_building_count_in_sites 0.6287859082221985 0.6287859082221985 0.07370389202766042
-2610 DeepLearning_grid_1_AutoML_20190416_020809_model_1 total_parking_capacity_in_site 0.5363758206367493 0.5363758206367493 0.06287193312304427
-2611 DeepLearning_grid_1_AutoML_20190416_020809_model_1 heat_fuel_gas 0.4726800322532654 0.4726800322532654 0.05540575513106862
-2612 DeepLearning_grid_1_AutoML_20190416_020809_model_1 total_household_count_in_sites 0.4637191891670227 0.4637191891670227 0.054355399194860446
-2613 DeepLearning_grid_1_AutoML_20190416_020809_model_1 bathroom_count 0.4558580815792084 0.4558580815792084 0.05343395006997747
-2614 DeepLearning_grid_1_AutoML_20190416_020809_model_1 room_count 0.4473789930343628 0.4473789930343628 0.05244006356833941
-2615 DeepLearning_grid_1_AutoML_20190416_020809_model_1 heat_fuel_cogeneration 0.43798118829727173 0.43798118829727173 0.051338488649782514
-2616 DeepLearning_grid_1_AutoML_20190416_020809_model_1 heat_type_district 0.42868953943252563 0.42868953943252563 0.05024935691872569
-2617 DeepLearning_grid_1_AutoML_20190416_020809_model_1 front_door_structure_stairway 0.4058772921562195 0.4058772921562195 0.04757539207922262
-2618 DeepLearning_grid_1_AutoML_20190416_020809_model_1 heat_type_individual 0.37632983922958374 0.37632983922958374 0.04411195205660117
-2619 DeepLearning_grid_1_AutoML_20190416_020809_model_1 floor 0.35347601771354675 0.35347601771354675 0.041433114042880644
-2620 DeepLearning_grid_1_AutoML_20190416_020809_model_1 heat_type_central 0.3185288608074188 0.3185288608074188 0.03733674126225409
-2621 DeepLearning_grid_1_AutoML_20190416_020809_model_1 front_door_structure_corridor 0.297958642244339 0.297958642244339 0.034925578499009
-2622 DeepLearning_grid_1_AutoML_20190416_020809_model_1 total_household_count_of_area_type 0.2943436801433563 0.2943436801433563 0.034501846394184604
-2623 DeepLearning_grid_1_AutoML_20190416_020809_model_1 front_door_structure_mixed 0.23303399980068207 0.23303399980068207 0.027315358909115184
-2624 DeepLearning_1_AutoML_20190416_015849 city 1.0 1.0 0.10113582441701437
-2625 DeepLearning_1_AutoML_20190416_015849 exclusive_use_area 0.7808131575584412 0.7808131575584412 0.07896818240532508
-2626 DeepLearning_1_AutoML_20190416_015849 heat_type_individual 0.757499098777771 0.757499098777771 0.07661029585003527
-2627 DeepLearning_1_AutoML_20190416_015849 supply_area 0.6812328100204468 0.6812328100204468 0.06889704186133722
-2628 DeepLearning_1_AutoML_20190416_015849 bathroom_count 0.6282981038093567 0.6282981038093567 0.06354344670840616
-2629 DeepLearning_1_AutoML_20190416_015849 apartment_building_count_in_sites 0.568518877029419 0.568518877029419 0.0574976253250055
-2630 DeepLearning_1_AutoML_20190416_015849 total_household_count_in_sites 0.5374017953872681 0.5374017953872681 0.054350573619675026
-2631 DeepLearning_1_AutoML_20190416_015849 front_door_structure_corridor 0.5108906030654907 0.5108906030654907 0.05166934232793405
-2632 DeepLearning_1_AutoML_20190416_015849 floor 0.5063374042510986 0.5063374042510986 0.05120885081210593
-2633 DeepLearning_1_AutoML_20190416_015849 total_parking_capacity_in_site 0.5059372782707214 0.5059372782707214 0.05116838374120982
-2634 DeepLearning_1_AutoML_20190416_015849 heat_fuel_cogeneration 0.4903944432735443 0.4903944432735443 0.04959644630999269
-2635 DeepLearning_1_AutoML_20190416_015849 heat_type_district 0.48135486245155334 0.48135486245155334 0.0486822208511764
-2636 DeepLearning_1_AutoML_20190416_015849 total_household_count_of_area_type 0.4433438181877136 0.4433438181877136 0.044837942552601345
-2637 DeepLearning_1_AutoML_20190416_015849 heat_type_central 0.4407172203063965 0.4407172203063965 0.044572299410462354
-2638 DeepLearning_1_AutoML_20190416_015849 room_count 0.4216771721839905 0.4216771721839905 0.0426466684466632
-2639 DeepLearning_1_AutoML_20190416_015849 front_door_structure_mixed 0.4205125868320465 0.4205125868320465 0.042528887146990366
-2640 DeepLearning_1_AutoML_20190416_015849 heat_fuel_gas 0.3948497474193573 0.3948497474193573 0.03993345472610659
-2641 DeepLearning_1_AutoML_20190416_015849 front_door_structure_stairway 0.3179141879081726 0.3179141879081726 0.03215251348795865
-2642 GBM_grid_1_AutoML_20190416_020809_model_11 supply_area 6.623709262139338e+20 1.0 0.24497434277084765
-2643 GBM_grid_1_AutoML_20190416_020809_model_11 city 6.435682570321736e+20 0.9716130819792546 0.2380202761854256
-2644 GBM_grid_1_AutoML_20190416_020809_model_11 exclusive_use_area 4.093460679586795e+20 0.618001261466099 0.15139445285921238
-2645 GBM_grid_1_AutoML_20190416_020809_model_11 room_count 1.8274198153767315e+20 0.2758907045969146 0.06758614403521523
-2646 GBM_grid_1_AutoML_20190416_020809_model_11 apartment_building_count_in_sites 1.4728570462133866e+20 0.22236136701109982 0.05447282974117142
-2647 GBM_grid_1_AutoML_20190416_020809_model_11 heat_fuel_cogeneration 1.446871364324389e+20 0.21843823559627007 0.05351176320121984
-2648 GBM_grid_1_AutoML_20190416_020809_model_11 total_parking_capacity_in_site 1.1429969608108199e+20 0.17256146300745884 0.04227313098782817
-2649 GBM_grid_1_AutoML_20190416_020809_model_11 total_household_count_in_sites 8.928639588741048e+19 0.1347981808286262 0.03302209575519858
-2650 GBM_grid_1_AutoML_20190416_020809_model_11 heat_fuel_gas 5.75739692577928e+19 0.08692103922326665 0.021293424456678818
-2651 GBM_grid_1_AutoML_20190416_020809_model_11 heat_type_district 4.9671176656594665e+19 0.07498997116390911 0.01837061890028345
-2652 GBM_grid_1_AutoML_20190416_020809_model_11 floor 4.846136202232018e+19 0.07316348001462256 0.017923175431410206
-2653 GBM_grid_1_AutoML_20190416_020809_model_11 total_household_count_of_area_type 4.774080367412694e+19 0.07207563282858753 0.017656680781976162
-2654 GBM_grid_1_AutoML_20190416_020809_model_11 bathroom_count 3.4857293767847707e+19 0.05262503589505291 0.012891783581682852
-2655 GBM_grid_1_AutoML_20190416_020809_model_11 heat_type_individual 2.804398744740351e+19 0.042338795888432174 0.01037191869647774
-2656 GBM_grid_1_AutoML_20190416_020809_model_11 front_door_structure_corridor 2.262390529586312e+19 0.03415594555935568 0.00836733031512001
-2657 GBM_grid_1_AutoML_20190416_020809_model_11 front_door_structure_stairway 1.9659239317332558e+19 0.029680106024132735 0.0072708644666309935
-2658 GBM_grid_1_AutoML_20190416_020809_model_11 heat_type_central 1.6200527305192243e+18 0.002445839130922206 0.0005991678336208885
-2659 GBM_grid_1_AutoML_20190416_020809_model_11 front_door_structure_mixed 0.0 0.0 0.0
-2660 GBM_grid_1_AutoML_20190416_021340_model_5 supply_area 5.009513180361021e+21 1.0 0.18980105693063345
-2661 GBM_grid_1_AutoML_20190416_021340_model_5 city 4.915845063511156e+21 0.9813019522102315 0.1862521476975959
-2662 GBM_grid_1_AutoML_20190416_021340_model_5 exclusive_use_area 4.3114296238957134e+21 0.8606484240420745 0.16335198052886976
-2663 GBM_grid_1_AutoML_20190416_021340_model_5 room_count 1.979770855718025e+21 0.3952022450962687 0.07500980382063106
-2664 GBM_grid_1_AutoML_20190416_021340_model_5 apartment_building_count_in_sites 1.552931082772406e+21 0.3099964062097728 0.05883764554331287
-2665 GBM_grid_1_AutoML_20190416_021340_model_5 bathroom_count 1.2987325794173846e+21 0.25925325129572546 0.04920654110863181
-2666 GBM_grid_1_AutoML_20190416_021340_model_5 total_parking_capacity_in_site 1.2115517570932581e+21 0.24185019850690265 0.045903423295493635
-2667 GBM_grid_1_AutoML_20190416_021340_model_5 total_household_count_in_sites 1.1655495979619938e+21 0.2326672385115865 0.0441604877826309
-2668 GBM_grid_1_AutoML_20190416_021340_model_5 heat_fuel_gas 9.634628792139739e+20 0.19232664822423723 0.03650380110888637
-2669 GBM_grid_1_AutoML_20190416_021340_model_5 floor 8.952148378795922e+20 0.1787029608763454 0.033918010850964
-2670 GBM_grid_1_AutoML_20190416_021340_model_5 heat_fuel_cogeneration 7.433803393049349e+20 0.14839372860006364 0.028165286530169645
-2671 GBM_grid_1_AutoML_20190416_021340_model_5 heat_type_individual 5.942269602521909e+20 0.11861970192667837 0.02251414479848025
-2672 GBM_grid_1_AutoML_20190416_021340_model_5 heat_type_district 5.5368587306595045e+20 0.11052688218020577 0.020978119057050652
-2673 GBM_grid_1_AutoML_20190416_021340_model_5 total_household_count_of_area_type 4.8620478067436107e+20 0.09705629333014784 0.018421387055831653
-2674 GBM_grid_1_AutoML_20190416_021340_model_5 front_door_structure_stairway 2.8579102604260698e+20 0.05704966046661062 0.010828085854096472
-2675 GBM_grid_1_AutoML_20190416_021340_model_5 front_door_structure_corridor 1.8640335525816723e+20 0.03720987420273315 0.007062473451934663
-2676 GBM_grid_1_AutoML_20190416_021340_model_5 front_door_structure_mixed 1.4018173360599885e+20 0.02798310505610774 0.005311222915850202
-2677 GBM_grid_1_AutoML_20190416_021340_model_5 heat_type_central 9.96191223801331e+19 0.019885988676639002 0.003774381668936692
-2678 XGBoost_grid_1_AutoML_20190416_021340_model_5 supply_area 5.06417006170744e+20 1.0 0.24043082919084116
-2679 XGBoost_grid_1_AutoML_20190416_021340_model_5 city 4.703938034669422e+20 0.9288665225202642 0.22332814821716027
-2680 XGBoost_grid_1_AutoML_20190416_021340_model_5 exclusive_use_area 4.433381120461651e+20 0.8754408059840882 0.21048295889025265
-2681 XGBoost_grid_1_AutoML_20190416_021340_model_5 apartment_building_count_in_sites 1.3337058452736836e+20 0.26336118831365035 0.06332014888293623
-2682 XGBoost_grid_1_AutoML_20190416_021340_model_5 total_household_count_in_sites 1.0324426499346871e+20 0.20387203378920252 0.04901712213276115
-2683 XGBoost_grid_1_AutoML_20190416_021340_model_5 total_parking_capacity_in_site 9.523684726381792e+19 0.18806012851730294 0.0452154526371513
-2684 XGBoost_grid_1_AutoML_20190416_021340_model_5 heat_fuel_cogeneration 7.639207118476044e+19 0.15084815528292905 0.0362685470565834
-2685 XGBoost_grid_1_AutoML_20190416_021340_model_5 total_household_count_of_area_type 5.587984174171554e+19 0.11034353321632931 0.02652998718704918
-2686 XGBoost_grid_1_AutoML_20190416_021340_model_5 floor 5.390160042102096e+19 0.10643718470000876 0.02559078057416182
-2687 XGBoost_grid_1_AutoML_20190416_021340_model_5 room_count 4.513046631276347e+19 0.08911720136339032 0.021426522618967096
-2688 XGBoost_grid_1_AutoML_20190416_021340_model_5 heat_type_individual 4.11925522237442e+19 0.08134117085684062 0.019556925156464074
-2689 XGBoost_grid_1_AutoML_20190416_021340_model_5 heat_type_district 2.888579773888463e+19 0.05703954919939135 0.013714066110681444
-2690 XGBoost_grid_1_AutoML_20190416_021340_model_5 heat_fuel_gas 2.198051727077697e+19 0.04340398723372651 0.010435656640793548
-2691 XGBoost_grid_1_AutoML_20190416_021340_model_5 bathroom_count 1.2357648679086064e+19 0.02440212024577932 0.005867022004707335
-2692 XGBoost_grid_1_AutoML_20190416_021340_model_5 front_door_structure_stairway 9.54269770135162e+18 0.018843556960119533 0.004530572024826386
-2693 XGBoost_grid_1_AutoML_20190416_021340_model_5 heat_type_central 4.182091157414609e+18 0.00825819651878865 0.0019855250366332734
-2694 XGBoost_grid_1_AutoML_20190416_021340_model_5 front_door_structure_corridor 3.680914790898729e+18 0.007268544985745736 0.001747582297933778
-2695 XGBoost_grid_1_AutoML_20190416_021340_model_5 front_door_structure_mixed 1.1629949552626237e+18 0.0022965163908229957 0.0005521533400959307
-2696 GBM_grid_1_AutoML_20190416_022142_model_21 room_count 1.0000877170883088e+20 1.0 0.22643361457863287
-2697 GBM_grid_1_AutoML_20190416_022142_model_21 city 8.521806212715092e+19 0.8521058770250458 0.19294541373847715
-2698 GBM_grid_1_AutoML_20190416_022142_model_21 apartment_building_count_in_sites 5.708225006566533e+19 0.5707724341606418 0.12924206536883887
-2699 GBM_grid_1_AutoML_20190416_022142_model_21 supply_area 3.5920156474046677e+19 0.3591700593886495 0.08132817479579414
-2700 GBM_grid_1_AutoML_20190416_022142_model_21 total_household_count_in_sites 3.4851055138871706e+19 0.3484799837392096 0.07890758232637243
-2701 GBM_grid_1_AutoML_20190416_022142_model_21 exclusive_use_area 3.0852531570882904e+19 0.30849825514013984 0.06985437500258317
-2702 GBM_grid_1_AutoML_20190416_022142_model_21 floor 2.1752076137920463e+19 0.21750168276489024 0.04924969220538923
-2703 GBM_grid_1_AutoML_20190416_022142_model_21 total_household_count_of_area_type 2.166930270355823e+19 0.21667402102134617 0.04906228176515009
-2704 GBM_grid_1_AutoML_20190416_022142_model_21 total_parking_capacity_in_site 1.8615558690991768e+19 0.18613925931607053 0.04214818530192731
-2705 GBM_grid_1_AutoML_20190416_022142_model_21 heat_type_district 1.1349360232531755e+19 0.11348364787015572 0.025696512582808133
-2706 GBM_grid_1_AutoML_20190416_022142_model_21 heat_type_individual 9.37980285467335e+18 0.093789801578426 0.021237163782015765
-2707 GBM_grid_1_AutoML_20190416_022142_model_21 heat_fuel_gas 6.457271261230793e+18 0.06456704897877082 0.014620150282938702
-2708 GBM_grid_1_AutoML_20190416_022142_model_21 front_door_structure_corridor 3.356922249297789e+18 0.03356627815679261 0.007600533690994362
-2709 GBM_grid_1_AutoML_20190416_022142_model_21 bathroom_count 2.1083844647604716e+18 0.021081995396352807 0.004773672420126264
-2710 GBM_grid_1_AutoML_20190416_022142_model_21 heat_fuel_cogeneration 1.5398260399648276e+18 0.015396909827549252 0.003486377945593252
-2711 GBM_grid_1_AutoML_20190416_022142_model_21 heat_type_central 6.78772989327573e+17 0.00678713454559543 0.0015368354077906802
-2712 GBM_grid_1_AutoML_20190416_022142_model_21 front_door_structure_stairway 6.366309763776512e+17 0.006365751378600684 0.001441420094165468
-2713 GBM_grid_1_AutoML_20190416_022142_model_21 front_door_structure_mixed 1.9254515340620595e+17 0.0019252826538734905 0.00043594871040211736
-2714 XGBoost_grid_1_AutoML_20190416_020809_model_5 supply_area 5.802215042828825e+20 1.0 0.24278697890305997
-2715 XGBoost_grid_1_AutoML_20190416_020809_model_5 city 4.539904621710357e+20 0.7824433579588532 0.18996705904159553
-2716 XGBoost_grid_1_AutoML_20190416_020809_model_5 exclusive_use_area 3.962916807513043e+20 0.683000677889552 0.16582367117354632
-2717 XGBoost_grid_1_AutoML_20190416_020809_model_5 total_parking_capacity_in_site 1.4486755309641741e+20 0.24967629091145915 0.060618152374114706
-2718 XGBoost_grid_1_AutoML_20190416_020809_model_5 apartment_building_count_in_sites 1.3447171463626044e+20 0.2317592740766461 0.05626813398583517
-2719 XGBoost_grid_1_AutoML_20190416_020809_model_5 bathroom_count 1.031102301279963e+20 0.1777083913072717 0.04314528345121531
-2720 XGBoost_grid_1_AutoML_20190416_020809_model_5 heat_fuel_cogeneration 9.41485330624592e+19 0.16226308809222936 0.03939536494539345
-2721 XGBoost_grid_1_AutoML_20190416_020809_model_5 total_household_count_in_sites 9.39887960131759e+19 0.161987784526084 0.03932852482428779
-2722 XGBoost_grid_1_AutoML_20190416_020809_model_5 room_count 8.892377695256995e+19 0.15325832685652385 0.03720912616923313
-2723 XGBoost_grid_1_AutoML_20190416_020809_model_5 floor 6.1380214630362644e+19 0.10578755557539142 0.025683841023688845
-2724 XGBoost_grid_1_AutoML_20190416_020809_model_5 heat_type_individual 4.7878968305273274e+19 0.08251843124023589 0.02003440062463676
-2725 XGBoost_grid_1_AutoML_20190416_020809_model_5 heat_fuel_gas 4.466908044742309e+19 0.0769862545901867 0.01869126016901326
-2726 XGBoost_grid_1_AutoML_20190416_020809_model_5 heat_type_district 3.7830228073819144e+19 0.06519963116598883 0.015829621476384222
-2727 XGBoost_grid_1_AutoML_20190416_020809_model_5 front_door_structure_mixed 3.334731245919037e+19 0.05747341698478681 0.013953797276972204
-2728 XGBoost_grid_1_AutoML_20190416_020809_model_5 total_household_count_of_area_type 3.302315883913596e+19 0.0569147447920782 0.013818158943107332
-2729 XGBoost_grid_1_AutoML_20190416_020809_model_5 front_door_structure_stairway 2.0635033896751202e+19 0.03556406259408605 0.008634491314737475
-2730 XGBoost_grid_1_AutoML_20190416_020809_model_5 front_door_structure_corridor 1.1899703185628987e+19 0.02050889720183032 0.004979293192265804
-2731 XGBoost_grid_1_AutoML_20190416_020809_model_5 heat_type_central 9.159868643280945e+18 0.01578684791181942 0.003832841110912718
-2732 DeepLearning_grid_1_AutoML_20190416_015849_model_1 city 1.0 1.0 0.11758106587815784
-2733 DeepLearning_grid_1_AutoML_20190416_015849_model_1 apartment_building_count_in_sites 0.58933025598526 0.58933025598526 0.06929407965299447
-2734 DeepLearning_grid_1_AutoML_20190416_015849_model_1 supply_area 0.5573058724403381 0.5573058724403381 0.06552861850169163
-2735 DeepLearning_grid_1_AutoML_20190416_015849_model_1 exclusive_use_area 0.5437310934066772 0.5437310934066772 0.0639324815138533
-2736 DeepLearning_grid_1_AutoML_20190416_015849_model_1 total_parking_capacity_in_site 0.5327525734901428 0.5327525734901428 0.06264161544030261
-2737 DeepLearning_grid_1_AutoML_20190416_015849_model_1 front_door_structure_mixed 0.4413248300552368 0.4413248300552368 0.05189144391639161
-2738 DeepLearning_grid_1_AutoML_20190416_015849_model_1 bathroom_count 0.43260762095451355 0.43260762095451355 0.05086646517884579
-2739 DeepLearning_grid_1_AutoML_20190416_015849_model_1 heat_fuel_gas 0.4302734434604645 0.4302734434604645 0.050592010101146695
-2740 DeepLearning_grid_1_AutoML_20190416_015849_model_1 floor 0.4301404356956482 0.4301404356956482 0.05057637090638952
-2741 DeepLearning_grid_1_AutoML_20190416_015849_model_1 room_count 0.42886799573898315 0.42886799573898315 0.05042675606001889
-2742 DeepLearning_grid_1_AutoML_20190416_015849_model_1 heat_type_individual 0.4197019636631012 0.4197019636631012 0.049349004238663306
-2743 DeepLearning_grid_1_AutoML_20190416_015849_model_1 heat_type_district 0.40755409002304077 0.40755409002304077 0.047920644307911826
-2744 DeepLearning_grid_1_AutoML_20190416_015849_model_1 heat_fuel_cogeneration 0.4042295813560486 0.4042295813560486 0.04752974503532571
-2745 DeepLearning_grid_1_AutoML_20190416_015849_model_1 front_door_structure_stairway 0.4011259377002716 0.4011259377002716 0.04716481530617347
-2746 DeepLearning_grid_1_AutoML_20190416_015849_model_1 total_household_count_in_sites 0.38356807827949524 0.38356807827949524 0.045100343480939734
-2747 DeepLearning_grid_1_AutoML_20190416_015849_model_1 heat_type_central 0.3733125627040863 0.3733125627040863 0.043894489028453096
-2748 DeepLearning_grid_1_AutoML_20190416_015849_model_1 front_door_structure_corridor 0.3719974756240845 0.3719974756240845 0.04373985968786389
-2749 DeepLearning_grid_1_AutoML_20190416_015849_model_1 total_household_count_of_area_type 0.3569468557834625 0.3569468557834625 0.04197019176487661
-2750 DeepLearning_1_AutoML_20190416_022142 front_door_structure_corridor 1.0 1.0 0.08844959273340779
-2751 DeepLearning_1_AutoML_20190416_022142 city 0.991906464099884 0.991906464099884 0.08773372277926932
-2752 DeepLearning_1_AutoML_20190416_022142 total_household_count_in_sites 0.8195791840553284 0.8195791840553284 0.07249144504247246
-2753 DeepLearning_1_AutoML_20190416_022142 total_parking_capacity_in_site 0.681094765663147 0.681094765663147 0.06024255463576116
-2754 DeepLearning_1_AutoML_20190416_022142 supply_area 0.6678781509399414 0.6678781509399414 0.05907355044617927
-2755 DeepLearning_1_AutoML_20190416_022142 heat_type_individual 0.6545435786247253 0.6545435786247253 0.05789411295562424
-2756 DeepLearning_1_AutoML_20190416_022142 exclusive_use_area 0.6408418416976929 0.6408418416976929 0.05668219990468792
-2757 DeepLearning_1_AutoML_20190416_022142 front_door_structure_stairway 0.6393377184867859 0.6393377184867859 0.05654916081926233
-2758 DeepLearning_1_AutoML_20190416_022142 heat_type_district 0.6225718855857849 0.6225718855857849 0.055066229727332425
-2759 DeepLearning_1_AutoML_20190416_022142 heat_fuel_gas 0.5659670233726501 0.5659670233726501 0.050059552717849995
-2760 DeepLearning_1_AutoML_20190416_022142 heat_fuel_cogeneration 0.5513453483581543 0.5513453483581543 0.04876627151773759
-2761 DeepLearning_1_AutoML_20190416_022142 front_door_structure_mixed 0.5324188470840454 0.5324188470840454 0.047092230188174336
-2762 DeepLearning_1_AutoML_20190416_022142 room_count 0.5246550440788269 0.5246550440788269 0.04640552497430035
-2763 DeepLearning_1_AutoML_20190416_022142 heat_type_central 0.5175450444221497 0.5175450444221497 0.04577664840033258
-2764 DeepLearning_1_AutoML_20190416_022142 apartment_building_count_in_sites 0.5026760697364807 0.5026760697364807 0.04446149364502181
-2765 DeepLearning_1_AutoML_20190416_022142 bathroom_count 0.4976527690887451 0.4976527690887451 0.04401718474855214
-2766 DeepLearning_1_AutoML_20190416_022142 floor 0.45715445280075073 0.45715445280075073 0.040435125166490296
-2767 DeepLearning_1_AutoML_20190416_022142 total_household_count_of_area_type 0.4387063682079315 0.4387063682079315 0.03880339959754398
-2768 DeepLearning_grid_1_AutoML_20190416_021340_model_1 city 1.0 1.0 0.08918527340714033
-2769 DeepLearning_grid_1_AutoML_20190416_021340_model_1 supply_area 0.7942850589752197 0.7942850589752197 0.07083853014791155
-2770 DeepLearning_grid_1_AutoML_20190416_021340_model_1 exclusive_use_area 0.7561497092247009 0.7561497092247009 0.06743741855393462
-2771 DeepLearning_grid_1_AutoML_20190416_021340_model_1 heat_type_individual 0.6545669436454773 0.6545669436454773 0.058377731832298115
-2772 DeepLearning_grid_1_AutoML_20190416_021340_model_1 heat_fuel_cogeneration 0.6474379897117615 0.6474379897117615 0.05774193412661276
-2773 DeepLearning_grid_1_AutoML_20190416_021340_model_1 room_count 0.6446866989135742 0.6446866989135742 0.05749655950455388
-2774 DeepLearning_grid_1_AutoML_20190416_021340_model_1 heat_type_district 0.6326169967651367 0.6326169967651367 0.05642011981850273
-2775 DeepLearning_grid_1_AutoML_20190416_021340_model_1 total_parking_capacity_in_site 0.6300554275512695 0.6300554275512695 0.056191665567812674
-2776 DeepLearning_grid_1_AutoML_20190416_021340_model_1 apartment_building_count_in_sites 0.5991654992103577 0.5991654992103577 0.05343673886320147
-2777 DeepLearning_grid_1_AutoML_20190416_021340_model_1 heat_fuel_gas 0.5937755107879639 0.5937755107879639 0.05295603127208896
-2778 DeepLearning_grid_1_AutoML_20190416_021340_model_1 bathroom_count 0.5841841101646423 0.5841841101646423 0.05210061958514062
-2779 DeepLearning_grid_1_AutoML_20190416_021340_model_1 front_door_structure_mixed 0.5584558844566345 0.5584558844566345 0.04980604074109132
-2780 DeepLearning_grid_1_AutoML_20190416_021340_model_1 total_household_count_in_sites 0.5520678758621216 0.5520678758621216 0.04923632444806252
-2781 DeepLearning_grid_1_AutoML_20190416_021340_model_1 front_door_structure_corridor 0.5382525324821472 0.5382525324821472 0.04800419927150598
-2782 DeepLearning_grid_1_AutoML_20190416_021340_model_1 heat_type_central 0.5320796370506287 0.5320796370506287 0.047453667904732315
-2783 DeepLearning_grid_1_AutoML_20190416_021340_model_1 floor 0.5130593776702881 0.5130593776702881 0.045757340871621914
-2784 DeepLearning_grid_1_AutoML_20190416_021340_model_1 front_door_structure_stairway 0.5111504197120667 0.5111504197120667 0.0455870899341952
-2785 DeepLearning_grid_1_AutoML_20190416_021340_model_1 total_household_count_of_area_type 0.47062382102012634 0.47062382102012634 0.04197271414959305
-2786 DeepLearning_grid_1_AutoML_20190416_020809_model_3 city 1.0 1.0 0.1144964082068361
-2787 DeepLearning_grid_1_AutoML_20190416_020809_model_3 apartment_building_count_in_sites 0.5743646025657654 0.5743646025657654 0.06576268399492705
-2788 DeepLearning_grid_1_AutoML_20190416_020809_model_3 total_parking_capacity_in_site 0.5626169443130493 0.5626169443130493 0.06441761932014967
-2789 DeepLearning_grid_1_AutoML_20190416_020809_model_3 front_door_structure_stairway 0.49234214425086975 0.49234214425086975 0.05637140712557656
-2790 DeepLearning_grid_1_AutoML_20190416_020809_model_3 supply_area 0.48573926091194153 0.48573926091194153 0.05561540069946052
-2791 DeepLearning_grid_1_AutoML_20190416_020809_model_3 total_household_count_in_sites 0.4781739413738251 0.4781739413738251 0.05474919878540919
-2792 DeepLearning_grid_1_AutoML_20190416_020809_model_3 heat_fuel_cogeneration 0.47582191228866577 0.47582191228866577 0.054479899903160434
-2793 DeepLearning_grid_1_AutoML_20190416_020809_model_3 exclusive_use_area 0.4524413049221039 0.4524413049221039 0.0518029043379948
-2794 DeepLearning_grid_1_AutoML_20190416_020809_model_3 heat_fuel_gas 0.4489237070083618 0.4489237070083618 0.05140015201135548
-2795 DeepLearning_grid_1_AutoML_20190416_020809_model_3 heat_type_individual 0.44274869561195374 0.44274869561195374 0.05069313538583047
-2796 DeepLearning_grid_1_AutoML_20190416_020809_model_3 room_count 0.44213664531707764 0.44213664531707764 0.05062305782542523
-2797 DeepLearning_grid_1_AutoML_20190416_020809_model_3 front_door_structure_corridor 0.43108484148979187 0.43108484148979187 0.049357665982994445
-2798 DeepLearning_grid_1_AutoML_20190416_020809_model_3 heat_type_district 0.4309975504875183 0.4309975504875183 0.049347671476765345
-2799 DeepLearning_grid_1_AutoML_20190416_020809_model_3 floor 0.4294818341732025 0.4294818341732025 0.049174127402915685
-2800 DeepLearning_grid_1_AutoML_20190416_020809_model_3 bathroom_count 0.42389464378356934 0.42389464378356934 0.04853441417133493
-2801 DeepLearning_grid_1_AutoML_20190416_020809_model_3 heat_type_central 0.4101783037185669 0.4101783037185669 0.04696394250014863
-2802 DeepLearning_grid_1_AutoML_20190416_020809_model_3 total_household_count_of_area_type 0.40423399209976196 0.40423399209976196 0.0462833401705333
-2803 DeepLearning_grid_1_AutoML_20190416_020809_model_3 front_door_structure_mixed 0.3487181067466736 0.3487181067466736 0.039926970699182183
-2804 DeepLearning_grid_1_AutoML_20190416_022142_model_3 city 1.0 1.0 0.1236076967076471
-2805 DeepLearning_grid_1_AutoML_20190416_022142_model_3 supply_area 0.6165990829467773 0.6165990829467773 0.07621639243509859
-2806 DeepLearning_grid_1_AutoML_20190416_022142_model_3 exclusive_use_area 0.5657739043235779 0.5657739043235779 0.06993400917073016
-2807 DeepLearning_grid_1_AutoML_20190416_022142_model_3 apartment_building_count_in_sites 0.5511902570724487 0.5511902570724487 0.06813135812442128
-2808 DeepLearning_grid_1_AutoML_20190416_022142_model_3 total_parking_capacity_in_site 0.49708834290504456 0.49708834290504456 0.061443945126713626
-2809 DeepLearning_grid_1_AutoML_20190416_022142_model_3 room_count 0.4505871534347534 0.4505871534347534 0.05569604020212505
-2810 DeepLearning_grid_1_AutoML_20190416_022142_model_3 heat_fuel_cogeneration 0.4303859770298004 0.4303859770298004 0.05319901931592394
-2811 DeepLearning_grid_1_AutoML_20190416_022142_model_3 heat_fuel_gas 0.42149829864501953 0.42149829864501953 0.052100433861702836
-2812 DeepLearning_grid_1_AutoML_20190416_022142_model_3 heat_type_district 0.407175749540329 0.407175749540329 0.05033005655588986
-2813 DeepLearning_grid_1_AutoML_20190416_022142_model_3 total_household_count_in_sites 0.4013204276561737 0.4013204276561737 0.049606293704307546
-2814 DeepLearning_grid_1_AutoML_20190416_022142_model_3 bathroom_count 0.3815307915210724 0.3815307915210724 0.04716014236296525
-2815 DeepLearning_grid_1_AutoML_20190416_022142_model_3 floor 0.3796623647212982 0.3796623647212982 0.04692919042977833
-2816 DeepLearning_grid_1_AutoML_20190416_022142_model_3 heat_type_individual 0.3742296099662781 0.3742296099662781 0.04625766012773277
-2817 DeepLearning_grid_1_AutoML_20190416_022142_model_3 total_household_count_of_area_type 0.3414705991744995 0.3414705991744995 0.04220839425734006
-2818 DeepLearning_grid_1_AutoML_20190416_022142_model_3 front_door_structure_mixed 0.34087449312210083 0.34087449312210083 0.042134710961209576
-2819 DeepLearning_grid_1_AutoML_20190416_022142_model_3 heat_type_central 0.3328966200351715 0.3328966200351715 0.041148584444308314
-2820 DeepLearning_grid_1_AutoML_20190416_022142_model_3 front_door_structure_stairway 0.32656076550483704 0.32656076550483704 0.04036542405913896
-2821 DeepLearning_grid_1_AutoML_20190416_022142_model_3 front_door_structure_corridor 0.2712666690349579 0.2712666690349579 0.03353064815296676
-2822 DeepLearning_grid_1_AutoML_20190416_015849_model_4 city 1.0 1.0 0.11456030938983702
-2823 DeepLearning_grid_1_AutoML_20190416_015849_model_4 supply_area 0.5479498505592346 0.5479498505592346 0.06277330441018088
-2824 DeepLearning_grid_1_AutoML_20190416_015849_model_4 total_parking_capacity_in_site 0.517829418182373 0.517829418182373 0.059322698358131955
-2825 DeepLearning_grid_1_AutoML_20190416_015849_model_4 apartment_building_count_in_sites 0.5146306157112122 0.5146306157112122 0.05895624255735879
-2826 DeepLearning_grid_1_AutoML_20190416_015849_model_4 front_door_structure_mixed 0.5035648345947266 0.5035648345947266 0.057688543249013985
-2827 DeepLearning_grid_1_AutoML_20190416_015849_model_4 bathroom_count 0.49091455340385437 0.49091455340385437 0.056239323121919226
-2828 DeepLearning_grid_1_AutoML_20190416_015849_model_4 front_door_structure_stairway 0.4849349558353424 0.4849349558353424 0.05555429857444378
-2829 DeepLearning_grid_1_AutoML_20190416_015849_model_4 floor 0.47748738527297974 0.47748738527297974 0.05470110258661687
-2830 DeepLearning_grid_1_AutoML_20190416_015849_model_4 exclusive_use_area 0.4491879343986511 0.4491879343986511 0.05145910873889129
-2831 DeepLearning_grid_1_AutoML_20190416_015849_model_4 heat_type_district 0.43740376830101013 0.43740376830101013 0.05010911102484431
-2832 DeepLearning_grid_1_AutoML_20190416_015849_model_4 room_count 0.42859286069869995 0.42859286069869995 0.04909973072391839
-2833 DeepLearning_grid_1_AutoML_20190416_015849_model_4 total_household_count_of_area_type 0.421460896730423 0.421460896730423 0.04828269072515541
-2834 DeepLearning_grid_1_AutoML_20190416_015849_model_4 heat_type_central 0.41904228925704956 0.41904228925704956 0.04800561430471318
-2835 DeepLearning_grid_1_AutoML_20190416_015849_model_4 heat_fuel_gas 0.4162117838859558 0.4162117838859558 0.04768135073367108
-2836 DeepLearning_grid_1_AutoML_20190416_015849_model_4 heat_type_individual 0.41460445523262024 0.41460445523262024 0.04749721466585381
-2837 DeepLearning_grid_1_AutoML_20190416_015849_model_4 front_door_structure_corridor 0.41138172149658203 0.41138172149658203 0.047128017291972205
-2838 DeepLearning_grid_1_AutoML_20190416_015849_model_4 total_household_count_in_sites 0.39901843667030334 0.39901843667030334 0.045711675557199044
-2839 DeepLearning_grid_1_AutoML_20190416_015849_model_4 heat_fuel_cogeneration 0.3948109447956085 0.3948109447956085 0.04522966398627878
-2840 DeepLearning_grid_1_AutoML_20190416_015849_model_2 city 1.0 1.0 0.10054497828916853
-2841 DeepLearning_grid_1_AutoML_20190416_015849_model_2 apartment_building_count_in_sites 0.6759928464889526 0.6759928464889526 0.06796768607386497
-2842 DeepLearning_grid_1_AutoML_20190416_015849_model_2 exclusive_use_area 0.6548359394073486 0.6548359394073486 0.06584046531067915
-2843 DeepLearning_grid_1_AutoML_20190416_015849_model_2 total_parking_capacity_in_site 0.5983142256736755 0.5983142256736755 0.06015749083046038
-2844 DeepLearning_grid_1_AutoML_20190416_015849_model_2 room_count 0.5966219305992126 0.5966219305992126 0.059987339058939645
-2845 DeepLearning_grid_1_AutoML_20190416_015849_model_2 front_door_structure_mixed 0.5670989751815796 0.5670989751815796 0.05701895414744164
-2846 DeepLearning_grid_1_AutoML_20190416_015849_model_2 heat_type_district 0.5425782203674316 0.5425782203674316 0.05455351538701911
-2847 DeepLearning_grid_1_AutoML_20190416_015849_model_2 heat_fuel_gas 0.541207492351532 0.541207492351532 0.054415695568420124
-2848 DeepLearning_grid_1_AutoML_20190416_015849_model_2 heat_fuel_cogeneration 0.5209740400314331 0.5209740400314331 0.052381323544180854
-2849 DeepLearning_grid_1_AutoML_20190416_015849_model_2 supply_area 0.5028508305549622 0.5028508305549622 0.050559125840839034
-2850 DeepLearning_grid_1_AutoML_20190416_015849_model_2 floor 0.4965813457965851 0.4965813457965851 0.04992876063192374
-2851 DeepLearning_grid_1_AutoML_20190416_015849_model_2 total_household_count_in_sites 0.49326959252357483 0.49326959252357483 0.049595780470989836
-2852 DeepLearning_grid_1_AutoML_20190416_015849_model_2 bathroom_count 0.48635435104370117 0.48635435104370117 0.04890048766653158
-2853 DeepLearning_grid_1_AutoML_20190416_015849_model_2 front_door_structure_stairway 0.4859231412410736 0.4859231412410736 0.048857131686288316
-2854 DeepLearning_grid_1_AutoML_20190416_015849_model_2 heat_type_individual 0.4746173620223999 0.4746173620223999 0.04772039236020464
-2855 DeepLearning_grid_1_AutoML_20190416_015849_model_2 total_household_count_of_area_type 0.4688268303871155 0.4688268303871155 0.04713818348265222
-2856 DeepLearning_grid_1_AutoML_20190416_015849_model_2 heat_type_central 0.4391572177410126 0.4391572177410126 0.04415505292330176
-2857 DeepLearning_grid_1_AutoML_20190416_015849_model_2 front_door_structure_corridor 0.40059322118759155 0.40059322118759155 0.04027763672709448
-2858 DeepLearning_grid_1_AutoML_20190416_022142_model_7 city 1.0 1.0 0.12187252039885602
-2859 DeepLearning_grid_1_AutoML_20190416_022142_model_7 supply_area 0.5234265923500061 0.5234265923500061 0.0637913180534798
-2860 DeepLearning_grid_1_AutoML_20190416_022142_model_7 exclusive_use_area 0.4799592196941376 0.4799592196941376 0.058493839792792796
-2861 DeepLearning_grid_1_AutoML_20190416_022142_model_7 total_parking_capacity_in_site 0.45837950706481934 0.45837950706481934 0.05586386582517476
-2862 DeepLearning_grid_1_AutoML_20190416_022142_model_7 front_door_structure_mixed 0.4406982362270355 0.4406982362270355 0.05370900478431925
-2863 DeepLearning_grid_1_AutoML_20190416_022142_model_7 apartment_building_count_in_sites 0.43895435333251953 0.43895435333251953 0.05349647338068414
-2864 DeepLearning_grid_1_AutoML_20190416_022142_model_7 room_count 0.42479783296585083 0.42479783296585083 0.051771182563520486
-2865 DeepLearning_grid_1_AutoML_20190416_022142_model_7 floor 0.42001962661743164 0.42001962661743164 0.051188850512852824
-2866 DeepLearning_grid_1_AutoML_20190416_022142_model_7 bathroom_count 0.4179809093475342 0.4179809093475342 0.050940386900789746
-2867 DeepLearning_grid_1_AutoML_20190416_022142_model_7 front_door_structure_stairway 0.41634052991867065 0.41634052991867065 0.050740469725383715
-2868 DeepLearning_grid_1_AutoML_20190416_022142_model_7 total_household_count_in_sites 0.4120415449142456 0.4120415449142456 0.05021654158773754
-2869 DeepLearning_grid_1_AutoML_20190416_022142_model_7 heat_type_individual 0.41193222999572754 0.41193222999572754 0.05020321910310055
-2870 DeepLearning_grid_1_AutoML_20190416_022142_model_7 total_household_count_of_area_type 0.41166141629219055 0.41166141629219055 0.05017021435449195
-2871 DeepLearning_grid_1_AutoML_20190416_022142_model_7 heat_type_district 0.4002711772918701 0.4002711772918701 0.048782057219577554
-2872 DeepLearning_grid_1_AutoML_20190416_022142_model_7 front_door_structure_corridor 0.3998446464538574 0.3998446464538574 0.04873007483132111
-2873 DeepLearning_grid_1_AutoML_20190416_022142_model_7 heat_fuel_gas 0.3922102153301239 0.3922102153301239 0.04779964746846024
-2874 DeepLearning_grid_1_AutoML_20190416_022142_model_7 heat_type_central 0.3897724449634552 0.3897724449634552 0.04750255024972068
-2875 DeepLearning_grid_1_AutoML_20190416_022142_model_7 heat_fuel_cogeneration 0.3670046627521515 0.3670046627521515 0.04472778324773685
-2876 DeepLearning_grid_1_AutoML_20190416_020809_model_2 city 1.0 1.0 0.07829448261353092
-2877 DeepLearning_grid_1_AutoML_20190416_020809_model_2 supply_area 0.8004454970359802 0.8004454970359802 0.06267046605076267
-2878 DeepLearning_grid_1_AutoML_20190416_020809_model_2 heat_type_individual 0.7461232542991638 0.7461232542991638 0.058417334161276986
-2879 DeepLearning_grid_1_AutoML_20190416_020809_model_2 exclusive_use_area 0.7327424883842468 0.7327424883842468 0.05736969401699579
-2880 DeepLearning_grid_1_AutoML_20190416_020809_model_2 bathroom_count 0.7218878865242004 0.7218878865242004 0.05651983858038759
-2881 DeepLearning_grid_1_AutoML_20190416_020809_model_2 total_parking_capacity_in_site 0.7135211229324341 0.7135211229324341 0.055864767153820515
-2882 DeepLearning_grid_1_AutoML_20190416_020809_model_2 front_door_structure_stairway 0.7049736380577087 0.7049736380577087 0.055195546247906915
-2883 DeepLearning_grid_1_AutoML_20190416_020809_model_2 total_household_count_in_sites 0.6997419595718384 0.6997419595718384 0.05478593468765535
-2884 DeepLearning_grid_1_AutoML_20190416_020809_model_2 heat_type_district 0.6938195824623108 0.6938195824623108 0.05432224523602267
-2885 DeepLearning_grid_1_AutoML_20190416_020809_model_2 heat_type_central 0.6920918822288513 0.6920918822288513 0.054186975840132684
-2886 DeepLearning_grid_1_AutoML_20190416_020809_model_2 room_count 0.6832367777824402 0.6832367777824402 0.053493670019012146
-2887 DeepLearning_grid_1_AutoML_20190416_020809_model_2 heat_fuel_gas 0.6743483543395996 0.6743483543395996 0.05279775550430497
-2888 DeepLearning_grid_1_AutoML_20190416_020809_model_2 floor 0.6739465594291687 0.6739465594291687 0.05276629717967603
-2889 DeepLearning_grid_1_AutoML_20190416_020809_model_2 apartment_building_count_in_sites 0.6666306853294373 0.6666306853294373 0.05219350460217183
-2890 DeepLearning_grid_1_AutoML_20190416_020809_model_2 front_door_structure_corridor 0.6602783203125 0.6602783203125 0.051696149469798426
-2891 DeepLearning_grid_1_AutoML_20190416_020809_model_2 heat_fuel_cogeneration 0.6555473208427429 0.6555473208427429 0.051325738314068906
-2892 DeepLearning_grid_1_AutoML_20190416_020809_model_2 front_door_structure_mixed 0.6424811482429504 0.6424811482429504 0.050302729090629064
-2893 DeepLearning_grid_1_AutoML_20190416_020809_model_2 total_household_count_of_area_type 0.6104755997657776 0.6104755997657776 0.04779687123184653
-2894 GBM_grid_1_AutoML_20190416_022142_model_27 supply_area 1.6457111812551213e+20 1.0 0.4069848624448651
-2895 GBM_grid_1_AutoML_20190416_022142_model_27 city 6.7456779990476e+19 0.40989440163509905 0.16682081666638107
-2896 GBM_grid_1_AutoML_20190416_022142_model_27 total_household_count_in_sites 2.6331665212909814e+19 0.1600017397513679 0.06511828604364955
-2897 GBM_grid_1_AutoML_20190416_022142_model_27 exclusive_use_area 2.406948161141185e+19 0.1462558065204064 0.0595238992984704
-2898 GBM_grid_1_AutoML_20190416_022142_model_27 heat_fuel_gas 1.9101929858561737e+19 0.11607097330403639 0.04723912910398485
-2899 GBM_grid_1_AutoML_20190416_022142_model_27 apartment_building_count_in_sites 1.8803990794736763e+19 0.11426057627192929 0.046502324916902156
-2900 GBM_grid_1_AutoML_20190416_022142_model_27 total_parking_capacity_in_site 1.7499940317380477e+19 0.10633664349314281 0.043277404224905384
-2901 GBM_grid_1_AutoML_20190416_022142_model_27 floor 1.7259071404595216e+19 0.10487302754686505 0.04268173469033742
-2902 GBM_grid_1_AutoML_20190416_022142_model_27 total_household_count_of_area_type 1.1880487020910346e+19 0.0721905955080742 0.02938047958266648
-2903 GBM_grid_1_AutoML_20190416_022142_model_27 bathroom_count 1.0834442444569838e+19 0.0658344098768705 0.026793608247877007
-2904 GBM_grid_1_AutoML_20190416_022142_model_27 front_door_structure_corridor 9.022657288715895e+18 0.054825277919268056 0.022313058192474807
-2905 GBM_grid_1_AutoML_20190416_022142_model_27 heat_type_individual 4.926272238052704e+18 0.02993400235815147 0.012182685832156544
-2906 GBM_grid_1_AutoML_20190416_022142_model_27 heat_type_district 3.305204795739996e+18 0.02008374758211974 0.008173781247086393
-2907 GBM_grid_1_AutoML_20190416_022142_model_27 room_count 3.2217686307441213e+18 0.01957675603982347 0.007967443363984236
-2908 GBM_grid_1_AutoML_20190416_022142_model_27 front_door_structure_stairway 2.6599319328459325e+18 0.016162811331313334 0.006578019546396864
-2909 GBM_grid_1_AutoML_20190416_022142_model_27 heat_fuel_cogeneration 1.3686187479416177e+18 0.008316275440857272 0.0033845982163509068
-2910 GBM_grid_1_AutoML_20190416_022142_model_27 heat_type_central 1.0915508887129948e+18 0.006632700203692549 0.0026994085800378406
-2911 GBM_grid_1_AutoML_20190416_022142_model_27 front_door_structure_mixed 9.617698962895012e+17 0.005844098935731821 0.0023784598014729976
-2912 DeepLearning_grid_1_AutoML_20190416_022142_model_8 city 1.0 1.0 0.08653073932057859
-2913 DeepLearning_grid_1_AutoML_20190416_022142_model_8 supply_area 0.7816334962844849 0.7816334962844849 0.0676353243112252
-2914 DeepLearning_grid_1_AutoML_20190416_022142_model_8 front_door_structure_mixed 0.720283567905426 0.720283567905426 0.06232666965132068
-2915 DeepLearning_grid_1_AutoML_20190416_022142_model_8 total_parking_capacity_in_site 0.7091841101646423 0.7091841101646423 0.06136622536695315
-2916 DeepLearning_grid_1_AutoML_20190416_022142_model_8 exclusive_use_area 0.6902735829353333 0.6902735829353333 0.0597298834648591
-2917 DeepLearning_grid_1_AutoML_20190416_022142_model_8 heat_fuel_gas 0.6834458708763123 0.6834458708763123 0.059139076492523986
-2918 DeepLearning_grid_1_AutoML_20190416_022142_model_8 apartment_building_count_in_sites 0.6667314767837524 0.6667314767837524 0.057692767614399273
-2919 DeepLearning_grid_1_AutoML_20190416_022142_model_8 heat_type_central 0.634003221988678 0.634003221988678 0.05486076753030921
-2920 DeepLearning_grid_1_AutoML_20190416_022142_model_8 heat_type_district 0.6183121800422668 0.6183121800422668 0.05350301006997604
-2921 DeepLearning_grid_1_AutoML_20190416_022142_model_8 front_door_structure_stairway 0.6107695698738098 0.6107695698738098 0.052850342435692546
-2922 DeepLearning_grid_1_AutoML_20190416_022142_model_8 front_door_structure_corridor 0.6034960150718689 0.6034960150718689 0.05222095636119185
-2923 DeepLearning_grid_1_AutoML_20190416_022142_model_8 room_count 0.590370237827301 0.590370237827301 0.051085173152062166
-2924 DeepLearning_grid_1_AutoML_20190416_022142_model_8 heat_fuel_cogeneration 0.5893405675888062 0.5893405675888062 0.05099607502506881
-2925 DeepLearning_grid_1_AutoML_20190416_022142_model_8 total_household_count_in_sites 0.5600786805152893 0.5600786805152893 0.04846402230268212
-2926 DeepLearning_grid_1_AutoML_20190416_022142_model_8 heat_type_individual 0.5449427962303162 0.5449427962303162 0.04715430304523266
-2927 DeepLearning_grid_1_AutoML_20190416_022142_model_8 bathroom_count 0.531575083732605 0.531575083732605 0.04599758499978077
-2928 DeepLearning_grid_1_AutoML_20190416_022142_model_8 floor 0.5182660222053528 0.5182660222053528 0.044845942066164574
-2929 DeepLearning_grid_1_AutoML_20190416_022142_model_8 total_household_count_of_area_type 0.5038803219795227 0.5038803219795227 0.04360113678997928
-2930 GBM_grid_1_AutoML_20190416_021340_model_1 supply_area 6.259222670459594e+21 1.0 0.2339894731212298
-2931 GBM_grid_1_AutoML_20190416_021340_model_1 exclusive_use_area 4.643045427057699e+21 0.7417926588505239 0.17357167340963026
-2932 GBM_grid_1_AutoML_20190416_021340_model_1 city 4.574851640025078e+21 0.7308977297797846 0.17102237469667478
-2933 GBM_grid_1_AutoML_20190416_021340_model_1 apartment_building_count_in_sites 1.7031393596691175e+21 0.27210077821757084 0.063668717731006
-2934 GBM_grid_1_AutoML_20190416_021340_model_1 total_household_count_in_sites 1.518162589961664e+21 0.24254810379675953 0.05675370301395712
-2935 GBM_grid_1_AutoML_20190416_021340_model_1 total_parking_capacity_in_site 1.5083780975587366e+21 0.2409848917306502 0.05638792784623145
-2936 GBM_grid_1_AutoML_20190416_021340_model_1 heat_fuel_cogeneration 9.827165416771688e+20 0.15700296880555156 0.03673704194927989
-2937 GBM_grid_1_AutoML_20190416_021340_model_1 room_count 9.027959441648286e+20 0.14423451468272167 0.033749358096506324
-2938 GBM_grid_1_AutoML_20190416_021340_model_1 heat_fuel_gas 8.203741600094376e+20 0.13106646035796013 0.03066817200302364
-2939 GBM_grid_1_AutoML_20190416_021340_model_1 heat_type_individual 7.951506243964423e+20 0.1270366411709806 0.02972523673468848
-2940 GBM_grid_1_AutoML_20190416_021340_model_1 total_household_count_of_area_type 6.972286465922931e+20 0.11139221007152601 0.02606460454444572
-2941 GBM_grid_1_AutoML_20190416_021340_model_1 heat_type_district 6.794996637091957e+20 0.10855975246193028 0.025401839280738196
-2942 GBM_grid_1_AutoML_20190416_021340_model_1 bathroom_count 5.551550668912638e+20 0.08869393151825682 0.02075344630500735
-2943 GBM_grid_1_AutoML_20190416_021340_model_1 floor 4.867414830862041e+20 0.0777638867815617 0.018195930895876587
-2944 GBM_grid_1_AutoML_20190416_021340_model_1 front_door_structure_stairway 2.7777384464970154e+20 0.04437832927092615 0.01038406188410446
-2945 GBM_grid_1_AutoML_20190416_021340_model_1 front_door_structure_corridor 2.6088457199087623e+20 0.04168002733344528 0.009752687635431318
-2946 GBM_grid_1_AutoML_20190416_021340_model_1 heat_type_central 7.203409527541911e+19 0.011508473027391096 0.002692861540109127
-2947 GBM_grid_1_AutoML_20190416_021340_model_1 front_door_structure_mixed 1.2863797861816467e+19 0.002055174985629952 0.00048088931205948353
-2948 DeepLearning_grid_1_AutoML_20190416_022142_model_2 city 1.0 1.0 0.08891953877244116
-2949 DeepLearning_grid_1_AutoML_20190416_022142_model_2 exclusive_use_area 0.7617546319961548 0.7617546319961548 0.06773487053486874
-2950 DeepLearning_grid_1_AutoML_20190416_022142_model_2 supply_area 0.716713011264801 0.716713011264801 0.06372979039387353
-2951 DeepLearning_grid_1_AutoML_20190416_022142_model_2 total_parking_capacity_in_site 0.6997832655906677 0.6997832655906677 0.06222440521699487
-2952 DeepLearning_grid_1_AutoML_20190416_022142_model_2 room_count 0.6537584066390991 0.6537584066390991 0.05813189598695473
-2953 DeepLearning_grid_1_AutoML_20190416_022142_model_2 heat_type_district 0.6507220268249512 0.6507220268249512 0.05786190249434274
-2954 DeepLearning_grid_1_AutoML_20190416_022142_model_2 heat_type_central 0.6184461712837219 0.6184461712837219 0.054991948306130696
-2955 DeepLearning_grid_1_AutoML_20190416_022142_model_2 front_door_structure_stairway 0.6150886416435242 0.6150886416435242 0.054693398319109514
-2956 DeepLearning_grid_1_AutoML_20190416_022142_model_2 apartment_building_count_in_sites 0.6088087558746338 0.6088087558746338 0.054134993772996166
-2957 DeepLearning_grid_1_AutoML_20190416_022142_model_2 heat_type_individual 0.6078846454620361 0.6078846454620361 0.05405282230133317
-2958 DeepLearning_grid_1_AutoML_20190416_022142_model_2 front_door_structure_corridor 0.5862647294998169 0.5862647294998169 0.0521303893456737
-2959 DeepLearning_grid_1_AutoML_20190416_022142_model_2 heat_fuel_cogeneration 0.5768054723739624 0.5768054723739624 0.051289276564912785
-2960 DeepLearning_grid_1_AutoML_20190416_022142_model_2 total_household_count_of_area_type 0.575649619102478 0.575649619102478 0.05118649862512378
-2961 DeepLearning_grid_1_AutoML_20190416_022142_model_2 bathroom_count 0.5557887554168701 0.5557887554168701 0.049420479786577196
-2962 DeepLearning_grid_1_AutoML_20190416_022142_model_2 heat_fuel_gas 0.5514543652534485 0.5514543652534485 0.04903506781238594
-2963 DeepLearning_grid_1_AutoML_20190416_022142_model_2 front_door_structure_mixed 0.5187876224517822 0.5187876224517822 0.04613035610926382
-2964 DeepLearning_grid_1_AutoML_20190416_022142_model_2 total_household_count_in_sites 0.4748464822769165 0.4748464822769165 0.04222313019177957
-2965 DeepLearning_grid_1_AutoML_20190416_022142_model_2 floor 0.47356560826301575 0.47356560826301575 0.04210923546523791
-2966 DeepLearning_grid_1_AutoML_20190416_021340_model_3 city 1.0 1.0 0.1335516535514905
-2967 DeepLearning_grid_1_AutoML_20190416_021340_model_3 exclusive_use_area 0.4591478109359741 0.4591478109359741 0.061319949375046486
-2968 DeepLearning_grid_1_AutoML_20190416_021340_model_3 supply_area 0.4443511366844177 0.4443511366844177 0.05934382906168837
-2969 DeepLearning_grid_1_AutoML_20190416_021340_model_3 apartment_building_count_in_sites 0.4417937099933624 0.4417937099933624 0.059002280498261214
-2970 DeepLearning_grid_1_AutoML_20190416_021340_model_3 total_parking_capacity_in_site 0.43354275822639465 0.43354275822639465 0.057900352246409076
-2971 DeepLearning_grid_1_AutoML_20190416_021340_model_3 total_household_count_in_sites 0.3886672854423523 0.3886672854423523 0.051907158652195313
-2972 DeepLearning_grid_1_AutoML_20190416_021340_model_3 heat_type_individual 0.3877770006656647 0.3877770006656647 0.05178825964813696
-2973 DeepLearning_grid_1_AutoML_20190416_021340_model_3 heat_fuel_cogeneration 0.37823286652565 0.37823286652565 0.05051362475202077
-2974 DeepLearning_grid_1_AutoML_20190416_021340_model_3 room_count 0.3764110505580902 0.3764110505580902 0.05027031821708665
-2975 DeepLearning_grid_1_AutoML_20190416_021340_model_3 front_door_structure_corridor 0.37468039989471436 0.37468039989471436 0.05003918695927282
-2976 DeepLearning_grid_1_AutoML_20190416_021340_model_3 bathroom_count 0.37269484996795654 0.37269484996795654 0.04977401348334527
-2977 DeepLearning_grid_1_AutoML_20190416_021340_model_3 floor 0.3716200590133667 0.3716200590133667 0.04963047337413761
-2978 DeepLearning_grid_1_AutoML_20190416_021340_model_3 front_door_structure_stairway 0.36979037523269653 0.36979037523269653 0.04938611607975277
-2979 DeepLearning_grid_1_AutoML_20190416_021340_model_3 heat_type_district 0.36421439051628113 0.36421439051628113 0.048641434100697656
-2980 DeepLearning_grid_1_AutoML_20190416_021340_model_3 heat_type_central 0.3620169758796692 0.3620169758796692 0.04834796574243988
-2981 DeepLearning_grid_1_AutoML_20190416_021340_model_3 total_household_count_of_area_type 0.34027203917503357 0.34027203917503357 0.04544389348916329
-2982 DeepLearning_grid_1_AutoML_20190416_021340_model_3 heat_fuel_gas 0.33903953433036804 0.33903953433036804 0.04527929042914799
-2983 DeepLearning_grid_1_AutoML_20190416_021340_model_3 front_door_structure_mixed 0.28348731994628906 0.28348731994628906 0.03786020033970735
-2984 GBM_grid_1_AutoML_20190416_015849_model_2 exclusive_use_area 8.726815873174392e+19 1.0 0.2509238849098573
-2985 GBM_grid_1_AutoML_20190416_015849_model_2 supply_area 4.946622768917722e+19 0.5668301979560824 0.14223123535536364
-2986 GBM_grid_1_AutoML_20190416_015849_model_2 city 4.7952033051962245e+19 0.5494791427806259 0.13787744118345283
-2987 GBM_grid_1_AutoML_20190416_015849_model_2 heat_type_district 4.0288955975851835e+19 0.46166845458143796 0.11584364216390441
-2988 GBM_grid_1_AutoML_20190416_015849_model_2 total_household_count_in_sites 2.5822868406179725e+19 0.29590252368630093 0.0742490107979977
-2989 GBM_grid_1_AutoML_20190416_015849_model_2 front_door_structure_stairway 2.074752273236571e+19 0.23774447672423238 0.059655767715505535
-2990 GBM_grid_1_AutoML_20190416_015849_model_2 total_household_count_of_area_type 1.8137000653048775e+19 0.20783067864191587 0.05214968128828164
-2991 GBM_grid_1_AutoML_20190416_015849_model_2 apartment_building_count_in_sites 1.691448885849673e+19 0.19382199767146066 0.04863456863671223
-2992 GBM_grid_1_AutoML_20190416_015849_model_2 total_parking_capacity_in_site 1.2190242536199029e+19 0.1396871747193723 0.03505084855266691
-2993 GBM_grid_1_AutoML_20190416_015849_model_2 floor 7.946243101704585e+18 0.09105546876645775 0.02284799196516775
-2994 GBM_grid_1_AutoML_20190416_015849_model_2 heat_type_central 5.38582246873052e+18 0.06171577981020721 0.01548596323021853
-2995 GBM_grid_1_AutoML_20190416_015849_model_2 bathroom_count 3.8853725514964664e+18 0.04452222446264535 0.011171689526995656
-2996 GBM_grid_1_AutoML_20190416_015849_model_2 heat_fuel_gas 3.5024912666234716e+18 0.040134813401871805 0.010070783298929879
-2997 GBM_grid_1_AutoML_20190416_015849_model_2 heat_type_individual 2.571031469937918e+18 0.029461277828045907 0.007392538287021922
-2998 GBM_grid_1_AutoML_20190416_015849_model_2 room_count 2.2370435430067732e+18 0.025634132489070673 0.006432216110451603
-2999 GBM_grid_1_AutoML_20190416_015849_model_2 heat_fuel_cogeneration 1.424085948466987e+18 0.01631850573179303 0.004094702854145281
-3000 GBM_grid_1_AutoML_20190416_015849_model_2 front_door_structure_mixed 1.0965776497167565e+18 0.01256561001920022 0.0031530116822799455
-3001 GBM_grid_1_AutoML_20190416_015849_model_2 front_door_structure_corridor 9.512062696061665e+17 0.01089980908764337 0.002735022441047242
-3002 GBM_grid_1_AutoML_20190416_021340_model_19 city 5.584904222199828e+19 1.0 0.18242653092121383
-3003 GBM_grid_1_AutoML_20190416_021340_model_19 exclusive_use_area 4.62542683514203e+19 0.8282016398340541 0.1510859520581871
-3004 GBM_grid_1_AutoML_20190416_021340_model_19 total_household_count_in_sites 3.0608908381470065e+19 0.5480650547201967 0.09998160665175072
-3005 GBM_grid_1_AutoML_20190416_021340_model_19 bathroom_count 2.8969211089014227e+19 0.5187056023962323 0.09462566361454311
-3006 GBM_grid_1_AutoML_20190416_021340_model_19 supply_area 2.7364214383531e+19 0.4899674783098171 0.08938306733227501
-3007 GBM_grid_1_AutoML_20190416_021340_model_19 heat_fuel_gas 2.483239534653027e+19 0.4446342203653599 0.08111307835011113
-3008 GBM_grid_1_AutoML_20190416_021340_model_19 total_household_count_of_area_type 2.36451844722996e+19 0.4233767228865036 0.07723514682897692
-3009 GBM_grid_1_AutoML_20190416_021340_model_19 front_door_structure_corridor 1.8122271595283087e+19 0.32448670333946994 0.059194983620280556
-3010 GBM_grid_1_AutoML_20190416_021340_model_19 floor 1.2443681065913025e+19 0.22280921159667813 0.04064631152887268
-3011 GBM_grid_1_AutoML_20190416_021340_model_19 room_count 1.074507633848746e+19 0.19239499749657482 0.03509795195989576
-3012 GBM_grid_1_AutoML_20190416_021340_model_19 apartment_building_count_in_sites 9.934373429979382e+18 0.17787902951836745 0.03244985427866797
-3013 GBM_grid_1_AutoML_20190416_021340_model_19 total_parking_capacity_in_site 8.77645134648941e+18 0.1571459598466036 0.028667592303100255
-3014 GBM_grid_1_AutoML_20190416_021340_model_19 heat_type_district 2.3858346791576535e+18 0.04271934816131728 0.0077931424882846465
-3015 GBM_grid_1_AutoML_20190416_021340_model_19 heat_fuel_cogeneration 2.029723203886121e+18 0.03634302618508715 0.006629932190124284
-3016 GBM_grid_1_AutoML_20190416_021340_model_19 heat_type_individual 1.600172323338453e+18 0.028651741546037904 0.005226837815094911
-3017 GBM_grid_1_AutoML_20190416_021340_model_19 heat_type_central 1.303279719705215e+18 0.023335757747191384 0.004257061332237964
-3018 GBM_grid_1_AutoML_20190416_021340_model_19 front_door_structure_stairway 6.779120717230244e+17 0.01213829359916942 0.002214346792599652
-3019 GBM_grid_1_AutoML_20190416_021340_model_19 front_door_structure_mixed 6.033941829789942e+17 0.010804020247661908 0.0019709399337835155
-3020 DeepLearning_grid_1_AutoML_20190416_022142_model_4 city 1.0 1.0 0.08407427732719723
-3021 DeepLearning_grid_1_AutoML_20190416_022142_model_4 heat_fuel_cogeneration 0.7049055099487305 0.7049055099487305 0.05926442133289895
-3022 DeepLearning_grid_1_AutoML_20190416_022142_model_4 front_door_structure_stairway 0.6995337009429932 0.6995337009429932 0.058812790372801856
-3023 DeepLearning_grid_1_AutoML_20190416_022142_model_4 heat_type_central 0.69917231798172 0.69917231798172 0.05878240736149445
-3024 DeepLearning_grid_1_AutoML_20190416_022142_model_4 total_parking_capacity_in_site 0.6943297386169434 0.6943297386169434 0.058375271001001254
-3025 DeepLearning_grid_1_AutoML_20190416_022142_model_4 apartment_building_count_in_sites 0.6884556412696838 0.6884556412696838 0.05788141051158081
-3026 DeepLearning_grid_1_AutoML_20190416_022142_model_4 supply_area 0.6818214058876038 0.6818214058876038 0.0573236419662139
-3027 DeepLearning_grid_1_AutoML_20190416_022142_model_4 exclusive_use_area 0.6562599539756775 0.6562599539756775 0.0551745813692848
-3028 DeepLearning_grid_1_AutoML_20190416_022142_model_4 room_count 0.6464897394180298 0.6464897394180298 0.054353157641018904
-3029 DeepLearning_grid_1_AutoML_20190416_022142_model_4 total_household_count_of_area_type 0.6446853280067444 0.6446853280067444 0.054201453055614135
-3030 DeepLearning_grid_1_AutoML_20190416_022142_model_4 front_door_structure_corridor 0.6345584392547607 0.6345584392547607 0.05335004220221819
-3031 DeepLearning_grid_1_AutoML_20190416_022142_model_4 heat_fuel_gas 0.6274207234382629 0.6274207234382629 0.05274994390317923
-3032 DeepLearning_grid_1_AutoML_20190416_022142_model_4 floor 0.6248463988304138 0.6248463988304138 0.052533509422168695
-3033 DeepLearning_grid_1_AutoML_20190416_022142_model_4 heat_type_district 0.6225252151489258 0.6225252151489258 0.052338357581603906
-3034 DeepLearning_grid_1_AutoML_20190416_022142_model_4 total_household_count_in_sites 0.6115177273750305 0.6115177273750305 0.051412911001825705
-3035 DeepLearning_grid_1_AutoML_20190416_022142_model_4 front_door_structure_mixed 0.5813051462173462 0.5813051462173462 0.048872810074804096
-3036 DeepLearning_grid_1_AutoML_20190416_022142_model_4 heat_type_individual 0.5590167045593262 0.5590167045593262 0.04699892544965666
-3037 DeepLearning_grid_1_AutoML_20190416_022142_model_4 bathroom_count 0.5174006819725037 0.5174006819725037 0.04350008842543725
-3038 DeepLearning_grid_1_AutoML_20190416_020809_model_4 city 1.0 1.0 0.10099911289943586
-3039 DeepLearning_grid_1_AutoML_20190416_020809_model_4 supply_area 0.6357630491256714 0.6357630491256714 0.06421150397593328
-3040 DeepLearning_grid_1_AutoML_20190416_020809_model_4 apartment_building_count_in_sites 0.5851655602455139 0.5851655602455139 0.0591012024840983
-3041 DeepLearning_grid_1_AutoML_20190416_020809_model_4 total_parking_capacity_in_site 0.5831006765365601 0.5831006765365601 0.058892651061253465
-3042 DeepLearning_grid_1_AutoML_20190416_020809_model_4 front_door_structure_stairway 0.5815253853797913 0.5815253853797913 0.05873354805186149
-3043 DeepLearning_grid_1_AutoML_20190416_020809_model_4 heat_type_district 0.5506886839866638 0.5506886839866638 0.05561906856641082
-3044 DeepLearning_grid_1_AutoML_20190416_020809_model_4 total_household_count_in_sites 0.5315724015235901 0.5315724015235901 0.05368834099570533
-3045 DeepLearning_grid_1_AutoML_20190416_020809_model_4 room_count 0.5235360264778137 0.5235360264778137 0.052876674245154756
-3046 DeepLearning_grid_1_AutoML_20190416_020809_model_4 exclusive_use_area 0.5208905339241028 0.5208905339241028 0.05260948184404789
-3047 DeepLearning_grid_1_AutoML_20190416_020809_model_4 heat_fuel_gas 0.509010910987854 0.509010910987854 0.05140965046590697
-3048 DeepLearning_grid_1_AutoML_20190416_020809_model_4 front_door_structure_corridor 0.5082725882530212 0.5082725882530212 0.05133508052465537
-3049 DeepLearning_grid_1_AutoML_20190416_020809_model_4 heat_fuel_cogeneration 0.5052271485328674 0.5052271485328674 0.05102749381453113
-3050 DeepLearning_grid_1_AutoML_20190416_020809_model_4 heat_type_individual 0.49917349219322205 0.49917349219322205 0.0504160798944289
-3051 DeepLearning_grid_1_AutoML_20190416_020809_model_4 bathroom_count 0.4991607964038849 0.4991607964038849 0.05041479763096829
-3052 DeepLearning_grid_1_AutoML_20190416_020809_model_4 floor 0.49660634994506836 0.49660634994506836 0.050156800804678714
-3053 DeepLearning_grid_1_AutoML_20190416_020809_model_4 heat_type_central 0.4784940779209137 0.4784940779209137 0.04832747739764583
-3054 DeepLearning_grid_1_AutoML_20190416_020809_model_4 total_household_count_of_area_type 0.47503191232681274 0.47503191232681274 0.04797780174393068
-3055 DeepLearning_grid_1_AutoML_20190416_020809_model_4 front_door_structure_mixed 0.41785746812820435 0.41785746812820435 0.042203233599352935
-3056 DeepLearning_grid_1_AutoML_20190416_021340_model_4 city 1.0 1.0 0.09986155302774685
-3057 DeepLearning_grid_1_AutoML_20190416_021340_model_4 supply_area 0.7093148827552795 0.7093148827552795 0.07083328577763638
-3058 DeepLearning_grid_1_AutoML_20190416_021340_model_4 room_count 0.6242623925209045 0.6242623925209045 0.06233981201395443
-3059 DeepLearning_grid_1_AutoML_20190416_021340_model_4 total_parking_capacity_in_site 0.6130431294441223 0.6130431294441223 0.061219438979280096
-3060 DeepLearning_grid_1_AutoML_20190416_021340_model_4 apartment_building_count_in_sites 0.6047936081886292 0.6047936081886292 0.06039562897497114
-3061 DeepLearning_grid_1_AutoML_20190416_021340_model_4 exclusive_use_area 0.6030193567276001 0.6030193567276001 0.06021844946861103
-3062 DeepLearning_grid_1_AutoML_20190416_021340_model_4 heat_fuel_gas 0.5589218735694885 0.5589218735694885 0.055814806315827095
-3063 DeepLearning_grid_1_AutoML_20190416_021340_model_4 front_door_structure_mixed 0.556253969669342 0.556253969669342 0.05554838528902969
-3064 DeepLearning_grid_1_AutoML_20190416_021340_model_4 heat_fuel_cogeneration 0.5511273145675659 0.5511273145675659 0.0550364295487287
-3065 DeepLearning_grid_1_AutoML_20190416_021340_model_4 heat_type_central 0.5313650369644165 0.5313650369644165 0.053062937815912745
-3066 DeepLearning_grid_1_AutoML_20190416_021340_model_4 total_household_count_in_sites 0.5224857330322266 0.5224857330322266 0.05217623673543888
-3067 DeepLearning_grid_1_AutoML_20190416_021340_model_4 heat_type_district 0.5093684792518616 0.5093684792518616 0.050866327401472546
-3068 DeepLearning_grid_1_AutoML_20190416_021340_model_4 heat_type_individual 0.5021281242370605 0.5021281242370605 0.050143294305222276
-3069 DeepLearning_grid_1_AutoML_20190416_021340_model_4 total_household_count_of_area_type 0.4478154480457306 0.4478154480457306 0.04471954611166294
-3070 DeepLearning_grid_1_AutoML_20190416_021340_model_4 bathroom_count 0.43615829944610596 0.43615829944610596 0.0435554451486292
-3071 DeepLearning_grid_1_AutoML_20190416_021340_model_4 front_door_structure_corridor 0.43472594022750854 0.43472594022750854 0.04341240753256645
-3072 DeepLearning_grid_1_AutoML_20190416_021340_model_4 front_door_structure_stairway 0.41862189769744873 0.41862189769744873 0.04180423283548979
-3073 DeepLearning_grid_1_AutoML_20190416_021340_model_4 floor 0.3904584050178528 0.3904584050178528 0.038991782717819765
-3074 GBM_grid_1_AutoML_20190416_021340_model_13 supply_area 1.219382936303116e+20 1.0 0.27318524758905416
-3075 GBM_grid_1_AutoML_20190416_021340_model_13 city 8.082047301288408e+19 0.6627981301584625 0.1810666712889017
-3076 GBM_grid_1_AutoML_20190416_021340_model_13 exclusive_use_area 7.0005285215939854e+19 0.5741041893548184 0.15683679511080928
-3077 GBM_grid_1_AutoML_20190416_021340_model_13 apartment_building_count_in_sites 3.5433785306476708e+19 0.2905878395666554 0.0793843108983851
-3078 GBM_grid_1_AutoML_20190416_021340_model_13 floor 2.845633069609858e+19 0.23336664675964322 0.06375232517406047
-3079 GBM_grid_1_AutoML_20190416_021340_model_13 total_parking_capacity_in_site 2.783400931380062e+19 0.2282630704853623 0.06235810342598141
-3080 GBM_grid_1_AutoML_20190416_021340_model_13 heat_type_district 2.4575056849072554e+19 0.20153682750046004 0.05505688811902567
-3081 GBM_grid_1_AutoML_20190416_021340_model_13 total_household_count_of_area_type 1.7755494307466314e+19 0.14561048690165226 0.039778636915790595
-3082 GBM_grid_1_AutoML_20190416_021340_model_13 total_household_count_in_sites 1.6762011884491637e+19 0.13746306747009385 0.03755288212116844
-3083 GBM_grid_1_AutoML_20190416_021340_model_13 heat_type_individual 5.752700911617049e+18 0.04717714788643749 0.012888100825901846
-3084 GBM_grid_1_AutoML_20190416_021340_model_13 bathroom_count 4.388868612669047e+18 0.03599253755325682 0.009832630282844793
-3085 GBM_grid_1_AutoML_20190416_021340_model_13 front_door_structure_stairway 3.1640277776114647e+18 0.025947778039309435 0.007088550168054569
-3086 GBM_grid_1_AutoML_20190416_021340_model_13 room_count 2.8944319245273006e+18 0.023736857703639366 0.006484559348754867
-3087 GBM_grid_1_AutoML_20190416_021340_model_13 front_door_structure_mixed 2.56484204410726e+18 0.021033934195300957 0.005746160520915164
-3088 GBM_grid_1_AutoML_20190416_021340_model_13 heat_fuel_cogeneration 1.409814699855315e+18 0.011561705989830754 0.003158487513383765
-3089 GBM_grid_1_AutoML_20190416_021340_model_13 heat_fuel_gas 1.149436327624704e+18 0.009426377009256226 0.0025751471371414296
-3090 GBM_grid_1_AutoML_20190416_021340_model_13 front_door_structure_corridor 1.095290327759061e+18 0.008982332745115536 0.002453840794901656
-3091 GBM_grid_1_AutoML_20190416_021340_model_13 heat_type_central 3.573818578782126e+17 0.0029308418810723305 0.0008006627649251138
-3092 GBM_grid_1_AutoML_20190416_021340_model_10 supply_area 6.7788414687645794e+19 1.0 0.1780259206942399
-3093 GBM_grid_1_AutoML_20190416_021340_model_10 room_count 5.549179769999432e+19 0.8186029715503512 0.14573254769329194
-3094 GBM_grid_1_AutoML_20190416_021340_model_10 exclusive_use_area 4.28488301515469e+19 0.6320966547010274 0.11252958892089944
-3095 GBM_grid_1_AutoML_20190416_021340_model_10 city 3.8593610200891e+19 0.5693245723287957 0.10135453116268824
-3096 GBM_grid_1_AutoML_20190416_021340_model_10 total_parking_capacity_in_site 3.1071376166252184e+19 0.45835820633101243 0.08159964168983885
-3097 GBM_grid_1_AutoML_20190416_021340_model_10 total_household_count_of_area_type 2.4810537055370084e+19 0.36599966483493707 0.06515742730602288
-3098 GBM_grid_1_AutoML_20190416_021340_model_10 heat_type_district 2.296646034251999e+19 0.3387962448796659 0.06031451342245368
-3099 GBM_grid_1_AutoML_20190416_021340_model_10 apartment_building_count_in_sites 2.0179787704340316e+19 0.29768785414623383 0.05299615431387587
-3100 GBM_grid_1_AutoML_20190416_021340_model_10 heat_type_individual 1.986570780981959e+19 0.29305461562062535 0.0521713177595584
-3101 GBM_grid_1_AutoML_20190416_021340_model_10 total_household_count_in_sites 1.8607818129132225e+19 0.27449849970489776 0.04886784813915196
-3102 GBM_grid_1_AutoML_20190416_021340_model_10 floor 1.6178569233351836e+19 0.2386627465459865 0.04248815518926526
-3103 GBM_grid_1_AutoML_20190416_021340_model_10 bathroom_count 8.344884786250121e+18 0.12310193157195853 0.021915334707337236
-3104 GBM_grid_1_AutoML_20190416_021340_model_10 heat_fuel_gas 4.801151113346679e+18 0.07082554055098256 0.012608782065255892
-3105 GBM_grid_1_AutoML_20190416_021340_model_10 heat_fuel_cogeneration 3.8188422024113684e+18 0.05633473241715062 0.01002904260562688
-3106 GBM_grid_1_AutoML_20190416_021340_model_10 heat_type_central 1.7491138177044316e+18 0.025802547909756644 0.004593522347891662
-3107 GBM_grid_1_AutoML_20190416_021340_model_10 front_door_structure_stairway 1.6815261507502735e+18 0.024805509296807998 0.004416023630853771
-3108 GBM_grid_1_AutoML_20190416_021340_model_10 front_door_structure_mixed 1.123964835097215e+18 0.016580485622450375 0.0029517562184943353
-3109 GBM_grid_1_AutoML_20190416_021340_model_10 front_door_structure_corridor 8.559486366247813e+17 0.012626768756413697 0.002247892133253811
-3110 DeepLearning_grid_1_AutoML_20190416_021340_model_7 city 1.0 1.0 0.11043662754183926
-3111 DeepLearning_grid_1_AutoML_20190416_021340_model_7 supply_area 0.5974629521369934 0.5974629521369934 0.06598179351520088
-3112 DeepLearning_grid_1_AutoML_20190416_021340_model_7 exclusive_use_area 0.5553152561187744 0.5553152561187744 0.06132714410829017
-3113 DeepLearning_grid_1_AutoML_20190416_021340_model_7 apartment_building_count_in_sites 0.5236496925354004 0.5236496925354004 0.05783010605693066
-3114 DeepLearning_grid_1_AutoML_20190416_021340_model_7 total_parking_capacity_in_site 0.5180709362030029 0.5180709362030029 0.057214007021703005
-3115 DeepLearning_grid_1_AutoML_20190416_021340_model_7 front_door_structure_stairway 0.5120643973350525 0.5120643973350525 0.05655066512592758
-3116 DeepLearning_grid_1_AutoML_20190416_021340_model_7 heat_fuel_gas 0.4818808436393738 0.4818808436393738 0.053217295248548804
-3117 DeepLearning_grid_1_AutoML_20190416_021340_model_7 bathroom_count 0.48013532161712646 0.48013532161712646 0.0530245256831118
-3118 DeepLearning_grid_1_AutoML_20190416_021340_model_7 floor 0.4776095151901245 0.4776095151901245 0.0527455841394902
-3119 DeepLearning_grid_1_AutoML_20190416_021340_model_7 total_household_count_in_sites 0.4589800536632538 0.4589800536632538 0.05068820923554216
-3120 DeepLearning_grid_1_AutoML_20190416_021340_model_7 heat_type_individual 0.4482848048210144 0.4482848048210144 0.04950706202268448
-3121 DeepLearning_grid_1_AutoML_20190416_021340_model_7 heat_type_district 0.44772404432296753 0.44772404432296753 0.0494451335244215
-3122 DeepLearning_grid_1_AutoML_20190416_021340_model_7 room_count 0.4409758150577545 0.4409758150577545 0.04869988184249223
-3123 DeepLearning_grid_1_AutoML_20190416_021340_model_7 front_door_structure_corridor 0.43091046810150146 0.43091046810150146 0.047588298869605125
-3124 DeepLearning_grid_1_AutoML_20190416_021340_model_7 total_household_count_of_area_type 0.42951688170433044 0.42951688170433044 0.04743439588771338
-3125 DeepLearning_grid_1_AutoML_20190416_021340_model_7 heat_type_central 0.42851996421813965 0.42851996421813965 0.047324299682600976
-3126 DeepLearning_grid_1_AutoML_20190416_021340_model_7 heat_fuel_cogeneration 0.41270434856414795 0.41270434856414795 0.04557767642727621
-3127 DeepLearning_grid_1_AutoML_20190416_021340_model_7 front_door_structure_mixed 0.41116154193878174 0.41116154193878174 0.04540729406662156
-3128 GBM_grid_1_AutoML_20190416_022142_model_12 supply_area 7.05545458097907e+21 1.0 0.30481502853151443
-3129 GBM_grid_1_AutoML_20190416_022142_model_12 city 6.335465797401209e+21 0.8979528852019129 0.2737095343227768
-3130 GBM_grid_1_AutoML_20190416_022142_model_12 exclusive_use_area 4.4168073812517186e+21 0.6260131548658922 0.19081821766155027
-3131 GBM_grid_1_AutoML_20190416_022142_model_12 apartment_building_count_in_sites 9.195974669996644e+20 0.13033851418714026 0.03972913792070836
-3132 GBM_grid_1_AutoML_20190416_022142_model_12 heat_fuel_cogeneration 8.930198256424583e+20 0.12657155047811758 0.03858091077026543
-3133 GBM_grid_1_AutoML_20190416_022142_model_12 heat_fuel_gas 7.194664363898301e+20 0.10197308027883177 0.03108292737463852
-3134 GBM_grid_1_AutoML_20190416_022142_model_12 heat_type_individual 6.168031533404783e+20 0.08742217050100913 0.02664759139555202
-3135 GBM_grid_1_AutoML_20190416_022142_model_12 total_parking_capacity_in_site 5.2908731745436906e+20 0.07498982686115581 0.022858026214256536
-3136 GBM_grid_1_AutoML_20190416_022142_model_12 room_count 4.1576394371828705e+20 0.05892801646532496 0.01796214502018358
-3137 GBM_grid_1_AutoML_20190416_022142_model_12 total_household_count_in_sites 3.7904155717233594e+20 0.05372319427782882 0.016375636996600485
-3138 GBM_grid_1_AutoML_20190416_022142_model_12 heat_type_district 3.292788571678452e+20 0.04667011223565298 0.014225751592679546
-3139 GBM_grid_1_AutoML_20190416_022142_model_12 bathroom_count 1.803690243387e+20 0.02556447954820093 0.007792437562878184
-3140 GBM_grid_1_AutoML_20190416_022142_model_12 front_door_structure_stairway 1.016979734128157e+20 0.01441409228074193 0.004393631949810233
-3141 GBM_grid_1_AutoML_20190416_022142_model_12 front_door_structure_corridor 9.720269488944421e+19 0.013776957072545651 0.004199423563145452
-3142 GBM_grid_1_AutoML_20190416_022142_model_12 total_household_count_of_area_type 9.261288475436306e+19 0.013126423491413273 0.004001131151051878
-3143 GBM_grid_1_AutoML_20190416_022142_model_12 floor 6.438667084684172e+19 0.00912580048639572 0.00278168113563362
-3144 GBM_grid_1_AutoML_20190416_022142_model_12 heat_type_central 6.200262204944548e+17 8.787898970620474e-05 2.6786836754617462e-05
-3145 GBM_grid_1_AutoML_20190416_022142_model_12 front_door_structure_mixed 0.0 0.0 0.0
-3146 XGBoost_grid_1_AutoML_20190416_022142_model_15 exclusive_use_area 6.099160939790661e+20 1.0 0.24722591208239844
-3147 XGBoost_grid_1_AutoML_20190416_022142_model_15 city 4.772963439520734e+20 0.7825606647599882 0.19346927410509615
-3148 XGBoost_grid_1_AutoML_20190416_022142_model_15 supply_area 4.5036647184588603e+20 0.738407260099852 0.18255340836645073
-3149 XGBoost_grid_1_AutoML_20190416_022142_model_15 apartment_building_count_in_sites 1.8255253128616083e+20 0.2993076147494257 0.0739965980496339
-3150 XGBoost_grid_1_AutoML_20190416_022142_model_15 total_parking_capacity_in_site 1.2498497877822774e+20 0.20492159497354984 0.050661928222715695
-3151 XGBoost_grid_1_AutoML_20190416_022142_model_15 floor 1.0386239283841833e+20 0.17028964125347898 0.042100011877075766
-3152 XGBoost_grid_1_AutoML_20190416_022142_model_15 total_household_count_in_sites 9.84974270057551e+19 0.16149340536853546 0.03992535443752868
-3153 XGBoost_grid_1_AutoML_20190416_022142_model_15 room_count 7.617532665660021e+19 0.12489476406440711 0.03087722196013901
-3154 XGBoost_grid_1_AutoML_20190416_022142_model_15 heat_fuel_cogeneration 7.14632640226499e+19 0.11716900853759517 0.028967215003497297
-3155 XGBoost_grid_1_AutoML_20190416_022142_model_15 bathroom_count 5.9041804086734225e+19 0.09680315812220672 0.02393224905921919
-3156 XGBoost_grid_1_AutoML_20190416_022142_model_15 heat_type_district 4.748014025350683e+19 0.07784700341935308 0.019245796423231154
-3157 XGBoost_grid_1_AutoML_20190416_022142_model_15 heat_type_individual 4.330693507419e+19 0.07100474229439895 0.017554212175908433
-3158 XGBoost_grid_1_AutoML_20190416_022142_model_15 heat_fuel_gas 4.078792314862961e+19 0.0668746464493681 0.016533145463632954
-3159 XGBoost_grid_1_AutoML_20190416_022142_model_15 total_household_count_of_area_type 3.206489927115709e+19 0.0525726400527769 0.012997318887627401
-3160 XGBoost_grid_1_AutoML_20190416_022142_model_15 front_door_structure_stairway 1.610697013566269e+19 0.02640850158680273 0.006528865891526772
-3161 XGBoost_grid_1_AutoML_20190416_022142_model_15 front_door_structure_mixed 1.591435768870889e+19 0.02609270003826971 0.006450791565653662
-3162 XGBoost_grid_1_AutoML_20190416_022142_model_15 heat_type_central 1.0014194675621036e+19 0.01641897102647163 0.004059195087473924
-3163 XGBoost_grid_1_AutoML_20190416_022142_model_15 front_door_structure_corridor 7.207459248769335e+18 0.01181713242185197 0.0029215013411908355
-3164 DeepLearning_grid_1_AutoML_20190416_021340_model_5 supply_area 1.0 1.0 0.0665087077774199
-3165 DeepLearning_grid_1_AutoML_20190416_021340_model_5 room_count 0.9186531901359558 0.9186531901359558 0.06109843657154686
-3166 DeepLearning_grid_1_AutoML_20190416_021340_model_5 apartment_building_count_in_sites 0.9114259481430054 0.9114259481430054 0.060617762045801014
-3167 DeepLearning_grid_1_AutoML_20190416_021340_model_5 total_household_count_of_area_type 0.8867244124412537 0.8867244124412537 0.05897489482615971
-3168 DeepLearning_grid_1_AutoML_20190416_021340_model_5 heat_fuel_cogeneration 0.8809428215026855 0.8809428215026855 0.0585903686839379
-3169 DeepLearning_grid_1_AutoML_20190416_021340_model_5 city 0.8709022402763367 0.8709022402763367 0.05792258260123922
-3170 DeepLearning_grid_1_AutoML_20190416_021340_model_5 heat_type_central 0.8575815558433533 0.8575815558433533 0.057036641092890694
-3171 DeepLearning_grid_1_AutoML_20190416_021340_model_5 total_household_count_in_sites 0.8467792868614197 0.8467792868614197 0.05631819614183819
-3172 DeepLearning_grid_1_AutoML_20190416_021340_model_5 floor 0.845142662525177 0.845142662525177 0.05620934637211761
-3173 DeepLearning_grid_1_AutoML_20190416_021340_model_5 heat_type_district 0.823436975479126 0.823436975479126 0.05476572917526367
-3174 DeepLearning_grid_1_AutoML_20190416_021340_model_5 bathroom_count 0.812926709651947 0.812926709651947 0.054066704976700825
-3175 DeepLearning_grid_1_AutoML_20190416_021340_model_5 front_door_structure_mixed 0.8029020428657532 0.8029020428657532 0.05339997734285185
-3176 DeepLearning_grid_1_AutoML_20190416_021340_model_5 total_parking_capacity_in_site 0.7853900194168091 0.7853900194168091 0.052235275292694706
-3177 DeepLearning_grid_1_AutoML_20190416_021340_model_5 front_door_structure_corridor 0.7751805186271667 0.7751805186271667 0.051556254588123046
-3178 DeepLearning_grid_1_AutoML_20190416_021340_model_5 front_door_structure_stairway 0.774206280708313 0.774206280708313 0.05149145928307232
-3179 DeepLearning_grid_1_AutoML_20190416_021340_model_5 heat_type_individual 0.7656461000442505 0.7656461000442505 0.050922132728764266
-3180 DeepLearning_grid_1_AutoML_20190416_021340_model_5 exclusive_use_area 0.7428159117698669 0.7428159117698669 0.04940372640831981
-3181 DeepLearning_grid_1_AutoML_20190416_021340_model_5 heat_fuel_gas 0.7349684834480286 0.7349684834480286 0.04888180409125841
-3182 DeepLearning_grid_1_AutoML_20190416_022142_model_6 city 1.0 1.0 0.12702490707017725
-3183 DeepLearning_grid_1_AutoML_20190416_022142_model_6 supply_area 0.6145082116127014 0.6145082116127014 0.0780578484739642
-3184 DeepLearning_grid_1_AutoML_20190416_022142_model_6 exclusive_use_area 0.5621442794799805 0.5621442794799805 0.07140632486097626
-3185 DeepLearning_grid_1_AutoML_20190416_022142_model_6 apartment_building_count_in_sites 0.48283886909484863 0.48283886909484863 0.06133256247664262
-3186 DeepLearning_grid_1_AutoML_20190416_022142_model_6 total_parking_capacity_in_site 0.463399738073349 0.463399738073349 0.05886330866511163
-3187 DeepLearning_grid_1_AutoML_20190416_022142_model_6 front_door_structure_stairway 0.4178721308708191 0.4178721308708191 0.053080168591082735
-3188 DeepLearning_grid_1_AutoML_20190416_022142_model_6 room_count 0.3930974304676056 0.3930974304676056 0.049933164574673054
-3189 DeepLearning_grid_1_AutoML_20190416_022142_model_6 heat_type_district 0.3909040093421936 0.3909040093421936 0.04965454546005184
-3190 DeepLearning_grid_1_AutoML_20190416_022142_model_6 front_door_structure_corridor 0.3756101727485657 0.3756101727485657 0.04771184728799977
-3191 DeepLearning_grid_1_AutoML_20190416_022142_model_6 bathroom_count 0.37515878677368164 0.37515878677368164 0.047654510026487344
-3192 DeepLearning_grid_1_AutoML_20190416_022142_model_6 heat_fuel_cogeneration 0.37384381890296936 0.37384381890296936 0.04748747635490985
-3193 DeepLearning_grid_1_AutoML_20190416_022142_model_6 heat_fuel_gas 0.3726748824119568 0.3726748824119568 0.04733899230576804
-3194 DeepLearning_grid_1_AutoML_20190416_022142_model_6 total_household_count_in_sites 0.3706105351448059 0.3706105351448059 0.047076768785997626
-3195 DeepLearning_grid_1_AutoML_20190416_022142_model_6 heat_type_individual 0.3529074192047119 0.3529074192047119 0.04482803212885461
-3196 DeepLearning_grid_1_AutoML_20190416_022142_model_6 front_door_structure_mixed 0.3523550033569336 0.3523550033569336 0.04475786155712648
-3197 DeepLearning_grid_1_AutoML_20190416_022142_model_6 floor 0.3486396074295044 0.3486396074295044 0.04428591373471587
-3198 DeepLearning_grid_1_AutoML_20190416_022142_model_6 total_household_count_of_area_type 0.32672083377838135 0.32672083377838135 0.04150168354858971
-3199 DeepLearning_grid_1_AutoML_20190416_022142_model_6 heat_type_central 0.2991860806941986 0.2991860806941986 0.03800408409687112
-3200 GBM_grid_1_AutoML_20190416_022142_model_42 supply_area 6.335561498893291e+21 1.0 0.28873369189332454
-3201 GBM_grid_1_AutoML_20190416_022142_model_42 city 4.761041707619643e+21 0.7514790454565569 0.2169773191751431
-3202 GBM_grid_1_AutoML_20190416_022142_model_42 exclusive_use_area 3.395841345726827e+21 0.5359969035609582 0.1547603648085457
-3203 GBM_grid_1_AutoML_20190416_022142_model_42 apartment_building_count_in_sites 1.0754945642819307e+21 0.16975520866931848 0.049014048117214014
-3204 GBM_grid_1_AutoML_20190416_022142_model_42 total_parking_capacity_in_site 8.978916649081105e+20 0.1417225079521296 0.04092006294539942
-3205 GBM_grid_1_AutoML_20190416_022142_model_42 room_count 8.878274567470768e+20 0.14013398132149207 0.04046140178666459
-3206 GBM_grid_1_AutoML_20190416_022142_model_42 total_household_count_in_sites 6.803338148026778e+20 0.10738334951393336 0.031005190953029213
-3207 GBM_grid_1_AutoML_20190416_022142_model_42 bathroom_count 6.694448145911377e+20 0.1056646383604796 0.030508941136394276
-3208 GBM_grid_1_AutoML_20190416_022142_model_42 heat_fuel_cogeneration 6.450115903440017e+20 0.10180811763198473 0.029395433668592822
-3209 GBM_grid_1_AutoML_20190416_022142_model_42 heat_fuel_gas 6.090013003047565e+20 0.0961242820247484 0.02775431882960074
-3210 GBM_grid_1_AutoML_20190416_022142_model_42 heat_type_individual 5.8511262458443937e+20 0.09235371240365169 0.026665628342360668
-3211 GBM_grid_1_AutoML_20190416_022142_model_42 heat_type_district 5.500866173543792e+20 0.08682523521403264 0.025069370712853933
-3212 GBM_grid_1_AutoML_20190416_022142_model_42 floor 2.6454747623155617e+20 0.0417559637417722 0.012056353569725684
-3213 GBM_grid_1_AutoML_20190416_022142_model_42 total_household_count_of_area_type 2.416173987287993e+20 0.038136698502730264 0.011011349755315931
-3214 GBM_grid_1_AutoML_20190416_022142_model_42 front_door_structure_stairway 1.496638163308228e+20 0.02362281801809775 0.00682070345928951
-3215 GBM_grid_1_AutoML_20190416_022142_model_42 front_door_structure_corridor 1.4945248139987124e+20 0.02358946108028119 0.006811072187483479
-3216 GBM_grid_1_AutoML_20190416_022142_model_42 heat_type_central 4.365437195247419e+19 0.0068903714311825135 0.0019894823818416172
-3217 GBM_grid_1_AutoML_20190416_022142_model_42 front_door_structure_mixed 9.93258809797378e+17 0.00015677518243187798 4.52662772208056e-05
-3218 GBM_grid_1_AutoML_20190416_022142_model_3 exclusive_use_area 1.4074094521988573e+20 1.0 0.31697497307922845
-3219 GBM_grid_1_AutoML_20190416_022142_model_3 city 7.374965887019149e+19 0.5240099727550442 0.16609804700727737
-3220 GBM_grid_1_AutoML_20190416_022142_model_3 apartment_building_count_in_sites 6.745009056173261e+19 0.47924994717317254 0.15191023910343804
-3221 GBM_grid_1_AutoML_20190416_022142_model_3 supply_area 3.7604353201101865e+19 0.26718843718401164 0.08469204768348322
-3222 GBM_grid_1_AutoML_20190416_022142_model_3 total_household_count_of_area_type 3.114892692038248e+19 0.2213210013029055 0.07015321842985635
-3223 GBM_grid_1_AutoML_20190416_022142_model_3 heat_fuel_cogeneration 2.018866076317647e+19 0.1434455391189454 0.045468645900563126
-3224 GBM_grid_1_AutoML_20190416_022142_model_3 floor 1.437103259042762e+19 0.10210982005254496 0.0323662574622803
-3225 GBM_grid_1_AutoML_20190416_022142_model_3 total_parking_capacity_in_site 1.291491085885689e+19 0.09176370699144702 0.029086798553264126
-3226 GBM_grid_1_AutoML_20190416_022142_model_3 heat_type_district 1.1221904844639961e+19 0.07973447120955092 0.025273831865133916
-3227 GBM_grid_1_AutoML_20190416_022142_model_3 front_door_structure_stairway 1.1148293640671986e+19 0.07921144499388234 0.025108045644502638
-3228 GBM_grid_1_AutoML_20190416_022142_model_3 total_household_count_in_sites 1.0348761770302112e+19 0.07353056890540126 0.023307350099289918
-3229 GBM_grid_1_AutoML_20190416_022142_model_3 room_count 5.113326103972282e+18 0.03633147479565033 0.01151616824527993
-3230 GBM_grid_1_AutoML_20190416_022142_model_3 heat_type_individual 4.341809515000234e+18 0.030849654364739666 0.009778568361766857
-3231 GBM_grid_1_AutoML_20190416_022142_model_3 front_door_structure_corridor 1.4690519883133747e+18 0.010437985804473677 0.0033085802693744127
-3232 GBM_grid_1_AutoML_20190416_022142_model_3 heat_type_central 8.603365813728051e+17 0.006112908933705566 0.0019376391446970969
-3233 GBM_grid_1_AutoML_20190416_022142_model_3 heat_fuel_gas 5.147528955774894e+17 0.003657449470538005 0.0011593199474624226
-3234 GBM_grid_1_AutoML_20190416_022142_model_3 front_door_structure_mixed 5.061138952790999e+17 0.0035960671891777907 0.001139863300480727
-3235 GBM_grid_1_AutoML_20190416_022142_model_3 bathroom_count 3.198694417162568e+17 0.0022727532575293617 0.0007204059026210982
-3236 XGBoost_grid_1_AutoML_20190416_022142_model_10 supply_area 7.505464107370115e+20 1.0 0.23939299000041214
-3237 XGBoost_grid_1_AutoML_20190416_022142_model_10 exclusive_use_area 6.73700012551561e+20 0.8976127297577908 0.21488219523914948
-3238 XGBoost_grid_1_AutoML_20190416_022142_model_10 city 6.444489922343013e+20 0.8586397629980989 0.20555234019736013
-3239 XGBoost_grid_1_AutoML_20190416_022142_model_10 apartment_building_count_in_sites 1.9530670783868803e+20 0.26021936158072273 0.062294691024807586
-3240 XGBoost_grid_1_AutoML_20190416_022142_model_10 total_parking_capacity_in_site 1.5294922744336168e+20 0.20378383702237765 0.04878442205854367
-3241 XGBoost_grid_1_AutoML_20190416_022142_model_10 heat_fuel_gas 1.1759538982636382e+20 0.15667970447142512 0.0375080229257954
-3242 XGBoost_grid_1_AutoML_20190416_022142_model_10 floor 1.0501493611102523e+20 0.13991797790079905 0.033495383084483875
-3243 XGBoost_grid_1_AutoML_20190416_022142_model_10 total_household_count_in_sites 1.0112559404767458e+20 0.13473596382717043 0.0322548452411737
-3244 XGBoost_grid_1_AutoML_20190416_022142_model_10 bathroom_count 7.46621875505479e+19 0.09947710958637739 0.02381412270048154
-3245 XGBoost_grid_1_AutoML_20190416_022142_model_10 heat_fuel_cogeneration 6.6917654255005336e+19 0.08915858273080599 0.021343939704126756
-3246 XGBoost_grid_1_AutoML_20190416_022142_model_10 heat_type_district 5.727894829782794e+19 0.07631633098022803 0.01826959465921787
-3247 XGBoost_grid_1_AutoML_20190416_022142_model_10 room_count 5.48265755730038e+19 0.07304888117333867 0.01748739008027036
-3248 XGBoost_grid_1_AutoML_20190416_022142_model_10 heat_type_individual 4.747480542308886e+19 0.06325365726080841 0.015142482140126205
-3249 XGBoost_grid_1_AutoML_20190416_022142_model_10 total_household_count_of_area_type 2.907656960337353e+19 0.03874053514535005 0.0092742125426614
-3250 XGBoost_grid_1_AutoML_20190416_022142_model_10 front_door_structure_stairway 2.453187902744979e+19 0.03268535919499009 0.007824645866926142
-3251 XGBoost_grid_1_AutoML_20190416_022142_model_10 front_door_structure_mixed 1.6412731125207663e+19 0.02186770983168237 0.005234976441067852
-3252 XGBoost_grid_1_AutoML_20190416_022142_model_10 heat_type_central 1.5556118108681798e+19 0.020726390648389364 0.004961752629234511
-3253 XGBoost_grid_1_AutoML_20190416_022142_model_10 front_door_structure_corridor 7.781561548631179e+18 0.010367861916746688 0.002481993464161394
-3254 GBM_grid_1_AutoML_20190416_022142_model_5 supply_area 6.757654759306638e+19 1.0 0.17261283780291298
-3255 GBM_grid_1_AutoML_20190416_022142_model_5 apartment_building_count_in_sites 6.086835238521432e+19 0.9007319040882705 0.1554778900642976
-3256 GBM_grid_1_AutoML_20190416_022142_model_5 exclusive_use_area 5.423910651028308e+19 0.802632103032269 0.13854460501611995
-3257 GBM_grid_1_AutoML_20190416_022142_model_5 room_count 3.804024359081738e+19 0.5629207905069193 0.0971673551076584
-3258 GBM_grid_1_AutoML_20190416_022142_model_5 city 3.0460735995487715e+19 0.4507589848909817 0.07780678754719272
-3259 GBM_grid_1_AutoML_20190416_022142_model_5 total_household_count_in_sites 2.7998058647688053e+19 0.41431620354871107 0.07151629564227234
-3260 GBM_grid_1_AutoML_20190416_022142_model_5 total_parking_capacity_in_site 2.599378968774076e+19 0.3846569647841528 0.06639673027204777
-3261 GBM_grid_1_AutoML_20190416_022142_model_5 floor 2.543594146827233e+19 0.37640190826916636 0.06497180154077255
-3262 GBM_grid_1_AutoML_20190416_022142_model_5 total_household_count_of_area_type 2.108500903041853e+19 0.3120166652695637 0.05385808203398098
-3263 GBM_grid_1_AutoML_20190416_022142_model_5 heat_fuel_gas 1.2558506363736556e+19 0.18584119507497757 0.032078576062576615
-3264 GBM_grid_1_AutoML_20190416_022142_model_5 heat_type_district 1.1211537549501661e+19 0.16590870573938596 0.028637972513883846
-3265 GBM_grid_1_AutoML_20190416_022142_model_5 bathroom_count 5.072979524791042e+18 0.0750701198193728 0.012958066416226639
-3266 GBM_grid_1_AutoML_20190416_022142_model_5 heat_type_individual 3.92498218300919e+18 0.058082016954235594 0.010025701771787509
-3267 GBM_grid_1_AutoML_20190416_022142_model_5 heat_fuel_cogeneration 2.9533882877644636e+18 0.043704338161061854 0.007543929834279029
-3268 GBM_grid_1_AutoML_20190416_022142_model_5 front_door_structure_corridor 1.2239026767611822e+18 0.018111352538032876 0.003126251958038845
-3269 GBM_grid_1_AutoML_20190416_022142_model_5 heat_type_central 1.1878880359544259e+18 0.017578406684929666 0.0030342586619394054
-3270 GBM_grid_1_AutoML_20190416_022142_model_5 front_door_structure_stairway 1.0760923737017549e+18 0.01592405075473501 0.002748695590092428
-3271 GBM_grid_1_AutoML_20190416_022142_model_5 front_door_structure_mixed 5.849525554826445e+17 0.008656147381264901 0.0014941621639203882
-3272 GBM_grid_1_AutoML_20190416_020809_model_3 supply_area 4.166770063214899e+21 1.0 0.1931465378744332
-3273 GBM_grid_1_AutoML_20190416_020809_model_3 city 4.0054573170119756e+21 0.9612859016082923 0.1856690438031447
-3274 GBM_grid_1_AutoML_20190416_020809_model_3 exclusive_use_area 3.541830312722646e+21 0.8500181817064134 0.1641780689269146
-3275 GBM_grid_1_AutoML_20190416_020809_model_3 room_count 1.5117816929771219e+21 0.36281860290862716 0.07007715702824009
-3276 GBM_grid_1_AutoML_20190416_020809_model_3 apartment_building_count_in_sites 1.3418605975614563e+21 0.32203855197282827 0.062200631375647505
-3277 GBM_grid_1_AutoML_20190416_020809_model_3 total_parking_capacity_in_site 1.1507237479886902e+21 0.2761668463896089 0.05334067025585338
-3278 GBM_grid_1_AutoML_20190416_020809_model_3 bathroom_count 9.322823479313627e+20 0.22374221130216482 0.04321503348938301
-3279 GBM_grid_1_AutoML_20190416_020809_model_3 total_household_count_in_sites 8.080280342122107e+20 0.19392191600531258 0.03745534669440276
-3280 GBM_grid_1_AutoML_20190416_020809_model_3 heat_fuel_gas 7.546584083030333e+20 0.18111352362956443 0.03498145005128972
-3281 GBM_grid_1_AutoML_20190416_020809_model_3 heat_fuel_cogeneration 7.501489680698961e+20 0.180031284829553 0.03477241937391413
-3282 GBM_grid_1_AutoML_20190416_020809_model_3 heat_type_district 6.813875163779941e+20 0.16352894593186768 0.03158504974899562
-3283 GBM_grid_1_AutoML_20190416_020809_model_3 heat_type_individual 6.653582905105082e+20 0.15968202718561977 0.030842030711673584
-3284 GBM_grid_1_AutoML_20190416_020809_model_3 total_household_count_of_area_type 4.054497154091901e+20 0.09730551704510489 0.018794223733343655
-3285 GBM_grid_1_AutoML_20190416_020809_model_3 front_door_structure_corridor 3.031111489298461e+20 0.07274487056671869 0.014050419898085472
-3286 GBM_grid_1_AutoML_20190416_020809_model_3 front_door_structure_stairway 2.6222066333657753e+20 0.06293139754735097 0.012154981559870435
-3287 GBM_grid_1_AutoML_20190416_020809_model_3 floor 2.5410542309866052e+20 0.06098378822051049 0.011778807561259243
-3288 GBM_grid_1_AutoML_20190416_020809_model_3 heat_type_central 3.7928273724691186e+19 0.009102559812342363 0.0017581279135488776
-3289 GBM_grid_1_AutoML_20190416_020809_model_3 front_door_structure_mixed 0.0 0.0 0.0
-3290 DeepLearning_grid_1_AutoML_20190416_015849_model_5 city 1.0 1.0 0.12292167047630163
-3291 DeepLearning_grid_1_AutoML_20190416_015849_model_5 supply_area 0.5566843152046204 0.5566843152046204 0.06842856595290799
-3292 DeepLearning_grid_1_AutoML_20190416_015849_model_5 total_parking_capacity_in_site 0.5210067629814148 0.5210067629814148 0.06404302163512605
-3293 DeepLearning_grid_1_AutoML_20190416_015849_model_5 apartment_building_count_in_sites 0.5073556303977966 0.5073556303977966 0.06236500161405425
-3294 DeepLearning_grid_1_AutoML_20190416_015849_model_5 exclusive_use_area 0.470718115568161 0.470718115568161 0.05786145708909516
-3295 DeepLearning_grid_1_AutoML_20190416_015849_model_5 front_door_structure_stairway 0.45125481486320496 0.45125481486320496 0.055468995653459384
-3296 DeepLearning_grid_1_AutoML_20190416_015849_model_5 floor 0.43693533539772034 0.43693533539772034 0.053708821317210914
-3297 DeepLearning_grid_1_AutoML_20190416_015849_model_5 bathroom_count 0.43297556042671204 0.43297556042671204 0.053222079163064324
-3298 DeepLearning_grid_1_AutoML_20190416_015849_model_5 heat_type_central 0.39531174302101135 0.39531174302101135 0.04859237981104119
-3299 DeepLearning_grid_1_AutoML_20190416_015849_model_5 heat_type_district 0.39332646131515503 0.39332646131515503 0.04834834566739129
-3300 DeepLearning_grid_1_AutoML_20190416_015849_model_5 heat_type_individual 0.39085933566093445 0.39085933566093445 0.04804508246069956
-3301 DeepLearning_grid_1_AutoML_20190416_015849_model_5 heat_fuel_cogeneration 0.387646347284317 0.387646347284317 0.047650136562224804
-3302 DeepLearning_grid_1_AutoML_20190416_015849_model_5 room_count 0.38671767711639404 0.38671767711639404 0.0475359828738622
-3303 DeepLearning_grid_1_AutoML_20190416_015849_model_5 heat_fuel_gas 0.3857880234718323 0.3857880234718323 0.04742170829490829
-3304 DeepLearning_grid_1_AutoML_20190416_015849_model_5 total_household_count_in_sites 0.36729907989501953 0.36729907989501953 0.04514901646510438
-3305 DeepLearning_grid_1_AutoML_20190416_015849_model_5 front_door_structure_corridor 0.36065393686294556 0.36065393686294556 0.04433218438304789
-3306 DeepLearning_grid_1_AutoML_20190416_015849_model_5 total_household_count_of_area_type 0.3498469293117523 0.3498469293117523 0.04300376896200521
-3307 DeepLearning_grid_1_AutoML_20190416_015849_model_5 front_door_structure_mixed 0.34088197350502014 0.34088197350502014 0.04190178161849547
-3308 GBM_grid_1_AutoML_20190416_022142_model_31 supply_area 3.596274047142951e+22 1.0 0.30453304088325084
-3309 GBM_grid_1_AutoML_20190416_022142_model_31 city 2.3533875104798443e+22 0.6543960442473747 0.19928521729662343
-3310 GBM_grid_1_AutoML_20190416_022142_model_31 exclusive_use_area 1.9625309074594646e+22 0.5457122793571839 0.16618741987997332
-3311 GBM_grid_1_AutoML_20190416_022142_model_31 apartment_building_count_in_sites 6.57041070866178e+21 0.18270050120016917 0.055638339201381545
-3312 GBM_grid_1_AutoML_20190416_022142_model_31 total_parking_capacity_in_site 5.895800757879258e+21 0.16394192101581243 0.04992573173518709
-3313 GBM_grid_1_AutoML_20190416_022142_model_31 total_household_count_in_sites 4.007370220953701e+21 0.11143116927191198 0.03393447282755162
-3314 GBM_grid_1_AutoML_20190416_022142_model_31 heat_type_district 3.309272872214535e+21 0.09201948541278651 0.02802297371326782
-3315 GBM_grid_1_AutoML_20190416_022142_model_31 floor 3.2985906153733887e+21 0.09172244862690439 0.02793251619760895
-3316 GBM_grid_1_AutoML_20190416_022142_model_31 heat_fuel_cogeneration 3.2522080428111e+21 0.09043270896985191 0.02753974785789904
-3317 GBM_grid_1_AutoML_20190416_022142_model_31 total_household_count_of_area_type 3.246614290598929e+21 0.09027716597899962 0.027492379877906717
-3318 GBM_grid_1_AutoML_20190416_022142_model_31 heat_fuel_gas 3.2163810633504375e+21 0.08943648401616339 0.027236364443348496
-3319 GBM_grid_1_AutoML_20190416_022142_model_31 bathroom_count 2.148673856142928e+21 0.05974722248572617 0.018195003347906333
-3320 GBM_grid_1_AutoML_20190416_022142_model_31 heat_type_individual 1.5928674561555557e+21 0.04429216003215896 0.013488426181880954
-3321 GBM_grid_1_AutoML_20190416_022142_model_31 room_count 9.958776079007173e+20 0.02769192766863496 0.008433106940848437
-3322 GBM_grid_1_AutoML_20190416_022142_model_31 front_door_structure_stairway 7.250369669164224e+20 0.02016078189292681 0.006139624216436984
-3323 GBM_grid_1_AutoML_20190416_022142_model_31 front_door_structure_corridor 3.9994733701133396e+20 0.011121158503731686 0.0033867602172860346
-3324 GBM_grid_1_AutoML_20190416_022142_model_31 heat_type_central 2.8551934991352306e+20 0.007939310135175962 0.002417782257980349
-3325 GBM_grid_1_AutoML_20190416_022142_model_31 front_door_structure_mixed 2.4928263964379316e+19 0.0006931691978308355 0.000211092923662028
-3326 GBM_grid_1_AutoML_20190416_020809_model_10 supply_area 4.46438087444047e+21 1.0 0.28898098981018877
-3327 GBM_grid_1_AutoML_20190416_020809_model_10 city 4.3319671640964297e+21 0.9703399611126065 0.2804098024147011
-3328 GBM_grid_1_AutoML_20190416_020809_model_10 exclusive_use_area 2.812839959389578e+21 0.6300627205652827 0.18207614863145574
-3329 GBM_grid_1_AutoML_20190416_020809_model_10 room_count 6.804704005351266e+20 0.1524221207090471 0.044047095311468505
-3330 GBM_grid_1_AutoML_20190416_020809_model_10 apartment_building_count_in_sites 5.918318193066157e+20 0.1325675017324303 0.03830948786730162
-3331 GBM_grid_1_AutoML_20190416_020809_model_10 heat_fuel_gas 4.38730085202435e+20 0.09827344430092379 0.02839915720613741
-3332 GBM_grid_1_AutoML_20190416_020809_model_10 heat_fuel_cogeneration 4.2738062711336835e+20 0.09573121987871001 0.02766450267628644
-3333 GBM_grid_1_AutoML_20190416_020809_model_10 total_parking_capacity_in_site 3.983471517687339e+20 0.08922786002631541 0.025785155309049602
-3334 GBM_grid_1_AutoML_20190416_020809_model_10 heat_type_individual 3.853681998551172e+20 0.08632063676767188 0.02494502305416759
-3335 GBM_grid_1_AutoML_20190416_020809_model_10 heat_type_district 3.024497531033202e+20 0.06774730060217518 0.019577681984984982
-3336 GBM_grid_1_AutoML_20190416_020809_model_10 total_household_count_in_sites 1.91960234248389e+20 0.04299817592791022 0.012425655439680126
-3337 GBM_grid_1_AutoML_20190416_020809_model_10 bathroom_count 1.6582538821392086e+20 0.03714409520104041 0.01073393739680054
-3338 GBM_grid_1_AutoML_20190416_020809_model_10 front_door_structure_stairway 7.571551968995731e+19 0.0169599148951302 0.0049010929934912885
-3339 GBM_grid_1_AutoML_20190416_020809_model_10 front_door_structure_corridor 7.3433333772926845e+19 0.016448716146363833 0.004753366273083054
-3340 GBM_grid_1_AutoML_20190416_020809_model_10 total_household_count_of_area_type 6.5887719723035e+19 0.01475853462688549 0.004264935944625314
-3341 GBM_grid_1_AutoML_20190416_020809_model_10 floor 4.1677247735593435e+19 0.009335504498329105 0.0026977833303046144
-3342 GBM_grid_1_AutoML_20190416_020809_model_10 heat_type_central 4.3541168984057446e+17 9.753013958405721e-05 2.8184356273326724e-05
-3343 GBM_grid_1_AutoML_20190416_020809_model_10 front_door_structure_mixed 0.0 0.0 0.0
-3344 GBM_grid_1_AutoML_20190416_022142_model_39 supply_area 1.586146502214775e+20 1.0 0.3581172884811309
-3345 GBM_grid_1_AutoML_20190416_022142_model_39 city 4.941535548518328e+19 0.3115434508488555 0.11156909586204661
-3346 GBM_grid_1_AutoML_20190416_022142_model_39 exclusive_use_area 4.5379136260547805e+19 0.28609675207922985 0.10245619309787214
-3347 GBM_grid_1_AutoML_20190416_022142_model_39 apartment_building_count_in_sites 3.124926835153332e+19 0.19701375823670264 0.07055403289320501
-3348 GBM_grid_1_AutoML_20190416_022142_model_39 floor 3.0054316915443106e+19 0.18948008190591178 0.06785609315332772
-3349 GBM_grid_1_AutoML_20190416_022142_model_39 total_parking_capacity_in_site 2.87729042829911e+19 0.18140130336519858 0.06496294288808796
-3350 GBM_grid_1_AutoML_20190416_022142_model_39 total_household_count_of_area_type 2.718357561820368e+19 0.17138124114163852 0.061374585374174416
-3351 GBM_grid_1_AutoML_20190416_022142_model_39 total_household_count_in_sites 2.361493910644274e+19 0.14888245867244057 0.05331738240217845
-3352 GBM_grid_1_AutoML_20190416_022142_model_39 heat_type_district 2.1176418029105316e+19 0.13350858826430073 0.04781173361815511
-3353 GBM_grid_1_AutoML_20190416_022142_model_39 room_count 6.886774038144745e+18 0.0434182720734092 0.015548833865465314
-3354 GBM_grid_1_AutoML_20190416_022142_model_39 heat_type_individual 4.912524494414807e+18 0.030971442345050282 0.011091408952959085
-3355 GBM_grid_1_AutoML_20190416_022142_model_39 front_door_structure_stairway 4.907410116078207e+18 0.03093919829742001 0.011079861802052076
-3356 GBM_grid_1_AutoML_20190416_022142_model_39 bathroom_count 3.642533588752138e+18 0.022964673084522647 0.008224046455884858
-3357 GBM_grid_1_AutoML_20190416_022142_model_39 heat_fuel_cogeneration 1.985161509440848e+18 0.012515625175032184 0.004482061751328705
-3358 GBM_grid_1_AutoML_20190416_022142_model_39 heat_fuel_gas 1.7262129146432061e+18 0.0108830610049756 0.003897412297476593
-3359 GBM_grid_1_AutoML_20190416_022142_model_39 front_door_structure_mixed 1.5267430885448745e+18 0.009625485958661738 0.0034470529318291403
-3360 GBM_grid_1_AutoML_20190416_022142_model_39 front_door_structure_corridor 9.800212395547689e+17 0.006178630020533043 0.0022126742294814074
-3361 GBM_grid_1_AutoML_20190416_022142_model_39 heat_type_central 8.846292599963648e+17 0.005577222903187917 0.001997299943344518
-3362 GBM_grid_1_AutoML_20190416_020809_model_13 exclusive_use_area 4.8956573263377465e+20 1.0 0.219737746189344
-3363 GBM_grid_1_AutoML_20190416_020809_model_13 city 4.525570860365088e+20 0.924405153117711 0.20312670491190124
-3364 GBM_grid_1_AutoML_20190416_020809_model_13 supply_area 3.751294772085229e+20 0.7662494578417376 0.16837392888495017
-3365 GBM_grid_1_AutoML_20190416_020809_model_13 heat_fuel_cogeneration 1.904124033514571e+20 0.3889414447516026 0.0854651164693444
-3366 GBM_grid_1_AutoML_20190416_020809_model_13 apartment_building_count_in_sites 1.4466692301067387e+20 0.2955005086495579 0.0649326157684586
-3367 GBM_grid_1_AutoML_20190416_020809_model_13 room_count 1.3022546230244069e+20 0.2660019965079079 0.058450679194513425
-3368 GBM_grid_1_AutoML_20190416_020809_model_13 total_household_count_in_sites 1.0731561581363488e+20 0.21920573410294952 0.04816777396356275
-3369 GBM_grid_1_AutoML_20190416_020809_model_13 total_parking_capacity_in_site 7.956420621135931e+19 0.16251996597743543 0.03571177103465053
-3370 GBM_grid_1_AutoML_20190416_020809_model_13 heat_fuel_gas 6.449809975324705e+19 0.13174553579610035 0.02894946710634263
-3371 GBM_grid_1_AutoML_20190416_020809_model_13 front_door_structure_corridor 5.364028169147069e+19 0.10956706753737792 0.02407602047723906
-3372 GBM_grid_1_AutoML_20190416_020809_model_13 bathroom_count 4.259775447232099e+19 0.0870113074359858 0.019119668588971628
-3373 GBM_grid_1_AutoML_20190416_020809_model_13 heat_type_individual 3.9607658988863226e+19 0.0809036587911928 0.017777587641248413
-3374 GBM_grid_1_AutoML_20190416_020809_model_13 total_household_count_of_area_type 2.3513841211291992e+19 0.0480299981062641 0.010554003533348932
-3375 GBM_grid_1_AutoML_20190416_020809_model_13 heat_type_district 2.261638463632913e+19 0.04619682941176682 0.01015118717603524
-3376 GBM_grid_1_AutoML_20190416_020809_model_13 floor 6.950336805346476e+18 0.01419694300897027 0.003119604259569691
-3377 GBM_grid_1_AutoML_20190416_020809_model_13 front_door_structure_stairway 4.573295195554054e+18 0.009341534528878394 0.0020526877433256737
-3378 GBM_grid_1_AutoML_20190416_020809_model_13 heat_type_central 5.200871762396447e+17 0.0010623439133324757 0.000233437057193646
-3379 GBM_grid_1_AutoML_20190416_020809_model_13 front_door_structure_mixed 0.0 0.0 0.0
-3380 GBM_grid_1_AutoML_20190416_015849_model_10 supply_area 2.780485818191572e+21 1.0 0.19815624551150918
-3381 GBM_grid_1_AutoML_20190416_015849_model_10 city 2.7194651394654454e+21 0.9780539507423871 0.19380749878680995
-3382 GBM_grid_1_AutoML_20190416_015849_model_10 exclusive_use_area 2.1080283065559558e+21 0.7581510730117723 0.15023237015853488
-3383 GBM_grid_1_AutoML_20190416_015849_model_10 room_count 9.633253786878508e+20 0.3464593749715284 0.0686530889666222
-3384 GBM_grid_1_AutoML_20190416_015849_model_10 total_parking_capacity_in_site 7.816191371035426e+20 0.2811088378835565 0.05570347189510906
-3385 GBM_grid_1_AutoML_20190416_015849_model_10 bathroom_count 7.333752408890105e+20 0.2637579505318239 0.05226528520119659
-3386 GBM_grid_1_AutoML_20190416_015849_model_10 apartment_building_count_in_sites 7.076966306074182e+20 0.25452265427043397 0.05043525356785309
-3387 GBM_grid_1_AutoML_20190416_015849_model_10 heat_fuel_cogeneration 6.104074085509146e+20 0.21953264589852273 0.04350176487845887
-3388 GBM_grid_1_AutoML_20190416_015849_model_10 heat_fuel_gas 5.972630900884803e+20 0.21480529991587596 0.04256501174730368
-3389 GBM_grid_1_AutoML_20190416_015849_model_10 total_household_count_in_sites 4.695897350115961e+20 0.16888765694802835 0.033466144014057043
-3390 GBM_grid_1_AutoML_20190416_015849_model_10 heat_type_individual 4.458504521351682e+20 0.16034983858509638 0.031774321982399226
-3391 GBM_grid_1_AutoML_20190416_015849_model_10 heat_type_district 4.290968855994895e+20 0.15432442877143468 0.03058034939605582
-3392 GBM_grid_1_AutoML_20190416_015849_model_10 front_door_structure_corridor 2.1844847211611737e+20 0.07856485751047501 0.015568117193422422
-3393 GBM_grid_1_AutoML_20190416_015849_model_10 total_household_count_of_area_type 1.9657019623258404e+20 0.07069634915830403 0.01400892312058027
-3394 GBM_grid_1_AutoML_20190416_015849_model_10 floor 1.4193584168039455e+20 0.05104713742892227 0.010115309097025271
-3395 GBM_grid_1_AutoML_20190416_015849_model_10 front_door_structure_stairway 1.1938677574298763e+20 0.04293737984991299 0.008508309983160286
-3396 GBM_grid_1_AutoML_20190416_015849_model_10 heat_type_central 9.240414467085304e+18 0.0033233093319984166 0.0006585344999021678
-3397 GBM_grid_1_AutoML_20190416_015849_model_10 front_door_structure_mixed 0.0 0.0 0.0
-3398 DeepLearning_grid_1_AutoML_20190416_022142_model_9 city 1.0 1.0 0.14313807997536115
-3399 DeepLearning_grid_1_AutoML_20190416_022142_model_9 supply_area 0.5418451428413391 0.5418451428413391 0.07755867339028458
-3400 DeepLearning_grid_1_AutoML_20190416_022142_model_9 exclusive_use_area 0.46861523389816284 0.46861523389816284 0.06707668482738781
-3401 DeepLearning_grid_1_AutoML_20190416_022142_model_9 total_parking_capacity_in_site 0.40148860216140747 0.40148860216140747 0.0574683076453755
-3402 DeepLearning_grid_1_AutoML_20190416_022142_model_9 heat_fuel_gas 0.3762429356575012 0.3762429356575012 0.05385469141430807
-3403 DeepLearning_grid_1_AutoML_20190416_022142_model_9 heat_fuel_cogeneration 0.37205055356025696 0.37205055356025696 0.053254601890385445
-3404 DeepLearning_grid_1_AutoML_20190416_022142_model_9 front_door_structure_stairway 0.3478339910507202 0.3478339910507202 0.049788289629167044
-3405 DeepLearning_grid_1_AutoML_20190416_022142_model_9 apartment_building_count_in_sites 0.3417264521121979 0.3417264521121979 0.0489140682321322
-3406 DeepLearning_grid_1_AutoML_20190416_022142_model_9 heat_type_individual 0.3324684798717499 0.3324684798717499 0.047588899861169286
-3407 DeepLearning_grid_1_AutoML_20190416_022142_model_9 front_door_structure_mixed 0.3296869397163391 0.3296869397163391 0.04719075554394942
-3408 DeepLearning_grid_1_AutoML_20190416_022142_model_9 heat_type_district 0.3286779224872589 0.3286779224872589 0.047046326755116816
-3409 DeepLearning_grid_1_AutoML_20190416_022142_model_9 floor 0.3285304605960846 0.3285304605960846 0.04702521934314459
-3410 DeepLearning_grid_1_AutoML_20190416_022142_model_9 room_count 0.3236302137374878 0.3236302137374878 0.04632380741639975
-3411 DeepLearning_grid_1_AutoML_20190416_022142_model_9 front_door_structure_corridor 0.32168859243392944 0.32168859243392944 0.04604588747096915
-3412 DeepLearning_grid_1_AutoML_20190416_022142_model_9 bathroom_count 0.3161783516407013 0.3161783516407013 0.045257162183624564
-3413 DeepLearning_grid_1_AutoML_20190416_022142_model_9 total_household_count_of_area_type 0.3031919598579407 0.3031919598579407 0.0433983149980324
-3414 DeepLearning_grid_1_AutoML_20190416_022142_model_9 heat_type_central 0.27992966771125793 0.27992966771125793 0.04006859516433031
-3415 DeepLearning_grid_1_AutoML_20190416_022142_model_9 total_household_count_in_sites 0.27247560024261475 0.27247560024261475 0.039001634258861925
-3416 GBM_grid_1_AutoML_20190416_015849_model_12 supply_area 3.3029771214104476e+21 1.0 0.3337044246384953
-3417 GBM_grid_1_AutoML_20190416_015849_model_12 city 1.9971874013769735e+21 0.6046628020614713 0.20177865246222362
-3418 GBM_grid_1_AutoML_20190416_015849_model_12 exclusive_use_area 1.6638645932187263e+21 0.5037469325576853 0.16810258029256928
-3419 GBM_grid_1_AutoML_20190416_015849_model_12 apartment_building_count_in_sites 5.121714805946167e+20 0.155063587111953 0.05174540511957547
-3420 GBM_grid_1_AutoML_20190416_015849_model_12 total_parking_capacity_in_site 4.6628289661645514e+20 0.1411704893727334 0.04710921693206281
-3421 GBM_grid_1_AutoML_20190416_015849_model_12 heat_type_district 4.481366974491284e+20 0.1356765974987328 0.04527588090522334
-3422 GBM_grid_1_AutoML_20190416_015849_model_12 heat_fuel_cogeneration 3.0826822790002246e+20 0.09333041573366539 0.03114477268367438
-3423 GBM_grid_1_AutoML_20190416_015849_model_12 floor 2.8676723403839767e+20 0.0868208357180329 0.02897249702991949
-3424 GBM_grid_1_AutoML_20190416_015849_model_12 total_household_count_in_sites 2.7898446852453407e+20 0.08446454767007325 0.028186193282592552
-3425 GBM_grid_1_AutoML_20190416_015849_model_12 total_household_count_of_area_type 2.6672545923259905e+20 0.08075304473156662 0.026947648329954114
-3426 GBM_grid_1_AutoML_20190416_015849_model_12 bathroom_count 1.4026016836747788e+20 0.042464771390115945 0.014170682104143876
-3427 GBM_grid_1_AutoML_20190416_015849_model_12 heat_type_individual 1.1090518702678868e+20 0.03357734036602397 0.011204907047734951
-3428 GBM_grid_1_AutoML_20190416_015849_model_12 room_count 4.126709031601439e+19 0.012493907405084412 0.0041692721821003295
-3429 GBM_grid_1_AutoML_20190416_015849_model_12 front_door_structure_stairway 3.555022138883493e+19 0.010763084357561086 0.003591688872875511
-3430 GBM_grid_1_AutoML_20190416_015849_model_12 front_door_structure_corridor 2.5001632176277553e+19 0.007569423358767099 0.002525950066782561
-3431 GBM_grid_1_AutoML_20190416_015849_model_12 heat_type_central 1.2702462122626384e+19 0.003845761461769417 0.001283347615896662
-3432 GBM_grid_1_AutoML_20190416_015849_model_12 front_door_structure_mixed 8.599349160312832e+17 0.00026035146003798874 8.688043417576923e-05
-3433 GBM_grid_1_AutoML_20190416_015849_model_12 heat_fuel_gas 0.0 0.0 0.0
-3434 GBM_grid_1_AutoML_20190416_021340_model_18 supply_area 2.2251566590272125e+21 1.0 0.23450783334238412
-3435 GBM_grid_1_AutoML_20190416_021340_model_18 city 1.4712522518180429e+21 0.6611904136499048 0.15505433133179392
-3436 GBM_grid_1_AutoML_20190416_021340_model_18 exclusive_use_area 1.2854040355826932e+21 0.5776690060755733 0.13546790700383124
-3437 GBM_grid_1_AutoML_20190416_021340_model_18 room_count 6.178871838445352e+20 0.27768255387225693 0.06511873406556283
-3438 GBM_grid_1_AutoML_20190416_021340_model_18 total_parking_capacity_in_site 5.203702485318726e+20 0.23385780341388032 0.05484148678879828
-3439 GBM_grid_1_AutoML_20190416_021340_model_18 bathroom_count 4.984615733508545e+20 0.22401190106262922 0.0525325455611057
-3440 GBM_grid_1_AutoML_20190416_021340_model_18 apartment_building_count_in_sites 4.9555893302227e+20 0.22270743545711386 0.052226638158286626
-3441 GBM_grid_1_AutoML_20190416_021340_model_18 total_household_count_in_sites 4.0556811082126905e+20 0.18226496960379146 0.04274256311600064
-3442 GBM_grid_1_AutoML_20190416_021340_model_18 heat_fuel_cogeneration 3.814376832803296e+20 0.17142059716689134 0.04019947283186532
-3443 GBM_grid_1_AutoML_20190416_021340_model_18 heat_fuel_gas 3.7203416725838e+20 0.1671945953778485 0.039208442308615844
-3444 GBM_grid_1_AutoML_20190416_021340_model_18 heat_type_district 3.5500658483287346e+20 0.15954228813178223 0.03741391631627062
-3445 GBM_grid_1_AutoML_20190416_021340_model_18 heat_type_individual 2.7775795890570343e+20 0.12482624887504902 0.029272733167944962
-3446 GBM_grid_1_AutoML_20190416_021340_model_18 total_household_count_of_area_type 1.7276348250704786e+20 0.07764104239859503 0.018207432631338703
-3447 GBM_grid_1_AutoML_20190416_021340_model_18 front_door_structure_corridor 1.495066125563299e+20 0.06718925247343743 0.015756406021440236
-3448 GBM_grid_1_AutoML_20190416_021340_model_18 floor 1.2135734687056685e+20 0.05453878780994301 0.012789772962429766
-3449 GBM_grid_1_AutoML_20190416_021340_model_18 front_door_structure_stairway 1.167175573349335e+20 0.05245363595476453 0.012300788518682007
-3450 GBM_grid_1_AutoML_20190416_021340_model_18 heat_type_central 1.8828595665943134e+19 0.008461694411293524 0.001984333622797805
-3451 GBM_grid_1_AutoML_20190416_021340_model_18 front_door_structure_mixed 3.555029230733492e+18 0.0015976534579312134 0.00037466225085141673
-3452 GBM_grid_1_AutoML_20190416_022142_model_25 supply_area 2.492982885969671e+22 1.0 0.2505504995980587
-3453 GBM_grid_1_AutoML_20190416_022142_model_25 city 2.079769063319136e+22 0.834249234129896 0.20902156240054331
-3454 GBM_grid_1_AutoML_20190416_022142_model_25 exclusive_use_area 1.6750528576255051e+22 0.6719070824964674 0.16834665520296394
-3455 GBM_grid_1_AutoML_20190416_022142_model_25 apartment_building_count_in_sites 5.862788809660679e+21 0.23517164288034362 0.05892237261496634
-3456 GBM_grid_1_AutoML_20190416_022142_model_25 total_parking_capacity_in_site 4.4783673660332227e+21 0.17963891333699694 0.045008619483836956
-3457 GBM_grid_1_AutoML_20190416_022142_model_25 total_household_count_in_sites 3.607983687649091e+21 0.1447255698366228 0.03626106382717958
-3458 GBM_grid_1_AutoML_20190416_022142_model_25 bathroom_count 3.48657283414467e+21 0.1398554660670497 0.03504085689461865
-3459 GBM_grid_1_AutoML_20190416_022142_model_25 room_count 3.3525248800858476e+21 0.1344784554660851 0.033693644202202916
-3460 GBM_grid_1_AutoML_20190416_022142_model_25 heat_fuel_cogeneration 3.1997917726480416e+21 0.12835193497140474 0.032158641431463006
-3461 GBM_grid_1_AutoML_20190416_022142_model_25 heat_type_district 3.125536421991957e+21 0.1253733605466067 0.03141235812123985
-3462 GBM_grid_1_AutoML_20190416_022142_model_25 heat_fuel_gas 2.904147345609771e+21 0.11649287132912561 0.029187347111124792
-3463 GBM_grid_1_AutoML_20190416_022142_model_25 heat_type_individual 1.9267920578140103e+21 0.07728861953517041 0.019364702237781226
-3464 GBM_grid_1_AutoML_20190416_022142_model_25 floor 1.8041521438237823e+21 0.07236921496643323 0.018132142965359154
-3465 GBM_grid_1_AutoML_20190416_022142_model_25 total_household_count_of_area_type 1.7100678662208503e+21 0.06859525092791409 0.017186574390043077
-3466 GBM_grid_1_AutoML_20190416_022142_model_25 front_door_structure_stairway 7.079759945218036e+20 0.028398750689635363 0.0071153211732488545
-3467 GBM_grid_1_AutoML_20190416_022142_model_25 front_door_structure_corridor 5.993560676465566e+20 0.024041724113698877 0.006023665987885949
-3468 GBM_grid_1_AutoML_20190416_022142_model_25 heat_type_central 2.453232630877997e+20 0.00984055143212019 0.0024655550776381055
-3469 GBM_grid_1_AutoML_20190416_022142_model_25 front_door_structure_mixed 1.0787542776087052e+19 0.00043271627883201963 0.0001084172798455754
-3470 GBM_grid_1_AutoML_20190416_020809_model_6 supply_area 2.863895072860259e+22 1.0 0.3147257805033109
-3471 GBM_grid_1_AutoML_20190416_020809_model_6 city 2.2950782802043716e+22 0.8013835080599538 0.2522160500566503
-3472 GBM_grid_1_AutoML_20190416_020809_model_6 exclusive_use_area 1.7706559460552701e+22 0.6182684424561903 0.19458501811259088
-3473 GBM_grid_1_AutoML_20190416_020809_model_6 heat_type_district 7.191432890428175e+21 0.2511067168129827 0.07902975743858984
-3474 GBM_grid_1_AutoML_20190416_020809_model_6 apartment_building_count_in_sites 4.3974936942497403e+21 0.1535493997640713 0.04832595468656225
-3475 GBM_grid_1_AutoML_20190416_020809_model_6 total_parking_capacity_in_site 3.467063522033878e+21 0.12106112248627936 0.038101056263101195
-3476 GBM_grid_1_AutoML_20190416_020809_model_6 total_household_count_in_sites 2.041514221446856e+21 0.07128453276075976 0.022435080210943953
-3477 GBM_grid_1_AutoML_20190416_020809_model_6 total_household_count_of_area_type 1.1754871423835077e+21 0.041045049224150275 0.012917935152867512
-3478 GBM_grid_1_AutoML_20190416_020809_model_6 floor 1.02696131179134e+21 0.0358589014494055 0.011285720746655452
-3479 GBM_grid_1_AutoML_20190416_020809_model_6 heat_type_individual 9.333736264160699e+20 0.03259105528205966 0.01025724531107278
-3480 GBM_grid_1_AutoML_20190416_020809_model_6 heat_fuel_cogeneration 5.617773638527075e+20 0.019615850076924898 0.00617361372569612
-3481 GBM_grid_1_AutoML_20190416_020809_model_6 bathroom_count 4.7476359692725885e+20 0.016577548578031457 0.005217381915052503
-3482 GBM_grid_1_AutoML_20190416_020809_model_6 front_door_structure_stairway 3.325317227362019e+20 0.011611169902397727 0.0036543345100886774
-3483 GBM_grid_1_AutoML_20190416_020809_model_6 heat_type_central 5.331170363662611e+19 0.0018615103654402426 0.0005858653026781839
-3484 GBM_grid_1_AutoML_20190416_020809_model_6 room_count 2.7328288940605047e+19 0.0009542349927405495 0.00030032235287384066
-3485 GBM_grid_1_AutoML_20190416_020809_model_6 front_door_structure_corridor 1.7187760378952548e+19 0.0006001532857063303 0.00018888371126555138
-3486 GBM_grid_1_AutoML_20190416_020809_model_6 heat_fuel_gas 0.0 0.0 0.0
-3487 GBM_grid_1_AutoML_20190416_020809_model_6 front_door_structure_mixed 0.0 0.0 0.0
-3488 GBM_grid_1_AutoML_20190416_022142_model_41 supply_area 1.2536818901498953e+22 1.0 0.2686405672781128
-3489 GBM_grid_1_AutoML_20190416_022142_model_41 exclusive_use_area 8.94727098039948e+21 0.7136795267362207 0.19172327291719343
-3490 GBM_grid_1_AutoML_20190416_022142_model_41 city 8.403990498350708e+21 0.6703447313373804 0.180081788898368
-3491 GBM_grid_1_AutoML_20190416_022142_model_41 apartment_building_count_in_sites 2.724779949975696e+21 0.2173422118787973 0.058386935092599894
-3492 GBM_grid_1_AutoML_20190416_022142_model_41 total_parking_capacity_in_site 2.053158137545934e+21 0.16377026370704376 0.04399533654554637
-3493 GBM_grid_1_AutoML_20190416_022142_model_41 heat_fuel_cogeneration 1.9060306042693207e+21 0.15203462850065003 0.04084266884633177
-3494 GBM_grid_1_AutoML_20190416_022142_model_41 total_household_count_in_sites 1.8075319546066355e+21 0.1441778786794567 0.03873202711740417
-3495 GBM_grid_1_AutoML_20190416_022142_model_41 heat_fuel_gas 1.5063572479634424e+21 0.1201546628214703 0.03227841678147016
-3496 GBM_grid_1_AutoML_20190416_022142_model_41 room_count 1.2905539017565914e+21 0.1029410978890576 0.02765415493314818
-3497 GBM_grid_1_AutoML_20190416_022142_model_41 bathroom_count 1.2535298092199785e+21 0.09998786925685761 0.026860797918092007
-3498 GBM_grid_1_AutoML_20190416_022142_model_41 heat_type_district 1.2148649990441193e+21 0.09690376869836295 0.026032283394515257
-3499 GBM_grid_1_AutoML_20190416_022142_model_41 heat_type_individual 8.000748180077627e+20 0.06381800872246009 0.017144106065761232
-3500 GBM_grid_1_AutoML_20190416_022142_model_41 total_household_count_of_area_type 7.900861858779759e+20 0.06302126497045514 0.01693006837224733
-3501 GBM_grid_1_AutoML_20190416_022142_model_41 floor 7.471215639578846e+20 0.0595941897085676 0.016009416929789074
-3502 GBM_grid_1_AutoML_20190416_022142_model_41 front_door_structure_stairway 2.6528298793788716e+20 0.02116031108227693 0.005684517972924212
-3503 GBM_grid_1_AutoML_20190416_022142_model_41 front_door_structure_corridor 2.554093383360866e+20 0.020372738917489572 0.005472944139803285
-3504 GBM_grid_1_AutoML_20190416_022142_model_41 heat_type_central 1.639649441709797e+20 0.013078672146358864 0.003513461904642299
-3505 GBM_grid_1_AutoML_20190416_022142_model_41 front_door_structure_mixed 8.043115848547697e+17 6.415595464640579e-05 1.723489205047933e-05
-3506 GBM_grid_1_AutoML_20190416_020809_model_8 supply_area 1.4834911215753942e+22 1.0 0.4045771451299066
-3507 GBM_grid_1_AutoML_20190416_020809_model_8 city 1.0623079542042458e+22 0.716086492702516 0.2897122288836716
-3508 GBM_grid_1_AutoML_20190416_020809_model_8 exclusive_use_area 6.187742100123923e+21 0.4171067834604124 0.1687518716667318
-3509 GBM_grid_1_AutoML_20190416_020809_model_8 heat_type_district 2.6053951533536384e+21 0.17562593502998775 0.0710542394052029
-3510 GBM_grid_1_AutoML_20190416_020809_model_8 heat_fuel_cogeneration 9.852116062394762e+20 0.06641169548714455 0.026868654163425643
-3511 GBM_grid_1_AutoML_20190416_020809_model_8 apartment_building_count_in_sites 6.556736513555688e+20 0.044198016544869906 0.017881507354127843
-3512 GBM_grid_1_AutoML_20190416_020809_model_8 total_parking_capacity_in_site 2.7182045537822468e+20 0.018323025424618975 0.00741307731643504
-3513 GBM_grid_1_AutoML_20190416_020809_model_8 front_door_structure_corridor 1.2765249074423556e+20 0.008604870557545025 0.0034813339643839534
-3514 GBM_grid_1_AutoML_20190416_020809_model_8 total_household_count_in_sites 1.2456443757083597e+20 0.008396709340501796 0.003397116693465837
-3515 GBM_grid_1_AutoML_20190416_020809_model_8 heat_type_individual 9.837129982790966e+19 0.006631067648281184 0.0026827784183048853
-3516 GBM_grid_1_AutoML_20190416_020809_model_8 bathroom_count 6.110387657197696e+19 0.004118924318676586 0.001666422641856319
-3517 GBM_grid_1_AutoML_20190416_020809_model_8 front_door_structure_stairway 5.86184261393428e+19 0.003951383684527409 0.0015986395303989908
-3518 GBM_grid_1_AutoML_20190416_020809_model_8 floor 3.323936900464509e+19 0.002240617993678757 0.0009065028312092506
-3519 GBM_grid_1_AutoML_20190416_020809_model_8 heat_type_central 3.110154181751603e+17 2.0965101418664194e-05 8.482000879322114e-06
-3520 GBM_grid_1_AutoML_20190416_020809_model_8 total_household_count_of_area_type 0.0 0.0 0.0
-3521 GBM_grid_1_AutoML_20190416_020809_model_8 room_count 0.0 0.0 0.0
-3522 GBM_grid_1_AutoML_20190416_020809_model_8 heat_fuel_gas 0.0 0.0 0.0
-3523 GBM_grid_1_AutoML_20190416_020809_model_8 front_door_structure_mixed 0.0 0.0 0.0
-3524 GBM_grid_1_AutoML_20190416_022142_model_4 supply_area 6.018760849655494e+21 1.0 0.23752867722012636
-3525 GBM_grid_1_AutoML_20190416_022142_model_4 exclusive_use_area 4.4714098675588887e+21 0.7429120344289516 0.17646291282882184
-3526 GBM_grid_1_AutoML_20190416_022142_model_4 city 4.3653441853598026e+21 0.725289522943858 0.17227706098647105
-3527 GBM_grid_1_AutoML_20190416_022142_model_4 bathroom_count 1.6431245317722666e+21 0.27300046850446247 0.06484544016433974
-3528 GBM_grid_1_AutoML_20190416_022142_model_4 apartment_building_count_in_sites 1.3674268289585969e+21 0.22719407916612377 0.05396510909657405
-3529 GBM_grid_1_AutoML_20190416_022142_model_4 room_count 1.3083087803375461e+21 0.2173717834979989 0.051632032199259374
-3530 GBM_grid_1_AutoML_20190416_022142_model_4 heat_fuel_gas 1.1666897827239045e+21 0.1938421897574954 0.046043078922550607
-3531 GBM_grid_1_AutoML_20190416_022142_model_4 heat_fuel_cogeneration 9.448308542368446e+20 0.15698095967559925 0.03728747970049108
-3532 GBM_grid_1_AutoML_20190416_022142_model_4 total_household_count_in_sites 7.6943950375504e+20 0.1278401855423582 0.03036571016745187
-3533 GBM_grid_1_AutoML_20190416_022142_model_4 total_parking_capacity_in_site 7.55258724059613e+20 0.125484089320951 0.029806069748577673
-3534 GBM_grid_1_AutoML_20190416_022142_model_4 heat_type_individual 7.317197458134868e+20 0.12157315502166353 0.0288771106977731
-3535 GBM_grid_1_AutoML_20190416_022142_model_4 heat_type_district 5.7709509134781304e+20 0.09588270837856021 0.02277489288944253
-3536 GBM_grid_1_AutoML_20190416_022142_model_4 floor 5.409138052602161e+20 0.08987129058154508 0.021347008771900003
-3537 GBM_grid_1_AutoML_20190416_022142_model_4 front_door_structure_corridor 2.06857508497033e+20 0.03436878680914415 0.008163572468436537
-3538 GBM_grid_1_AutoML_20190416_022142_model_4 total_household_count_of_area_type 1.715631500610513e+20 0.028504729519344726 0.0067706906972474406
-3539 GBM_grid_1_AutoML_20190416_022142_model_4 front_door_structure_stairway 1.6934243564010655e+20 0.02813576413321016 0.006683050837138884
-3540 GBM_grid_1_AutoML_20190416_022142_model_4 front_door_structure_mixed 7.643539194289481e+19 0.012699523016813315 0.003016500903510215
-3541 GBM_grid_1_AutoML_20190416_022142_model_4 heat_type_central 5.457031019889479e+19 0.00906670186140031 0.002153601699887673
-3542 GBM_grid_1_AutoML_20190416_021340_model_20 exclusive_use_area 9.775805381458736e+19 1.0 0.3021158959528529
-3543 GBM_grid_1_AutoML_20190416_021340_model_20 supply_area 7.807519478846692e+19 0.7986574173883217 0.2412871012136644
-3544 GBM_grid_1_AutoML_20190416_021340_model_20 total_household_count_in_sites 3.147409868820421e+19 0.3219591374834395 0.09726897328101707
-3545 GBM_grid_1_AutoML_20190416_021340_model_20 heat_fuel_gas 2.9761266280315224e+19 0.304437998906585 0.09197555880175656
-3546 GBM_grid_1_AutoML_20190416_021340_model_20 total_parking_capacity_in_site 2.9058390278119883e+19 0.29724804396406485 0.08980335912243645
-3547 GBM_grid_1_AutoML_20190416_021340_model_20 heat_type_individual 2.4350145148541207e+19 0.24908582156028664 0.07525278614983844
-3548 GBM_grid_1_AutoML_20190416_021340_model_20 total_household_count_of_area_type 1.256085711959674e+19 0.12848923060007178 0.0388186390230334
-3549 GBM_grid_1_AutoML_20190416_021340_model_20 floor 1.0351691968790135e+19 0.10589093752238207 0.03199133546286202
-3550 GBM_grid_1_AutoML_20190416_021340_model_20 heat_type_district 3.9023951905176945e+18 0.03991891243988107 0.012060137997238153
-3551 GBM_grid_1_AutoML_20190416_021340_model_20 front_door_structure_stairway 3.5316684569339494e+18 0.03612662403889793 0.01091442738926352
-3552 GBM_grid_1_AutoML_20190416_021340_model_20 heat_fuel_cogeneration 2.078244377141969e+18 0.021259060466605313 0.0064227000999843385
-3553 GBM_grid_1_AutoML_20190416_021340_model_20 front_door_structure_corridor 6.759820852188938e+17 0.00691484802368298 0.0020890855060527974
-3554 GBM_grid_1_AutoML_20190416_021340_model_20 city 0.0 0.0 0.0
-3555 GBM_grid_1_AutoML_20190416_021340_model_20 apartment_building_count_in_sites 0.0 0.0 0.0
-3556 GBM_grid_1_AutoML_20190416_021340_model_20 room_count 0.0 0.0 0.0
-3557 GBM_grid_1_AutoML_20190416_021340_model_20 bathroom_count 0.0 0.0 0.0
-3558 GBM_grid_1_AutoML_20190416_021340_model_20 heat_type_central 0.0 0.0 0.0
-3559 GBM_grid_1_AutoML_20190416_021340_model_20 front_door_structure_mixed 0.0 0.0 0.0
-3560 GBM_grid_1_AutoML_20190416_022142_model_28 supply_area 3.876492519557571e+21 1.0 0.2116685011661419
-3561 GBM_grid_1_AutoML_20190416_022142_model_28 exclusive_use_area 3.1096556038059417e+21 0.8021827949150411 0.16979682986093333
-3562 GBM_grid_1_AutoML_20190416_022142_model_28 city 2.2895046534530356e+21 0.5906124265433484 0.12501404709652864
-3563 GBM_grid_1_AutoML_20190416_022142_model_28 apartment_building_count_in_sites 1.506534154986305e+21 0.3886333192662133 0.08226143219230207
-3564 GBM_grid_1_AutoML_20190416_022142_model_28 total_parking_capacity_in_site 1.2201443437073043e+21 0.31475472674111105 0.06662366124424954
-3565 GBM_grid_1_AutoML_20190416_022142_model_28 total_household_count_in_sites 1.1453650273820727e+21 0.2954642686922545 0.06254047890223974
-3566 GBM_grid_1_AutoML_20190416_022142_model_28 bathroom_count 8.584736276945736e+20 0.2214562838347879 0.046875319673133256
-3567 GBM_grid_1_AutoML_20190416_022142_model_28 heat_fuel_gas 8.45247188907684e+20 0.21804432348141178 0.046153115139095834
-3568 GBM_grid_1_AutoML_20190416_022142_model_28 room_count 7.238518165269822e+20 0.18672854723052484 0.03952455171721633
-3569 GBM_grid_1_AutoML_20190416_022142_model_28 heat_fuel_cogeneration 5.5908322611312145e+20 0.1442239919959733 0.030527676217985314
-3570 GBM_grid_1_AutoML_20190416_022142_model_28 total_household_count_of_area_type 5.2851240481443755e+20 0.13633778529121407 0.02885841466490255
-3571 GBM_grid_1_AutoML_20190416_022142_model_28 heat_type_district 4.1109026283623914e+20 0.10604696404345375 0.0224468019322976
-3572 GBM_grid_1_AutoML_20190416_022142_model_28 heat_type_individual 3.7039281630043596e+20 0.09554844087322252 0.02022459526839674
-3573 GBM_grid_1_AutoML_20190416_022142_model_28 floor 3.4449761102426486e+20 0.08886838018807343 0.01881063683547236
-3574 GBM_grid_1_AutoML_20190416_022142_model_28 front_door_structure_corridor 2.6178940848788472e+20 0.06753254576582109 0.01429451274218523
-3575 GBM_grid_1_AutoML_20190416_022142_model_28 front_door_structure_stairway 1.7470706722123494e+20 0.04506833596087385 0.009539547122890301
-3576 GBM_grid_1_AutoML_20190416_022142_model_28 heat_type_central 7.82275958961697e+19 0.020179994028493034 0.004271469089552814
-3577 GBM_grid_1_AutoML_20190416_022142_model_28 front_door_structure_mixed 1.0409833044155302e+19 0.0026853742117741502 0.0005684091344764442
-3578 XGBoost_grid_1_AutoML_20190416_020809_model_3 supply_area 5.3662736357737785e+20 1.0 0.291060801385347
-3579 XGBoost_grid_1_AutoML_20190416_020809_model_3 city 5.128557110786282e+20 0.9557017511364346 0.27816731757115015
-3580 XGBoost_grid_1_AutoML_20190416_020809_model_3 exclusive_use_area 4.08678092654573e+20 0.7615677477386866 0.22166251896605593
-3581 XGBoost_grid_1_AutoML_20190416_020809_model_3 heat_fuel_cogeneration 8.646950866969952e+19 0.16113510890174954 0.04690011392825839
-3582 XGBoost_grid_1_AutoML_20190416_020809_model_3 apartment_building_count_in_sites 8.639504974226653e+19 0.16099635539701468 0.046859728221975226
-3583 XGBoost_grid_1_AutoML_20190416_020809_model_3 total_parking_capacity_in_site 5.575758924284638e+19 0.10390373847346034 0.030242305387018876
-3584 XGBoost_grid_1_AutoML_20190416_020809_model_3 total_household_count_in_sites 3.4796094950645694e+19 0.06484219276236804 0.01887302058899799
-3585 XGBoost_grid_1_AutoML_20190416_020809_model_3 heat_type_individual 3.39466694416306e+19 0.06325929638646861 0.018412301501318742
-3586 XGBoost_grid_1_AutoML_20190416_020809_model_3 floor 2.367616870997033e+19 0.04412031572921531 0.012841694453519941
-3587 XGBoost_grid_1_AutoML_20190416_020809_model_3 total_household_count_of_area_type 1.872829601623415e+19 0.03490000191451971 0.010158022525590253
-3588 XGBoost_grid_1_AutoML_20190416_020809_model_3 heat_type_district 1.6272789683270844e+19 0.030324189163202116 0.008826182799202465
-3589 XGBoost_grid_1_AutoML_20190416_020809_model_3 front_door_structure_stairway 9.603395141251367e+18 0.017895835719653207 0.005208776286022781
-3590 XGBoost_grid_1_AutoML_20190416_020809_model_3 heat_fuel_gas 6.304931726179172e+18 0.011749180444597372 0.003419725875825559
-3591 XGBoost_grid_1_AutoML_20190416_020809_model_3 bathroom_count 5.766836782859551e+18 0.010746445623673481 0.003127869075270459
-3592 XGBoost_grid_1_AutoML_20190416_020809_model_3 front_door_structure_corridor 4.674793038059405e+18 0.008711432467579215 0.0025355565152279376
-3593 XGBoost_grid_1_AutoML_20190416_020809_model_3 room_count 2.311766902986244e+18 0.0043079556874905875 0.001253877034733574
-3594 XGBoost_grid_1_AutoML_20190416_020809_model_3 front_door_structure_mixed 7.435439823692759e+17 0.0013855871556987089 0.0004032901079269098
-3595 XGBoost_grid_1_AutoML_20190416_020809_model_3 heat_type_central 8.64651992713134e+16 0.00016112707837874865 4.6897776557798204e-05
-3596 GBM_grid_1_AutoML_20190416_022142_model_6 supply_area 1.5789162896723804e+21 1.0 0.20603528815014263
-3597 GBM_grid_1_AutoML_20190416_022142_model_6 exclusive_use_area 9.731450554628671e+20 0.6163373332887656 0.1269872400618413
-3598 GBM_grid_1_AutoML_20190416_022142_model_6 city 8.589531906861443e+20 0.5440143953827813 0.11208616271051697
-3599 GBM_grid_1_AutoML_20190416_022142_model_6 room_count 7.12417810391786e+20 0.45120682777907767 0.09296452877677405
-3600 GBM_grid_1_AutoML_20190416_022142_model_6 apartment_building_count_in_sites 6.031780052490781e+20 0.3820202560417154 0.0787096535327461
-3601 GBM_grid_1_AutoML_20190416_022142_model_6 bathroom_count 5.389839776355157e+20 0.34136323829260956 0.07033287316548362
-3602 GBM_grid_1_AutoML_20190416_022142_model_6 total_parking_capacity_in_site 5.2841153121965887e+20 0.33466722376352354 0.06895325788252583
-3603 GBM_grid_1_AutoML_20190416_022142_model_6 total_household_count_in_sites 3.414597219693709e+20 0.216262080645341 0.04455762010171222
-3604 GBM_grid_1_AutoML_20190416_022142_model_6 heat_fuel_gas 3.086488876216515e+20 0.19548147652950942 0.04027608234477282
-3605 GBM_grid_1_AutoML_20190416_022142_model_6 heat_fuel_cogeneration 2.6609984591248753e+20 0.16853321968557453 0.03472379048078864
-3606 GBM_grid_1_AutoML_20190416_022142_model_6 total_household_count_of_area_type 2.5835757761089818e+20 0.16362968657730834 0.03371348962387325
-3607 GBM_grid_1_AutoML_20190416_022142_model_6 floor 1.8240730779036418e+20 0.11552690220721774 0.023802618585357458
-3608 GBM_grid_1_AutoML_20190416_022142_model_6 heat_type_district 1.5136681030866646e+20 0.09586753350937594 0.019752094890847727
-3609 GBM_grid_1_AutoML_20190416_022142_model_6 heat_type_individual 1.3987241899487291e+20 0.08858760905170973 0.018252173557501198
-3610 GBM_grid_1_AutoML_20190416_022142_model_6 front_door_structure_corridor 9.181296805492346e+19 0.05814935766732404 0.011980819662732815
-3611 GBM_grid_1_AutoML_20190416_022142_model_6 front_door_structure_stairway 7.689470632832847e+19 0.04870093926530066 0.010034112054708819
-3612 GBM_grid_1_AutoML_20190416_022142_model_6 heat_type_central 3.80503898841185e+19 0.024099054606633908 0.00496525566002384
-3613 GBM_grid_1_AutoML_20190416_022142_model_6 front_door_structure_mixed 1.4352946723662332e+19 0.009090378519459394 0.001872938757650683
-3614 GBM_grid_1_AutoML_20190416_022142_model_7 supply_area 1.1177721057838713e+21 1.0 0.20363928519757266
-3615 GBM_grid_1_AutoML_20190416_022142_model_7 exclusive_use_area 8.639229128749477e+20 0.7728971839649691 0.15739223007384312
-3616 GBM_grid_1_AutoML_20190416_022142_model_7 city 6.090143185224293e+20 0.5448465884692477 0.11095216981821364
-3617 GBM_grid_1_AutoML_20190416_022142_model_7 total_parking_capacity_in_site 4.0260572742887775e+20 0.36018587809233116 0.07334799475298236
-3618 GBM_grid_1_AutoML_20190416_022142_model_7 apartment_building_count_in_sites 3.761079897806854e+20 0.33648002829425444 0.068520552445101
-3619 GBM_grid_1_AutoML_20190416_022142_model_7 heat_fuel_cogeneration 3.3432003881636096e+20 0.2990949918023844 0.060907490336811414
-3620 GBM_grid_1_AutoML_20190416_022142_model_7 bathroom_count 3.1440916746691884e+20 0.2812819946391755 0.05728006432726917
-3621 GBM_grid_1_AutoML_20190416_022142_model_7 heat_type_district 2.8662190498948474e+20 0.25642248854338917 0.05221769227555854
-3622 GBM_grid_1_AutoML_20190416_022142_model_7 room_count 2.3297302071903833e+20 0.20842622526857477 0.042443767530120816
-3623 GBM_grid_1_AutoML_20190416_022142_model_7 total_household_count_in_sites 2.097474120829213e+20 0.18764774232385198 0.03821245211576752
-3624 GBM_grid_1_AutoML_20190416_022142_model_7 heat_type_individual 1.671316256199048e+20 0.14952209377482964 0.030448572297550734
-3625 GBM_grid_1_AutoML_20190416_022142_model_7 heat_fuel_gas 1.4869102121912474e+20 0.13302445145099653 0.027089004207280137
-3626 GBM_grid_1_AutoML_20190416_022142_model_7 front_door_structure_stairway 1.2745850170872378e+20 0.11402905927710522 0.023220796122941346
-3627 GBM_grid_1_AutoML_20190416_022142_model_7 total_household_count_of_area_type 1.1943906851600466e+20 0.10685457965713362 0.021759790221465777
-3628 GBM_grid_1_AutoML_20190416_022142_model_7 floor 7.982032205188694e+19 0.0714101932217306 0.014541920703493767
-3629 GBM_grid_1_AutoML_20190416_022142_model_7 front_door_structure_corridor 7.573020036921138e+19 0.06775102006692438 0.01379676929783488
-3630 GBM_grid_1_AutoML_20190416_022142_model_7 heat_type_central 2.139024665242868e+19 0.019136500671063112 0.0038969433178381615
-3631 GBM_grid_1_AutoML_20190416_022142_model_7 front_door_structure_mixed 1.82511329836689e+18 0.0016328134231681998 0.0003325049583549739
-3632 GBM_grid_1_AutoML_20190416_020809_model_12 supply_area 1.295473802874517e+21 1.0 0.35971452031320317
-3633 GBM_grid_1_AutoML_20190416_020809_model_12 exclusive_use_area 5.5630264037131315e+20 0.42942021609154696 0.15446868704416286
-3634 GBM_grid_1_AutoML_20190416_020809_model_12 city 5.0762858002362296e+20 0.39184781575455235 0.1409533490799252
-3635 GBM_grid_1_AutoML_20190416_020809_model_12 apartment_building_count_in_sites 2.087310763107633e+20 0.16112334795779854 0.057958407821896825
-3636 GBM_grid_1_AutoML_20190416_020809_model_12 heat_fuel_gas 1.971062301413574e+20 0.15214991588714483 0.05473053400903851
-3637 GBM_grid_1_AutoML_20190416_020809_model_12 heat_fuel_cogeneration 1.880856432330366e+20 0.14518675932751 0.05222578548732373
-3638 GBM_grid_1_AutoML_20190416_020809_model_12 room_count 1.657565675821151e+20 0.12795053610062906 0.04602566571725497
-3639 GBM_grid_1_AutoML_20190416_020809_model_12 bathroom_count 1.471723229822824e+20 0.11360501667862588 0.040865374079725354
-3640 GBM_grid_1_AutoML_20190416_020809_model_12 heat_type_individual 1.3394676380469507e+20 0.10339596486434663 0.03719302990349926
-3641 GBM_grid_1_AutoML_20190416_020809_model_12 heat_type_district 6.366503497725326e+19 0.049144208733505376 0.017677885470744815
-3642 GBM_grid_1_AutoML_20190416_020809_model_12 total_parking_capacity_in_site 6.343840364053607e+19 0.04896926784607537 0.01761495669333977
-3643 GBM_grid_1_AutoML_20190416_020809_model_12 total_household_count_in_sites 2.8739571488483443e+19 0.022184602594597765 0.007980123680654778
-3644 GBM_grid_1_AutoML_20190416_020809_model_12 front_door_structure_corridor 2.3950466074774864e+19 0.018487804247088097 0.006650331636385696
-3645 GBM_grid_1_AutoML_20190416_020809_model_12 total_household_count_of_area_type 1.202526081645124e+19 0.009282519484198353 0.0033390570435563724
-3646 GBM_grid_1_AutoML_20190416_020809_model_12 floor 5.712883197528769e+18 0.004409879369889608 0.0015862976421789309
-3647 GBM_grid_1_AutoML_20190416_020809_model_12 front_door_structure_stairway 3.6589963014769213e+18 0.002824446386610059 0.0010159943771097973
-3648 GBM_grid_1_AutoML_20190416_020809_model_12 heat_type_central 0.0 0.0 0.0
-3649 GBM_grid_1_AutoML_20190416_020809_model_12 front_door_structure_mixed 0.0 0.0 0.0
-3650 GBM_grid_1_AutoML_20190416_015849_model_14 supply_area 9.754002505684589e+19 1.0 0.39374702786906185
-3651 GBM_grid_1_AutoML_20190416_015849_model_14 city 5.797444657700091e+19 0.5943657133901048 0.23402973311462844
-3652 GBM_grid_1_AutoML_20190416_015849_model_14 exclusive_use_area 5.290487553825597e+19 0.5423914491248413 0.2135650210344997
-3653 GBM_grid_1_AutoML_20190416_015849_model_14 heat_type_individual 1.7658876922198753e+19 0.18104236606364657 0.07128489355594354
-3654 GBM_grid_1_AutoML_20190416_015849_model_14 apartment_building_count_in_sites 1.5402566911816368e+19 0.15791022098712626 0.06217668018382772
-3655 GBM_grid_1_AutoML_20190416_015849_model_14 total_household_count_of_area_type 6.241777427547161e+18 0.06399196046863306 0.025196644242038765
-3656 GBM_grid_1_AutoML_20190416_015849_model_14 floor 0.0 0.0 0.0
-3657 GBM_grid_1_AutoML_20190416_015849_model_14 total_parking_capacity_in_site 0.0 0.0 0.0
-3658 GBM_grid_1_AutoML_20190416_015849_model_14 total_household_count_in_sites 0.0 0.0 0.0
-3659 GBM_grid_1_AutoML_20190416_015849_model_14 room_count 0.0 0.0 0.0
-3660 GBM_grid_1_AutoML_20190416_015849_model_14 bathroom_count 0.0 0.0 0.0
-3661 GBM_grid_1_AutoML_20190416_015849_model_14 heat_fuel_cogeneration 0.0 0.0 0.0
-3662 GBM_grid_1_AutoML_20190416_015849_model_14 heat_fuel_gas 0.0 0.0 0.0
-3663 GBM_grid_1_AutoML_20190416_015849_model_14 heat_type_central 0.0 0.0 0.0
-3664 GBM_grid_1_AutoML_20190416_015849_model_14 heat_type_district 0.0 0.0 0.0
-3665 GBM_grid_1_AutoML_20190416_015849_model_14 front_door_structure_corridor 0.0 0.0 0.0
-3666 GBM_grid_1_AutoML_20190416_015849_model_14 front_door_structure_mixed 0.0 0.0 0.0
-3667 GBM_grid_1_AutoML_20190416_015849_model_14 front_door_structure_stairway 0.0 0.0 0.0
-3668 GBM_grid_1_AutoML_20190416_020809_model_14 supply_area 9.722319858227898e+19 1.0 0.31571231746720185
-3669 GBM_grid_1_AutoML_20190416_020809_model_14 city 8.526192824305268e+19 0.8769710263224512 0.2768705550718515
-3670 GBM_grid_1_AutoML_20190416_020809_model_14 exclusive_use_area 6.72710988648237e+19 0.6919243539173715 0.21844904128724973
-3671 GBM_grid_1_AutoML_20190416_020809_model_14 heat_type_district 2.6720617451235574e+19 0.27483787656525405 0.08676970293818112
-3672 GBM_grid_1_AutoML_20190416_020809_model_14 apartment_building_count_in_sites 1.6793802064185524e+19 0.17273451510621823 0.05453441407075754
-3673 GBM_grid_1_AutoML_20190416_020809_model_14 floor 9.535666324491993e+18 0.09808015436173968 0.03096511283108572
-3674 GBM_grid_1_AutoML_20190416_020809_model_14 total_household_count_in_sites 4.624045078879404e+18 0.04756112889009841 0.015015634223249256
-3675 GBM_grid_1_AutoML_20190416_020809_model_14 heat_fuel_cogeneration 5.18346065217323e+17 0.005331505985977741 0.0016832221104232914
-3676 GBM_grid_1_AutoML_20190416_020809_model_14 total_parking_capacity_in_site 0.0 0.0 0.0
-3677 GBM_grid_1_AutoML_20190416_020809_model_14 total_household_count_of_area_type 0.0 0.0 0.0
-3678 GBM_grid_1_AutoML_20190416_020809_model_14 room_count 0.0 0.0 0.0
-3679 GBM_grid_1_AutoML_20190416_020809_model_14 bathroom_count 0.0 0.0 0.0
-3680 GBM_grid_1_AutoML_20190416_020809_model_14 heat_fuel_gas 0.0 0.0 0.0
-3681 GBM_grid_1_AutoML_20190416_020809_model_14 heat_type_central 0.0 0.0 0.0
-3682 GBM_grid_1_AutoML_20190416_020809_model_14 heat_type_individual 0.0 0.0 0.0
-3683 GBM_grid_1_AutoML_20190416_020809_model_14 front_door_structure_corridor 0.0 0.0 0.0
-3684 GBM_grid_1_AutoML_20190416_020809_model_14 front_door_structure_mixed 0.0 0.0 0.0
-3685 GBM_grid_1_AutoML_20190416_020809_model_14 front_door_structure_stairway 0.0 0.0 0.0
-3686 GLM_grid_1_AutoML_20190416_020809_model_1 supply_area 0.041753189335542236 1.0 0.11103906092369716
-3687 GLM_grid_1_AutoML_20190416_020809_model_1 exclusive_use_area 0.04163643564710599 0.9972037180801214 0.11072856440523593
-3688 GLM_grid_1_AutoML_20190416_020809_model_1 city 0.0337402559954679 0.8080881133251931 0.08972934524723161
-3689 GLM_grid_1_AutoML_20190416_020809_model_1 room_count 0.03137101905102529 0.7513442577743596 0.08342856081367714
-3690 GLM_grid_1_AutoML_20190416_020809_model_1 bathroom_count 0.027381345783815753 0.6557905209053693 0.0728183636039944
-3691 GLM_grid_1_AutoML_20190416_020809_model_1 total_parking_capacity_in_site 0.024397458924032233 0.5843256362517915 0.06488296992304078
-3692 GLM_grid_1_AutoML_20190416_020809_model_1 apartment_building_count_in_sites 0.024300519747340665 0.5820039171631601 0.06462516841571053
-3693 GLM_grid_1_AutoML_20190416_020809_model_1 heat_fuel_cogeneration 0.02282164565148151 0.5465844888657325 0.06069222835910995
-3694 GLM_grid_1_AutoML_20190416_020809_model_1 heat_fuel_gas 0.02282164564925166 0.5465844888123271 0.060692228353179854
-3695 GLM_grid_1_AutoML_20190416_020809_model_1 heat_type_district 0.022393722813799033 0.5363356229828524 0.05955420391594201
-3696 GLM_grid_1_AutoML_20190416_020809_model_1 heat_type_individual 0.0210570895604752 0.504322900731093 0.05599954129949551
-3697 GLM_grid_1_AutoML_20190416_020809_model_1 total_household_count_in_sites 0.0174048868611846 0.4168516738042035 0.04628681840369009
-3698 GLM_grid_1_AutoML_20190416_020809_model_1 front_door_structure_corridor 0.015736058954374292 0.37688280116553957 0.04184871231971399
-3699 GLM_grid_1_AutoML_20190416_020809_model_1 front_door_structure_stairway 0.014417769306997117 0.34530941315958463 0.03834283296535323
-3700 GLM_grid_1_AutoML_20190416_020809_model_1 floor 0.007399192749982091 0.17721263615384603 0.01967752470233589
-3701 GLM_grid_1_AutoML_20190416_020809_model_1 front_door_structure_mixed 0.0035210411863724443 0.08432987377505967 0.009363909991796543
-3702 GLM_grid_1_AutoML_20190416_020809_model_1 total_household_count_of_area_type 0.0027857741671791043 0.06672003292471182 0.007408529800758156
-3703 GLM_grid_1_AutoML_20190416_020809_model_1 heat_type_central 0.0010834850824724893 0.02594975616749298 0.002881436556037339
-3704 GLM_grid_1_AutoML_20190416_022142_model_1 supply_area 0.041753189335542236 1.0 0.11103906092369716
-3705 GLM_grid_1_AutoML_20190416_022142_model_1 exclusive_use_area 0.04163643564710599 0.9972037180801214 0.11072856440523593
-3706 GLM_grid_1_AutoML_20190416_022142_model_1 city 0.0337402559954679 0.8080881133251931 0.08972934524723161
-3707 GLM_grid_1_AutoML_20190416_022142_model_1 room_count 0.03137101905102529 0.7513442577743596 0.08342856081367714
-3708 GLM_grid_1_AutoML_20190416_022142_model_1 bathroom_count 0.027381345783815753 0.6557905209053693 0.0728183636039944
-3709 GLM_grid_1_AutoML_20190416_022142_model_1 total_parking_capacity_in_site 0.024397458924032233 0.5843256362517915 0.06488296992304078
-3710 GLM_grid_1_AutoML_20190416_022142_model_1 apartment_building_count_in_sites 0.024300519747340665 0.5820039171631601 0.06462516841571053
-3711 GLM_grid_1_AutoML_20190416_022142_model_1 heat_fuel_cogeneration 0.02282164565148151 0.5465844888657325 0.06069222835910995
-3712 GLM_grid_1_AutoML_20190416_022142_model_1 heat_fuel_gas 0.02282164564925166 0.5465844888123271 0.060692228353179854
-3713 GLM_grid_1_AutoML_20190416_022142_model_1 heat_type_district 0.022393722813799033 0.5363356229828524 0.05955420391594201
-3714 GLM_grid_1_AutoML_20190416_022142_model_1 heat_type_individual 0.0210570895604752 0.504322900731093 0.05599954129949551
-3715 GLM_grid_1_AutoML_20190416_022142_model_1 total_household_count_in_sites 0.0174048868611846 0.4168516738042035 0.04628681840369009
-3716 GLM_grid_1_AutoML_20190416_022142_model_1 front_door_structure_corridor 0.015736058954374292 0.37688280116553957 0.04184871231971399
-3717 GLM_grid_1_AutoML_20190416_022142_model_1 front_door_structure_stairway 0.014417769306997117 0.34530941315958463 0.03834283296535323
-3718 GLM_grid_1_AutoML_20190416_022142_model_1 floor 0.007399192749982091 0.17721263615384603 0.01967752470233589
-3719 GLM_grid_1_AutoML_20190416_022142_model_1 front_door_structure_mixed 0.0035210411863724443 0.08432987377505967 0.009363909991796543
-3720 GLM_grid_1_AutoML_20190416_022142_model_1 total_household_count_of_area_type 0.0027857741671791043 0.06672003292471182 0.007408529800758156
-3721 GLM_grid_1_AutoML_20190416_022142_model_1 heat_type_central 0.0010834850824724893 0.02594975616749298 0.002881436556037339
-3722 GLM_grid_1_AutoML_20190416_021340_model_1 supply_area 0.041753189335542236 1.0 0.11103906092369716
-3723 GLM_grid_1_AutoML_20190416_021340_model_1 exclusive_use_area 0.04163643564710599 0.9972037180801214 0.11072856440523593
-3724 GLM_grid_1_AutoML_20190416_021340_model_1 city 0.0337402559954679 0.8080881133251931 0.08972934524723161
-3725 GLM_grid_1_AutoML_20190416_021340_model_1 room_count 0.03137101905102529 0.7513442577743596 0.08342856081367714
-3726 GLM_grid_1_AutoML_20190416_021340_model_1 bathroom_count 0.027381345783815753 0.6557905209053693 0.0728183636039944
-3727 GLM_grid_1_AutoML_20190416_021340_model_1 total_parking_capacity_in_site 0.024397458924032233 0.5843256362517915 0.06488296992304078
-3728 GLM_grid_1_AutoML_20190416_021340_model_1 apartment_building_count_in_sites 0.024300519747340665 0.5820039171631601 0.06462516841571053
-3729 GLM_grid_1_AutoML_20190416_021340_model_1 heat_fuel_cogeneration 0.02282164565148151 0.5465844888657325 0.06069222835910995
-3730 GLM_grid_1_AutoML_20190416_021340_model_1 heat_fuel_gas 0.02282164564925166 0.5465844888123271 0.060692228353179854
-3731 GLM_grid_1_AutoML_20190416_021340_model_1 heat_type_district 0.022393722813799033 0.5363356229828524 0.05955420391594201
-3732 GLM_grid_1_AutoML_20190416_021340_model_1 heat_type_individual 0.0210570895604752 0.504322900731093 0.05599954129949551
-3733 GLM_grid_1_AutoML_20190416_021340_model_1 total_household_count_in_sites 0.0174048868611846 0.4168516738042035 0.04628681840369009
-3734 GLM_grid_1_AutoML_20190416_021340_model_1 front_door_structure_corridor 0.015736058954374292 0.37688280116553957 0.04184871231971399
-3735 GLM_grid_1_AutoML_20190416_021340_model_1 front_door_structure_stairway 0.014417769306997117 0.34530941315958463 0.03834283296535323
-3736 GLM_grid_1_AutoML_20190416_021340_model_1 floor 0.007399192749982091 0.17721263615384603 0.01967752470233589
-3737 GLM_grid_1_AutoML_20190416_021340_model_1 front_door_structure_mixed 0.0035210411863724443 0.08432987377505967 0.009363909991796543
-3738 GLM_grid_1_AutoML_20190416_021340_model_1 total_household_count_of_area_type 0.0027857741671791043 0.06672003292471182 0.007408529800758156
-3739 GLM_grid_1_AutoML_20190416_021340_model_1 heat_type_central 0.0010834850824724893 0.02594975616749298 0.002881436556037339
-3740 GLM_grid_1_AutoML_20190416_015849_model_1 supply_area 0.041753189335542236 1.0 0.11103906092369716
-3741 GLM_grid_1_AutoML_20190416_015849_model_1 exclusive_use_area 0.04163643564710599 0.9972037180801214 0.11072856440523593
-3742 GLM_grid_1_AutoML_20190416_015849_model_1 city 0.0337402559954679 0.8080881133251931 0.08972934524723161
-3743 GLM_grid_1_AutoML_20190416_015849_model_1 room_count 0.03137101905102529 0.7513442577743596 0.08342856081367714
-3744 GLM_grid_1_AutoML_20190416_015849_model_1 bathroom_count 0.027381345783815753 0.6557905209053693 0.0728183636039944
-3745 GLM_grid_1_AutoML_20190416_015849_model_1 total_parking_capacity_in_site 0.024397458924032233 0.5843256362517915 0.06488296992304078
-3746 GLM_grid_1_AutoML_20190416_015849_model_1 apartment_building_count_in_sites 0.024300519747340665 0.5820039171631601 0.06462516841571053
-3747 GLM_grid_1_AutoML_20190416_015849_model_1 heat_fuel_cogeneration 0.02282164565148151 0.5465844888657325 0.06069222835910995
-3748 GLM_grid_1_AutoML_20190416_015849_model_1 heat_fuel_gas 0.02282164564925166 0.5465844888123271 0.060692228353179854
-3749 GLM_grid_1_AutoML_20190416_015849_model_1 heat_type_district 0.022393722813799033 0.5363356229828524 0.05955420391594201
-3750 GLM_grid_1_AutoML_20190416_015849_model_1 heat_type_individual 0.0210570895604752 0.504322900731093 0.05599954129949551
-3751 GLM_grid_1_AutoML_20190416_015849_model_1 total_household_count_in_sites 0.0174048868611846 0.4168516738042035 0.04628681840369009
-3752 GLM_grid_1_AutoML_20190416_015849_model_1 front_door_structure_corridor 0.015736058954374292 0.37688280116553957 0.04184871231971399
-3753 GLM_grid_1_AutoML_20190416_015849_model_1 front_door_structure_stairway 0.014417769306997117 0.34530941315958463 0.03834283296535323
-3754 GLM_grid_1_AutoML_20190416_015849_model_1 floor 0.007399192749982091 0.17721263615384603 0.01967752470233589
-3755 GLM_grid_1_AutoML_20190416_015849_model_1 front_door_structure_mixed 0.0035210411863724443 0.08432987377505967 0.009363909991796543
-3756 GLM_grid_1_AutoML_20190416_015849_model_1 total_household_count_of_area_type 0.0027857741671791043 0.06672003292471182 0.007408529800758156
-3757 GLM_grid_1_AutoML_20190416_015849_model_1 heat_type_central 0.0010834850824724893 0.02594975616749298 0.002881436556037339
-3758 XGBoost_grid_1_AutoML_20190416_015849_model_2 supply_area 4.933924201265281e+20 1.0 0.2917664813628233
-3759 XGBoost_grid_1_AutoML_20190416_015849_model_2 city 4.318859155905991e+20 0.8753395836114467 0.2553947503079107
-3760 XGBoost_grid_1_AutoML_20190416_015849_model_2 exclusive_use_area 4.080034675041417e+20 0.8269350133095097 0.24127191914903512
-3761 XGBoost_grid_1_AutoML_20190416_015849_model_2 apartment_building_count_in_sites 8.116474329768028e+19 0.16450342564416773 0.04799658567232965
-3762 XGBoost_grid_1_AutoML_20190416_015849_model_2 heat_fuel_cogeneration 6.831497080618772e+19 0.13845970878245084 0.04039790204197689
-3763 XGBoost_grid_1_AutoML_20190416_015849_model_2 total_parking_capacity_in_site 6.3661424181067645e+19 0.1290279736456875 0.037646037867977336
-3764 XGBoost_grid_1_AutoML_20190416_015849_model_2 total_household_count_in_sites 3.721253123742761e+19 0.07542177325684216 0.022005545401293524
-3765 XGBoost_grid_1_AutoML_20190416_015849_model_2 bathroom_count 2.4492344987361477e+19 0.04964069975189431 0.014483492298998578
-3766 XGBoost_grid_1_AutoML_20190416_015849_model_2 total_household_count_of_area_type 1.866385803777671e+19 0.037827614037910136 0.011036829846191983
-3767 XGBoost_grid_1_AutoML_20190416_015849_model_2 heat_type_individual 1.7386246417021927e+19 0.035238170891566 0.010281317130694075
-3768 XGBoost_grid_1_AutoML_20190416_015849_model_2 heat_fuel_gas 1.1003572621689225e+19 0.022301867991541928 0.006506937551710364
-3769 XGBoost_grid_1_AutoML_20190416_015849_model_2 floor 1.058001105585596e+19 0.021443400069143272 0.006256465386629255
-3770 XGBoost_grid_1_AutoML_20190416_015849_model_2 heat_type_district 1.0114161173306802e+19 0.02049922285128149 0.005980986121990783
-3771 XGBoost_grid_1_AutoML_20190416_015849_model_2 front_door_structure_corridor 5.191425514404839e+18 0.010521899613037271 0.003069937627348737
-3772 XGBoost_grid_1_AutoML_20190416_015849_model_2 room_count 3.9228153204687503e+18 0.007950700417048895 0.0023197478850522876
-3773 XGBoost_grid_1_AutoML_20190416_015849_model_2 heat_type_central 3.12812047662737e+18 0.006340025401738394 0.0018498069032161315
-3774 XGBoost_grid_1_AutoML_20190416_015849_model_2 front_door_structure_stairway 2.1244616612207657e+18 0.004305825494189712 0.0012562955538020718
-3775 XGBoost_grid_1_AutoML_20190416_015849_model_2 front_door_structure_mixed 8.099496743235748e+17 0.0016415932658954654 0.00047896189101922555
-3776 GBM_grid_1_AutoML_20190416_015849_model_4 total_household_count_in_sites 1.3056054067002868e+20 1.0 0.19320784828412976
-3777 GBM_grid_1_AutoML_20190416_015849_model_4 supply_area 1.0296593022196698e+20 0.7886450967003671 0.15237242219330738
-3778 GBM_grid_1_AutoML_20190416_015849_model_4 exclusive_use_area 8.673413912827265e+19 0.6643212312323339 0.12835207565586304
-3779 GBM_grid_1_AutoML_20190416_015849_model_4 floor 8.23772231481405e+19 0.6309503830589674 0.12190456588487054
-3780 GBM_grid_1_AutoML_20190416_015849_model_4 city 5.286245637965637e+19 0.40488846100337433 0.07822762834553473
-3781 GBM_grid_1_AutoML_20190416_015849_model_4 apartment_building_count_in_sites 4.382566706798867e+19 0.3356731432259551 0.0648546857294573
-3782 GBM_grid_1_AutoML_20190416_015849_model_4 total_parking_capacity_in_site 3.908273014753041e+19 0.2993456518099591 0.057835929279412515
-3783 GBM_grid_1_AutoML_20190416_015849_model_4 total_household_count_of_area_type 2.9949073861455643e+19 0.2293884025583751 0.044319639679637424
-3784 GBM_grid_1_AutoML_20190416_015849_model_4 heat_fuel_cogeneration 1.8354990927883272e+19 0.14058605175565747 0.027162328558471883
-3785 GBM_grid_1_AutoML_20190416_015849_model_4 room_count 1.7989867305554674e+19 0.13778946696476424 0.02662200642847928
-3786 GBM_grid_1_AutoML_20190416_015849_model_4 front_door_structure_stairway 1.7588279479602512e+19 0.13471359255515136 0.026027723352205757
-3787 GBM_grid_1_AutoML_20190416_015849_model_4 bathroom_count 9.255008284920775e+18 0.07088671843287904 0.013695870340339518
-3788 GBM_grid_1_AutoML_20190416_015849_model_4 heat_fuel_gas 8.828955775494783e+18 0.06762346211332401 0.013065383608438704
-3789 GBM_grid_1_AutoML_20190416_015849_model_4 heat_type_central 8.757136775480082e+18 0.06707338013873866 0.012959103453749182
-3790 GBM_grid_1_AutoML_20190416_015849_model_4 front_door_structure_corridor 8.315631729637327e+18 0.06369176848504161 0.012305749542405839
-3791 GBM_grid_1_AutoML_20190416_015849_model_4 heat_type_individual 6.827814926128513e+18 0.05229616001196522 0.010104028549434351
-3792 GBM_grid_1_AutoML_20190416_015849_model_4 front_door_structure_mixed 5.869667508335673e+18 0.04495743873465061 0.008686130002287434
-3793 GBM_grid_1_AutoML_20190416_015849_model_4 heat_type_district 5.606631891378635e+18 0.04294277476644738 0.008296881111975322
-3794 XGBoost_grid_1_AutoML_20190416_021340_model_2 supply_area 4.975218339567339e+20 1.0 0.27265847257280296
-3795 XGBoost_grid_1_AutoML_20190416_021340_model_2 exclusive_use_area 4.535151916728598e+20 0.9115483195302319 0.24854137247941835
-3796 XGBoost_grid_1_AutoML_20190416_021340_model_2 city 4.4973164022028724e+20 0.9039435247366397 0.24646786074676794
-3797 XGBoost_grid_1_AutoML_20190416_021340_model_2 apartment_building_count_in_sites 1.1001703671824332e+20 0.22113006748526087 0.06029298644045207
-3798 XGBoost_grid_1_AutoML_20190416_021340_model_2 total_parking_capacity_in_site 8.64608269258866e+19 0.17378298001169837 0.04738340188913963
-3799 XGBoost_grid_1_AutoML_20190416_021340_model_2 heat_fuel_cogeneration 6.948710297795507e+19 0.13966643920997826 0.03808123798467491
-3800 XGBoost_grid_1_AutoML_20190416_021340_model_2 total_household_count_in_sites 4.795363394089229e+19 0.09638498386999934 0.026280182480948273
-3801 XGBoost_grid_1_AutoML_20190416_021340_model_2 total_household_count_of_area_type 3.7283027524954096e+19 0.0749374700371368 0.02043233611879591
-3802 XGBoost_grid_1_AutoML_20190416_021340_model_2 heat_type_individual 3.041983416293445e+19 0.061142711910769844 0.016671078438549432
-3803 XGBoost_grid_1_AutoML_20190416_021340_model_2 floor 1.9605022398966923e+19 0.039405350802497324 0.010744202761004396
-3804 XGBoost_grid_1_AutoML_20190416_021340_model_2 bathroom_count 9.058068709955863e+18 0.01820637425682022 0.004964122195953402
-3805 XGBoost_grid_1_AutoML_20190416_021340_model_2 front_door_structure_corridor 6.729286589651878e+18 0.013525610597096083 0.0036878723260187355
-3806 XGBoost_grid_1_AutoML_20190416_021340_model_2 front_door_structure_stairway 3.1249772477614653e+18 0.006281085641827779 0.001712591217199726
-3807 XGBoost_grid_1_AutoML_20190416_021340_model_2 heat_type_central 1.8678899356844687e+18 0.0037543878644065833 0.0010236656605549666
-3808 XGBoost_grid_1_AutoML_20190416_021340_model_2 room_count 9.728950298172457e+17 0.0019554820782033294 0.0005331787565864102
-3809 XGBoost_grid_1_AutoML_20190416_021340_model_2 heat_type_district 8.698297647670231e+17 0.0017483248078770074 0.000476695571676884
-3810 XGBoost_grid_1_AutoML_20190416_021340_model_2 front_door_structure_mixed 8.894052636295168e+16 0.00017876708174919263 4.874235945603226e-05
-3811 XGBoost_grid_1_AutoML_20190416_021340_model_13 city 1.5938508241710665e+20 1.0 0.5436907761741018
-3812 XGBoost_grid_1_AutoML_20190416_021340_model_13 supply_area 8.691876032471577e+19 0.545338114499647 0.29649530274963426
-3813 XGBoost_grid_1_AutoML_20190416_021340_model_13 exclusive_use_area 4.409797651577019e+19 0.2766756828620066 0.150426016763744
-3814 XGBoost_grid_1_AutoML_20190416_021340_model_13 bathroom_count 1.9094499633859133e+18 0.011980104627288343 0.0065134723834573485
-3815 XGBoost_grid_1_AutoML_20190416_021340_model_13 total_household_count_in_sites 3.9575271774355456e+17 0.0024829972274813014 0.0013499826898474517
-3816 XGBoost_grid_1_AutoML_20190416_021340_model_13 total_parking_capacity_in_site 3.4796306331756134e+17 0.0021831595406585857 0.001186963705172562
-3817 XGBoost_grid_1_AutoML_20190416_021340_model_13 total_household_count_of_area_type 9.89352073185198e+16 0.0006207306594704323 0.0003374855340425414
-3818 XGBoost_grid_1_AutoML_20190416_022142_model_19 city 6.601075859262034e+20 1.0 0.28864495123773165
-3819 XGBoost_grid_1_AutoML_20190416_022142_model_19 supply_area 5.70130450445945e+20 0.8636932260761545 0.24930068912511072
-3820 XGBoost_grid_1_AutoML_20190416_022142_model_19 exclusive_use_area 5.6597169284941716e+20 0.8573931051789031 0.24748219103593178
-3821 XGBoost_grid_1_AutoML_20190416_022142_model_19 apartment_building_count_in_sites 1.3204327168250321e+20 0.2000329559873668 0.05773850282691281
-3822 XGBoost_grid_1_AutoML_20190416_022142_model_19 total_parking_capacity_in_site 8.161887678432385e+19 0.12364480961054797 0.03568945004083523
-3823 XGBoost_grid_1_AutoML_20190416_022142_model_19 total_household_count_in_sites 6.161707142521815e+19 0.09334398322170867 0.02694326948536574
-3824 XGBoost_grid_1_AutoML_20190416_022142_model_19 heat_fuel_cogeneration 6.1484149265513054e+19 0.09314261883423751 0.02688514667156311
-3825 XGBoost_grid_1_AutoML_20190416_022142_model_19 heat_type_individual 3.967835758652922e+19 0.06010892532140216 0.017350137818348578
-3826 XGBoost_grid_1_AutoML_20190416_022142_model_19 bathroom_count 3.126072306367149e+19 0.04735701229642629 0.013669362505066623
-3827 XGBoost_grid_1_AutoML_20190416_022142_model_19 total_household_count_of_area_type 3.0431176724886585e+19 0.04610032875502908 0.013306627145538766
-3828 XGBoost_grid_1_AutoML_20190416_022142_model_19 floor 1.785504079171027e+19 0.027048682930461535 0.0078074657655079335
-3829 XGBoost_grid_1_AutoML_20190416_022142_model_19 heat_fuel_gas 1.3534768235597005e+19 0.02050388228247103 0.00591834210160804
-3830 XGBoost_grid_1_AutoML_20190416_022142_model_19 room_count 6.916839084094652e+18 0.01047835115300117 0.0030245231576098517
-3831 XGBoost_grid_1_AutoML_20190416_022142_model_19 heat_type_district 4.417273121183105e+18 0.006691747247511458 0.0019315390579531695
-3832 XGBoost_grid_1_AutoML_20190416_022142_model_19 front_door_structure_stairway 4.331478228867744e+18 0.006561776172879765 0.001894023563453789
-3833 XGBoost_grid_1_AutoML_20190416_022142_model_19 front_door_structure_corridor 4.198788615871922e+18 0.0063607640714817126 0.0018360024352475541
-3834 XGBoost_grid_1_AutoML_20190416_022142_model_19 heat_type_central 1.1670129830673777e+18 0.0017679133037532516 0.0005102992493543943
-3835 XGBoost_grid_1_AutoML_20190416_022142_model_19 front_door_structure_mixed 1.5431391433772237e+17 0.00023377085436944797 6.747677686027217e-05
diff --git a/DS/result/1000/leaderboard.csv b/DS/result/1000/leaderboard.csv
deleted file mode 100644
index bd8051b..0000000
--- a/DS/result/1000/leaderboard.csv
+++ /dev/null
@@ -1,217 +0,0 @@
- model_id mean_residual_deviance rmse mse mae rmsle system_date runtime
-0 GBM_1_AutoML_20190416_015849 25146739460939084 158577235.00218776 25146739460939084 96028946.2887346 0.3325625379269681 2019-04-16 1000
-1 XGBoost_grid_1_AutoML_20190416_021340_model_7 25287291314391604 159019782.77683443 25287291314391604 94756821.10638298 0.3265109694820456 2019-04-16 1000
-2 XGBoost_1_AutoML_20190416_015849 25430683883193010 159470009.35346118 25430683883193010 94624321.24165732 0.3254745865205184 2019-04-16 1000
-3 XGBoost_1_AutoML_20190416_021340 25444619375119092 159513696.5126164 25444619375119092 94909111.0844345 0.3247477245623427 2019-04-16 1000
-4 XGBoost_grid_1_AutoML_20190416_022142_model_9 25445077879451860 159515133.70038548 25445077879451860 93976353.33303472 0.32974511411594026 2019-04-16 1000
-5 XGBoost_grid_1_AutoML_20190416_022142_model_3 25605051932525788 160015786.51034963 25605051932525788 93655971.06203808 0.3230117653534213 2019-04-16 1000
-6 XGBoost_grid_1_AutoML_20190416_020809_model_4 25650591781436650 160158021.2834707 25650591781436650 94959937.13863382 0.3256110044640297 2019-04-16 1000
-7 XGBoost_grid_1_AutoML_20190416_022142_model_14 25668110357786624 160212703.48441982 25668110357786624 95048095.65778276 0.32606671705433715 2019-04-16 1000
-8 XGBoost_grid_1_AutoML_20190416_022142_model_16 25781216032985580 160565301.4601398 25781216032985580 93900215.69540872 0.3268410911874458 2019-04-16 1000
-9 XGBoost_1_AutoML_20190416_022142 25937422774155144 161050994.32836527 25937422774155144 94928749.03740202 0.3254774090437719 2019-04-16 1000
-10 GBM_1_AutoML_20190416_020809 25964562050560844 161135229.07967967 25964562050560844 97608203.53054428 0.334991125349722 2019-04-16 1000
-11 GBM_grid_1_AutoML_20190416_021340_model_9 25998652512830424 161240976.53149593 25998652512830424 95539592.52258098 0.32993690143952065 2019-04-16 1000
-12 XGBoost_1_AutoML_20190416_020809 26088676862485030 161519896.18150768 26088676862485030 95505214.75117579 0.3253468369950239 2019-04-16 1000
-13 XGBoost_grid_1_AutoML_20190416_022142_model_6 26096871388238400 161545261.11352938 26096871388238400 95137034.78701007 0.3340204303048377 2019-04-16 1000
-14 XGBoost_grid_1_AutoML_20190416_021340_model_6 26163254415399372 161750593.24589622 26163254415399372 94258641.51847704 0.32168225280342155 2019-04-16 1000
-15 GBM_1_AutoML_20190416_022142 26185054804729228 161817968.1145738 26185054804729228 96979410.08741993 0.3323503737004983 2019-04-16 1000
-16 XGBoost_2_AutoML_20190416_021340 26203618972139588 161875319.21864924 26203618972139588 95122340.0206047 0.325948763409034 2019-04-16 1000
-17 XGBoost_grid_1_AutoML_20190416_020809_model_7 26209289749989464 161892834.15268713 26209289749989464 94906747.54580069 0.3272081282103748 2019-04-16 1000
-18 XGBoost_grid_1_AutoML_20190416_021340_model_8 26235333407713864 161973249.04969296 26235333407713864 95147860.00985442 0.32372215750963346 2019-04-16 1000
-19 XGBoost_grid_1_AutoML_20190416_022142_model_1 26278270712274140 162105739.2946781 26278270712274140 93395943.42665172 0.3224053100418281 2019-04-16 1000
-20 GBM_grid_1_AutoML_20190416_022142_model_19 26309762802019320 162202844.61753228 26309762802019320 96519483.71982668 0.33907219338637506 2019-04-16 1000
-21 XGBoost_2_AutoML_20190416_015849 26397458426429430 162472946.7524653 26397458426429430 94996162.43673012 0.3265386957777082 2019-04-16 1000
-22 XGBoost_2_AutoML_20190416_022142 26421353457477156 162546465.5336349 26421353457477156 95198321.3912654 0.3256217615277969 2019-04-16 1000
-23 GBM_grid_1_AutoML_20190416_022142_model_22 26421406078199136 162546627.39718452 26421406078199136 95522427.40957417 0.3279514930585443 2019-04-16 1000
-24 GBM_1_AutoML_20190416_021340 26478298633983372 162721537.09322983 26478298633983372 97863201.38082694 0.3335275140291422 2019-04-16 1000
-25 XGBoost_grid_1_AutoML_20190416_015849_model_3 26628202489753070 163181501.67758927 26628202489753070 95208478.14199328 0.32646039058643644 2019-04-16 1000
-26 XGBoost_grid_1_AutoML_20190416_022142_model_20 26664820967957708 163293664.81268558 26664820967957708 94962004.59932809 0.3231620456822121 2019-04-16 1000
-27 XGBoost_grid_1_AutoML_20190416_022142_model_2 26722293557990950 163469549.32950342 26722293557990950 98778375.09070548 0.33505927413311354 2019-04-16 1000
-28 GBM_grid_1_AutoML_20190416_021340_model_7 26741315355422980 163527720.44954023 26741315355422980 98155567.38730218 0.3585041456238243 2019-04-16 1000
-29 GBM_2_AutoML_20190416_020809 26790696006005864 163678636.37630248 26790696006005864 99095111.83379896 0.3348152369491441 2019-04-16 1000
-30 GBM_grid_1_AutoML_20190416_015849_model_7 26802014565231010 163713208.27969566 26802014565231010 97371084.02584428 0.3566645052432887 2019-04-16 1000
-31 XGBoost_grid_1_AutoML_20190416_022142_model_5 26804418077306000 163720548.7326072 26804418077306000 98964168.75162372 0.3355735316611883 2019-04-16 1000
-32 GBM_grid_1_AutoML_20190416_022142_model_30 26835445213947980 163815277.71837392 26835445213947980 97936298.37825678 0.3452055646248053 2019-04-16 1000
-33 DRF_1_AutoML_20190416_021340 26864263925279030 163903215.11574757 26864263925279030 98306040.955153 0.3352818522137272 2019-04-16 1000
-34 GBM_2_AutoML_20190416_022142 26888807261380156 163978069.4525343 26888807261380156 99314990.16468146 0.3343451611924603 2019-04-16 1000
-35 GBM_4_AutoML_20190416_015849 26926564934872772 164093159.3177265 26926564934872772 97925160.3329406 0.33285590174880264 2019-04-16 1000
-36 XGBoost_2_AutoML_20190416_020809 26952706603932320 164172794.9568147 26952706603932320 95513126.26830909 0.32517140178330245 2019-04-16 1000
-37 GBM_4_AutoML_20190416_020809 26988357514766430 164281336.47729567 26988357514766430 97566053.13398948 0.33274044796307234 2019-04-16 1000
-38 XGBoost_grid_1_AutoML_20190416_021340_model_10 27011332400653532 164351247.0310266 27011332400653532 97007786.637402 0.32867362308250625 2019-04-16 1000
-39 GBM_2_AutoML_20190416_021340 27020692200376308 164379719.55316237 27020692200376308 100566446.39001158 0.3368220511385198 2019-04-16 1000
-40 XGBoost_grid_1_AutoML_20190416_022142_model_13 27049739934073976 164468051.40839353 27049739934073976 99937757.9968645 0.3385009694416158 2019-04-16 1000
-41 GBM_3_AutoML_20190416_022142 27073451248343420 164540120.48234138 27073451248343420 99066591.52557604 0.33361146474665543 2019-04-16 1000
-42 GBM_4_AutoML_20190416_022142 27124563009725240 164695364.26300904 27124563009725240 97975315.7403629 0.3293218141042152 2019-04-16 1000
-43 GBM_4_AutoML_20190416_021340 27128481211098464 164707259.13297948 27128481211098464 97611897.45148912 0.33089964101772645 2019-04-16 1000
-44 XRT_1_AutoML_20190416_020809 27150302443024316 164773488.28930068 27150302443024316 97653895.54037158 0.3372920493951284 2019-04-16 1000
-45 XGBoost_grid_1_AutoML_20190416_022142_model_11 27197638491367028 164917065.49465105 27197638491367028 97257622.09272116 0.34629795863866764 2019-04-16 1000
-46 GBM_3_AutoML_20190416_020809 27200167268118450 164924732.1298975 27200167268118450 99454011.3965044 0.3355094937763093 2019-04-16 1000
-47 DRF_1_AutoML_20190416_020809 27225306112403404 165000927.6107362 27225306112403404 98470437.44886236 0.3374464430076179 2019-04-16 1000
-48 GBM_3_AutoML_20190416_021340 27251200422210460 165079376.126185 27251200422210460 99760053.14954758 0.3359700656642713 2019-04-16 1000
-49 XGBoost_grid_1_AutoML_20190416_015849_model_4 27252377961065530 165082942.67145085 27252377961065530 96535857.85979845 0.3277680598860774 2019-04-16 1000
-50 XRT_1_AutoML_20190416_015849 27417804068506330 165583223.99478254 27417804068506330 98496229.87690364 0.3367189463546034 2019-04-16 1000
-51 XGBoost_grid_1_AutoML_20190416_020809_model_2 27482846588458908 165779511.96833372 27482846588458908 96750344.31086226 0.3266704325440277 2019-04-16 1000
-52 GBM_3_AutoML_20190416_015849 27591064593120148 166105582.66692948 27591064593120148 100130390.09782983 0.33506538389333784 2019-04-16 1000
-53 GBM_grid_1_AutoML_20190416_021340_model_12 27598287152839470 166127322.11421296 27598287152839470 98954473.64990582 0.3549969220882689 2019-04-16 1000
-54 XGBoost_grid_1_AutoML_20190416_015849_model_1 27627708837558150 166215850.13938397 27627708837558150 98098056.7525196 0.3345603557609977 2019-04-16 1000
-55 GBM_2_AutoML_20190416_015849 27654699672556740 166297022.4404416 27654699672556740 100149145.66231434 0.334040042814968 2019-04-16 1000
-56 GBM_grid_1_AutoML_20190416_022142_model_40 27691336549880270 166407140.92213792 27691336549880270 97916993.42680082 0.33077234440484754 2019-04-16 1000
-57 XGBoost_grid_1_AutoML_20190416_022142_model_18 27797263597789336 166725113.87847164 27797263597789336 96991345.26674132 0.32795862127509623 2019-04-16 1000
-58 DRF_1_AutoML_20190416_015849 27815046156391240 166778434.32647768 27815046156391240 98831417.71212693 0.33805682218344474 2019-04-16 1000
-59 XGBoost_grid_1_AutoML_20190416_022142_model_21 27895935030186500 167020762.272798 27895935030186500 95142453.77917132 0.32451245071367946 2019-04-16 1000
-60 GBM_grid_1_AutoML_20190416_022142_model_18 27983794095565364 167283573.896439 27983794095565364 101691094.64274092 0.3615473825343341 2019-04-16 1000
-61 XRT_1_AutoML_20190416_021340 28052843741775980 167489831.75636658 28052843741775980 99508628.88557936 0.33940276234900696 2019-04-16 1000
-62 XGBoost_3_AutoML_20190416_021340 28088450936619604 167596094.6341519 28088450936619604 102769021.02486002 0.3448181642732311 2019-04-16 1000
-63 GBM_grid_1_AutoML_20190416_015849_model_8 28130022164919252 167720070.84698972 28130022164919252 101269518.36952232 0.3655934411225064 2019-04-16 1000
-64 XGBoost_grid_1_AutoML_20190416_020809_model_1 28391573749881816 168497993.31114247 28391573749881816 103181590.63157897 0.3434223244899615 2019-04-16 1000
-65 GBM_grid_1_AutoML_20190416_020809_model_9 28431104171210812 168615254.85913432 28431104171210812 101660845.05689228 0.3656319179543465 2019-04-16 1000
-66 XGBoost_3_AutoML_20190416_022142 28634653651051844 169217769.90331674 28634653651051844 103440505.21657334 0.3471177234819573 2019-04-16 1000
-67 DRF_1_AutoML_20190416_022142 28638175729316896 169228176.52305096 28638175729316896 100314403.38066442 0.3422193437289053 2019-04-16 1000
-68 XGBoost_3_AutoML_20190416_015849 28664642725816670 169306357.60601747 28664642725816670 103296865.01052631 0.3474103924403393 2019-04-16 1000
-69 GBM_grid_1_AutoML_20190416_022142_model_34 28780440164101428 169647988.97747484 28780440164101428 105325721.89990903 0.3548024333694167 2019-04-16 1000
-70 XGBoost_grid_1_AutoML_20190416_022142_model_12 28794804127145704 169690318.30704337 28794804127145704 100130208.50436729 0.3349127881522651 2019-04-16 1000
-71 XRT_1_AutoML_20190416_022142 28795468443692804 169692275.73373163 28795468443692804 99609583.48232313 0.3415656420716391 2019-04-16 1000
-72 GBM_grid_1_AutoML_20190416_021340_model_14 28832520217998970 169801414.06360245 28832520217998970 100516950.00428955 0.3364121249297233 2019-04-16 1000
-73 XGBoost_grid_1_AutoML_20190416_021340_model_12 28884359675879788 169953992.82123318 28884359675879788 103624340.4550952 0.34657457437351624 2019-04-16 1000
-74 GBM_grid_1_AutoML_20190416_022142_model_20 28913079616069284 170038465.10736707 28913079616069284 104985298.07527225 2019-04-16 1000
-75 XGBoost_grid_1_AutoML_20190416_022142_model_8 28999977656649948 170293798.05691677 28999977656649948 102525701.56326988 0.34334824565962924 2019-04-16 1000
-76 XGBoost_3_AutoML_20190416_020809 29085379692815670 170544362.82919368 29085379692815670 104097740.65845464 0.3480326028133832 2019-04-16 1000
-77 XGBoost_grid_1_AutoML_20190416_022142_model_4 29166634599381640 170782418.88257012 29166634599381640 100826006.89182529 0.3484239746625054 2019-04-16 1000
-78 XGBoost_grid_1_AutoML_20190416_021340_model_4 29246190974081480 171015177.61322087 29246190974081480 104354659.0387458 0.3471464006335264 2019-04-16 1000
-79 GBM_grid_1_AutoML_20190416_015849_model_11 29290313638464400 171144131.18323514 29290313638464400 105498600.38741018 0.3511664443999445 2019-04-16 1000
-80 GBM_grid_1_AutoML_20190416_015849_model_6 29408322597900150 171488549.46584672 29408322597900150 102961153.8471249 0.3504176717388723 2019-04-16 1000
-81 GBM_grid_1_AutoML_20190416_020809_model_1 29441191664619380 171584357.28416324 29441191664619380 103396260.90152606 0.3426773232635252 2019-04-16 1000
-82 XGBoost_grid_1_AutoML_20190416_022142_model_17 29529007485815636 171840063.68078324 29529007485815636 104514023.73393056 0.3460508193492059 2019-04-16 1000
-83 GBM_grid_1_AutoML_20190416_022142_model_38 29778053505747180 172563186.99464026 29778053505747180 104660802.96478434 0.3838450809747131 2019-04-16 1000
-84 GBM_grid_1_AutoML_20190416_022142_model_14 29784065838873524 172580606.78672308 29784065838873524 108044808.14096619 2019-04-16 1000
-85 GBM_grid_1_AutoML_20190416_020809_model_4 29931520400766628 173007284.24192616 29931520400766628 107391733.57712854 2019-04-16 1000
-86 GBM_grid_1_AutoML_20190416_015849_model_9 30057834252932668 173371953.47844663 30057834252932668 102872059.59500144 0.3418653558395161 2019-04-16 1000
-87 GBM_grid_1_AutoML_20190416_022142_model_10 30194400992499188 173765361.88924187 30194400992499188 105497465.61527307 0.3694815111680159 2019-04-16 1000
-88 XGBoost_grid_1_AutoML_20190416_021340_model_9 30252689366868012 173933002.52358094 30252689366868012 101734577.45487122 0.33730155190157823 2019-04-16 1000
-89 GBM_grid_1_AutoML_20190416_022142_model_44 30526485053389444 174718301.9989304 30526485053389444 106528020.02453192 0.3951057091713098 2019-04-16 1000
-90 XGBoost_grid_1_AutoML_20190416_020809_model_6 30568125576670464 174837426.13259462 30568125576670464 100303077.5131019 0.33426659012493537 2019-04-16 1000
-91 GBM_grid_1_AutoML_20190416_022142_model_32 30693481455151964 175195552.04157433 30693481455151964 105918044.98934557 0.3982588563774573 2019-04-16 1000
-92 GBM_grid_1_AutoML_20190416_022142_model_23 30792104298996820 175476791.3400425 30792104298996820 106658279.33083495 0.35339021053506464 2019-04-16 1000
-93 XGBoost_grid_1_AutoML_20190416_020809_model_8 30837961061819440 175607406.05629206 30837961061819440 102545160.8488242 0.3474454962700268 2019-04-16 1000
-94 XGBoost_grid_1_AutoML_20190416_022142_model_7 30979372644257904 176009581.1149436 30979372644257904 106196991.60582308 0.3506132213627436 2019-04-16 1000
-95 GBM_grid_1_AutoML_20190416_022142_model_8 31000569888411100 176069786.98348874 31000569888411100 106226131.78089921 0.3514447570100346 2019-04-16 1000
-96 GBM_grid_1_AutoML_20190416_020809_model_2 31046607464839012 176200475.21172866 31046607464839012 104285464.23909764 0.3461128962964271 2019-04-16 1000
-97 XGBoost_grid_1_AutoML_20190416_015849_model_6 31255604065618384 176792545.27727798 31255604065618384 98474533.51041432 0.3276404595806521 2019-04-16 1000
-98 XGBoost_grid_1_AutoML_20190416_021340_model_1 31655113752904720 177918840.35397914 31655113752904720 107453446.15319148 0.35440161149597976 2019-04-16 1000
-99 GBM_grid_1_AutoML_20190416_022142_model_43 31656911160384904 177923891.4828048 31656911160384904 112748324.66398253 2019-04-16 1000
-100 GBM_grid_1_AutoML_20190416_022142_model_24 31714797939382212 178086490.05295774 31714797939382212 109173328.49985024 0.3577895766098909 2019-04-16 1000
-101 XGBoost_grid_1_AutoML_20190416_021340_model_11 31820119305873490 178381947.8138791 31820119305873490 103287060.16035834 2.1680413143117208 2019-04-16 1000
-102 XGBoost_grid_1_AutoML_20190416_021340_model_3 31864613114687650 178506619.24614352 31864613114687650 106656095.85890256 0.3506573501920822 2019-04-16 1000
-103 GBM_grid_1_AutoML_20190416_020809_model_7 32012409254671496 178920119.75926992 32012409254671496 112712050.01559491 2019-04-16 1000
-104 GBM_grid_1_AutoML_20190416_021340_model_3 32152436247443828 179311004.2564143 32152436247443828 110644817.16134046 2019-04-16 1000
-105 GBM_grid_1_AutoML_20190416_015849_model_3 32558287322821108 180439151.30265132 32558287322821108 112373045.5310324 2019-04-16 1000
-106 GBM_grid_1_AutoML_20190416_022142_model_17 32561468382781344 180447965.85936165 32561468382781344 112799806.88835292 2019-04-16 1000
-107 GBM_grid_1_AutoML_20190416_021340_model_8 32745711624916960 180957761.99134693 32745711624916960 112167299.67828412 2019-04-16 1000
-108 GBM_grid_1_AutoML_20190416_022142_model_45 32787705320082620 181073756.57472456 32787705320082620 110587180.96718544 0.37124560469575935 2019-04-16 1000
-109 GBM_grid_1_AutoML_20190416_021340_model_17 32872039617659396 181306479.80052835 32872039617659396 107872216.80728096 0.3615752164938271 2019-04-16 1000
-110 GBM_grid_1_AutoML_20190416_020809_model_5 32985173396975956 181618207.77933016 32985173396975956 112538285.44875485 0.3896586371006099 2019-04-16 1000
-111 GBM_grid_1_AutoML_20190416_022142_model_2 33079789012766830 181878500.6886928 33079789012766830 113693262.80883937 2019-04-16 1000
-112 GBM_grid_1_AutoML_20190416_022142_model_36 33419180420831104 182809136.5901363 33419180420831104 115173081.47486418 2019-04-16 1000
-113 DeepLearning_grid_1_AutoML_20190416_022142_model_1 33472516659834828 182954958.00834376 33472516659834828 115810843.78371704 2019-04-16 1000
-114 GBM_grid_1_AutoML_20190416_015849_model_13 33738829909624892 183681327.0575561 33738829909624892 113382174.31065664 2019-04-16 1000
-115 GBM_grid_1_AutoML_20190416_021340_model_11 33776648562943710 183784244.5993228 33776648562943710 114564769.50180468 0.40004936243263706 2019-04-16 1000
-116 GBM_grid_1_AutoML_20190416_022142_model_15 33864607579324516 184023388.67471308 33864607579324516 116943660.30935553 2019-04-16 1000
-117 GBM_grid_1_AutoML_20190416_022142_model_35 33894442567043230 184104433.8603588 33894442567043230 111378333.80154832 2019-04-16 1000
-118 XGBoost_grid_1_AutoML_20190416_015849_model_5 33966688651325416 184300538.93389845 33966688651325416 104352528.27278836 2.172881641884881 2019-04-16 1000
-119 GBM_grid_1_AutoML_20190416_022142_model_26 34101629538106356 184666265.29527897 34101629538106356 111531399.08795942 0.36625518386718775 2019-04-16 1000
-120 GBM_5_AutoML_20190416_022142 34208443181175816 184955246.42782053 34208443181175816 110538987.57760292 0.36079883168513016 2019-04-16 1000
-121 GBM_grid_1_AutoML_20190416_021340_model_2 34482983375350828 185695943.3465115 34482983375350828 117277179.5962654 2019-04-16 1000
-122 GBM_grid_1_AutoML_20190416_022142_model_37 34488133664790810 185709810.3622714 34488133664790810 111527220.65917411 0.3899282843667369 2019-04-16 1000
-123 GBM_5_AutoML_20190416_021340 34538689210600616 185845874.881851 34538689210600616 111112223.00821821 0.3605133175542463 2019-04-16 1000
-124 GBM_grid_1_AutoML_20190416_021340_model_15 34600596949164356 186012356.97975647 34600596949164356 114962231.99415012 0.3789008835503118 2019-04-16 1000
-125 GBM_grid_1_AutoML_20190416_021340_model_4 34671100241010244 186201772.92660305 34671100241010244 115758599.15593033 0.40242793431512697 2019-04-16 1000
-126 GBM_grid_1_AutoML_20190416_022142_model_13 34701197804540548 186282575.1500675 34701197804540548 114392358.26177862 0.3747368579368073 2019-04-16 1000
-127 GBM_grid_1_AutoML_20190416_015849_model_1 34734715309091520 186372517.57995737 34734715309091520 115267205.42110462 0.41537297463641937 2019-04-16 1000
-128 GBM_5_AutoML_20190416_020809 34737944337337696 186381180.21232104 34737944337337696 111294493.87105602 0.36222999707383213 2019-04-16 1000
-129 GBM_5_AutoML_20190416_015849 34827163429201804 186620372.49239916 34827163429201804 111692434.31671734 0.3621448348433773 2019-04-16 1000
-130 DeepLearning_1_AutoML_20190416_021340 35595099347654640 188666635.49142608 35595099347654640 119520036.18148968 2019-04-16 1000
-131 GBM_grid_1_AutoML_20190416_022142_model_9 35626910517518916 188750921.89846092 35626910517518916 119105439.68666166 2019-04-16 1000
-132 DeepLearning_grid_1_AutoML_20190416_015849_model_3 35628622684222636 188755457.3627545 35628622684222636 119267856.53622822 0.4183762499070847 2019-04-16 1000
-133 GBM_grid_1_AutoML_20190416_022142_model_33 35663207390736024 188847047.60926503 35663207390736024 116655635.51735081 0.390927670506487 2019-04-16 1000
-134 GBM_grid_1_AutoML_20190416_021340_model_16 35663834881531904 188848708.97502032 35663834881531904 119902352.88373476 2019-04-16 1000
-135 GBM_grid_1_AutoML_20190416_022142_model_1 35801345015597870 189212433.565022 35801345015597870 113768651.68717888 0.36793247728290257 2019-04-16 1000
-136 DeepLearning_grid_1_AutoML_20190416_021340_model_2 35808317806942350 189230858.4954958 35808317806942350 118441684.36023596 2019-04-16 1000
-137 GBM_grid_1_AutoML_20190416_022142_model_29 35832142424052240 189293799.2224052 35832142424052240 125409827.39207949 2019-04-16 1000
-138 GBM_grid_1_AutoML_20190416_015849_model_5 36129171968493640 190076752.83551547 36129171968493640 120382051.66094068 0.4149424823328258 2019-04-16 1000
-139 DeepLearning_1_AutoML_20190416_020809 36166709522931960 190175470.350232 36166709522931960 118219966.64228489 0.3982522032421204 2019-04-16 1000
-140 DeepLearning_grid_1_AutoML_20190416_021340_model_6 36402500461789700 190794393.16130257 36402500461789700 118021989.91975611 0.4115798415963096 2019-04-16 1000
-141 GBM_grid_1_AutoML_20190416_022142_model_11 36598894822229580 191308376.2469108 36598894822229580 120222202.693552 0.41692264825433145 2019-04-16 1000
-142 GBM_grid_1_AutoML_20190416_022142_model_16 36625436498551400 191377732.5044672 36625436498551400 115775733.74308446 0.3729322755798492 2019-04-16 1000
-143 GBM_grid_1_AutoML_20190416_021340_model_6 36719967222451000 191624547.54663092 36719967222451000 117048767.22912458 0.4134314251162081 2019-04-16 1000
-144 DeepLearning_grid_1_AutoML_20190416_022142_model_5 36771513436915944 191758998.32058972 36771513436915944 118643061.44707844 0.3934281951360645 2019-04-16 1000
-145 DeepLearning_grid_1_AutoML_20190416_020809_model_1 36853149944821960 191971742.5685925 36853149944821960 121679042.76206385 2019-04-16 1000
-146 DeepLearning_1_AutoML_20190416_015849 37130153721913030 192691862.1060916 37130153721913030 119390220.25326052 2019-04-16 1000
-147 GBM_grid_1_AutoML_20190416_020809_model_11 37280230266290820 193080890.47415027 37280230266290820 117701054.40458056 0.3814093544496499 2019-04-16 1000
-148 GBM_grid_1_AutoML_20190416_021340_model_5 37387395898908760 193358206.18455467 37387395898908760 124224337.86216621 0.4476435810811893 2019-04-16 1000
-149 XGBoost_grid_1_AutoML_20190416_021340_model_5 37568216817040930 193825222.3448768 37568216817040930 110076632.38969764 3.0696036677343503 2019-04-16 1000
-150 GBM_grid_1_AutoML_20190416_022142_model_21 37986350615927656 194900873.82032865 37986350615927656 121843740.97858378 2019-04-16 1000
-151 XGBoost_grid_1_AutoML_20190416_020809_model_5 38086467526589280 195157545.4000928 38086467526589280 115218830.11791714 3.0677499957995487 2019-04-16 1000
-152 DeepLearning_grid_1_AutoML_20190416_015849_model_1 38181519300856110 195400919.39613825 38181519300856110 124307340.17945512 2019-04-16 1000
-153 DeepLearning_1_AutoML_20190416_022142 38639816104092744 196570130.24387187 38639816104092744 121368338.19603576 2019-04-16 1000
-154 DeepLearning_grid_1_AutoML_20190416_021340_model_1 38652330704461830 196601960.07278728 38652330704461830 119486570.63808572 2019-04-16 1000
-155 DeepLearning_grid_1_AutoML_20190416_020809_model_3 38689752618325064 196697108.82045284 38689752618325064 125689464.10320136 2019-04-16 1000
-156 DeepLearning_grid_1_AutoML_20190416_022142_model_3 38715653009740290 196762936.06708628 38715653009740290 122491723.14614023 2019-04-16 1000
-157 DeepLearning_grid_1_AutoML_20190416_015849_model_4 39126230843777730 197803515.751813 39126230843777730 125113580.41558827 2019-04-16 1000
-158 DeepLearning_grid_1_AutoML_20190416_015849_model_2 39184171037704500 197949920.52967465 39184171037704500 123575929.25352515 2019-04-16 1000
-159 DeepLearning_grid_1_AutoML_20190416_022142_model_7 39551010224967130 198874357.88700145 39551010224967130 124469462.51111329 0.4356655490825999 2019-04-16 1000
-160 DeepLearning_grid_1_AutoML_20190416_020809_model_2 39583937874646320 198957125.71970457 39583937874646320 122474280.91900894 2019-04-16 1000
-161 GBM_grid_1_AutoML_20190416_022142_model_27 39796177266761224 199489792.38738316 39796177266761224 126444151.02433196 2019-04-16 1000
-162 DeepLearning_grid_1_AutoML_20190416_022142_model_8 39888768274061770 199721727.09563115 39888768274061770 124670741.0877636 0.44200645171060055 2019-04-16 1000
-163 GBM_grid_1_AutoML_20190416_021340_model_1 40144916725674470 200361964.26885635 40144916725674470 123884541.23955688 0.4452419795524665 2019-04-16 1000
-164 DeepLearning_grid_1_AutoML_20190416_022142_model_2 40377087825299050 200940508.17418337 40377087825299050 126137333.97112451 2019-04-16 1000
-165 DeepLearning_grid_1_AutoML_20190416_021340_model_3 40483442684282670 201204976.78805733 40483442684282670 125028501.71115029 0.4051530653073521 2019-04-16 1000
-166 GBM_grid_1_AutoML_20190416_015849_model_2 40517783090088110 201290295.5685845 40517783090088110 125542813.86608344 2019-04-16 1000
-167 GBM_grid_1_AutoML_20190416_021340_model_19 40959382450195620 202384244.5700643 40959382450195620 130689618.9160578 2019-04-16 1000
-168 DeepLearning_grid_1_AutoML_20190416_022142_model_4 41070178000103040 202657785.44162333 41070178000103040 127821622.46822506 0.4126377340123407 2019-04-16 1000
-169 DeepLearning_grid_1_AutoML_20190416_020809_model_4 41147554028435064 202848598.78351405 41147554028435064 128741191.89599232 0.4473386933276268 2019-04-16 1000
-170 DeepLearning_grid_1_AutoML_20190416_021340_model_4 41450203932335660 203593231.54843745 41450203932335660 122674753.85159072 0.41471260492153494 2019-04-16 1000
-171 GBM_grid_1_AutoML_20190416_021340_model_13 42112087578729510 205212298.79987583 42112087578729510 125506755.90958166 2019-04-16 1000
-172 GBM_grid_1_AutoML_20190416_021340_model_10 42262114581365550 205577514.77573016 42262114581365550 134519155.92424047 2019-04-16 1000
-173 DeepLearning_grid_1_AutoML_20190416_021340_model_7 43767942129380160 209207892.12976685 43767942129380160 132579427.81451428 0.4541206095649007 2019-04-16 1000
-174 GBM_grid_1_AutoML_20190416_022142_model_12 43835300132260480 209368813.6572887 43835300132260480 130177891.74568056 0.4552408329507255 2019-04-16 1000
-175 XGBoost_grid_1_AutoML_20190416_022142_model_15 44507575093653460 210968185.02715868 44507575093653460 124404776.65845464 4.818858837007665 2019-04-16 1000
-176 DeepLearning_grid_1_AutoML_20190416_021340_model_5 44521576639132600 211001366.43901765 44521576639132600 128582524.11424474 2019-04-16 1000
-177 DeepLearning_grid_1_AutoML_20190416_022142_model_6 45096322184143570 212358946.5601663 45096322184143570 143880078.91937596 0.5240228890992615 2019-04-16 1000
-178 GBM_grid_1_AutoML_20190416_022142_model_42 45132562486517304 212444257.36300167 45132562486517304 135523253.1499177 0.5002424976728088 2019-04-16 1000
-179 GBM_grid_1_AutoML_20190416_022142_model_3 45910269580722960 214266818.66477358 45910269580722960 128044402.36487097 2019-04-16 1000
-180 XGBoost_grid_1_AutoML_20190416_022142_model_10 50637082331424640 225026848.02357394 50637082331424640 129566073.52060471 5.275268493927267 2019-04-16 1000
-181 GBM_grid_1_AutoML_20190416_022142_model_5 51771798314553770 227534169.553836 51771798314553770 151624433.51145285 2019-04-16 1000
-182 GBM_grid_1_AutoML_20190416_020809_model_3 52084985892576930 228221352.8410015 52084985892576930 143565390.35372362 0.5082964036929806 2019-04-16 1000
-183 DeepLearning_grid_1_AutoML_20190416_015849_model_5 52579041440034500 229301202.43913788 52579041440034500 169670497.97604132 0.6270976247746434 2019-04-16 1000
-184 GBM_grid_1_AutoML_20190416_022142_model_31 53234054690606170 230725062.9875441 53234054690606170 151299259.25518036 0.5674079387658498 2019-04-16 1000
-185 GBM_grid_1_AutoML_20190416_020809_model_10 53534958462981370 231376227.0912493 53534958462981370 146194269.00201336 0.518590545855089 2019-04-16 1000
-186 GBM_grid_1_AutoML_20190416_022142_model_39 53775459566840424 231895363.40091068 53775459566840424 154836629.96884874 2019-04-16 1000
-187 GBM_grid_1_AutoML_20190416_020809_model_13 56822514259445430 238374734.94362912 56822514259445430 152776734.66150075 0.5517142785052354 2019-04-16 1000
-188 GBM_grid_1_AutoML_20190416_015849_model_10 58246382415426400 241342873.13990942 58246382415426400 153255150.72056198 0.5427086649682205 2019-04-16 1000
-189 DeepLearning_grid_1_AutoML_20190416_022142_model_9 58912928099984744 242719855.1828522 58912928099984744 178796728.40106934 0.669978886308253 2019-04-16 1000
-190 GBM_grid_1_AutoML_20190416_015849_model_12 59601545243725860 244134277.07662407 59601545243725860 160670829.04590026 0.5960430592393098 2019-04-16 1000
-191 GBM_grid_1_AutoML_20190416_021340_model_18 61863744563783070 248724233.9696377 61863744563783070 161562976.07291737 0.5839031645887277 2019-04-16 1000
-192 GBM_grid_1_AutoML_20190416_022142_model_25 62078267925488136 249155108.16655585 62078267925488136 163690524.15843102 0.6022668116994655 2019-04-16 1000
-193 GBM_grid_1_AutoML_20190416_020809_model_6 65073732625540140 255095536.27129608 65073732625540140 168402402.76986253 0.6159169770584755 2019-04-16 1000
-194 GBM_grid_1_AutoML_20190416_022142_model_41 80819699813266980 284288057.8097978 80819699813266980 192105778.0605842 0.6844722241430643 2019-04-16 1000
-195 GBM_grid_1_AutoML_20190416_020809_model_8 82719326417047070 287609677.19645154 82719326417047070 194366777.62034872 0.6883429221969091 2019-04-16 1000
-196 GBM_grid_1_AutoML_20190416_022142_model_4 88942337390116140 298232019.39113814 88942337390116140 203197410.63796732 0.7148095707707666 2019-04-16 1000
-197 GBM_grid_1_AutoML_20190416_021340_model_20 91527814027623710 302535640.9212371 91527814027623710 206916682.32586908 0.7258822530828132 2019-04-16 1000
-198 GBM_grid_1_AutoML_20190416_022142_model_28 93435928629293870 305672911.1800617 93435928629293870 208086742.18431208 0.729920808220499 2019-04-16 1000
-199 XGBoost_grid_1_AutoML_20190416_020809_model_3 95071398064270450 308336501.3492085 95071398064270450 186248631.22631583 9.622077081204404 2019-04-16 1000
-200 GBM_grid_1_AutoML_20190416_022142_model_6 97026976249500620 311491534.7958924 97026976249500620 212928379.13619068 0.7434142361054855 2019-04-16 1000
-201 GBM_grid_1_AutoML_20190416_022142_model_7 98219365860057180 313399690.26796633 98219365860057180 214283945.00945204 0.7473905182441309 2019-04-16 1000
-202 GBM_grid_1_AutoML_20190416_020809_model_12 98445968437345340 313761005.2848272 98445968437345340 214502791.5438589 0.7481156565199785 2019-04-16 1000
-203 GBM_grid_1_AutoML_20190416_015849_model_14 98927233506913980 314526999.6469524 98927233506913980 215301736.37901503 0.7503232186892468 2019-04-16 1000
-204 GBM_grid_1_AutoML_20190416_020809_model_14 99005285005609140 314651052.76418376 99005285005609140 215466408.32463992 0.7506776516778659 2019-04-16 1000
-205 StackedEnsemble_AllModels_AutoML_20190416_015849 100484242766098110 316992496.3876876 100484242766098110 217180190.02486664 0.7558775693636208 2019-04-16 1000
-206 GLM_grid_1_AutoML_20190416_020809_model_1 100489433637289090 317000683.9697496 100489433637289090 217195869.40621948 0.7559078362971621 2019-04-16 1000
-207 GLM_grid_1_AutoML_20190416_022142_model_1 100489433637289090 317000683.9697496 100489433637289090 217195869.40621948 0.7559078362971621 2019-04-16 1000
-208 GLM_grid_1_AutoML_20190416_021340_model_1 100489433637289090 317000683.9697496 100489433637289090 217195869.40621948 0.7559078362971621 2019-04-16 1000
-209 GLM_grid_1_AutoML_20190416_015849_model_1 100489433637289090 317000683.9697496 100489433637289090 217195869.40621948 0.7559078362971621 2019-04-16 1000
-210 StackedEnsemble_BestOfFamily_AutoML_20190416_015849 100495854999988340 317010812.1184329 100495854999988340 217194254.21912342 0.7559186219924334 2019-04-16 1000
-211 XGBoost_grid_1_AutoML_20190416_015849_model_2 107801180437006900 328330900.8256867 107801180437006900 201224123.26674137 10.313649722496443 2019-04-16 1000
-212 GBM_grid_1_AutoML_20190416_015849_model_4 121124756589055410 348029821.40767103 121124756589055410 224273882.54226708 2019-04-16 1000
-213 XGBoost_grid_1_AutoML_20190416_021340_model_2 130129964941904400 360735311.47075754 130129964941904400 230687802.27290028 12.315010235914373 2019-04-16 1000
-214 XGBoost_grid_1_AutoML_20190416_021340_model_13 170031094700569340 412348268.7008269 170031094700569340 293766704.42911536 1.3131646172853368 2019-04-16 1000
-215 XGBoost_grid_1_AutoML_20190416_022142_model_19 185462956732219100 430654103.35003084 185462956732219100 302056927.3795073 15.328295024604053 2019-04-16 1000
diff --git a/DS/result/1000/leaderboard_1000.csv b/DS/result/1000/leaderboard_1000.csv
deleted file mode 100644
index b365d51..0000000
--- a/DS/result/1000/leaderboard_1000.csv
+++ /dev/null
@@ -1,175 +0,0 @@
-,model_id,mean_residual_deviance,rmse,mse,mae,rmsle,system_date,runtime
-0,GBM_grid_1_AutoML_20190421_195113_model_42,2.52273E+16,158830912.2,2.52273E+16,94917617.53,0.326554328,4/21/19,1000
-1,GBM_grid_1_AutoML_20190421_193852_model_8,2.55711E+16,159909791.5,2.55711E+16,95197723.52,0.329426846,4/21/19,1000
-2,GBM_1_AutoML_20190421_193027,2.56084E+16,160026234.7,2.56084E+16,96819212.37,0.333142105,4/21/19,1000
-3,XGBoost_grid_1_AutoML_20190421_195113_model_6,2.57217E+16,160379940.1,2.57217E+16,93286549.81,0.320998763,4/21/19,1000
-4,XGBoost_1_AutoML_20190421_193852,2.57972E+16,160615115.1,2.57972E+16,94810332.99,0.324508024,4/21/19,1000
-5,XGBoost_grid_1_AutoML_20190421_195113_model_13,2.5849E+16,160776388.1,2.5849E+16,94120200.9,0.321594874,4/21/19,1000
-6,XGBoost_grid_1_AutoML_20190421_193852_model_2,2.59523E+16,161097072.7,2.59523E+16,94894840.43,0.33124101,4/21/19,1000
-7,XGBoost_1_AutoML_20190421_193027,2.59637E+16,161132468.1,2.59637E+16,94764756.54,0.325982228,4/21/19,1000
-8,XGBoost_grid_1_AutoML_20190421_193852_model_4,2.60414E+16,161373402.7,2.60414E+16,93939690.12,0.325831822,4/21/19,1000
-9,XGBoost_1_AutoML_20190421_195113,2.61164E+16,161605661.3,2.61164E+16,94746900.31,0.324840888,4/21/19,1000
-10,XGBoost_grid_1_AutoML_20190421_193852_model_5,2.61195E+16,161615222.4,2.61195E+16,93547247.57,0.320357964,4/21/19,1000
-11,XGBoost_2_AutoML_20190421_193027,2.61349E+16,161662873.7,2.61349E+16,94910189.58,0.325776157,4/21/19,1000
-12,XGBoost_grid_1_AutoML_20190421_193027_model_6,2.62102E+16,161895601.1,2.62102E+16,94276247.69,0.327257951,4/21/19,1000
-13,XGBoost_grid_1_AutoML_20190421_193027_model_4,2.62455E+16,162004733.1,2.62455E+16,94036117,0.322651169,4/21/19,1000
-14,XGBoost_2_AutoML_20190421_193852,2.62649E+16,162064359.1,2.62649E+16,94315665.56,0.324515899,4/21/19,1000
-15,GBM_1_AutoML_20190421_193852,2.62792E+16,162108468.7,2.62792E+16,97327058.64,0.332116007,4/21/19,1000
-16,GBM_grid_1_AutoML_20190421_193852_model_5,2.63979E+16,162474267.5,2.63979E+16,95846051.24,0.328711234,4/21/19,1000
-17,XGBoost_grid_1_AutoML_20190421_195113_model_1,2.64023E+16,162487733.8,2.64023E+16,95196532.9,0.325544005,4/21/19,1000
-18,XGBoost_grid_1_AutoML_20190421_193852_model_7,2.64404E+16,162604978.6,2.64404E+16,98378239.82,0.334718732,4/21/19,1000
-19,GBM_1_AutoML_20190421_195113,2.64478E+16,162627719.2,2.64478E+16,96956870.89,0.332231156,4/21/19,1000
-20,GBM_grid_1_AutoML_20190421_195113_model_37,2.65513E+16,162945700.4,2.65513E+16,96843428.81,0.329630066,4/21/19,1000
-21,GBM_grid_1_AutoML_20190421_195113_model_12,2.6622E+16,163162452.5,2.6622E+16,97371794.35,0.334278843,4/21/19,1000
-22,XRT_1_AutoML_20190421_195113,2.66749E+16,163324521.9,2.66749E+16,97339614.73,0.335496027,4/21/19,1000
-23,XGBoost_grid_1_AutoML_20190421_193027_model_1,2.66866E+16,163360231.6,2.66866E+16,95577150.19,0.333629342,4/21/19,1000
-24,XGBoost_2_AutoML_20190421_195113,2.67109E+16,163434830.4,2.67109E+16,95830035.93,0.325384551,4/21/19,1000
-25,DRF_1_AutoML_20190421_193852,2.67409E+16,163526453.7,2.67409E+16,98123769.62,0.338170995,4/21/19,1000
-26,GBM_grid_1_AutoML_20190421_195113_model_3,2.6754E+16,163566510.8,2.6754E+16,96901718.85,0.348296675,4/21/19,1000
-27,XRT_1_AutoML_20190421_193852,2.68008E+16,163709370.9,2.68008E+16,97507679.1,0.335555395,4/21/19,1000
-28,GBM_grid_1_AutoML_20190421_193852_model_18,2.68512E+16,163863346.4,2.68512E+16,97276308.74,0.339031671,4/21/19,1000
-29,XGBoost_grid_1_AutoML_20190421_195113_model_7,2.68814E+16,163955527.3,2.68814E+16,94850248.7,0.331917372,4/21/19,1000
-30,GBM_3_AutoML_20190421_195113,2.68976E+16,164004964.4,2.68976E+16,98761895.49,0.334635207,4/21/19,1000
-31,GBM_grid_1_AutoML_20190421_195113_model_21,2.69687E+16,164221484.7,2.69687E+16,97679785.83,0.347603672,4/21/19,1000
-32,GBM_grid_1_AutoML_20190421_195113_model_43,2.69969E+16,164307328.4,2.69969E+16,97696501.1,0.338514919,4/21/19,1000
-33,GBM_4_AutoML_20190421_193027,2.70077E+16,164340081.9,2.70077E+16,97393457.23,0.331291475,4/21/19,1000
-34,GBM_4_AutoML_20190421_195113,2.70748E+16,164544081.9,2.70748E+16,97746910.73,0.330239467,4/21/19,1000
-35,GBM_2_AutoML_20190421_195113,2.71683E+16,164828160.9,2.71683E+16,99839915.38,0.336425635,4/21/19,1000
-36,DRF_1_AutoML_20190421_195113,2.72086E+16,164950184.4,2.72086E+16,99406448.3,0.33806333,4/21/19,1000
-37,XGBoost_grid_1_AutoML_20190421_195113_model_2,2.72139E+16,164966443.5,2.72139E+16,100363822.7,0.33777746,4/21/19,1000
-38,GBM_4_AutoML_20190421_193852,2.72494E+16,165073982.7,2.72494E+16,98502566.73,0.332897048,4/21/19,1000
-39,GBM_grid_1_AutoML_20190421_195113_model_1,2.73134E+16,165267602.3,2.73134E+16,98805541.62,0.335287772,4/21/19,1000
-40,XGBoost_grid_1_AutoML_20190421_195113_model_12,2.73408E+16,165350553.1,2.73408E+16,100353150.9,0.341270064,4/21/19,1000
-41,GBM_grid_1_AutoML_20190421_193027_model_2,2.73881E+16,165493441.6,2.73881E+16,98562865.55,0.33631159,4/21/19,1000
-42,GBM_3_AutoML_20190421_193852,2.74183E+16,165584783.3,2.74183E+16,99587680.73,0.335389264,4/21/19,1000
-43,XGBoost_grid_1_AutoML_20190421_193852_model_10,2.74196E+16,165588569.8,2.74196E+16,96152521.1,0.326403558,4/21/19,1000
-44,GBM_grid_1_AutoML_20190421_195113_model_32,2.75068E+16,165851859.8,2.75068E+16,99114755.6,0.350267779,4/21/19,1000
-45,GBM_grid_1_AutoML_20190421_193852_model_15,2.75078E+16,165854808.1,2.75078E+16,97947971.34,0.330275149,4/21/19,1000
-46,GBM_2_AutoML_20190421_193027,2.75834E+16,166082431.5,2.75834E+16,101012846.9,0.338868141,4/21/19,1000
-47,XGBoost_grid_1_AutoML_20190421_195113_model_4,2.76121E+16,166168834.2,2.76121E+16,96129250.03,0.339148668,4/21/19,1000
-48,GBM_3_AutoML_20190421_193027,2.76641E+16,166325169.8,2.76641E+16,99311822.14,0.333814524,4/21/19,1000
-49,XGBoost_grid_1_AutoML_20190421_193027_model_2,2.76784E+16,166368236,2.76784E+16,97946028.48,0.329662774,4/21/19,1000
-50,GBM_grid_1_AutoML_20190421_193852_model_7,2.77971E+16,166724565.8,2.77971E+16,100784946.6,0.350292673,4/21/19,1000
-51,GBM_2_AutoML_20190421_193852,2.78128E+16,166771785.5,2.78128E+16,100681017.6,0.338969552,4/21/19,1000
-52,XRT_1_AutoML_20190421_193027,2.7933E+16,167131676.8,2.7933E+16,99459972.89,0.338181608,4/21/19,1000
-53,XGBoost_grid_1_AutoML_20190421_193027_model_3,2.79535E+16,167192960.4,2.79535E+16,98370607.4,0.331589711,4/21/19,1000
-54,DRF_1_AutoML_20190421_193027,2.80168E+16,167382264.1,2.80168E+16,99031387.15,0.340847042,4/21/19,1000
-55,GBM_grid_1_AutoML_20190421_195113_model_5,2.80826E+16,167578542,2.80826E+16,98942788.16,0.339278805,4/21/19,1000
-56,GBM_grid_1_AutoML_20190421_193027_model_6,2.81346E+16,167733577.6,2.81346E+16,100545795.5,0.34106227,4/21/19,1000
-57,GBM_grid_1_AutoML_20190421_195113_model_45,2.81369E+16,167740448.7,2.81369E+16,99070259.35,0.344884354,4/21/19,1000
-58,GBM_grid_1_AutoML_20190421_195113_model_31,2.81425E+16,167757340.4,2.81425E+16,103090799,0.346436372,4/21/19,1000
-59,XGBoost_grid_1_AutoML_20190421_193852_model_1,2.8152E+16,167785575.9,2.8152E+16,97642684.98,0.328929111,4/21/19,1000
-60,GBM_grid_1_AutoML_20190421_195113_model_38,2.81585E+16,167805000,2.81585E+16,101193936.5,0.341047568,4/21/19,1000
-61,GBM_grid_1_AutoML_20190421_193852_model_16,2.81856E+16,167885738.2,2.81856E+16,101147494.1,0.338158796,4/21/19,1000
-62,XGBoost_3_AutoML_20190421_193027,2.82774E+16,168158867.3,2.82774E+16,102986364.8,0.344813923,4/21/19,1000
-63,GBM_grid_1_AutoML_20190421_195113_model_8,2.83561E+16,168392717.6,2.83561E+16,101129163.2,0.345268217,4/21/19,1000
-64,XGBoost_grid_1_AutoML_20190421_195113_model_11,2.85629E+16,169005735.6,2.85629E+16,103300003.2,0.344632651,4/21/19,1000
-65,XGBoost_grid_1_AutoML_20190421_195113_model_5,2.85768E+16,169046789.6,2.85768E+16,98018865.74,0.34214857,4/21/19,1000
-66,XGBoost_3_AutoML_20190421_195113,2.87562E+16,169576578.9,2.87562E+16,103889486.4,0.348760706,4/21/19,1000
-67,GBM_grid_1_AutoML_20190421_195113_model_14,2.88668E+16,169902245.2,2.88668E+16,100681944,0.357204772,4/21/19,1000
-68,XGBoost_3_AutoML_20190421_193852,2.8886E+16,169958811.5,2.8886E+16,103392672.5,0.346971703,4/21/19,1000
-69,GBM_grid_1_AutoML_20190421_195113_model_10,2.89321E+16,170094425.2,2.89321E+16,105261982.9,0.352725462,4/21/19,1000
-70,XGBoost_grid_1_AutoML_20190421_193852_model_3,2.89398E+16,170116879.9,2.89398E+16,98972962.59,0.331112958,4/21/19,1000
-71,XGBoost_grid_1_AutoML_20190421_195113_model_3,2.89458E+16,170134527.7,2.89458E+16,97559443.37,0.327844984,4/21/19,1000
-72,GBM_grid_1_AutoML_20190421_195113_model_24,2.89782E+16,170229859.1,2.89782E+16,100947139.7,0.340138509,4/21/19,1000
-73,GBM_grid_1_AutoML_20190421_195113_model_33,2.91812E+16,170825130.4,2.91812E+16,102385494.4,0.342184665,4/21/19,1000
-74,GBM_grid_1_AutoML_20190421_195113_model_41,2.9363E+16,171356400.8,2.9363E+16,103136021.7,,4/21/19,1000
-75,GBM_grid_1_AutoML_20190421_193852_model_20,2.94229E+16,171531076.2,2.94229E+16,103225153.3,0.344380338,4/21/19,1000
-76,XGBoost_grid_1_AutoML_20190421_193852_model_9,2.95235E+16,171824030.5,2.95235E+16,101114085.6,2.171177418,4/21/19,1000
-77,XGBoost_grid_1_AutoML_20190421_195113_model_10,2.96044E+16,172059367.7,2.96044E+16,104737106.6,0.346986225,4/21/19,1000
-78,GBM_grid_1_AutoML_20190421_195113_model_15,3.02043E+16,173793744.4,3.02043E+16,107702045.3,0.358971509,4/21/19,1000
-79,XGBoost_grid_1_AutoML_20190421_195113_model_9,3.0213E+16,173818863.8,3.0213E+16,99018356.7,0.330109475,4/21/19,1000
-80,XGBoost_grid_1_AutoML_20190421_193027_model_7,3.02216E+16,173843585.9,3.02216E+16,100653351.8,0.333461728,4/21/19,1000
-81,GBM_grid_1_AutoML_20190421_193027_model_5,3.03267E+16,174145519.7,3.03267E+16,105627531.4,0.393141805,4/21/19,1000
-82,GBM_grid_1_AutoML_20190421_193852_model_12,3.04749E+16,174570701.6,3.04749E+16,109249906.3,,4/21/19,1000
-83,GBM_grid_1_AutoML_20190421_195113_model_20,3.05668E+16,174833527.7,3.05668E+16,108465701.8,,4/21/19,1000
-84,GBM_grid_1_AutoML_20190421_193852_model_13,3.06196E+16,174984663,3.06196E+16,105414169.1,0.386476362,4/21/19,1000
-85,GBM_grid_1_AutoML_20190421_195113_model_25,3.08232E+16,175565497.9,3.08232E+16,106993540.3,0.37872178,4/21/19,1000
-86,GBM_grid_1_AutoML_20190421_193027_model_3,3.10005E+16,176069474.9,3.10005E+16,109830367,,4/21/19,1000
-87,GBM_grid_1_AutoML_20190421_195113_model_2,3.11094E+16,176378694.1,3.11094E+16,106373070.3,0.380535904,4/21/19,1000
-88,GBM_grid_1_AutoML_20190421_195113_model_22,3.12378E+16,176742306.9,3.12378E+16,109242834.7,0.382362523,4/21/19,1000
-89,GBM_grid_1_AutoML_20190421_195113_model_40,3.12567E+16,176795547.5,3.12567E+16,107833242.3,0.38992321,4/21/19,1000
-90,XGBoost_grid_1_AutoML_20190421_195113_model_15,3.13481E+16,177054037,3.13481E+16,101717395.1,0.345714896,4/21/19,1000
-91,XGBoost_grid_1_AutoML_20190421_195113_model_8,3.1519E+16,177536014.7,3.1519E+16,98172094.44,0.329550197,4/21/19,1000
-92,GBM_grid_1_AutoML_20190421_195113_model_11,3.17446E+16,178170268.8,3.17446E+16,112300720.3,0.372657492,4/21/19,1000
-93,GBM_grid_1_AutoML_20190421_195113_model_27,3.17772E+16,178261622.4,3.17772E+16,112464779,,4/21/19,1000
-94,GBM_grid_1_AutoML_20190421_195113_model_30,3.19536E+16,178755819.5,3.19536E+16,107807527.2,0.38855087,4/21/19,1000
-95,GBM_grid_1_AutoML_20190421_195113_model_4,3.20876E+16,179130064.3,3.20876E+16,107986003.7,0.358951554,4/21/19,1000
-96,GBM_grid_1_AutoML_20190421_193852_model_17,3.21147E+16,179205695.4,3.21147E+16,108556100.6,0.377912202,4/21/19,1000
-97,GBM_grid_1_AutoML_20190421_193027_model_7,3.23449E+16,179846892.5,3.23449E+16,108877347.5,0.377116509,4/21/19,1000
-98,GBM_grid_1_AutoML_20190421_195113_model_23,3.24034E+16,180009374.3,3.24034E+16,112876201.1,0.394753598,4/21/19,1000
-99,DeepLearning_grid_1_AutoML_20190421_195113_model_1,3.35234E+16,183093957.3,3.35234E+16,116057866.7,,4/21/19,1000
-100,GBM_grid_1_AutoML_20190421_193027_model_10,3.35241E+16,183095905.2,3.35241E+16,116694037,,4/21/19,1000
-101,GBM_grid_1_AutoML_20190421_195113_model_17,3.37816E+16,183797746.4,3.37816E+16,116635230,,4/21/19,1000
-102,GBM_grid_1_AutoML_20190421_193852_model_3,3.39995E+16,184389538,3.39995E+16,116637095.5,0.405665256,4/21/19,1000
-103,GBM_grid_1_AutoML_20190421_193852_model_14,3.40409E+16,184501877.3,3.40409E+16,111253956.2,0.363015399,4/21/19,1000
-104,GBM_5_AutoML_20190421_193027,3.41088E+16,184685716.9,3.41088E+16,110479220,0.360043641,4/21/19,1000
-105,GBM_5_AutoML_20190421_193852,3.4321E+16,185259403.1,3.4321E+16,110900073.8,0.362704607,4/21/19,1000
-106,GBM_grid_1_AutoML_20190421_195113_model_29,3.43739E+16,185402040.1,3.43739E+16,115477725.8,0.400519171,4/21/19,1000
-107,GBM_5_AutoML_20190421_195113,3.44109E+16,185501831.8,3.44109E+16,110994058.4,0.359906572,4/21/19,1000
-108,DeepLearning_grid_1_AutoML_20190421_195113_model_4,3.44398E+16,185579672.7,3.44398E+16,112260669.3,0.37479031,4/21/19,1000
-109,GBM_grid_1_AutoML_20190421_195113_model_28,3.49209E+16,186871342.4,3.49209E+16,115047118,0.416465972,4/21/19,1000
-110,GBM_grid_1_AutoML_20190421_193852_model_9,3.50319E+16,187168069.1,3.50319E+16,115726848.8,0.407515385,4/21/19,1000
-111,GBM_grid_1_AutoML_20190421_195113_model_7,3.51314E+16,187433759.1,3.51314E+16,112135206.1,0.363238657,4/21/19,1000
-112,GBM_grid_1_AutoML_20190421_195113_model_39,3.55147E+16,188453453.3,3.55147E+16,114363183.1,,4/21/19,1000
-113,GBM_grid_1_AutoML_20190421_195113_model_9,3.5656E+16,188827896.1,3.5656E+16,112522485.6,0.363352354,4/21/19,1000
-114,GBM_grid_1_AutoML_20190421_193027_model_4,3.5977E+16,189676063.8,3.5977E+16,114548846.7,0.405091156,4/21/19,1000
-115,DeepLearning_grid_1_AutoML_20190421_193852_model_1,3.61567E+16,190149276.4,3.61567E+16,124517103.2,,4/21/19,1000
-116,GBM_grid_1_AutoML_20190421_195113_model_35,3.63129E+16,190559441.7,3.63129E+16,114316353.2,0.369444468,4/21/19,1000
-117,DeepLearning_1_AutoML_20190421_193027,3.64414E+16,190896330.4,3.64414E+16,122463715.8,,4/21/19,1000
-118,GBM_grid_1_AutoML_20190421_193852_model_2,3.6729E+16,191648236.3,3.6729E+16,122603441.2,0.43383008,4/21/19,1000
-119,DeepLearning_1_AutoML_20190421_195113,3.68361E+16,191927389.2,3.68361E+16,119011350.6,0.40443441,4/21/19,1000
-120,GBM_grid_1_AutoML_20190421_193852_model_21,3.68714E+16,192019325.9,3.68714E+16,121497390.9,0.416268275,4/21/19,1000
-121,DeepLearning_1_AutoML_20190421_193852,3.69895E+16,192326606.1,3.69895E+16,120956465.3,,4/21/19,1000
-122,DeepLearning_grid_1_AutoML_20190421_195113_model_5,3.79072E+16,194697771.9,3.79072E+16,123084477.7,,4/21/19,1000
-123,GBM_grid_1_AutoML_20190421_193852_model_1,3.82106E+16,195475387,3.82106E+16,126817896.2,,4/21/19,1000
-124,DeepLearning_grid_1_AutoML_20190421_193852_model_2,3.87946E+16,196963462.6,3.87946E+16,122630084,,4/21/19,1000
-125,GBM_grid_1_AutoML_20190421_195113_model_13,3.91492E+16,197861667.4,3.91492E+16,119214741.2,0.406024955,4/21/19,1000
-126,DeepLearning_grid_1_AutoML_20190421_193027_model_3,3.94107E+16,198521257.6,3.94107E+16,129178541.2,,4/21/19,1000
-127,DeepLearning_grid_1_AutoML_20190421_193852_model_7,3.997E+16,199925040.8,3.997E+16,123401057.7,0.426277052,4/21/19,1000
-128,GBM_grid_1_AutoML_20190421_193027_model_9,4.02781E+16,200693945.7,4.02781E+16,125847625.9,0.478441833,4/21/19,1000
-129,DeepLearning_grid_1_AutoML_20190421_195113_model_7,4.0538E+16,201340473.7,4.0538E+16,126142852.1,0.43277,4/21/19,1000
-130,DeepLearning_grid_1_AutoML_20190421_193852_model_6,4.15993E+16,203959073.7,4.15993E+16,124190468.8,0.417345644,4/21/19,1000
-131,DeepLearning_grid_1_AutoML_20190421_193027_model_1,4.17914E+16,204429500.1,4.17914E+16,128681933.7,,4/21/19,1000
-132,DeepLearning_grid_1_AutoML_20190421_193852_model_3,4.20169E+16,204980124,4.20169E+16,130628492.8,,4/21/19,1000
-133,DeepLearning_grid_1_AutoML_20190421_195113_model_3,4.22433E+16,205531696,4.22433E+16,124138233.2,,4/21/19,1000
-134,DeepLearning_grid_1_AutoML_20190421_193852_model_8,4.32921E+16,208067489.6,4.32921E+16,145865189.4,0.532678282,4/21/19,1000
-135,DeepLearning_grid_1_AutoML_20190421_195113_model_2,4.35159E+16,208604612.6,4.35159E+16,130485547.5,,4/21/19,1000
-136,GBM_grid_1_AutoML_20190421_193027_model_8,4.43723E+16,210647397.7,4.43723E+16,132428228,,4/21/19,1000
-137,DeepLearning_grid_1_AutoML_20190421_195113_model_6,4.44542E+16,210841613.9,4.44542E+16,130039161.7,0.441003997,4/21/19,1000
-138,GBM_grid_1_AutoML_20190421_195113_model_16,4.45647E+16,211103560,4.45647E+16,136076028.1,0.483769665,4/21/19,1000
-139,GBM_grid_1_AutoML_20190421_195113_model_44,4.49336E+16,211975543.2,4.49336E+16,134012797.9,0.504719582,4/21/19,1000
-140,GBM_grid_1_AutoML_20190421_193027_model_1,4.50027E+16,212138400.7,4.50027E+16,133776023.1,,4/21/19,1000
-141,DeepLearning_grid_1_AutoML_20190421_193027_model_2,4.55814E+16,213497943.9,4.55814E+16,134154762.5,,4/21/19,1000
-142,DeepLearning_grid_1_AutoML_20190421_193852_model_5,5.09146E+16,225642549,5.09146E+16,164907023.5,0.633161431,4/21/19,1000
-143,GBM_grid_1_AutoML_20190421_193852_model_4,5.10669E+16,225979776.4,5.10669E+16,140325518.8,0.486628321,4/21/19,1000
-144,GBM_grid_1_AutoML_20190421_193027_model_11,5.4498E+16,233448162.3,5.4498E+16,151759967.7,0.556414938,4/21/19,1000
-145,DeepLearning_grid_1_AutoML_20190421_193852_model_4,5.65982E+16,237903835.9,5.65982E+16,184743592.1,0.701555408,4/21/19,1000
-146,GBM_grid_1_AutoML_20190421_195113_model_18,6.35201E+16,252031890.8,6.35201E+16,166207138.4,0.609449606,4/21/19,1000
-147,GBM_grid_1_AutoML_20190421_193852_model_19,6.39359E+16,252855555.4,6.39359E+16,168959950.9,0.617345087,4/21/19,1000
-148,GBM_grid_1_AutoML_20190421_195113_model_34,6.90132E+16,262703674.6,6.90132E+16,177027982.1,0.637099074,4/21/19,1000
-149,XGBoost_grid_1_AutoML_20190421_193852_model_11,7.42222E+16,272437445.4,7.42222E+16,172463470.6,0.563312957,4/21/19,1000
-150,GBM_grid_1_AutoML_20190421_193852_model_11,7.71233E+16,277710908.6,7.71233E+16,184624367.3,0.66236649,4/21/19,1000
-151,GBM_grid_1_AutoML_20190421_195113_model_46,7.75612E+16,278498055.8,7.75612E+16,185532844.7,0.6618316,4/21/19,1000
-152,GBM_grid_1_AutoML_20190421_195113_model_26,8.38831E+16,289625776.1,8.38831E+16,195295904.3,0.692966164,4/21/19,1000
-153,GBM_grid_1_AutoML_20190421_193852_model_6,8.86533E+16,297747011.3,8.86533E+16,202772624.8,0.71325604,4/21/19,1000
-154,GBM_grid_1_AutoML_20190421_193852_model_22,8.95311E+16,299217561.5,8.95311E+16,203175618.6,0.716125888,4/21/19,1000
-155,GBM_grid_1_AutoML_20190421_193027_model_13,9.63231E+16,310359623.7,9.63231E+16,212090499.7,0.741023997,4/21/19,1000
-156,GBM_grid_1_AutoML_20190421_195113_model_36,9.71612E+16,311706917.4,9.71612E+16,212999208.7,0.74366645,4/21/19,1000
-157,GBM_grid_1_AutoML_20190421_195113_model_6,9.7351E+16,312011258.5,9.7351E+16,213209742.9,0.744282897,4/21/19,1000
-158,GBM_grid_1_AutoML_20190421_195113_model_19,9.79263E+16,312931802.3,9.79263E+16,214178460.7,0.746939186,4/21/19,1000
-159,GBM_grid_1_AutoML_20190421_195113_model_47,9.80017E+16,313052158.5,9.80017E+16,214078048.9,0.74683129,4/21/19,1000
-160,GBM_grid_1_AutoML_20190421_193852_model_23,9.81534E+16,313294370.5,9.81534E+16,214434832.5,0.747762253,4/21/19,1000
-161,GBM_grid_1_AutoML_20190421_193852_model_10,9.8564E+16,313949050.6,9.8564E+16,214927384.2,0.74921225,4/21/19,1000
-162,GBM_grid_1_AutoML_20190421_193852_model_24,9.909E+16,314785662.9,9.909E+16,215534724.9,0.751074848,4/21/19,1000
-163,GBM_grid_1_AutoML_20190421_193027_model_12,1.00127E+17,316428928.7,1.00127E+17,216762645.6,0.754621398,4/21/19,1000
-164,StackedEnsemble_AllModels_AutoML_20190421_193027,1.00485E+17,316993712.2,1.00485E+17,217181129.5,0.755880335,4/21/19,1000
-165,GLM_grid_1_AutoML_20190421_193027_model_1,1.00489E+17,317000684,1.00489E+17,217195869.4,0.755907836,4/21/19,1000
-166,GLM_grid_1_AutoML_20190421_193852_model_1,1.00489E+17,317000684,1.00489E+17,217195869.4,0.755907836,4/21/19,1000
-167,GLM_grid_1_AutoML_20190421_195113_model_1,1.00489E+17,317000684,1.00489E+17,217195869.4,0.755907836,4/21/19,1000
-168,StackedEnsemble_BestOfFamily_AutoML_20190421_193027,1.00496E+17,317010832.4,1.00496E+17,217194228.9,0.755918586,4/21/19,1000
-169,XGBoost_grid_1_AutoML_20190421_195113_model_14,1.01527E+17,318633658,1.01527E+17,195634069.8,10.31615913,4/21/19,1000
-170,XGBoost_grid_1_AutoML_20190421_193852_model_6,1.0831E+17,329104524.7,1.0831E+17,203149687.2,10.73793449,4/21/19,1000
-171,XGBoost_grid_1_AutoML_20190421_193027_model_5,1.19467E+17,345639699.7,1.19467E+17,220842496.4,11.75298217,4/21/19,1000
-172,XGBoost_grid_1_AutoML_20190421_193852_model_8,1.87246E+17,432719232.6,1.87246E+17,300330495.4,15.32376889,4/21/19,1000
-173,XGBoost_grid_1_AutoML_20190421_193027_model_8,2.37561E+17,487402634.5,2.37561E+17,379123299.1,7.548951879,4/21/19,1000
\ No newline at end of file
diff --git a/DS/result/1000/params.json b/DS/result/1000/params.json
deleted file mode 100644
index efed166..0000000
--- a/DS/result/1000/params.json
+++ /dev/null
@@ -1 +0,0 @@
-[{"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_1_AutoML_20190416_015849", "type": "Key", "URL": "/3/Models/GBM_1_AutoML_20190416_015849"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 57}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 535217503408614689}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_021340_model_7", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_021340_model_7"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -6291113693611939483}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 128}, "max_depth": {"default": 6, "actual": 10}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.001}, "reg_alpha": {"default": 0.0, "actual": 0.01}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_1_AutoML_20190416_015849", "type": "Key", "URL": "/3/Models/XGBoost_1_AutoML_20190416_015849"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 8123488170167666551}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 103}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_1_AutoML_20190416_021340", "type": "Key", "URL": "/3/Models/XGBoost_1_AutoML_20190416_021340"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 945147570056781290}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 117}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_9", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_9"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 6740594396865765264}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 110}, "max_depth": {"default": 6, "actual": 20}, "min_rows": {"default": 1.0, "actual": 5.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.1}, "reg_alpha": {"default": 0.0, "actual": 0.5}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_3", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_3"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 4185834255457964502}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 127}, "max_depth": {"default": 6, "actual": 10}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.9}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.1}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_020809_model_4", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_020809_model_4"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 1148884638353306165}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 126}, "max_depth": {"default": 6, "actual": 10}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.6}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.01}, "reg_alpha": {"default": 0.0, "actual": 1.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_14", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_14"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 4922547582547298383}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 116}, "max_depth": {"default": 6, "actual": 10}, "min_rows": {"default": 1.0, "actual": 5.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.01}, "reg_alpha": {"default": 0.0, "actual": 1.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_16", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_16"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 4945286020153748795}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 117}, "max_depth": {"default": 6, "actual": 20}, "min_rows": {"default": 1.0, "actual": 10.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 1.0}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.1}, "reg_alpha": {"default": 0.0, "actual": 0.01}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_1_AutoML_20190416_022142", "type": "Key", "URL": "/3/Models/XGBoost_1_AutoML_20190416_022142"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -6296132697431201601}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 106}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_1_AutoML_20190416_020809", "type": "Key", "URL": "/3/Models/GBM_1_AutoML_20190416_020809"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 63}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 4416076806360560290}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_021340_model_9", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_021340_model_9"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 62}, "max_depth": {"default": 5, "actual": 11}, "min_rows": {"default": 10.0, "actual": 5.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -751583599607631132}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.08}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 1.0}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_1_AutoML_20190416_020809", "type": "Key", "URL": "/3/Models/XGBoost_1_AutoML_20190416_020809"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -8269200555425065889}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 102}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_6", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_6"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 3360626659902065816}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 105}, "max_depth": {"default": 6, "actual": 15}, "min_rows": {"default": 1.0, "actual": 0.1}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.6}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.1}, "reg_alpha": {"default": 0.0, "actual": 0.1}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_021340_model_6", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_021340_model_6"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -5052233321943799404}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 171}, "max_depth": {"default": 6, "actual": 20}, "min_rows": {"default": 1.0, "actual": 10.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 10.0}, "reg_alpha": {"default": 0.0, "actual": 0.1}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_1_AutoML_20190416_022142", "type": "Key", "URL": "/3/Models/GBM_1_AutoML_20190416_022142"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 64}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 8216374382835998668}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_2_AutoML_20190416_021340", "type": "Key", "URL": "/3/Models/XGBoost_2_AutoML_20190416_021340"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 945147570056781290}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 117}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_020809_model_7", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_020809_model_7"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -784132353757892290}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 134}, "max_depth": {"default": 6, "actual": 20}, "min_rows": {"default": 1.0, "actual": 15.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.001}, "reg_alpha": {"default": 0.0, "actual": 0.01}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_021340_model_8", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_021340_model_8"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -8544547885486393175}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 186}, "max_depth": {"default": 6, "actual": 15}, "min_rows": {"default": 1.0, "actual": 10.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 10.0}, "reg_alpha": {"default": 0.0, "actual": 0.1}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_1", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_1"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 470593921246794489}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 129}, "max_depth": {"default": 6, "actual": 10}, "min_rows": {"default": 1.0, "actual": 1.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.6}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.9}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 1.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_19", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_19"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 76}, "max_depth": {"default": 5, "actual": 17}, "min_rows": {"default": 10.0, "actual": 10.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 6937262547192201339}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.9}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.4}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_2_AutoML_20190416_015849", "type": "Key", "URL": "/3/Models/XGBoost_2_AutoML_20190416_015849"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 8123488170167666551}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 103}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_2_AutoML_20190416_022142", "type": "Key", "URL": "/3/Models/XGBoost_2_AutoML_20190416_022142"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -6296132697431201601}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 106}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_22", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_22"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 65}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 10.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -3672741185919793318}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.9}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_1_AutoML_20190416_021340", "type": "Key", "URL": "/3/Models/GBM_1_AutoML_20190416_021340"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 59}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -8863825611288508756}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_015849_model_3", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_015849_model_3"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 9181227055096749348}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 87}, "max_depth": {"default": 6, "actual": 10}, "min_rows": {"default": 1.0, "actual": 0.01}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.9}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "dart"}, "reg_lambda": {"default": 1.0, "actual": 0.01}, "reg_alpha": {"default": 0.0, "actual": 0.001}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_20", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_20"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -7058027733674845917}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 99}, "max_depth": {"default": 6, "actual": 20}, "min_rows": {"default": 1.0, "actual": 15.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 1.0}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.6}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.9}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "dart"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.5}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_2", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_2"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -296706066965579021}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 199}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 0.1}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.6}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.1}, "reg_alpha": {"default": 0.0, "actual": 0.5}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_021340_model_7", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_021340_model_7"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 261}, "max_depth": {"default": 5, "actual": 12}, "min_rows": {"default": 10.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 1482489825945827888}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.008}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.7}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_2_AutoML_20190416_020809", "type": "Key", "URL": "/3/Models/GBM_2_AutoML_20190416_020809"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 63}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 4416076806360560290}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_015849_model_7", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_015849_model_7"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 249}, "max_depth": {"default": 5, "actual": 13}, "min_rows": {"default": 10.0, "actual": 5.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -8297431547585684410}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.01}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 1.0}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_5", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_5"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 1364142109168995984}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 208}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 0.1}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 1.0}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.6}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.9}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.01}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_30", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_30"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 101}, "max_depth": {"default": 5, "actual": 14}, "min_rows": {"default": 10.0, "actual": 5.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -4703601276846393458}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.05}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.4}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "DRF_1_AutoML_20190416_021340", "type": "Key", "URL": "/3/Models/DRF_1_AutoML_20190416_021340"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 0}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 14}, "max_depth": {"default": 20, "actual": 20}, "min_rows": {"default": 1.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -2024566574354047452}, "build_tree_one_node": {"default": false, "actual": false}, "mtries": {"default": -1, "actual": -1}, "sample_rate": {"default": 0.6320000290870667, "actual": 0.6320000290870667}, "sample_rate_per_class": {"default": null, "actual": null}, "binomial_double_trees": {"default": false, "actual": false}, "checkpoint": {"default": null, "actual": null}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_2_AutoML_20190416_022142", "type": "Key", "URL": "/3/Models/GBM_2_AutoML_20190416_022142"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 64}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 8216374382835998668}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_4_AutoML_20190416_015849", "type": "Key", "URL": "/3/Models/GBM_4_AutoML_20190416_015849"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 57}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 535217503408614689}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_2_AutoML_20190416_020809", "type": "Key", "URL": "/3/Models/XGBoost_2_AutoML_20190416_020809"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -8269200555425065889}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 102}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_4_AutoML_20190416_020809", "type": "Key", "URL": "/3/Models/GBM_4_AutoML_20190416_020809"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 63}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 4416076806360560290}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_021340_model_10", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_021340_model_10"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -3702311402273080187}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 132}, "max_depth": {"default": 6, "actual": 10}, "min_rows": {"default": 1.0, "actual": 15.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.1}, "reg_alpha": {"default": 0.0, "actual": 0.1}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_2_AutoML_20190416_021340", "type": "Key", "URL": "/3/Models/GBM_2_AutoML_20190416_021340"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 59}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -8863825611288508756}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_13", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_13"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 1558484577809907045}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 203}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 1.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.01}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_3_AutoML_20190416_022142", "type": "Key", "URL": "/3/Models/GBM_3_AutoML_20190416_022142"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 64}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 8216374382835998668}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_4_AutoML_20190416_022142", "type": "Key", "URL": "/3/Models/GBM_4_AutoML_20190416_022142"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 64}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 8216374382835998668}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_4_AutoML_20190416_021340", "type": "Key", "URL": "/3/Models/GBM_4_AutoML_20190416_021340"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 59}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -8863825611288508756}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XRT_1_AutoML_20190416_020809", "type": "Key", "URL": "/3/Models/XRT_1_AutoML_20190416_020809"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 0}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 15}, "max_depth": {"default": 20, "actual": 20}, "min_rows": {"default": 1.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 4151871755386727876}, "build_tree_one_node": {"default": false, "actual": false}, "mtries": {"default": -1, "actual": -1}, "sample_rate": {"default": 0.6320000290870667, "actual": 0.6320000290870667}, "sample_rate_per_class": {"default": null, "actual": null}, "binomial_double_trees": {"default": false, "actual": false}, "checkpoint": {"default": null, "actual": null}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "Random"}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_11", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_11"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 7817216437335090084}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 109}, "max_depth": {"default": 6, "actual": 15}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 1.0}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.1}, "reg_alpha": {"default": 0.0, "actual": 0.1}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_3_AutoML_20190416_020809", "type": "Key", "URL": "/3/Models/GBM_3_AutoML_20190416_020809"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 63}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 4416076806360560290}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "DRF_1_AutoML_20190416_020809", "type": "Key", "URL": "/3/Models/DRF_1_AutoML_20190416_020809"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 0}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 17}, "max_depth": {"default": 20, "actual": 20}, "min_rows": {"default": 1.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -9050605905041006782}, "build_tree_one_node": {"default": false, "actual": false}, "mtries": {"default": -1, "actual": -1}, "sample_rate": {"default": 0.6320000290870667, "actual": 0.6320000290870667}, "sample_rate_per_class": {"default": null, "actual": null}, "binomial_double_trees": {"default": false, "actual": false}, "checkpoint": {"default": null, "actual": null}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_3_AutoML_20190416_021340", "type": "Key", "URL": "/3/Models/GBM_3_AutoML_20190416_021340"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 59}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -8863825611288508756}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_015849_model_4", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_015849_model_4"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -2206066643011406614}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 123}, "max_depth": {"default": 6, "actual": 20}, "min_rows": {"default": 1.0, "actual": 20.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 1.0}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.001}, "reg_alpha": {"default": 0.0, "actual": 0.1}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XRT_1_AutoML_20190416_015849", "type": "Key", "URL": "/3/Models/XRT_1_AutoML_20190416_015849"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 0}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 18}, "max_depth": {"default": 20, "actual": 20}, "min_rows": {"default": 1.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 3054398759985922741}, "build_tree_one_node": {"default": false, "actual": false}, "mtries": {"default": -1, "actual": -1}, "sample_rate": {"default": 0.6320000290870667, "actual": 0.6320000290870667}, "sample_rate_per_class": {"default": null, "actual": null}, "binomial_double_trees": {"default": false, "actual": false}, "checkpoint": {"default": null, "actual": null}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "Random"}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_020809_model_2", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_020809_model_2"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 3066876134399029511}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 160}, "max_depth": {"default": 6, "actual": 20}, "min_rows": {"default": 1.0, "actual": 20.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 1.0}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 10.0}, "reg_alpha": {"default": 0.0, "actual": 0.01}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_3_AutoML_20190416_015849", "type": "Key", "URL": "/3/Models/GBM_3_AutoML_20190416_015849"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 57}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 535217503408614689}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_021340_model_12", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_021340_model_12"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 277}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 5.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -6323878058763176975}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.008}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.5}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_015849_model_1", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_015849_model_1"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -1004159019472840680}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 166}, "max_depth": {"default": 6, "actual": 20}, "min_rows": {"default": 1.0, "actual": 20.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.6}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.001}, "reg_alpha": {"default": 0.0, "actual": 0.01}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_2_AutoML_20190416_015849", "type": "Key", "URL": "/3/Models/GBM_2_AutoML_20190416_015849"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 57}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 535217503408614689}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_40", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_40"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 101}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 15.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 1440568086818561136}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.05}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.7}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_18", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_18"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -3233063516348539910}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 125}, "max_depth": {"default": 6, "actual": 15}, "min_rows": {"default": 1.0, "actual": 20.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.9}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.01}, "reg_alpha": {"default": 0.0, "actual": 0.1}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "DRF_1_AutoML_20190416_015849", "type": "Key", "URL": "/3/Models/DRF_1_AutoML_20190416_015849"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 0}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 14}, "max_depth": {"default": 20, "actual": 20}, "min_rows": {"default": 1.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -5595089725603823962}, "build_tree_one_node": {"default": false, "actual": false}, "mtries": {"default": -1, "actual": -1}, "sample_rate": {"default": 0.6320000290870667, "actual": 0.6320000290870667}, "sample_rate_per_class": {"default": null, "actual": null}, "binomial_double_trees": {"default": false, "actual": false}, "checkpoint": {"default": null, "actual": null}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_21", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_21"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -1462935314347674953}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 69}, "max_depth": {"default": 6, "actual": 10}, "min_rows": {"default": 1.0, "actual": 0.01}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.5}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_18", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_18"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 269}, "max_depth": {"default": 5, "actual": 8}, "min_rows": {"default": 10.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 379229447572303695}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.01}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.6}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XRT_1_AutoML_20190416_021340", "type": "Key", "URL": "/3/Models/XRT_1_AutoML_20190416_021340"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 0}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 12}, "max_depth": {"default": 20, "actual": 20}, "min_rows": {"default": 1.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 447564332568595955}, "build_tree_one_node": {"default": false, "actual": false}, "mtries": {"default": -1, "actual": -1}, "sample_rate": {"default": 0.6320000290870667, "actual": 0.6320000290870667}, "sample_rate_per_class": {"default": null, "actual": null}, "binomial_double_trees": {"default": false, "actual": false}, "checkpoint": {"default": null, "actual": null}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "Random"}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_3_AutoML_20190416_021340", "type": "Key", "URL": "/3/Models/XGBoost_3_AutoML_20190416_021340"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 945147570056781290}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 117}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_015849_model_8", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_015849_model_8"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 296}, "max_depth": {"default": 5, "actual": 9}, "min_rows": {"default": 10.0, "actual": 5.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -6226524154050533599}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.008}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 1.0}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_020809_model_1", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_020809_model_1"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -4626645405180291108}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 175}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 15.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 1.0}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.6}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.9}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.1}, "reg_alpha": {"default": 0.0, "actual": 0.01}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_020809_model_9", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_020809_model_9"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 207}, "max_depth": {"default": 5, "actual": 9}, "min_rows": {"default": 10.0, "actual": 5.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -6204726672775535490}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.01}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_3_AutoML_20190416_022142", "type": "Key", "URL": "/3/Models/XGBoost_3_AutoML_20190416_022142"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -6296132697431201601}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 106}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "DRF_1_AutoML_20190416_022142", "type": "Key", "URL": "/3/Models/DRF_1_AutoML_20190416_022142"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 0}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 12}, "max_depth": {"default": 20, "actual": 20}, "min_rows": {"default": 1.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -386847316342977102}, "build_tree_one_node": {"default": false, "actual": false}, "mtries": {"default": -1, "actual": -1}, "sample_rate": {"default": 0.6320000290870667, "actual": 0.6320000290870667}, "sample_rate_per_class": {"default": null, "actual": null}, "binomial_double_trees": {"default": false, "actual": false}, "checkpoint": {"default": null, "actual": null}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_3_AutoML_20190416_015849", "type": "Key", "URL": "/3/Models/XGBoost_3_AutoML_20190416_015849"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 8123488170167666551}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 103}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_34", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_34"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 126}, "max_depth": {"default": 5, "actual": 5}, "min_rows": {"default": 10.0, "actual": 5.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 7181047996517323547}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.08}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.4}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_12", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_12"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -8284256246215739256}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 172}, "max_depth": {"default": 6, "actual": 10}, "min_rows": {"default": 1.0, "actual": 20.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 10.0}, "reg_alpha": {"default": 0.0, "actual": 0.001}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XRT_1_AutoML_20190416_022142", "type": "Key", "URL": "/3/Models/XRT_1_AutoML_20190416_022142"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 0}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 14}, "max_depth": {"default": 20, "actual": 20}, "min_rows": {"default": 1.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 1214535593906725350}, "build_tree_one_node": {"default": false, "actual": false}, "mtries": {"default": -1, "actual": -1}, "sample_rate": {"default": 0.6320000290870667, "actual": 0.6320000290870667}, "sample_rate_per_class": {"default": null, "actual": null}, "binomial_double_trees": {"default": false, "actual": false}, "checkpoint": {"default": null, "actual": null}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "Random"}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_021340_model_14", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_021340_model_14"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 125}, "max_depth": {"default": 5, "actual": 13}, "min_rows": {"default": 10.0, "actual": 30.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 2237749894810777481}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.05}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 1.0}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_021340_model_12", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_021340_model_12"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 8148617848349390145}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 83}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 5.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.1}, "reg_alpha": {"default": 0.0, "actual": 0.001}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_20", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_20"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 38}, "max_depth": {"default": 5, "actual": 12}, "min_rows": {"default": 10.0, "actual": 15.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 1660816067772796198}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 1.0}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_8", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_8"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -1978903613761958048}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 194}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 0.1}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 10.0}, "reg_alpha": {"default": 0.0, "actual": 0.1}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_3_AutoML_20190416_020809", "type": "Key", "URL": "/3/Models/XGBoost_3_AutoML_20190416_020809"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -8269200555425065889}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 102}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_4", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_4"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -8553487054094626630}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 98}, "max_depth": {"default": 6, "actual": 15}, "min_rows": {"default": 1.0, "actual": 1.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 1.0}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.001}, "reg_alpha": {"default": 0.0, "actual": 0.01}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_021340_model_4", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_021340_model_4"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -808055129639995813}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 167}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 10.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.6}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 1.0}, "reg_alpha": {"default": 0.0, "actual": 0.001}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_015849_model_11", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_015849_model_11"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 124}, "max_depth": {"default": 5, "actual": 5}, "min_rows": {"default": 10.0, "actual": 10.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 312612650005529402}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.05}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_015849_model_6", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_015849_model_6"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 123}, "max_depth": {"default": 5, "actual": 14}, "min_rows": {"default": 10.0, "actual": 30.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 1016271172136009295}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.9}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.4}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_020809_model_1", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_020809_model_1"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 98}, "max_depth": {"default": 5, "actual": 8}, "min_rows": {"default": 10.0, "actual": 30.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -2093047239462039668}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.08}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.9}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_17", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_17"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 4229821899048803720}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 172}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 15.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 10.0}, "reg_alpha": {"default": 0.0, "actual": 0.01}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_38", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_38"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 328}, "max_depth": {"default": 5, "actual": 10}, "min_rows": {"default": 10.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -5073254224921600017}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.008}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 1.0}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.4}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_14", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_14"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 88}, "max_depth": {"default": 5, "actual": 15}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -800763150486077753}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 1.0}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.4}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_020809_model_4", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_020809_model_4"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 42}, "max_depth": {"default": 5, "actual": 6}, "min_rows": {"default": 10.0, "actual": 10.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -1676492205488254103}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_015849_model_9", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_015849_model_9"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 84}, "max_depth": {"default": 5, "actual": 10}, "min_rows": {"default": 10.0, "actual": 30.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 1263941325850104752}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.08}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.7}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_10", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_10"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 260}, "max_depth": {"default": 5, "actual": 8}, "min_rows": {"default": 10.0, "actual": 10.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -2189465475492759112}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.01}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.6}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_021340_model_9", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_021340_model_9"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -5339418194898733410}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 292}, "max_depth": {"default": 6, "actual": 15}, "min_rows": {"default": 1.0, "actual": 15.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.6}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 100.0}, "reg_alpha": {"default": 0.0, "actual": 0.01}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_44", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_44"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 19}, "max_depth": {"default": 5, "actual": 12}, "min_rows": {"default": 10.0, "actual": 5.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -7889526586220376985}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.1}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.9}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_020809_model_6", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_020809_model_6"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 5657826670022269990}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 256}, "max_depth": {"default": 6, "actual": 10}, "min_rows": {"default": 1.0, "actual": 0.01}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.6}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 100.0}, "reg_alpha": {"default": 0.0, "actual": 0.01}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_32", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_32"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 298}, "max_depth": {"default": 5, "actual": 17}, "min_rows": {"default": 10.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 1238482143385342773}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.008}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.7}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.4}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_23", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_23"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 91}, "max_depth": {"default": 5, "actual": 6}, "min_rows": {"default": 10.0, "actual": 30.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -7597788236400105540}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.08}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.6}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_020809_model_8", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_020809_model_8"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -740176760385790701}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 42}, "max_depth": {"default": 6, "actual": 15}, "min_rows": {"default": 1.0, "actual": 0.01}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 0.01}, "reg_alpha": {"default": 0.0, "actual": 0.5}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_022142_model_7", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_022142_model_7"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 1885031020662154840}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 146}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 20.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.8}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.9}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 10.0}, "reg_alpha": {"default": 0.0, "actual": 0.5}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_8", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_8"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 102}, "max_depth": {"default": 5, "actual": 6}, "min_rows": {"default": 10.0, "actual": 30.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 217598639762926675}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.05}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.7}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_020809_model_2", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_020809_model_2"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 108}, "max_depth": {"default": 5, "actual": 13}, "min_rows": {"default": 10.0, "actual": 30.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -1981193351524540514}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.05}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.5}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_015849_model_6", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_015849_model_6"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 6900135582127353099}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 63}, "max_depth": {"default": 6, "actual": 20}, "min_rows": {"default": 1.0, "actual": 3.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 1.0}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 10.0}, "reg_alpha": {"default": 0.0, "actual": 0.1}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_021340_model_1", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_021340_model_1"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -6762127486695085469}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 258}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 10.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 1.0}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 0.8}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 100.0}, "reg_alpha": {"default": 0.0, "actual": 1.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_43", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_43"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 58}, "max_depth": {"default": 5, "actual": 3}, "min_rows": {"default": 10.0, "actual": 5.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 2481577733343800737}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.7}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_24", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_24"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 97}, "max_depth": {"default": 5, "actual": 4}, "min_rows": {"default": 10.0, "actual": 30.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -4179981950936781441}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.08}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_021340_model_11", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_021340_model_11"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -5827049454186640132}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 107}, "max_depth": {"default": 6, "actual": 15}, "min_rows": {"default": 1.0, "actual": 20.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "dart"}, "reg_lambda": {"default": 1.0, "actual": 0.1}, "reg_alpha": {"default": 0.0, "actual": 0.001}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_021340_model_3", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_021340_model_3"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 7669416278686891203}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "quiet_mode": {"default": true, "actual": true}, "export_checkpoints_dir": {"default": null, "actual": null}, "ntrees": {"default": 50, "actual": 290}, "max_depth": {"default": 6, "actual": 5}, "min_rows": {"default": 1.0, "actual": 20.0}, "min_child_weight": {"default": 1.0, "actual": 1.0}, "learn_rate": {"default": 0.3, "actual": 0.05}, "eta": {"default": 0.3, "actual": 0.3}, "sample_rate": {"default": 1.0, "actual": 0.6}, "subsample": {"default": 1.0, "actual": 1.0}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "colsample_bylevel": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.8}, "colsample_bytree": {"default": 1.0, "actual": 1.0}, "max_abs_leafnode_pred": {"default": 0.0, "actual": 0.0}, "max_delta_step": {"default": 0.0, "actual": 0.0}, "monotone_constraints": {"default": null, "actual": null}, "score_tree_interval": {"default": 0, "actual": 5}, "min_split_improvement": {"default": 0.0, "actual": 0.0}, "gamma": {"default": 0.0, "actual": 0.0}, "nthread": {"default": -1, "actual": -1}, "max_bins": {"default": 256, "actual": 256}, "max_leaves": {"default": 0, "actual": 0}, "min_sum_hessian_in_leaf": {"default": 100.0, "actual": 100.0}, "min_data_in_leaf": {"default": 0.0, "actual": 0.0}, "sample_type": {"default": "uniform", "actual": "uniform"}, "normalize_type": {"default": "tree", "actual": "tree"}, "rate_drop": {"default": 0.0, "actual": 0.0}, "one_drop": {"default": false, "actual": false}, "skip_drop": {"default": 0.0, "actual": 0.0}, "tree_method": {"default": "auto", "actual": "auto"}, "grow_policy": {"default": "depthwise", "actual": "depthwise"}, "booster": {"default": "gbtree", "actual": "gbtree"}, "reg_lambda": {"default": 1.0, "actual": 100.0}, "reg_alpha": {"default": 0.0, "actual": 1.0}, "dmatrix_type": {"default": "auto", "actual": "auto"}, "backend": {"default": "auto", "actual": "auto"}, "gpu_id": {"default": 0, "actual": 0}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_020809_model_7", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_020809_model_7"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 44}, "max_depth": {"default": 5, "actual": 16}, "min_rows": {"default": 10.0, "actual": 30.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -6222002133547873603}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.6}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_021340_model_3", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_021340_model_3"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 36}, "max_depth": {"default": 5, "actual": 6}, "min_rows": {"default": 10.0, "actual": 10.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 8616430336618213912}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.6}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_015849_model_3", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_015849_model_3"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 37}, "max_depth": {"default": 5, "actual": 9}, "min_rows": {"default": 10.0, "actual": 10.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 5921562103828277318}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.6}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_17", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_17"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 37}, "max_depth": {"default": 5, "actual": 7}, "min_rows": {"default": 10.0, "actual": 5.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 3910211005117585837}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.6}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_021340_model_8", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_021340_model_8"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 46}, "max_depth": {"default": 5, "actual": 16}, "min_rows": {"default": 10.0, "actual": 30.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 5651139939694696712}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.7}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_45", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_45"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 6}, "max_depth": {"default": 5, "actual": 7}, "min_rows": {"default": 10.0, "actual": 10.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -966230173679968544}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.7}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_021340_model_17", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_021340_model_17"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 63}, "max_depth": {"default": 5, "actual": 12}, "min_rows": {"default": 10.0, "actual": 30.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 4553477939711567707}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.05}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.5}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_020809_model_5", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_020809_model_5"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 244}, "max_depth": {"default": 5, "actual": 5}, "min_rows": {"default": 10.0, "actual": 10.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 4266844192230858305}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.01}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_2", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_2"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 49}, "max_depth": {"default": 5, "actual": 4}, "min_rows": {"default": 10.0, "actual": 10.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -5924473741835432567}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.5}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_36", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_36"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 72}, "max_depth": {"default": 5, "actual": 4}, "min_rows": {"default": 10.0, "actual": 100.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 3170787026932385842}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.6}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.7}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "DeepLearning_grid_1_AutoML_20190416_022142_model_1", "type": "Key", "URL": "/3/Models/DeepLearning_grid_1_AutoML_20190416_022142_model_1"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "score_each_iteration": {"default": false, "actual": false}, "weights_column": {"default": null, "actual": null}, "offset_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "checkpoint": {"default": null, "actual": null}, "pretrained_autoencoder": {"default": null, "actual": null}, "overwrite_with_best_model": {"default": true, "actual": false}, "use_all_factor_levels": {"default": true, "actual": true}, "standardize": {"default": true, "actual": true}, "activation": {"default": "Rectifier", "actual": "RectifierWithDropout"}, "hidden": {"default": [200, 200], "actual": [50]}, "epochs": {"default": 10.0, "actual": 846.4}, "train_samples_per_iteration": {"default": -2, "actual": -2}, "target_ratio_comm_to_comp": {"default": 0.05, "actual": 0.05}, "seed": {"default": -1, "actual": -4789624215429989612}, "adaptive_rate": {"default": true, "actual": true}, "rho": {"default": 0.99, "actual": 0.95}, "epsilon": {"default": 1e-08, "actual": 1e-07}, "rate": {"default": 0.005, "actual": 0.005}, "rate_annealing": {"default": 1e-06, "actual": 1e-06}, "rate_decay": {"default": 1.0, "actual": 1.0}, "momentum_start": {"default": 0.0, "actual": 0.0}, "momentum_ramp": {"default": 1000000.0, "actual": 1000000.0}, "momentum_stable": {"default": 0.0, "actual": 0.0}, "nesterov_accelerated_gradient": {"default": true, "actual": true}, "input_dropout_ratio": {"default": 0.0, "actual": 0.2}, "hidden_dropout_ratios": {"default": null, "actual": [0.5]}, "l1": {"default": 0.0, "actual": 0.0}, "l2": {"default": 0.0, "actual": 0.0}, "max_w2": {"default": 3.4028235e+38, "actual": 3.4028235e+38}, "initial_weight_distribution": {"default": "UniformAdaptive", "actual": "UniformAdaptive"}, "initial_weight_scale": {"default": 1.0, "actual": 1.0}, "initial_weights": {"default": null, "actual": null}, "initial_biases": {"default": null, "actual": null}, "loss": {"default": "Automatic", "actual": "Automatic"}, "distribution": {"default": "AUTO", "actual": "AUTO"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "score_interval": {"default": 5.0, "actual": 5.0}, "score_training_samples": {"default": 10000, "actual": 10000}, "score_validation_samples": {"default": 0, "actual": 0}, "score_duty_cycle": {"default": 0.1, "actual": 0.1}, "classification_stop": {"default": 0.0, "actual": 0.0}, "regression_stop": {"default": 1e-06, "actual": 1e-06}, "stopping_rounds": {"default": 5, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.0, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "score_validation_sampling": {"default": "Uniform", "actual": "Uniform"}, "diagnostics": {"default": true, "actual": true}, "fast_mode": {"default": true, "actual": true}, "force_load_balance": {"default": true, "actual": true}, "variable_importances": {"default": true, "actual": true}, "replicate_training_data": {"default": true, "actual": true}, "single_node_mode": {"default": false, "actual": false}, "shuffle_training_data": {"default": false, "actual": false}, "missing_values_handling": {"default": "MeanImputation", "actual": "MeanImputation"}, "quiet_mode": {"default": false, "actual": false}, "autoencoder": {"default": false, "actual": false}, "sparse": {"default": false, "actual": false}, "col_major": {"default": false, "actual": false}, "average_activation": {"default": 0.0, "actual": 0.0}, "sparsity_beta": {"default": 0.0, "actual": 0.0}, "max_categorical_features": {"default": 2147483647, "actual": 2147483647}, "reproducible": {"default": false, "actual": false}, "export_weights_and_biases": {"default": false, "actual": false}, "mini_batch_size": {"default": 1, "actual": 1}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "elastic_averaging": {"default": false, "actual": false}, "elastic_averaging_moving_rate": {"default": 0.9, "actual": 0.9}, "elastic_averaging_regularization": {"default": 0.001, "actual": 0.001}, "export_checkpoints_dir": {"default": null, "actual": null}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_015849_model_13", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_015849_model_13"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 20}, "max_depth": {"default": 5, "actual": 12}, "min_rows": {"default": 10.0, "actual": 30.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -6434862744984153993}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.7}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_021340_model_11", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_021340_model_11"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 306}, "max_depth": {"default": 5, "actual": 5}, "min_rows": {"default": 10.0, "actual": 10.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -5165151783887339433}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.008}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.8}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 0.7}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_15", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_15"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 36}, "max_depth": {"default": 5, "actual": 14}, "min_rows": {"default": 10.0, "actual": 15.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": -4239403259961555972}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.8}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 1.0}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 0.4}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 1e-05}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "GBM_grid_1_AutoML_20190416_022142_model_35", "type": "Key", "URL": "/3/Models/GBM_grid_1_AutoML_20190416_022142_model_35"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key"}, "name": "automl_training_trainPriceCleaned.hex", "type": "Key", "URL": "/3/Frames/automl_training_trainPriceCleaned.hex"}}, "validation_frame": {"default": null, "actual": null}, "nfolds": {"default": 0, "actual": 5}, "keep_cross_validation_models": {"default": true, "actual": false}, "keep_cross_validation_predictions": {"default": false, "actual": true}, "keep_cross_validation_fold_assignment": {"default": false, "actual": false}, "score_each_iteration": {"default": false, "actual": false}, "score_tree_interval": {"default": 0, "actual": 5}, "fold_assignment": {"default": "AUTO", "actual": "Modulo"}, "fold_column": {"default": null, "actual": null}, "response_column": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ColSpecifierV3", "schema_type": "VecSpecifier"}, "column_name": "transaction_real_price", "is_member_of_frames": null}}, "ignored_columns": {"default": null, "actual": []}, "ignore_const_cols": {"default": true, "actual": true}, "offset_column": {"default": null, "actual": null}, "weights_column": {"default": null, "actual": null}, "balance_classes": {"default": false, "actual": false}, "class_sampling_factors": {"default": null, "actual": null}, "max_after_balance_size": {"default": 5.0, "actual": 5.0}, "max_confusion_matrix_size": {"default": 20, "actual": 20}, "max_hit_ratio_k": {"default": 0, "actual": 0}, "ntrees": {"default": 50, "actual": 41}, "max_depth": {"default": 5, "actual": 4}, "min_rows": {"default": 10.0, "actual": 1.0}, "nbins": {"default": 20, "actual": 20}, "nbins_top_level": {"default": 1024, "actual": 1024}, "nbins_cats": {"default": 1024, "actual": 1024}, "r2_stopping": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "stopping_rounds": {"default": 0, "actual": 0}, "stopping_metric": {"default": "AUTO", "actual": "deviance"}, "stopping_tolerance": {"default": 0.001, "actual": 0.014965432360392486}, "max_runtime_secs": {"default": 0.0, "actual": 0.0}, "seed": {"default": -1, "actual": 3171106594490279690}, "build_tree_one_node": {"default": false, "actual": false}, "learn_rate": {"default": 0.1, "actual": 0.5}, "learn_rate_annealing": {"default": 1.0, "actual": 1.0}, "distribution": {"default": "AUTO", "actual": "gaussian"}, "quantile_alpha": {"default": 0.5, "actual": 0.5}, "tweedie_power": {"default": 1.5, "actual": 1.5}, "huber_alpha": {"default": 0.9, "actual": 0.9}, "checkpoint": {"default": null, "actual": null}, "sample_rate": {"default": 1.0, "actual": 0.6}, "sample_rate_per_class": {"default": null, "actual": null}, "col_sample_rate": {"default": 1.0, "actual": 1.0}, "col_sample_rate_change_per_level": {"default": 1.0, "actual": 1.0}, "col_sample_rate_per_tree": {"default": 1.0, "actual": 1.0}, "min_split_improvement": {"default": 1e-05, "actual": 0.0001}, "histogram_type": {"default": "AUTO", "actual": "AUTO"}, "max_abs_leafnode_pred": {"default": 1.7976931348623157e+308, "actual": 1.7976931348623157e+308}, "pred_noise_bandwidth": {"default": 0.0, "actual": 0.0}, "categorical_encoding": {"default": "AUTO", "actual": "AUTO"}, "calibrate_model": {"default": false, "actual": false}, "calibration_frame": {"default": null, "actual": null}, "custom_metric_func": {"default": null, "actual": null}, "export_checkpoints_dir": {"default": null, "actual": null}, "monotone_constraints": {"default": null, "actual": null}, "check_constant_response": {"default": true, "actual": true}}, {"model_id": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "ModelKeyV3", "schema_type": "Key"}, "name": "XGBoost_grid_1_AutoML_20190416_015849_model_5", "type": "Key", "URL": "/3/Models/XGBoost_grid_1_AutoML_20190416_015849_model_5"}}, "training_frame": {"default": null, "actual": {"__meta": {"schema_version": 3, "schema_name": "FrameKeyV3", "schema_type": "Key