diff --git a/GroupProject.ipynb b/GroupProject.ipynb new file mode 100644 index 0000000..dfe2cc9 --- /dev/null +++ b/GroupProject.ipynb @@ -0,0 +1,314 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 89, + "id": "e6d6f225", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import colors\n", + "import scipy.io.wavfile as wavfile\n", + "from scipy.signal import spectrogram\n", + "from scipy.fftpack import fft" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "eb01e6b7", + "metadata": {}, + "outputs": [], + "source": [ + "path = 'dsl_data/development.csv'\n", + "df = pd.read_csv(path)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1c688612", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "***** DATAFRAME INFO *****\n", + "\n", + "\n", + "RangeIndex: 9854 entries, 0 to 9853\n", + "Data columns (total 10 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 9854 non-null int64 \n", + " 1 path 9854 non-null object\n", + " 2 speakerId 9854 non-null object\n", + " 3 action 9854 non-null object\n", + " 4 object 9854 non-null object\n", + " 5 Self-reported fluency level 9854 non-null object\n", + " 6 First Language spoken 9854 non-null object\n", + " 7 Current language used for work/school 9854 non-null object\n", + " 8 gender 9854 non-null object\n", + " 9 ageRange 9854 non-null object\n", + "dtypes: int64(1), object(9)\n", + "memory usage: 770.0+ KB\n", + "None\n", + "\n", + "\n", + "***** HEAD *****\n", + "\n", + " Id path speakerId \\\n", + "0 0 dsl_data/audio/speakers/2BqVo8kVB2Skwgyb/0a312... 2BqVo8kVB2Skwgyb \n", + "1 1 dsl_data/audio/speakers/2BqVo8kVB2Skwgyb/0ee42... 2BqVo8kVB2Skwgyb \n", + "2 2 dsl_data/audio/speakers/2BqVo8kVB2Skwgyb/1d9f3... 2BqVo8kVB2Skwgyb \n", + "3 3 dsl_data/audio/speakers/2BqVo8kVB2Skwgyb/269fc... 2BqVo8kVB2Skwgyb \n", + "4 4 dsl_data/audio/speakers/2BqVo8kVB2Skwgyb/5bbda... 2BqVo8kVB2Skwgyb \n", + "\n", + " action object Self-reported fluency level \\\n", + "0 change language none advanced \n", + "1 activate music advanced \n", + "2 deactivate lights advanced \n", + "3 increase volume advanced \n", + "4 increase volume advanced \n", + "\n", + " First Language spoken Current language used for work/school gender \\\n", + "0 English (United States) English (United States) female \n", + "1 English (United States) English (United States) female \n", + "2 English (United States) English (United States) female \n", + "3 English (United States) English (United States) female \n", + "4 English (United States) English (United States) female \n", + "\n", + " ageRange \n", + "0 22-40 \n", + "1 22-40 \n", + "2 22-40 \n", + "3 22-40 \n", + "4 22-40 \n", + "\n", + "\n", + " ***** POSSIBLE CLASSIFICATION OUTCOMES *****\n", + "\n", + "action object\n", + "activate music 791\n", + "change language none 1113\n", + "deactivate lights 552\n", + "decrease heat 1189\n", + " volume 2386\n", + "increase heat 1209\n", + " volume 2614\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# Dataframe exploration\n", + "\n", + "print('***** DATAFRAME INFO *****\\n')\n", + "print(df.info())\n", + "print('\\n\\n***** HEAD *****\\n')\n", + "print(df.head())\n", + "print('\\n\\n ***** POSSIBLE CLASSIFICATION OUTCOMES *****\\n')\n", + "print(df.groupby(['action', 'object']).size())" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "a7644ac0", + "metadata": {}, + "outputs": [], + "source": [ + "# definition of functions to represent each audio \n", + "\n", + "def plot_spectrogram(filepath):\n", + " sr, audio = wavfile.read(filepath) #returns sample rate and audio data\n", + " frequencies, times, spec = spectrogram(audio, fs=sr)\n", + " plt.pcolormesh(times, frequencies, 10*np.log10(spec)) #changed the scale to dB\n", + " plt.colorbar()\n", + " plt.xlabel(\"Time (s)\")\n", + " plt.ylabel(\"Frequency (Hz)\")\n", + " plt.show()\n", + " return spectrogram\n", + "\n", + "\n", + "def plot_time_dimension(filepath):\n", + " sr, audio = wavfile.read(filepath)\n", + " audioArray = np.array(audio)\n", + " plt.plot(audioArray)\n", + " plt.xlabel(\"Time (s)\")\n", + " plt.ylabel(\"Amplitude\")\n", + " plt.show()\n", + " \n", + "def plot_freq_dimension(filepath):\n", + " sr, audio = wavfile.read(filepath)\n", + " audioArray = np.array(audio)\n", + " freqArray = np.abs(fft(audioArray))\n", + " decibels = 20 * np.log10(freqArray)\n", + " plt.plot(decibels)\n", + " plt.xlabel(\"Frequency (Hz)\")\n", + " plt.ylabel(\"Magnitude (dB)\")\n", + " plt.show()\n", + " \n", + " \n", + "def get_sample_rate(filepath):\n", + " sr, audio = wavfile.read(filepath)\n", + " return sr" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f0e0bc05", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "732e4928", + "metadata": {}, + "outputs": [], + "source": [ + "sampleRates = list()\n", + "for i in range(0, df.shape[0]):\n", + " audio_path = df['path'].loc[i]\n", + " sampleRates.append(get_sample_rate(audio_path))\n", + "df['SampleRates'] = sampleRates" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "6a741c50", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SampleRates\n", + "16000 9554\n", + "22050 300\n", + "dtype: int64" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.groupby(['SampleRates']).size()" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "4744bce0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_path = df['path'].loc[0]\n", + "plot_spectrogram(test_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "d22c580f", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_freq_dimension(test_path)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "886e18bb", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}