listening-analysis/artist.ipynb

531 lines
417 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Artist Investigations"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1,805 scrobbles\n",
"4 days spent listening since Nov. 2017\n",
"4.90 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>0.219781</td>\n",
" <td>0.572843</td>\n",
" <td>202260.902265</td>\n",
" <td>0.676443</td>\n",
" <td>0.056700</td>\n",
" <td>5.447557</td>\n",
" <td>0.305630</td>\n",
" <td>-8.056303</td>\n",
" <td>0.698451</td>\n",
" <td>0.289536</td>\n",
" <td>110.069952</td>\n",
" <td>3.994636</td>\n",
" <td>0.512103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.216312</td>\n",
" <td>0.160528</td>\n",
" <td>60373.745872</td>\n",
" <td>0.143114</td>\n",
" <td>0.191733</td>\n",
" <td>3.495195</td>\n",
" <td>0.180845</td>\n",
" <td>2.041763</td>\n",
" <td>0.459068</td>\n",
" <td>0.133261</td>\n",
" <td>32.676004</td>\n",
" <td>0.184284</td>\n",
" <td>0.198939</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000512</td>\n",
" <td>0.256000</td>\n",
" <td>48507.000000</td>\n",
" <td>0.173000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.049100</td>\n",
" <td>-16.918000</td>\n",
" <td>0.000000</td>\n",
" <td>0.029600</td>\n",
" <td>52.145000</td>\n",
" <td>3.000000</td>\n",
" <td>0.038300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.049700</td>\n",
" <td>0.451000</td>\n",
" <td>154573.000000</td>\n",
" <td>0.583000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.139000</td>\n",
" <td>-9.311000</td>\n",
" <td>0.000000</td>\n",
" <td>0.203000</td>\n",
" <td>87.786000</td>\n",
" <td>4.000000</td>\n",
" <td>0.391000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.161000</td>\n",
" <td>0.543000</td>\n",
" <td>199053.000000</td>\n",
" <td>0.666000</td>\n",
" <td>0.000004</td>\n",
" <td>6.000000</td>\n",
" <td>0.303000</td>\n",
" <td>-8.328000</td>\n",
" <td>1.000000</td>\n",
" <td>0.299000</td>\n",
" <td>91.973000</td>\n",
" <td>4.000000</td>\n",
" <td>0.522500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.274000</td>\n",
" <td>0.657000</td>\n",
" <td>226520.000000</td>\n",
" <td>0.805000</td>\n",
" <td>0.000648</td>\n",
" <td>8.000000</td>\n",
" <td>0.399000</td>\n",
" <td>-6.442000</td>\n",
" <td>1.000000</td>\n",
" <td>0.380000</td>\n",
" <td>130.990000</td>\n",
" <td>4.000000</td>\n",
" <td>0.638000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>0.946000</td>\n",
" <td>0.948000</td>\n",
" <td>513707.000000</td>\n",
" <td>0.946000</td>\n",
" <td>0.901000</td>\n",
" <td>11.000000</td>\n",
" <td>0.796000</td>\n",
" <td>-2.002000</td>\n",
" <td>1.000000</td>\n",
" <td>0.749000</td>\n",
" <td>188.050000</td>\n",
" <td>5.000000</td>\n",
" <td>0.959000</td>\n",
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"</div>"
],
"text/plain": [
" acousticness danceability duration_ms energy instrumentalness \\\n",
"mean 0.219781 0.572843 202260.902265 0.676443 0.056700 \n",
"std 0.216312 0.160528 60373.745872 0.143114 0.191733 \n",
"min 0.000512 0.256000 48507.000000 0.173000 0.000000 \n",
"25% 0.049700 0.451000 154573.000000 0.583000 0.000000 \n",
"50% 0.161000 0.543000 199053.000000 0.666000 0.000004 \n",
"75% 0.274000 0.657000 226520.000000 0.805000 0.000648 \n",
"max 0.946000 0.948000 513707.000000 0.946000 0.901000 \n",
"\n",
" key liveness loudness mode speechiness tempo \\\n",
"mean 5.447557 0.305630 -8.056303 0.698451 0.289536 110.069952 \n",
"std 3.495195 0.180845 2.041763 0.459068 0.133261 32.676004 \n",
"min 0.000000 0.049100 -16.918000 0.000000 0.029600 52.145000 \n",
"25% 1.000000 0.139000 -9.311000 0.000000 0.203000 87.786000 \n",
"50% 6.000000 0.303000 -8.328000 1.000000 0.299000 91.973000 \n",
"75% 8.000000 0.399000 -6.442000 1.000000 0.380000 130.990000 \n",
"max 11.000000 0.796000 -2.002000 1.000000 0.749000 188.050000 \n",
"\n",
" time_signature valence \n",
"mean 3.994636 0.512103 \n",
"std 0.184284 0.198939 \n",
"min 3.000000 0.038300 \n",
"25% 4.000000 0.391000 \n",
"50% 4.000000 0.522500 \n",
"75% 4.000000 0.638000 \n",
"max 5.000000 0.959000 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"artist_name = \"freddie gibbs\".lower()\n",
"\n",
"artist_frame = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name] # FILTER SCROBBLES\n",
"artist_frame = artist_frame.sort_index(ascending=False) # SORT\n",
"# artist_frame = artist_frame.loc[:, descriptor_headers] # DESCRIPTORS\n",
"\n",
"total_time = artist_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n",
"total_days = total_time / (60 * 24) # days\n",
"\n",
"print(f'{artist_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",
"artist_frame.describe()[1:]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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",
"artist_frame.resample(\"1M\").count()[\"track\"].plot()\n",
"\n",
"plt.title(f\"{artist_name} Scrobbles\")\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Average Descriptor\n",
"\n",
"Below presents the average descriptor for the artist. \"*All Listened Tracks*\" describes the descriptor based on the listening activity for this artist. 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 artist. If the blue bar is higher than the red, it would indicate that tracks from this artist which have a higher value for this are listened to more. "
]
},
{
"cell_type": "code",
"execution_count": 11,
"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",
" artist_frame.drop_duplicates(['uri'])[float_headers].mean(), \n",
" width, label='All Listened Tracks')\n",
"plt.bar(x + width/2, \n",
" artist_frame[float_headers].mean(), \n",
" width, label='Distinct Tracks', color=(1, 0, 0))\n",
"\n",
"plt.title(f\"{artist_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": 12,
"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": [
"# select only descriptor float columns\n",
"artist_frame[float_headers].resample(\"1M\").mean().plot(lw=3)\n",
"\n",
"plt.title(f\"{artist_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": [
"# Artist Listening Time"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"LIMIT = 40\n",
"fig_size = (7,(7/20)*LIMIT)\n",
"### STATS ###\n",
"\n",
"stats_frame = scrobbles.reset_index()[[\"track\", \"album\", \"artist\", \"duration_ms\"]]\n",
"stats_frame = stats_frame[stats_frame[\"album\"] != \"Mirror Reaper\"] # 1:30 hr long song, skews graphs\n",
"\n",
"track_count = stats_frame.groupby('artist').count()[\"track\"]\n",
"track_count.name = 'count'\n",
"\n",
"duration_sum = stats_frame.groupby('artist').sum()[\"duration_ms\"]\n",
"duration_sum.name = \"duration_sum\"\n",
"\n",
"duration_average = stats_frame.groupby('artist').mean()[\"duration_ms\"]\n",
"duration_average.name = \"duration_mean\"\n",
"\n",
"track_average = stats_frame.groupby(['artist', 'track'])[\"album\"].count()\n",
"track_average = track_average.groupby('artist').mean()\n",
"track_average.name = \"track_average\"\n",
"\n",
"stats_frame = pd.concat([track_count, duration_sum, duration_average, track_average], axis=1).reset_index()\n",
"# stats_frame"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For these charts the ordering is left as retrieved from the API, i.e by most played."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 840x1680 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=duration_frame[\"artist\"])\n",
"plt.xlabel(\"Time (Hours)\")\n",
"plt.grid(axis=\"x\")\n",
"plt.title(\"Time Listened (Since Nov 17)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 840x1680 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"norm_frame = stats_frame.sort_values(by='count', ascending=False).head(LIMIT) # for top artists\n",
"# norm_frame = stats_frame.sort_values(by='track_average', ascending=False).head(LIMIT) # for one-hit wonders\n",
"\n",
"plt.figure(figsize=fig_size)\n",
"plt.barh(np.arange(len(norm_frame))[::-1], norm_frame[\"track_average\"] )\n",
"plt.yticks(np.arange(len(norm_frame))[::-1], labels=norm_frame[\"artist\"])\n",
"plt.xlabel(\"Average plays per song\")\n",
"plt.grid(axis=\"x\")\n",
"plt.title(\"Average Plays Per Track\")\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_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": 2,
"metadata": {},
"outputs": [],
"source": [
"scrobbles = get_query(cache=cache)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Write Scrobble Frame"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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
}