listening-analysis/playlist.ipynb

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341 KiB
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Playlists\n",
"\n",
"Below are investigations into listening from a playlist context. The start includes data for individual playlists before comparing a group of playlists.\n",
"\n",
"## Individual Playlist Investigations\n",
"\n",
"Below prepares a frame for processing and gives some high-level stats."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"13,626 scrobbles\n",
"34 days spent listening since Nov. 2017\n",
"43.01 minutes/day\n"
]
},
{
"data": {
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"<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>0.199531</td>\n",
" <td>0.661484</td>\n",
" <td>227170.248933</td>\n",
" <td>0.696907</td>\n",
" <td>0.009208</td>\n",
" <td>5.398247</td>\n",
" <td>0.237718</td>\n",
" <td>-6.896979</td>\n",
" <td>0.619817</td>\n",
" <td>0.275724</td>\n",
" <td>116.912993</td>\n",
" <td>4.003049</td>\n",
" <td>0.475940</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.199895</td>\n",
" <td>0.146956</td>\n",
" <td>66374.992397</td>\n",
" <td>0.149636</td>\n",
" <td>0.054834</td>\n",
" <td>3.714732</td>\n",
" <td>0.170471</td>\n",
" <td>2.494965</td>\n",
" <td>0.485450</td>\n",
" <td>0.131625</td>\n",
" <td>30.835849</td>\n",
" <td>0.279366</td>\n",
" <td>0.219966</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000017</td>\n",
" <td>0.261000</td>\n",
" <td>60867.000000</td>\n",
" <td>0.248000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.033300</td>\n",
" <td>-18.345000</td>\n",
" <td>0.000000</td>\n",
" <td>0.032300</td>\n",
" <td>47.388000</td>\n",
" <td>1.000000</td>\n",
" <td>0.027200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.044000</td>\n",
" <td>0.549000</td>\n",
" <td>184854.000000</td>\n",
" <td>0.582000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.110000</td>\n",
" <td>-8.431000</td>\n",
" <td>0.000000</td>\n",
" <td>0.175000</td>\n",
" <td>90.871000</td>\n",
" <td>4.000000</td>\n",
" <td>0.314000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.139000</td>\n",
" <td>0.667000</td>\n",
" <td>213840.000000</td>\n",
" <td>0.706000</td>\n",
" <td>0.000000</td>\n",
" <td>6.000000</td>\n",
" <td>0.172000</td>\n",
" <td>-6.741000</td>\n",
" <td>1.000000</td>\n",
" <td>0.282000</td>\n",
" <td>112.942000</td>\n",
" <td>4.000000</td>\n",
" <td>0.467000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.300000</td>\n",
" <td>0.765000</td>\n",
" <td>262933.000000</td>\n",
" <td>0.811000</td>\n",
" <td>0.000078</td>\n",
" <td>9.000000</td>\n",
" <td>0.330000</td>\n",
" <td>-5.146000</td>\n",
" <td>1.000000</td>\n",
" <td>0.365000</td>\n",
" <td>139.939000</td>\n",
" <td>4.000000</td>\n",
" <td>0.635000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>0.910000</td>\n",
" <td>0.975000</td>\n",
" <td>774920.000000</td>\n",
" <td>0.993000</td>\n",
" <td>0.847000</td>\n",
" <td>11.000000</td>\n",
" <td>0.979000</td>\n",
" <td>-0.140000</td>\n",
" <td>1.000000</td>\n",
" <td>0.868000</td>\n",
" <td>207.982000</td>\n",
" <td>5.000000</td>\n",
" <td>0.962000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" acousticness danceability duration_ms energy instrumentalness \\\n",
"mean 0.199531 0.661484 227170.248933 0.696907 0.009208 \n",
"std 0.199895 0.146956 66374.992397 0.149636 0.054834 \n",
"min 0.000017 0.261000 60867.000000 0.248000 0.000000 \n",
"25% 0.044000 0.549000 184854.000000 0.582000 0.000000 \n",
"50% 0.139000 0.667000 213840.000000 0.706000 0.000000 \n",
"75% 0.300000 0.765000 262933.000000 0.811000 0.000078 \n",
"max 0.910000 0.975000 774920.000000 0.993000 0.847000 \n",
"\n",
" key liveness loudness mode speechiness tempo \\\n",
"mean 5.398247 0.237718 -6.896979 0.619817 0.275724 116.912993 \n",
"std 3.714732 0.170471 2.494965 0.485450 0.131625 30.835849 \n",
"min 0.000000 0.033300 -18.345000 0.000000 0.032300 47.388000 \n",
"25% 1.000000 0.110000 -8.431000 0.000000 0.175000 90.871000 \n",
"50% 6.000000 0.172000 -6.741000 1.000000 0.282000 112.942000 \n",
"75% 9.000000 0.330000 -5.146000 1.000000 0.365000 139.939000 \n",
"max 11.000000 0.979000 -0.140000 1.000000 0.868000 207.982000 \n",
"\n",
" time_signature valence \n",
"mean 4.003049 0.475940 \n",
"std 0.279366 0.219966 \n",
"min 1.000000 0.027200 \n",
"25% 4.000000 0.314000 \n",
"50% 4.000000 0.467000 \n",
"75% 4.000000 0.635000 \n",
"max 5.000000 0.962000 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"playlist_name = \"ALL RAP\"\n",
"\n",
"playlist = get_playlist(playlist_name, spotnet)\n",
"playlist_frame = pd.merge(track_frame(playlist.tracks), scrobbles.reset_index(), on=['track', 'artist']) # FILTER SCROBBLES\n",
"# playlist_frame = playlist_frame.sort_index(ascending=False) # SORT\n",
"# playlist_frame = playlist_frame.loc[:, spotify_descriptor_headers] # DESCRIPTORS\n",
"\n",
"total_time = playlist_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n",
"total_days = total_time / (60 * 24) # days\n",
"\n",
"print(f'{playlist_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",
"playlist_frame.describe()[1:]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Listnening Frequency Over Time"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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": [
"playlist_frame.set_index('time').resample(\"3W\").count()[\"track\"].plot()\n",
"\n",
"plt.title(f\"{playlist_name} Scrobbles\")\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Listening Characteristics Over Time"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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": [
"playlist_frame.set_index('time')[float_headers].resample(\"2W\").mean().plot(lw=3)\n",
"\n",
"plt.title(f\"{playlist_name} Characteristics Over Time\")\n",
"plt.legend(loc = \"upper left\", fontsize = \"x-small\")\n",
"plt.ylim([0, 1])\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Playlist Comparisons\n",
"\n",
"Comparing different playlists over parameters like listening count, average plays per track and sound characteristics."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# playlist_names = [\"RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"] # super-genres\n",
"playlist_names = [\"ALL RAP\", \"EDM\", \"ROCK\", \"METAL\", \"JAZZ\", \"POP\"] # super-genres\n",
"# playlist_names = [\"DNB\", \"HOUSE\", \"TECHNO\", \"GARAGE\", \"DUBSTEP\", \"BASS\"] # EDM playlists\n",
"# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\"] # rap decades\n",
"# playlist_names = [\"UK RAP\", \"US RAP\"] # UK/US split\n",
"# playlist_names = [\"uk rap\", \"grime\", \"drill\", \"afro bash\"] # british rap playlists\n",
"# playlist_names = [\"20s rap\", \"10s rap\", \"00s rap\", \"90s rap\", \"80s rap\", \"trap\", \"gangsta rap\", \"industrial rap\", \"weird rap\", \"jazz rap\", \"boom bap\", \"trap metal\"] # american rap playlists\n",
"# playlist_names = [\"rock\", \"indie\", \"punk\", \"pop rock\", \"bluesy rock\", \"hard rock\", \"chilled rock\", \"emo\", \"pop punk\", \"stoner rock/metal\", \"post-hardcore\", \"melodic hardcore\", \"art rock\", \"post-rock\", \"classic pop punk\", \"90s rock & grunge\", \"90s indie & britpop\", \"psych\"] # rock playlists\n",
"# playlist_names = [\"metal\", \"metalcore\", \"mathcore\", \"hardcore\", \"black metal\", \"death metal\", \"doom metal\", \"sludge metal\", \"classic metal\", \"industrial\", \"nu metal\", \"calm metal\", \"thrash metal\"] # metal playlists"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pull and process playlist information.\n",
"\n",
"1. Get live playlist track information from spotify\n",
"2. Filter listening history for these tracks\n",
"3. Calculate various parameters and stats"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"playlists = [get_playlist(i, spotnet) for i in playlist_names] # 1)\n",
"\n",
"# filter playlists by join with playlist track/artist names\n",
"filtered_playlists = [pd.merge(track_frame(i.tracks), scrobbles, on=['track', 'artist']) for i in playlists] # 2)\n",
"\n",
"### STATS, 3) ###\n",
"# number of scrobbles per playlist\n",
"playlist_counts = [i.count()[0] for i in filtered_playlists]\n",
"# total time listenened per playlist\n",
"playlist_time = [i[\"duration_ms\"].sum() for i in filtered_playlists]\n",
"# average track time per playlist\n",
"playlist_average_track_time = [i.drop_duplicates(['uri'])[\"duration_ms\"].mean() for i in filtered_playlists]\n",
"# number of tracks per playlist\n",
"playlist_track_count = np.array([len(i.tracks) for i in playlists])\n",
"\n",
"# distinct on uri\n",
"filtered_playlists = [i.drop_duplicates(['uri']) for i in filtered_playlists]\n",
"# select only descriptor float columns\n",
"filtered_playlists = [i[float_headers] for i in filtered_playlists]\n",
"\n",
"playlist_mean = [i.mean() for i in filtered_playlists]\n",
"playlist_std = [i.std() for i in filtered_playlists]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Listening Characteristics Over Different Playlists"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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_pos = np.arange(len(float_headers))\n",
"for idx, mean in enumerate(playlist_mean):\n",
" plt.plot(x_pos, mean, lw=2)\n",
" \n",
"plt.legend(playlist_names)\n",
"plt.xticks(x_pos, [i[:6] for i in float_headers])\n",
"plt.ylim([0, 1])\n",
"plt.title('Average Playlist Descriptor')\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Time Spent Listening To Each"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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": [
"plt.barh(np.arange(len(playlist_names)), np.array(playlist_time) / (1000 * 60 * 60 * 24) )\n",
"plt.yticks(np.arange(len(playlist_names)), labels=playlist_names)\n",
"plt.xlabel(\"Time (Days)\")\n",
"plt.grid(axis=\"x\")\n",
"plt.title(\"Time Spent Listening to Playlists\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Normalised\n",
"\n",
"Below normalises the above chart by dividing through by the average track length multiplied by the number of tracks per playlist. The units are essentially average plays per song. The existing data could be described as:\n",
"\n",
"*number of plays \\* track time \\* number of songs in playlist*\n",
"\n",
"By normalising by the last two terms, we get the average number of plays per song."
]
},
{
"cell_type": "code",
"execution_count": 10,
"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": [
"plt.barh(np.arange(len(playlist_names)), np.array(playlist_time) / (playlist_track_count * playlist_average_track_time) )\n",
"plt.yticks(np.arange(len(playlist_names)), labels=playlist_names)\n",
"plt.xlabel(\"Average plays per song\")\n",
"plt.grid(axis=\"x\")\n",
"plt.title(\"Normalised listening time\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Imports & Setup"
]
},
{
"cell_type": "code",
"execution_count": 1,
"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_playlist, track_frame\n",
"from analysis.query import *\n",
"from analysis import spotify_descriptor_headers, float_headers, days_since\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"client = bigquery.Client()\n",
"spotnet = get_spotnet()\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": 2,
"metadata": {},
"outputs": [],
"source": [
"scrobbles = get_query(cache=cache)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Write Scrobble Frame"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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"
}
},
"nbformat": 4,
"nbformat_minor": 4
}