From d42508accd8579f234fedbf89ed1ca572a17cc66 Mon Sep 17 00:00:00 2001
From: ramakrishnasonakam <ramakrishnasonakam@gmail.com>
Date: Fri, 14 Dec 2018 06:45:25 +0000
Subject: [PATCH 1/3] Done

---
 __pycache__/__init__.cpython-36.pyc           | Bin 164 -> 161 bytes
 .../__pycache__/__init__.cpython-36.pyc       | Bin 178 -> 175 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 650 -> 658 bytes
 q01_load_data/build.py                        |  16 ++++++++++------
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 181 bytes
 .../test_q01_load_data.cpython-36.pyc         | Bin 3979 -> 3976 bytes
 6 files changed, 10 insertions(+), 6 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..fd55f1504d808504b9cd986cec5fe67f832252a8 100644
GIT binary patch
delta 60
zcmZ3&xR8;<n3tD}*+V#HB8Rz#pMFMuZmND!Vs2t~QD$*QUSe^6USf7)u6}raQFd`b
PVsff}a(+tc#4IZS8*&r|

delta 63
zcmZ3;xP+0zn3tD})qh^pL=JQ9K>dvT+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv=~e(}))jUD

diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc
index 745b53348946deede87a913551b2a987b3c0f568..65912717aeb283efa8f45522eaa935be134087b4 100644
GIT binary patch
delta 60
zcmdnQxSo;2n3tD}*+V#HB8Ry~jDALbZmND!Vs2t~QD$*QUSe^6USf7)u6}raQFd`b
PVsff}a(+tc#4Ha0Bu*4Q

delta 63
zcmZ3_xQUU&n3tD})qh^pL=JQ9c>Rq0+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv=^g-bFcq!<

diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc
index 108e4a3757fe954026411d74f9a8c0f07f6551f0..619f002fd09592d9534392aa5ccfbd2382c3825e 100644
GIT binary patch
delta 166
zcmeBToy6*A%*)GF7$_X`k&%JnF#{4{2C^N1xL5~Bq%fo~<}gGt0%@ikrd;MIW=4io
z#w?Z;=4Qqy))bBuwiNaj#wfOp9zl#6k@^|=xvBa^iMff{MVZAJd5OjOd5PJHx%%Px
yMcKs#iOH$@$@wX%laDgmGO|x*W>Nu?8caHjT$2NswE0067qbBg4n`hEE+zmPrz4mE

delta 161
zcmbQl+QsT&%*)Hg5->07Fe3xQV+JI^3}ib1aj_bZNMT4}%wdRP1ky}7Ou5Wa%!~{v
z%uy^U94Txm>@AE@tQ-A;7`0>cGxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q^%HY)
v6bg#+vr>~wiYK37v}NR;%*Ld`$TnG<NoR5llR7^W$UZh8!NJJG%)$x)cC#Z5

diff --git a/q01_load_data/build.py b/q01_load_data/build.py
index e4cd8e3..6ed9b79 100644
--- a/q01_load_data/build.py
+++ b/q01_load_data/build.py
@@ -1,10 +1,14 @@
+# %load q01_load_data/build.py
 # Default imports
 import pandas as pd
-from sklearn.model_selection import train_test_split
-
-
-path = 'data/house_prices_multivariate.csv'
-
-
+from sklearn.model_selection import train_test_split    
+path = pd.read_csv('data/house_prices_multivariate.csv')
 # Write your solution here
+def load_data(path, test_size=0.33, random_state=9):
+    df = pd.read_csv(path)
+    X = df.iloc[:, :-1]
+    y = df.iloc[:, -1]
+    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_size, random_state=random_state)
+    return df, X_train, X_test, y_train, y_test
+
 
diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc
index 133357e0803cc77a9fa179800aad36162ab7db97..0f4e4214891d4cb11ae52874d4580f57d4410ce9 100644
GIT binary patch
delta 60
zcmdnNxRsH^n3tD}-9tELB8Ry~l72>hZmND!Vs2t~QD$*QUSe^6USf7)u6}raQFd`b
PVsff}a(+tc#4JAmDCQJe

delta 63
zcmdnWxPy_yn3tD})qh^pL=JQ9RQ-(n+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv>3#rqG8M)E

diff --git a/q01_load_data/tests/__pycache__/test_q01_load_data.cpython-36.pyc b/q01_load_data/tests/__pycache__/test_q01_load_data.cpython-36.pyc
index 689755b50e9d543263dd64c6c6fa30cc162289d0..2f5b866503f476cb02e347b453541e50f7fd4796 100644
GIT binary patch
delta 62
zcmeB{?~vy(=H=yL_YjWR$Z?iYBS$|YKQ~psC^0uNyC}0bBQLQyKQA#mF;_o4zbL!7
RATc>rKRG`obrVxJF92Mg6#xJL

delta 66
zcmeB>@0RB<=H=!3=|3-OBga`r?R@=={M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo#
V#GD+3f};Ga)Z~)l&3_rYc>(?P7+?SZ


From c5ef184b0e95e057f3cc9848d8d58720cfa36900 Mon Sep 17 00:00:00 2001
From: ramakrishnasonakam <ramakrishnasonakam@gmail.com>
Date: Sat, 15 Dec 2018 15:42:13 +0000
Subject: [PATCH 2/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 190 -> 187 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 636 -> 659 bytes
 q02_Max_important_feature/build.py            |   8 +++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 193 bytes
 ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1732 bytes
 5 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc b/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc
index 93c9119e93bd10425c9a680002a7f8007ca6fad4..5ab0066bb3379ed2640611f232bc8acd89b9d2f4 100644
GIT binary patch
delta 60
zcmdnTxSNr~n3tD}*+V#HB8Ry~hJHqVZmND!Vs2t~QD$*QUSe^6USf7)u6}raQFd`b
PVsff}a(+tc#H<hiE9Mk#

delta 63
zcmdnZxQ~&;n3tD})qh^pL=JQ9Z2gS<+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv=^+4mG!@<e

diff --git a/q02_Max_important_feature/__pycache__/build.cpython-36.pyc b/q02_Max_important_feature/__pycache__/build.cpython-36.pyc
index 2b7cfd439c8bcd90f292188cc9dda691033659ba..6c729140d11f310aa9374c0ee68e214cee88ce1c 100644
GIT binary patch
delta 247
zcmeyvGMQD`n3tDpxq@hnC=&z2V+JI^3S>I~ak0fjWks=6rW9sLhA8$FmMD%Cjuh4u
zwid=H&WV0kJa6%rBo?Komc*AO7G)+T<)q$X%!^`9&M#WYP{aq+|0`8LBR@A)zbG*`
zF}o<UI3q8yI6p5jJ26*3JijQrxF9h(RX;gDC3SKhW2hn*$VL_*!NADFSR??X{WO`1
zn1OT=NK}(+@)O2PTOJUf7es(mfUQ9y_<>@#IBatBQ%ZAE?Lc~qIe-KYvk)T(BMTD%
DH$FAv

delta 207
zcmbQt`iDi?n3tD})qh^p4n_us#|%h-707k~;$oeN%8Fbm94V|RY%PpY>=UD|Fh)(*
zXOuSN1<L-)(9g)vP1R3K%E;7r$xklLP0cGQ)=w`=txPP*&(%-N$x$dM%Fjwo28vGp
z%_uc_5~GzOC&*kDAi==M!&t-*r2RCRikN|P5lB>%WAa<ZOns1e5y%oGf)B{O#bJ}1
TpHiBWYR3fRfz9Dz7GePaAx<nJ

diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py
index 51fbde6..dae8ced 100644
--- a/q02_Max_important_feature/build.py
+++ b/q02_Max_important_feature/build.py
@@ -1,8 +1,14 @@
+# %load q02_Max_important_feature/build.py
 # Default imports
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
 
 # We have already loaded the data for you
 data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv')
+target_variable = data_set['SalePrice']
+n = 4
+# Write your code here
+def Max_important_feature(data_set, target_variable = 'SalePrice', n = 4):
+    cor = data_set.corr()[target_variable]
+    return cor.sort_values(ascending=False)[1:n + 1].index.values
 
 
-# Write your code here
diff --git a/q02_Max_important_feature/tests/__pycache__/__init__.cpython-36.pyc b/q02_Max_important_feature/tests/__pycache__/__init__.cpython-36.pyc
index cec58d46190aacd7d84dfc496a3158043f55733c..1049adfdef1906c00b0fafe07dfce7a2f7adb41c 100644
GIT binary patch
delta 60
zcmX@Yc#x69n3tD}*+V#HB8Ry~o_<DtZmND!Vs2t~QD$*QUSe^6USf7)u6}raQFd`b
PVsff}a(+tc#H=U)FR~Pd

delta 63
zcmX@ec!ZI|n3tD})qh^pL=JQ9Lj8>V+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv=}`cFHWl^&

diff --git a/q02_Max_important_feature/tests/__pycache__/test_q02max_important_feature.cpython-36.pyc b/q02_Max_important_feature/tests/__pycache__/test_q02max_important_feature.cpython-36.pyc
index cb6849b54439a4d751068cfac5c5797820818bc7..ad64aee78f27aadb585d42ec1a6602fa46814cbb 100644
GIT binary patch
delta 63
zcmX@kdxV$6n3tD}*+V#HBgY{|jb{Cf{M=OiqQu<9?4r!#jJ(9+{Jg~M#9aOG{G#mQ
Tg2d!h{p9?V)XiTRFR=gsivAXl

delta 71
zcmX@Ydz_cUn3tF9r~kaDjU0y<b=veZ@^e%56O%GB^<DClOLJ56N{aQ<i&85SOY(E|
a6LWGD3X1ZxQj>wAlO5TlHuExVX8{0=g&7zC


From 554011f54f5ef648c0b6f9f9ab702cce58816965 Mon Sep 17 00:00:00 2001
From: ramakrishnasonakam <ramakrishnasonakam@gmail.com>
Date: Sat, 15 Dec 2018 16:51:13 +0000
Subject: [PATCH 3/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 179 -> 176 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 892 -> 907 bytes
 q03_polynomial/build.py                       |  11 ++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 182 bytes
 .../test_q03_polynomial.cpython-36.pyc        | Bin 1393 -> 1390 bytes
 5 files changed, 10 insertions(+), 1 deletion(-)

diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc
index aa42922819662c41fcd07685edf2a72bf7ac881e..1b656f8f7824b83f1e1d2b6628fb06e6f33e7e58 100644
GIT binary patch
delta 60
zcmdnYxPg(wn3tD}*+V#HB8Ry~tbRs*ZmND!Vs2t~QD$*QUSe^6USf7)u6}raQFd`b
PVsff}a(+tc#4Jw$B=8hM

delta 63
zcmdnMxS5f|n3tD})qh^pL=JQ91pSQs+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv>7D>`+ZD0^

diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc
index 3be41d0c14271187dca6351ed83186fc0c5c4807..5fc710b37b3a8089076b471f8a06e5a99046af9c 100644
GIT binary patch
delta 207
zcmeyv*3GVL%*)G_YakjU!OXz$m;ni}0@)5gTpTe`*-elwiZ_KliZ6vbg(HQtg)xeM
zV$pO)i^*J!s!YuclZ_eAYewm3<maa97bWH<W*21^XXGUo=jSD6C+6yh=NDxc7bGU9
z>L=%?r0P#z$Rst{gGoi54`ezQkYHdEU}RwwVdP;f;s^5lG?|LnfOHW%kkAyEJeg?=
hJ2#Mdi?L#|8?&-F(4`E;Ak92L9YDw|1k}yK3;-0cD9Qi;

delta 170
zcmeBX|HGzi%*)HA5;-sGH4_8FV+JI^3S>I~adE&zWj9Xl6pj?m7RD&viB;1XttJaG
zs<PBDHZxAPWIV4OtDljdo2s9fl#!|LlAm0fo0?Zrte;+#TA5gqpR1pklcP{jl%JKF
zTv9yQfXQBf2V^Q2kYHdGU}Rwwn_SN%#>h8$8q=1^LCi|RK!-r2c^JWvS%?JyO^zkc

diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py
index 26d8971..6c5f8aa 100644
--- a/q03_polynomial/build.py
+++ b/q03_polynomial/build.py
@@ -1,3 +1,4 @@
+# %load q03_polynomial/build.py
 # Default imports
 from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data
 from sklearn.preprocessing import PolynomialFeatures
@@ -7,5 +8,13 @@
 # We have already loaded the data for you
 data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv')
 
-
 # Write your solution here
+def polynomial(power = 5, random_state = 9):
+   
+    Poly_Xtrain = X_train[['OverallQual', 'GrLivArea', 'GarageCars', 'GarageArea']]
+    Poly_ytrain = y_train
+    poly_features = make_pipeline(PolynomialFeatures(power, include_bias=False), LinearRegression())
+    model = poly_features.fit(Poly_Xtrain, Poly_ytrain)
+    return model
+
+
diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc
index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..00486068eaff77775413936609d8434553812177 100644
GIT binary patch
delta 60
zcmdnVxQ&s+n3tD}*+V#HB8Ry~vVKN>ZmND!Vs2t~QD$*QUSe^6USf7)u6}raQFd`b
PVsff}a(+tc#4LXRD7+L}

delta 63
zcmdnSxRa5?n3tD})qh^pL=JQ9H2sYH+*JL<q>M~`m;B_?+|<01V*T`@)XKz?{9OIS
SoE(LMqWrAX<dWiv>HYwA-4)6J

diff --git a/q03_polynomial/tests/__pycache__/test_q03_polynomial.cpython-36.pyc b/q03_polynomial/tests/__pycache__/test_q03_polynomial.cpython-36.pyc
index ef8c88bb710c2ba80eef81cfc118a62a6706b5b4..b5769ff8771ada1a93a66f39d8a863c9f6056af7 100644
GIT binary patch
delta 75
zcmey!^^S|vn3tD}*+V$SU?b-wMvXlEjQreG{i4L&#O$KX;*7k+;{3eC?8IFC@cg3e
f;)2BFRQ=@ql+?|~7^Rq4FDl*sskiwla}Of`txy{S

delta 78
zcmaFI^^uFyn3tC;Gh$wp-bT(zjM|0z8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D
i`iVI?3I#>^S*gh-#hVW^N-?p{nmKc(<>p7sJ&XV?Y8-?B