listening-analysis/track.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Track Investigations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "58 scrobbles\n",
      "4 hours spent listening since Nov. 2017\n"
     ]
    }
   ],
   "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",
   "execution_count": 4,
   "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": [
    "# 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",
   "execution_count": 13,
   "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.bar(np.arange(len(float_headers)), track_frame[float_headers].mean())\n",
    "\n",
    "plt.title(f\"{track_name} Average Descriptor\")\n",
    "plt.xticks(np.linspace(0, 2*np.pi, len(float_headers)), labels=[i[:6] for i in float_headers])\n",
    "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": {
      "image/png": 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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",
    "plt.show()"
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  },
  {
   "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\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": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles.reset_index().to_csv(cache, sep='\\t')"
   ]
  }
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