listening-analysis/album.ipynb

489 lines
302 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Album Investigations"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"231 scrobbles\n",
"1 days spent listening since Nov. 2017\n",
"0.79 minutes/day\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>acousticness</th>\n",
" <th>danceability</th>\n",
" <th>duration_ms</th>\n",
" <th>energy</th>\n",
" <th>instrumentalness</th>\n",
" <th>key</th>\n",
" <th>liveness</th>\n",
" <th>loudness</th>\n",
" <th>mode</th>\n",
" <th>speechiness</th>\n",
" <th>tempo</th>\n",
" <th>time_signature</th>\n",
" <th>valence</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.235890</td>\n",
" <td>0.731300</td>\n",
" <td>246063.596413</td>\n",
" <td>0.698152</td>\n",
" <td>0.001645</td>\n",
" <td>5.950673</td>\n",
" <td>0.223114</td>\n",
" <td>-6.969498</td>\n",
" <td>0.600897</td>\n",
" <td>0.353852</td>\n",
" <td>110.963507</td>\n",
" <td>3.955157</td>\n",
" <td>0.501817</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.161694</td>\n",
" <td>0.113785</td>\n",
" <td>52666.616121</td>\n",
" <td>0.094482</td>\n",
" <td>0.005694</td>\n",
" <td>3.331840</td>\n",
" <td>0.169553</td>\n",
" <td>1.551643</td>\n",
" <td>0.490816</td>\n",
" <td>0.115303</td>\n",
" <td>35.753685</td>\n",
" <td>0.207425</td>\n",
" <td>0.230002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.024100</td>\n",
" <td>0.435000</td>\n",
" <td>91107.000000</td>\n",
" <td>0.501000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.072600</td>\n",
" <td>-10.171000</td>\n",
" <td>0.000000</td>\n",
" <td>0.224000</td>\n",
" <td>78.610000</td>\n",
" <td>3.000000</td>\n",
" <td>0.095600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.088800</td>\n",
" <td>0.622000</td>\n",
" <td>220440.000000</td>\n",
" <td>0.630000</td>\n",
" <td>0.000000</td>\n",
" <td>4.000000</td>\n",
" <td>0.106000</td>\n",
" <td>-8.136000</td>\n",
" <td>0.000000</td>\n",
" <td>0.253000</td>\n",
" <td>89.820500</td>\n",
" <td>4.000000</td>\n",
" <td>0.305000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.191000</td>\n",
" <td>0.743000</td>\n",
" <td>252747.000000</td>\n",
" <td>0.694000</td>\n",
" <td>0.000003</td>\n",
" <td>6.000000</td>\n",
" <td>0.143000</td>\n",
" <td>-6.940000</td>\n",
" <td>1.000000</td>\n",
" <td>0.310000</td>\n",
" <td>93.725000</td>\n",
" <td>4.000000</td>\n",
" <td>0.543000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.422000</td>\n",
" <td>0.831000</td>\n",
" <td>285947.000000</td>\n",
" <td>0.791000</td>\n",
" <td>0.000036</td>\n",
" <td>8.000000</td>\n",
" <td>0.288000</td>\n",
" <td>-5.713000</td>\n",
" <td>1.000000</td>\n",
" <td>0.425000</td>\n",
" <td>118.624000</td>\n",
" <td>4.000000</td>\n",
" <td>0.680000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>0.500000</td>\n",
" <td>0.913000</td>\n",
" <td>321293.000000</td>\n",
" <td>0.831000</td>\n",
" <td>0.023500</td>\n",
" <td>11.000000</td>\n",
" <td>0.779000</td>\n",
" <td>-4.639000</td>\n",
" <td>1.000000</td>\n",
" <td>0.702000</td>\n",
" <td>182.884000</td>\n",
" <td>4.000000</td>\n",
" <td>0.786000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" acousticness danceability duration_ms energy instrumentalness \\\n",
"mean 0.235890 0.731300 246063.596413 0.698152 0.001645 \n",
"std 0.161694 0.113785 52666.616121 0.094482 0.005694 \n",
"min 0.024100 0.435000 91107.000000 0.501000 0.000000 \n",
"25% 0.088800 0.622000 220440.000000 0.630000 0.000000 \n",
"50% 0.191000 0.743000 252747.000000 0.694000 0.000003 \n",
"75% 0.422000 0.831000 285947.000000 0.791000 0.000036 \n",
"max 0.500000 0.913000 321293.000000 0.831000 0.023500 \n",
"\n",
" key liveness loudness mode speechiness tempo \\\n",
"mean 5.950673 0.223114 -6.969498 0.600897 0.353852 110.963507 \n",
"std 3.331840 0.169553 1.551643 0.490816 0.115303 35.753685 \n",
"min 0.000000 0.072600 -10.171000 0.000000 0.224000 78.610000 \n",
"25% 4.000000 0.106000 -8.136000 0.000000 0.253000 89.820500 \n",
"50% 6.000000 0.143000 -6.940000 1.000000 0.310000 93.725000 \n",
"75% 8.000000 0.288000 -5.713000 1.000000 0.425000 118.624000 \n",
"max 11.000000 0.779000 -4.639000 1.000000 0.702000 182.884000 \n",
"\n",
" time_signature valence \n",
"mean 3.955157 0.501817 \n",
"std 0.207425 0.230002 \n",
"min 3.000000 0.095600 \n",
"25% 4.000000 0.305000 \n",
"50% 4.000000 0.543000 \n",
"75% 4.000000 0.680000 \n",
"max 4.000000 0.786000 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"album_name = \"ready to die the remaster\".lower()\n",
"\n",
"album_frame = scrobbles[scrobbles[\"album\"].str.lower() == album_name]# FILTER SCROBBLES\n",
"album_frame = album_frame.sort_index(ascending=False) # SORT\n",
"# album_frame = album_frame.loc[:, descriptor_headers] # DESCRIPTORS\n",
"\n",
"total_time = album_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n",
"total_days = total_time / (60 * 24) # days\n",
"\n",
"print(f'{album_frame.count()[0]:,d} scrobbles')\n",
"print(f'{total_days:.0f} days spent listening since Nov. 2017')\n",
"print(f'{total_time / days_since(first_day).days:.2f} minutes/day')\n",
"\n",
"album_frame.describe()[1:]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# resample by day and mean\n",
"album_frame.resample(\"1M\").count()[\"track\"].plot()\n",
"\n",
"plt.title(f\"{album_name} Scrobbles\")\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Average Descriptor\n",
"\n",
"Below presents the average descriptor for the album. \"*All Listened Tracks*\" describes the descriptor based on the listening activity for this album. This takes into account how many times a track is listened to. \"*Distinct Tracks*\" takes only the distinct set of tracks that have been listened to and takes that average.\n",
"\n",
"The difference between them could be described as which features are preferred for an album. If the blue bar is higher than the red, it would indicate that tracks from this album which have a higher value for this are listened to more. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = np.arange(len(float_headers))\n",
"width = 0.35\n",
"\n",
"plt.bar(x - width/2, \n",
" album_frame.drop_duplicates(['uri'])[float_headers].mean(), \n",
" width, label='All Listened Tracks')\n",
"plt.bar(x + width/2, \n",
" album_frame[float_headers].mean(), \n",
" width, label='Distinct Tracks', color=(1, 0, 0))\n",
"\n",
"plt.title(f\"{album_name} Average Descriptor\")\n",
"plt.legend(['All Listened Tracks', 'Distinct Tracks'])\n",
"plt.xticks(x, labels=[i[:6] for i in float_headers])\n",
"plt.ylim([0, 1])\n",
"plt.grid(axis='y')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"album_frame[float_headers].resample(\"1M\").mean().plot(lw=3)\n",
"\n",
"plt.title(f\"{album_name} Characteristics Over Time\")\n",
"plt.legend(loc = \"upper left\", fontsize = \"xx-small\")\n",
"plt.ylim([0, 1])\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Album Listening Time"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"LIMIT = 25\n",
"fig_size = (7,(10/20)*LIMIT)\n",
"### STATS ###\n",
"\n",
"stats_frame = scrobbles.reset_index()[[\"track\", \"album\", \"artist\", \"duration_ms\"]]\n",
"\n",
"track_count = stats_frame.groupby(['artist', 'album']).count()[\"track\"]\n",
"track_count.name='count'\n",
"\n",
"duration_sum = stats_frame.groupby(['artist', 'album']).sum()[\"duration_ms\"]\n",
"duration_sum.name=\"duration_sum\"\n",
"\n",
"duration_average = stats_frame.groupby(['artist', 'album']).mean()[\"duration_ms\"]\n",
"duration_average.name=\"duration_mean\"\n",
"\n",
"stats_frame = pd.concat([track_count, duration_sum, duration_average], axis=1).reset_index()\n",
"\n",
"stats_frame = stats_frame[stats_frame[\"album\"] != \"Mirror Reaper\"] # 1:30 hr long song, skews graphs\n",
"# stats_frame"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 840x1500 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"duration_frame = stats_frame.sort_values(by='duration_sum', ascending=False).head(LIMIT)\n",
"\n",
"plt.figure(figsize=fig_size)\n",
"plt.barh(np.arange(len(duration_frame))[::-1], duration_frame[\"duration_sum\"].to_numpy() / (1000 * 60 * 60) )\n",
"plt.yticks(np.arange(len(duration_frame))[::-1], labels=[f'{r[\"album\"]} - {r[\"artist\"]}' for i, r in duration_frame.iterrows()])\n",
"plt.xlabel(\"Time (Hours)\")\n",
"plt.grid(axis=\"x\")\n",
"plt.title(\"Time Listened (Since Nov 17)\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Imports & Setup"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from datetime import datetime\n",
"\n",
"from google.cloud import bigquery\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"mpl.rcParams['figure.dpi'] = 120\n",
"\n",
"from analysis.net import get_spotnet, get_fmnet, get_playlist, track_frame\n",
"from analysis.query import *\n",
"from analysis import float_headers, days_since\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"client = bigquery.Client()\n",
"spotnet = get_spotnet()\n",
"fmnet = get_fmnet()\n",
"cache = 'query.csv'\n",
"first_day = datetime(year=2017, month=11, day=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read Scrobble Frame"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"scrobbles = get_query(cache=cache)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Write Scrobble Frame"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"scrobbles.reset_index().to_csv(cache, sep='\\t')"
]
}
],
"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": "3.8.9"
},
"metadata": {
"interpreter": {
"hash": "bce1a3677099e73bf385a0de8ef462673e03f7df0abce93e57e7ca76e8c504a2"
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}