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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Track Investigations"
]
},
{
"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
"outputs": [
{
"name": "stdout",
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"output_type": "stream",
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"text": [
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"58 scrobbles\n",
"4 hours spent listening since Nov. 2017\n"
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]
}
],
"source": [
"track_name = \"never\".lower()\n",
"artist_name = \"jid\".lower()\n",
"\n",
"track_frame = scrobbles[scrobbles[\"track\"].str.lower() == track_name]\n",
"track_frame = track_frame[track_frame[\"artist\"].str.lower() == artist_name]# FILTER SCROBBLES\n",
"track_frame = track_frame.sort_index(ascending=False) # SORT\n",
"# track_frame = track_frame.loc[:, descriptor_headers] # DESCRIPTORS\n",
"\n",
"total_time = track_frame[\"duration_ms\"].sum() / (1000 * 60 * 60) # hours\n",
"\n",
"print(f'{track_frame.count()[0]:,d} scrobbles')\n",
"print(f'{total_time:.0f} hours spent listening since Nov. 2017')"
]
},
{
"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
"outputs": [
{
"data": {
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"image/png": "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
"text/plain": [
"<Figure size 720x480 with 1 Axes>"
]
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},
"metadata": {
"needs_background": "light"
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},
"output_type": "display_data"
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}
],
"source": [
"# resample by day and mean\n",
"track_frame.resample(\"1M\").count()[\"track\"].plot()\n",
"\n",
"plt.title(f\"{track_name} - {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 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",
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"execution_count": 13,
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"metadata": {},
"outputs": [
{
"data": {
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"image/png": "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
"text/plain": [
"<Figure size 720x480 with 1 Axes>"
]
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},
"metadata": {
"needs_background": "light"
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},
"output_type": "display_data"
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}
],
"source": [
"plt.bar(np.arange(len(float_headers)), track_frame[float_headers].mean())\n",
"\n",
"plt.title(f\"{track_name} Average Descriptor\")\n",
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"plt.xticks(np.linspace(0, 2*np.pi, len(float_headers)), labels=[i[:6] for i in float_headers])\n",
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"plt.ylim([0, 1])\n",
"plt.grid(axis='y')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Track 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', 'track']).count()[\"album\"]\n",
"track_count.name='count'\n",
"\n",
"duration_sum = stats_frame.groupby(['artist', 'track']).sum()[\"duration_ms\"]\n",
"duration_sum.name=\"duration_sum\"\n",
"\n",
"duration_average = stats_frame.groupby(['artist', 'track']).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[\"track\"] != \"Mirror Reaper\"] # 1:30 hr long song, skews graphs\n",
"# stats_frame"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
2021-05-11 00:17:56 +01:00
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},
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"needs_background": "light"
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},
"output_type": "display_data"
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}
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"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[\"track\"]} - {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",
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]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Imports & Setup"
]
},
{
"cell_type": "code",
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"execution_count": 1,
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"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\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",
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"execution_count": 2,
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"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')"
]
}
],
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"kernelspec": {
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"display_name": "Python 3",
"language": "python",
"name": "python3"
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},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.9"
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"hash": "bce1a3677099e73bf385a0de8ef462673e03f7df0abce93e57e7ca76e8c504a2"
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