{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Artist Investigations" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1,233 scrobbles\n", "4 days spent listening since Nov. 2017\n", "4.46 minutes/day\n" ] }, { "data": { "text/html": [ "
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acousticnessdanceabilityduration_msenergyinstrumentalnesskeylivenessloudnessmodespeechinesstempotime_signaturevalence
mean0.0460420.714379270745.8204900.8000260.3469445.6173380.134218-7.0789450.4413310.054055122.8540203.9956220.498696
std0.0840040.07684177567.5624260.0965530.3790473.4633140.1333181.1085890.4967640.0229314.7994790.0660530.190035
min0.0000980.345000179080.0000000.2570000.0000000.0000000.030300-12.3780000.0000000.02770069.9420003.0000000.039900
25%0.0052400.671000216841.0000000.7440000.0006433.0000000.067600-7.6360000.0000000.041100121.9820004.0000000.327000
50%0.0132000.712000235200.0000000.7980000.1220006.0000000.088000-6.8650000.0000000.048600123.9510004.0000000.520000
75%0.0438000.781000291779.0000000.8800000.8620009.0000000.117000-6.2460001.0000000.060800124.9980004.0000000.668000
max0.7350000.843000472444.0000000.9760000.91900011.0000000.676000-4.0630001.0000000.151000176.9940004.0000000.853000
\n", "
" ], "text/plain": [ " acousticness danceability duration_ms energy instrumentalness \\\n", "mean 0.046042 0.714379 270745.820490 0.800026 0.346944 \n", "std 0.084004 0.076841 77567.562426 0.096553 0.379047 \n", "min 0.000098 0.345000 179080.000000 0.257000 0.000000 \n", "25% 0.005240 0.671000 216841.000000 0.744000 0.000643 \n", "50% 0.013200 0.712000 235200.000000 0.798000 0.122000 \n", "75% 0.043800 0.781000 291779.000000 0.880000 0.862000 \n", "max 0.735000 0.843000 472444.000000 0.976000 0.919000 \n", "\n", " key liveness loudness mode speechiness tempo \\\n", "mean 5.617338 0.134218 -7.078945 0.441331 0.054055 122.854020 \n", "std 3.463314 0.133318 1.108589 0.496764 0.022931 4.799479 \n", "min 0.000000 0.030300 -12.378000 0.000000 0.027700 69.942000 \n", "25% 3.000000 0.067600 -7.636000 0.000000 0.041100 121.982000 \n", "50% 6.000000 0.088000 -6.865000 0.000000 0.048600 123.951000 \n", "75% 9.000000 0.117000 -6.246000 1.000000 0.060800 124.998000 \n", "max 11.000000 0.676000 -4.063000 1.000000 0.151000 176.994000 \n", "\n", " time_signature valence \n", "mean 3.995622 0.498696 \n", "std 0.066053 0.190035 \n", "min 3.000000 0.039900 \n", "25% 4.000000 0.327000 \n", "50% 4.000000 0.520000 \n", "75% 4.000000 0.668000 \n", "max 4.000000 0.853000 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artist_name = \"gorgon city\".lower()\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", "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": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n", "# resample by day and mean\n", "filtered_artist = filtered_artist.resample(\"2W\").count()\n", "\n", "filtered_artist[\"energy\"].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": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n", "filtered_artist_no_dup = filtered_artist.drop_duplicates(['uri'])\n", "\n", "filtered_artist_no_dup = filtered_artist_no_dup.loc[:, float_headers].mean()\n", "filtered_artist_dup = filtered_artist.loc[:, float_headers].mean()\n", "\n", "x = np.arange(len(float_headers))\n", "width = 0.35\n", "plt.bar(x - width/2, filtered_artist_no_dup, width, label='All Listened Tracks')\n", "plt.bar(x + width/2, filtered_artist_dup, 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": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n", "# select only descriptor float columns\n", "filtered_artist = filtered_artist.loc[:, float_headers]\n", "# resample by day and mean\n", "filtered_artist = filtered_artist.resample(\"1M\").mean()\n", "\n", "# filtered_playlist[\"energy\"].plot()\n", "filtered_artist.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": 8, "metadata": {}, "outputs": [], "source": [ "limit = 35\n", "artists = fmnet.top_artists(period=fmnet.Range.OVERALL, limit=limit)\n", "\n", "filtered_artists = [scrobbles[scrobbles[\"artist\"] == i.name] for i in artists]\n", "\n", "### STATS ###\n", "# total time listening to artists \n", "artists_time = [i[\"duration_ms\"].sum() for i in filtered_artists]\n", "# total number of tracks\n", "artists_track_count = np.array([i.drop_duplicates([\"uri\"]).count()[0] for i in filtered_artists])\n", "# average length of artist's tracks (ms)\n", "artists_average_track_length = np.array([i.drop_duplicates([\"uri\"])[\"duration_ms\"].mean() for i in filtered_artists])\n", "\n", "fig_size = (7,(5/20)*limit)" ] }, { "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": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=fig_size)\n", "plt.barh(np.arange(len(artists))[::-1], np.array(artists_time) / (1000 * 60 * 60) )\n", "plt.yticks(np.arange(len(artists))[::-1], labels=[i.name for i in artists])\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": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=fig_size)\n", "plt.barh(np.arange(len(artists))[::-1], np.array(artists_time) / (artists_track_count * artists_average_track_length) )\n", "plt.yticks(np.arange(len(artists))[::-1], labels=[i.name for i in artists])\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_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": [ { "name": "stdout", "output_type": "stream", "text": [ "query.csv not found, pulling\n" ] } ], "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" } }, "nbformat": 4, "nbformat_minor": 4 }