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GoogleMusicTakeoutTrackAnalysis
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>.container { width:100% !important; }</style>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xeea3a10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from IPython.core.display import display, HTML\n",
"display(HTML(\"<style>.container { width:100% !important; }</style>\"))\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import numpy as np\n",
"\n",
"google_listened_to_df = pd.read_csv('C:\\\\Users\\\\alan__000\\\\PycharmProjects\\\\GoogleMusicDataAnalysis\\\\takeout_data\\\\Google Play Music\\\\combined_tracks.csv')\n",
"google_listened_to_df = google_listened_to_df.sort_values('Play Count', ascending=False)\n",
"\n",
"combined_outliers_trimmed_df = google_listened_to_df[np.abs(google_listened_to_df['Duration (ms)']-google_listened_to_df['Duration (ms)'].mean()) <= (3*google_listened_to_df['Duration (ms)'].std())]\n",
"combined_outliers_trimmed_df.sort_values('Duration (ms)', ascending=False)\n",
"\n",
"display(sns.distplot(combined_outliers_trimmed_df['Duration (ms)']))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Artist</th>\n",
" <th>Play Count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>242</th>\n",
" <td>David Guetta</td>\n",
" <td>1150</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>Avicii</td>\n",
" <td>1138</td>\n",
" </tr>\n",
" <tr>\n",
" <th>577</th>\n",
" <td>Ninja Sex Party</td>\n",
" <td>840</td>\n",
" </tr>\n",
" <tr>\n",
" <th>633</th>\n",
" <td>Pink Floyd</td>\n",
" <td>646</td>\n",
" </tr>\n",
" <tr>\n",
" <th>465</th>\n",
" <td>Kidzone</td>\n",
" <td>477</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Artist Play Count\n",
"242 David Guetta 1150\n",
"87 Avicii 1138\n",
"577 Ninja Sex Party 840\n",
"633 Pink Floyd 646\n",
"465 Kidzone 477"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# take the jumble opf tracks and group this up by Artist\n",
"grouped_df = google_listened_to_df.groupby(['Artist'], as_index=False)['Play Count'].sum()\n",
"grouped_df = grouped_df.sort_values('Play Count', ascending=False)\n",
"display(grouped_df.head())\n",
"\n",
"# lets index this so we can properly plot it etc\n",
"grouped_indexed_df = google_listened_to_df.groupby(['Artist'], as_index=True)['Play Count'].sum()\n",
"grouped_indexed_df = grouped_indexed_df.sort_values(ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x5883430>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(grouped_indexed_df.head().plot.pie(y='Artist'))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x59875f0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(grouped_indexed_df[:150].plot.pie(y='Artist'))"
]
}
],
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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