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   "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": "markdown",
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  },
  {
   "cell_type": "code",
   "execution_count": 3,
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   "outputs": [
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     "name": "stdout",
     "text": [
      "10,999 scrobbles\n28 days spent listening since Nov. 2017\n35.41 minutes/day\n"
     ]
    },
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       "        duration_ms      mode   loudness        key       tempo  \\\n",
       "mean  223128.125193  0.631694  -6.733293   5.352487  118.354445   \n",
       "std    63610.972469  0.482367   2.482966   3.733147   31.002195   \n",
       "min    60867.000000  0.000000 -17.819000   0.000000   61.113000   \n",
       "25%   182741.000000  0.000000  -8.320000   1.000000   91.923000   \n",
       "50%   211200.000000  1.000000  -6.518000   6.000000  116.696000   \n",
       "75%   258827.000000  1.000000  -5.062000   8.000000  140.032000   \n",
       "max   774920.000000  1.000000  -0.140000  11.000000  207.982000   \n",
       "\n",
       "      time_signature  acousticness  danceability    energy  instrumentalness  \\\n",
       "mean        4.007455      0.179857       0.66556  0.709464          0.008645   \n",
       "std         0.255755      0.186482       0.15002  0.145923          0.056757   \n",
       "min         1.000000      0.000017       0.26100  0.252000          0.000000   \n",
       "25%         4.000000      0.035000       0.55200  0.598000          0.000000   \n",
       "50%         4.000000      0.120000       0.67400  0.720000          0.000000   \n",
       "75%         4.000000      0.254000       0.77500  0.821000          0.000051   \n",
       "max         5.000000      0.864000       0.97500  0.993000          0.847000   \n",
       "\n",
       "      liveness  speechiness   valence  \n",
       "mean  0.244309     0.274996  0.480991  \n",
       "std   0.172633     0.129368  0.223523  \n",
       "min   0.033300     0.032300  0.027200  \n",
       "25%   0.113000     0.181000  0.314000  \n",
       "50%   0.181000     0.282000  0.483000  \n",
       "75%   0.333000     0.361000  0.642000  \n",
       "max   0.979000     0.827000  0.962000  "
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     },
     "metadata": {},
     "execution_count": 3
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   ],
   "source": [
    "playlist_name = \"ALL RAP\"\n",
    "playlist = get_playlist(playlist_name, spotnet)\n",
    "playlist_frame = pd.merge(track_frame(playlist.tracks), scrobbles, 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",
    "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:]"
   ]
  },
  {
   "source": [
    "## Listnening Frequency Over Time"
   ],
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   "cell_type": "code",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# filter playlists by join with playlist track/artist names\n",
    "filtered_playlist = pd.merge(track_frame(playlist.tracks), scrobbles.reset_index(), on=['track', 'artist'])\n",
    "# to time series, select only descriptor float columns\n",
    "filtered_playlist = filtered_playlist.set_index('time').loc[:, [\"energy\"]]\n",
    "# resample by day and mean\n",
    "filtered_playlist = filtered_playlist.resample(\"3W\").count()\n",
    "\n",
    "filtered_playlist[\"energy\"].plot()\n",
    "\n",
    "plt.title(f\"{playlist_name} Scrobbles\")\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "## Listening Characteristics Over Time"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# filter playlists by join with playlist track/artist names\n",
    "filtered_playlist = pd.merge(track_frame(playlist.tracks), scrobbles.reset_index(), on=['track', 'artist'])\n",
    "# to time series\n",
    "filtered_playlist = filtered_playlist.set_index('time')\n",
    "# select only descriptor float columns\n",
    "filtered_playlist = filtered_playlist.loc[:, float_headers]\n",
    "# resample by day and mean\n",
    "filtered_playlist = filtered_playlist.resample(\"2W\").mean()\n",
    "\n",
    "# filtered_playlist[\"energy\"].plot()\n",
    "filtered_playlist.plot()\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()"
   ]
  },
  {
   "source": [
    "# Playlist Comparisons\n",
    "\n",
    "Comparing different playlists over parameters like listening count, average plays per track and sound characteristics."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "playlist_names = [\"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"
   ]
  },
  {
   "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": "markdown",
   "metadata": {}
  },
  {
   "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.loc[:, 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]"
   ]
  },
  {
   "source": [
    "## Listening Characteristics Over Different Playlists"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "x_pos = [i for i, _ in enumerate(float_headers)]\n",
    "for mean in playlist_mean:\n",
    "    plt.plot(x_pos, mean)\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()"
   ]
  },
  {
   "source": [
    "## Time Spent Listening To Each"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "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()"
   ]
  },
  {
   "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": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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PJbkUeDmwfZKvAYcBVwOPqKqzp1ZK8n7g68A+Sb5fVScPbffbVXVY9+dPJjmTFhqfB7xzFR6PJEnSxFhQl5hn8K1uenfgBbTewlcNhkOAqrqaFvaK1gs5l+1KkiSJhduDOGzzbnopsCtwDXDoqIZVdU6Sk4DHJlmvC42z2e5ISTYBbj/NepIkSWuchRoQN0yyMW0M4iNovYFXA0cB7wJ+UVXXzrD+j4CtgS2AnwzM36Db7trAA4AP0nobD59hW3sCb17J45AkSZo4CzUgHjv0/tfA0qq6IMkGwO9XsP7U8sVD8z8x9P5i4HkD4x1H+TDw+aF5mwNHrKAGSZKkibRQA+KLgTOB64Df0XoMb+iW/R7YYAXrTy0fDpJvA74NXA9cAvysqq6baUNVdRFw0eC8JCuqX5IkaWIt1IB46gy9ej8DHpDkljNcZr4v8Gfgl0Pzf1JVw72TkiRJGjApdzEPOoo2NnHHUQuTbAY8CvjWCm5QkSRJ0giTGBD/h3bJ973D34KSZF3gk0Bol5MlSZI0Rwv1EvO0qurSJDsARwP/l2T4m1S2AF464iHZkiRJmoWJC4gAVfXtJPcFXke71HxH4ErgZOD5VXXSOOuTJEmaZAsqIFbVAcABs2y7jPZdyrNpezztsrMkSZJWYBLHIEqSJGkVMiBKkiSpx4AoSZKkHgOiJEmSegyIkiRJ6jEgSpIkqceAKEmSpB4DoiRJknoMiJIkSeoxIEqSJKnHgChJkqQeA6IkSZJ6DIiSJEnqMSBKkiSpZ9G4C5hk++/6IJYsWTLuMibW8uXLOe644zjmZY9m8eLF4y5nYnke54fnUZL+yh5ESZIk9RgQJUmS1GNAlCRJUo8BUZIkST0GREmSJPUYECVJktRjQJQkSVKPAVGSJEk9BkRJkiT1GBAlSZLUY0CUJElSj9/FfBPsceBpLP/iJeMuY2Jtul6x9/1h2w+cyIVXZ9zlTCzP4/xYFedx2bueMi/bkaTVzR5ESZIk9RgQJUmS1GNAlCRJUo8BUZIkST0GREmSJPUYECVJktRjQJQkSVKPAVGSJEk9BkRJkiT1GBAlSZLUY0CUJElSjwFRkiRJPQZESZIk9RgQJUmS1GNAlCRJUo8BUZIkST1jCYhJdktSSR40Ytmp3bIXTbNuzeL1lq7tAbNou2zVHq0kSdJkWTTuAgYluSfwYGAZsBT47xHNnjvDJt4CbA58r3v/P8Cx07R9HLAb8N25VypJkrTmWlABEdgFuAh4BXBYks2qatlgg6r6zKgVk/wzLRx+qKq+2rU9BThlRNs7Au8Hfg2M7KmUJEm6uVpoYxB3Bg4DjgKu7N6vUJItgX2BHwCvWkHbWwCfBTYCdq6qy29KwZIkSWuaBdODmGQJsAWwe1X9KckXaJeZ37GC9W4FHApcD+xUVdeuYFdvBB4DvL6qTp5FXZsAtx+avfmK1pMkSZpUCyYg0i4vnwd8p3v/OeD5Se5fVT+cYb0PAfcBnldVZ860gyRb0wLiN4F3zbKuPYE3z7KtJEnSxFsQl5iTLAKeDRxSVdXN/hZtPOLSGdbbGXg+8OmqOnAF+9gYOAi4FNilqm6YZXkfBrYaem0/y3UlSZImzkLpQdyWdhn31CRbDMw/DnhOktcMB7rujuePAGfSevmmlSTAgcAdgSdX1YWzLayqLqIF1cHtzXZ1SZKkibNQAuJUL+Gh0yzfmhYWAUhyS+AQYB3auMOrVrD9VwJPBt5bVV+/ibVKkiSt0cYeEJPcmnbJ9hDaHczD9qUFyOMG5r0PeADw0qr6wQq2vwR4O+3ZiK+fj5olSZLWZGMPiMDTgVsD/1VV3x5emGRbYMckL66qa5M8HXgJcGRV7TvThpPchnazyx+B51TVn+e9ekmSpDXMQgiIS2k3jkz3yJkjgT2ApyQ5Bfg47ZE230yyyzTrnN09JPsjwGa03slHJHnEqMbTPXxbkiTp5mhcAXHqLo+1gMcDB1fV9dO0/SatB3AX4DLaA64BPjjD9j9F+waVh3bvn929pmNAlCRJ6owrIG7QTS+pqrVnalhVV9MuQU+Z9S3EVbXZ3EuTJEm6eRvXcxAfDPyB9l3IkiRJWkBWaw9ikmcC29DGHX6sqq5bnfuXJEnSiq3uS8zvo11e/jjwstW8b0mSJM3Cag2IVXX31bk/SZIkzd2C+C5mSZIkLRwGREmSJPUYECVJktRjQJQkSVKPAVGSJEk9BkRJkiT1GBAlSZLUY0CUJElSjwFRkiRJPQZESZIk9azu72Jeo+y/64NYsmTJuMuYWMuXL+e4447jmJc9msWLF4+7nInleZwfnkdJ+it7ECVJktRjQJQkSVKPAVGSJEk9BkRJkiT1GBAlSZLUY0CUJElSjwFRkiRJPQZESZIk9RgQJUmS1GNAlCRJUo9ftXcT7HHgaSz/4iXjLmNibbpesff9YdsPnMiFV2fc5UyswfP43TdvN+5yJElrAHsQJUmS1GNAlCRJUo8BUZIkST0GREmSJPUYECVJktRjQJQkSVKPAVGSJEk9BkRJkiT1GBAlSZLUY0CUJElSjwFRkiRJPQZESZIk9RgQJUmS1GNAlCRJUo8BUZIkST0GREmSJPUYECVJktSz0gExyW5Jqns9csTyJDmvW37UwPya4fWRJNusoM1fXkP7O7Sb/+5p6p3a7g4re8ySJEk3B4vmYRvXADsDJw3N3xr4G+DaEet8AzhwxPwzgV8Dzx2a/07gKuDtowpIshh4KrAMeE6S11ZVjWorSZKkmc1HQPwKsGOSf6uq6wbm7wx8H9h4xDpnVtVnZthmb1mS1wKXzLDOM4G1gOcD3wIeDZwwy/olSZI0YD7GIB4M3A54wtSMJOsAOwAHzcP2Z2Mp8I2qOg74WfdekiRJK2E+AuIy4BTgOQPzngxsCHxumnXWTbLxiNc6c915kjsBj6EFVbrpDiuzrWm2v0mSLQdfwObzsW1JkqSFaL7uYj4IeFqS9br3S4ETquo307T/J+DiEa9nrMS+n0Mb53hE9/5zwEbAP6zEtkbZEzh96HXEjGtIkiRNsPkYgwhwKLAPsF2SrwHbAf82Q/sjgP1GzP/JSux7KXB0Vf0eoKp+meT73fwvrcT2hn0Y+PzQvM0xJEqSpDXUvATEqro4ybG0G1NuRbth5LAZVjm/qo69qftNcm/gAcCBSbYYWHQ88OIki6tq+U3ZR1VdBFw0tN+bsklJkqQFbb56EKFdZt4f2BT4alVdMY/bns4u3fQD3WvYM4FProY6JEmS1hjzGRC/CPwP8FDg2fO43ZHSuvF2Bo6jXQYe9kbaZWYDoiRJ0hzMW0CsqquSvAjYDPjyfG13Bo/o9vWmqrrR5ewk9wL+PcmdZrhZRpIkSUPmsweRqvrULJveK8kuI+b/rqq+McttLAWuB46eZvmRtG9e2Ql4/8D8Zyb52xHtP1VV581y35IkSWuseQ2Ic/AEBh6sPeAE2tfwzSjJ2sCOwMlVddmoNlV1epJzaOMUBwPiTtNs9njAgChJkm72VjogVtUBwAGzaLfZ0Ps53wJcVVsNvf8zo7/Cb3i9ewz8+XjA248lSZJWYL4elC1JkqQ1hAFRkiRJPQZESZIk9RgQJUmS1GNAlCRJUo8BUZIkST0GREmSJPUYECVJktRjQJQkSVKPAVGSJEk9BkRJkiT1GBAlSZLUY0CUJElSjwFRkiRJPYvGXcAk23/XB7FkyZJxlzGxli9fznHHHccxL3s0ixcvHnc5E2vwPEqSNB/sQZQkSVKPAVGSJEk9BkRJkiT1GBAlSZLUY0CUJElSjwFRkiRJPQZESZIk9RgQJUmS1GNAlCRJUo8BUZIkST1+1d5NsMeBp7H8i5eMu4yJtel6xd73h20/cCIXXp1xlzOxPI/zY7rzuOxdTxlfUZI0JvYgSpIkqceAKEmSpB4DoiRJknoMiJIkSeoxIEqSJKnHgChJkqQeA6IkSZJ6DIiSJEnqMSBKkiSpx4AoSZKkHgOiJEmSegyIkiRJ6jEgSpIkqceAKEmSpB4DoiRJknoMiJIkSeoxIEqSJKlnlQTEJLslqYHXdUkuSHJAkjuPaJ8kz01yYpIrkvwxyU+SvCnJrWfYz9OTfDXJJUn+lOQ3SQ5N8tiBNtt0NewwtO46SY5KckOS58/vGZAkSZpci1bx9t8EnAOsCzwU2A14ZJKtquoagCRrAQcBzwK+DbwF+CPwKODNwI5JHl9Vv5vaaJIAn+i29wPg/cCFwB2BpwPfTPKIqjp5VFFJ1gYOA/4B2KOqPjGvRy1JkjTBVnVA/GpVndb9+WNJLgFeA/wjcGg3/9W0cPi+qnrVwLofTXIo8CXgAODJA8teQQuH+wAvr6oaWPb2JM8FrhtVUBcODwW2A15QVR9f2YOTJElaE63uMYjf7qabAyRZD3gVcCaw93Djqvoy8CngSUkeOrDO3sDPgVcOhcOp9T5dVacOz0+yCPgcsD3woqrafz4OSpIkaU2yugPiZt308m76SGAj4KCqGtnjBxzYTbcbWOe23TrXz2Hfi4CDaZegX1xV/zOblZJskmTLwRddwJUkSVoTrepLzBsm2Zg2BnEJbUzhtcBR3fL7dNMfzbCNqWX3Hpr+ZI61vAu4Gy0c/vcc1tuTVrckSdLNwqoOiMcOvV8G7FJV53fvN+imv59hG1PLFg9NZ1pnlDvQxiWeM8f1Pgx8fmje5sARc9yOJEnSRFjVAfHFtPGFGwLPBx5N60GcMhXyNmB6wyFy+SzWGeXVwF7AYUm2rarvzGalqroIuGhwXruJWpIkac20qscgnlpVx1bV4bQ7l08HDkqyfrf8Z930vjNsY2rZT7vpz7vp382xlt8CTwCuBI5Ocr85ri9JknSzsNpuUuluKNkbuBPwkm72ScAVwM7d8xBH2bWbTo1bPIl2k8tzZlhnuhp+BTwRuAH4epJ7zmV9SZKkm4PVehdzVR0PnArslWTdqvoj8D7g/wFvH26f5Cm05x1+vaq+223jj8C7aTervDsjrvcm2SXJQ6ap4SfAU4D1gW+M+mYXSZKkm7NVPQZxlPfSbvrYDfgI7e7iBwCvSfIw4HDgatrjbHahXYZ+3ohtbEl7YPZjkhxG+yaVTYGnAQ8BHj5dAVV1SpJnAF+mhcRHVdWl83R8kiRJE211PwcR4AvA2cArk6zVXXp+FrA7sBbw78C+wAOBtwJLBr9mD6CqbqiqXYEdgEuAVwIfBf6VdpfyNlV1ykxFVNUxwHNpvZdfTTLXm14kSZLWSKukB7GqDqB9Pd6oZTcAW4yYN+06M+zncFqP40xtjgdG3nZcVYfy16/8kyRJEuPpQZQkSdICZkCUJElSjwFRkiRJPQZESZIk9RgQJUmS1GNAlCRJUo8BUZIkST0GREmSJPUYECVJktRjQJQkSVKPAVGSJEk9BkRJkiT1GBAlSZLUY0CUJElSz6JxFzDJ9t/1QSxZsmTcZUys5cuXc9xxx3HMyx7N4sWLx13OxPI8zg/PoyT9lT2IkiRJ6jEgSpIkqceAKEmSpB4DoiRJknoMiJIkSeoxIEqSJKnHgChJkqQeA6IkSZJ6DIiSJEnqMSBKkiSpJ1U17homTpItgdP/bs/9WL7BZuMuZ2Jtul6x9/2v550/XIsLr864y5lYnsf54XmcH57H+eF5nB8L/Twue9dTVst+zjjjDLbaaiuArarqjNmsYw+iJEmSegyIkiRJ6jEgSpIkqceAKEmSpB4DoiRJknoMiJIkSeoxIEqSJKnHgChJkqQeA6IkSZJ6DIiSJEnqMSBKkiSpx4AoSZKkHgOiJEmSegyIkiRJ6jEgSpIkqceAKEmSpJ6xBcQkuyWpGV4P7doNzrsuyWVJvp/kg0nuM2K7mw20f8M0+/5st/yqVX2ckiRJk2bRuAsA3gScM2L+WQN//gZwIBBgQ+B+wPOAPZO8pqreP2L9a4DnAP8xODPJrYHtu+WSJEkashAC4ler6rQVtDmzqj4zOCPJa4EvA/+Z5OdV9ZWhdb4CPCPJ/arqRwPztwfWAb4GPPYm1i5JkrTGmdgxiFV1KbATcB3w+hFNTqH1TO48NH8pLRxetkoLlCRJmlALISBumGTjodftZrNiVZ0LnAA8NMniEU0OBnZKEoAkGwPbAgfNV/GSJElrmoUQEI8FLh56XTCH9U+nHcdmI5YdBNwVeET3/lm0sYdHznbjSTZJsuXgC9h8DvVJkiRNlIUwBvHFwJlD866fw/pTdyJvMLygqs5I8mPazSon0S43H1FVf+w6FWdjT+DNc6hHkiRpoi2EgHjqLG5Smcn63fT30yw/CHhFkg8ADwfeMcftfxj4/NC8zYEj5rgdSZKkibAQAuJNtRWtx3HUo3KgjUN8J7A/cClwzFw2XlUXARcNzptD76MkSdLEWQhjEFdakrsCWwOnVNXIHsTuRpbvANsAn6+q61ZfhZIkSZNnYnsQk9yW1ju4FvD2FTR/A/AY4JBVXZckSdKkWwgB8clJ/nbE/JOr6lfdn++VZBfaN6kspn2Tyo608Ycvr6qvzbSDqjqB9jgcSZIkrcBCCIhvm2b+7sBUQHxC97oBWE4bb/gp4KNV9dNVXqEkSdLNyNgCYlUdABwwi3ZzuiOkqpbRehpX1G43YLe5bFuSJOnmYKJvUpEkSdL8MyBKkiSpx4AoSZKkHgOiJEmSegyIkiRJ6jEgSpIkqceAKEmSpB4DoiRJknoMiJIkSeoxIEqSJKnHgChJkqQeA6IkSZJ6DIiSJEnqMSBKkiSpZ9G4C5hk++/6IJYsWTLuMibW8uXLOe644zjmZY9m8eLF4y5nYnke54fncX54HueH53F+eB5Xnj2IkiRJ6jEgSpIkqceAKEmSpB4DoiRJknoMiJIkSeoxIEqSJKnHgChJkqQeA6IkSZJ6DIiSJEnqMSBKkiSpx4AoSZKkHr+L+SbY48DTWP7FS8ZdxsTadL1i7/vDth84kQuvzrjLmViex/nheZwfnsf54Xmcu2Xvesq4S1ij2IMoSZKkHgOiJEmSegyIkiRJ6jEgSpIkqceAKEmSpB4DoiRJknoMiJIkSeoxIEqSJKnHgChJkqQeA6IkSZJ6DIiSJEnqMSBKkiSpx4AoSZKkHgOiJEmSegyIkiRJ6jEgSpIkqWfBBcQkuyWpgdd1SS5IckCSO0+zzp5d2+/NsN3Bbd6Q5DdJjkmyzao6FkmSpEm0aNwFzOBNwDnAusBDgd2ARybZqqquGWq7FFgGPCTJFlV11jTb/AZwIBDg7sCewLeSPKWqvjr/hyBJkjR5FlwP4oCvVtVnqupjVfXPwPuAzYF/HGyU5O7Aw4GXAxfTwuJ0zuy2+emqehvwBFpY3GtVHIAkSdIkWsgBcdi3u+nmQ/OXApcDRwOHMXNA7KmqnwCX0HoTJUmSxMK+xDxss256+dD8pcAXqupPSQ4GXpTkwVX1vyvaYJKNgI2A6S5Jk2QT4PZDs4dDqiRJ0hpjIQfEDZNsTBuDuAR4M3AtcNRUgyQPBP4W+Ndu1knA+bTQOCogrtttc2oM4juAtYDPz1DHnt2+JUmSbhYWckA8duj9MmCXqjp/YN5S4HfAcQBVVUkOAXZJ8oqqun5oG//UvaZcA7wf2GeGOj7MjQPk5sARszgGSZKkibOQA+KLgTOBDYHnA4+m9SACkGQtYCdaOLx7kqlF3wNeATwOOGZom0cA+wEF/B44o6r+MFMRVXURcNHgvIF9SZIkrXEWckA8tapOA0jyJdrl44OS/L+qugp4LHBHWkjcacT6S7lxQDy/qoZ7JiVJkjRgIQfEv6iq65PsTestfAnwLloAvIjW0zjsGcDTk7ywqq5efZVKkiRNvokIiABVdXySU4G9knyQFgI/X1WHDbdN8hvgObRnJh6yeiuVJEmabJP0HESA9wJ3AF4NbAAcOU2777Lih2ZLkiRphEkLiF8AzqY9duYa2lfn3UhV3UB7cPaTktxu9ZUnSZI0+RbcJeaqOgA4YJplNwBbzHI7uwO7D7z31mNJkqRZmLQeREmSJK1iBkRJkiT1GBAlSZLUY0CUJElSjwFRkiRJPQZESZIk9RgQJUmS1GNAlCRJUo8BUZIkST0GREmSJPUYECVJktRjQJQkSVKPAVGSJEk9BkRJkiT1LBp3AZNs/10fxJIlS8ZdxsRavnw5xx13HMe87NEsXrx43OVMLM/j/PA8zg/P4/zwPGrc7EGUJElSjwFRkiRJPQZESZIk9RgQJUmS1GNAlCRJUo8BUZIkST0GREmSJPUYECVJktRjQJQkSVKPAVGSJEk9BkRJkiT1GBAlSZLUY0CUJElSjwFRkiRJPQZESZIk9SwadwETah2AX/3qV6y//vrjrmViXXXVVZx77rn87Gc/8zzeBJ7H+eF5nB+ex/nheZwfnsfmrLPOmvrjOrNdJ1W1aqpZgyV5LnDguOuQJEmag+2r6sjZNLQHceWc2U13AH4+zkIm3ObAEcD2wNljrmWSeR7nh+dxfnge54fncX54Hpt1gLsAJ8x2BQPiyrmqm/68qs4YayUTLMnUH8/2PK48z+P88DzOD8/j/PA8zg/PY88P5tLYm1QkSZLUY0CUJElSjwFRkiRJPQbElXMx8NZuqpXneZwfnsf54XmcH57H+eF5nB+ex5XkY24kSZLUYw+iJEmSegyIkiRJ6jEgSpIkqceAKEmSpB4DoiRJknoMiHOQ5JZJ3p3kN0muTvK9JE8Yd12TJMmDk+yX5Iwkf0hybpJDk9xr3LVNsiSvT1JJTh93LZMoyd8nOTLJZUn+mOT0JP827romSZJ7JvlckvO7c/jzJG9Kcqtx17YQJVk/yVuTfK373FWS3aZpe++u3VVd208nuf1qLnlBms15THKLJLt1f8fP6373nJ7kDUnWHVPpC56PuZmDJAcDOwD7AL8EdgMeDDymqk4aX2WTI8lhwCOAzwM/BjYFXgKsDzy0qgw4c5Tkb4BfAAUsq6qtxlzSREmyLfBl2veUHkL7rvXNgVtU1avHWdukSHIX2t/nK4GPAJcBD6P9G3lkVW0/vuoWpiSbAecA5wK/ArYBdq+qA4ba/Q3ts3klsC/t38pXdus9pKr+tNqKXoBmcx6TrA/8HvgucBRwEe3z+TzgROCxZRi6kUXjLmBSJHkIsBPwqqp6XzfvQOB04D3Aw8dY3iR5P7Dz4D9qSQ4BfgK8FthlXIVNsPfR/uFbC9h4zLVMlCSLgQOBo4EdquqGMZc0qZ4L3AZ4ZFWd0c37aJJbALsm2aiqLh9bdQvTb4E7VtWFSR4E/O807V4H3Bp4YFWdC5DkVOAbtAD+0dVQ60I2m/P4J+ARVXXywLz9kyyjPUT7ccCxq7zSCeMl5tnbAbiegb+MVXUN8HHgYd3/oLUCVXXy8P94q+qXwBnAvcdT1eRK8mjaZ3OvMZcyqXYG7gC8vqpuSHLrLtRobhZ3098Nzf8tcAPtF7QGVNW1VXXhLJo+EzhqKhx26x4LnAk8a1XVNylmcx6r6k9D4XDKF7upv3tG8B/C2XsAcGZVLR+af2o3vf/qLWfNkSS0X9KXjLuWSZJkLeBDwMeq6ifjrmdCPR5YDtw5yS9ol5eXJ/lvxybNyfHd9ONJ7p/kLkmeDbwI2Leq/jC+0iZXkjsDmwCnjVh8Ku33klbept3U3z0jGBBn7460/w0Pm5p3p9VYy5pmKXBn2vgvzd4LgbsBbxx3IRPsnrShNkcAX6f11nyCdm4/Oca6JkpVfY32OXwCbbzcucDngA9V1cvGWduEu2M3ne53z22T3HI11rOmeTXtP4hfHXchC5FjEGdvPeDaEfOvGViuOUryt8B/AacAnxpzORMjye2AtwH/XlV+Cf3KWx+4FfCRqpq6a/kLSdYBXpDkTd0QCK3YMtqA/8OBS4GnAK9LcmFV7TfOwibY1O+VFf3uGbVcM0jyOtoVhD2r6ooxl7MgGRBn72pg1P/U1h1YrjlIsint5oAraTcIXD/mkibJf9DuFP3QuAuZcFN/bw8emn8Q8ALanY4GxBVIshNtfPa9qur8bvYXuvGc705ycFVdOr4KJ9bU59PfPfOoG/7wH8DHq+q/x13PQuUl5tn7LX/t7h80Ne83q7GWiZdkQ1q3/m2AJ1WV52+WktwT+BfaIy/ulGSz7lEP6wJrd+9vO84aJ8jU52745oqLuulGq7GWSbYn8IOBcDjlSFoPrWPlVs7UpeXpfvdcVlX2Hs5B9+ziqScXvHDM5SxoBsTZ+yFwr+6xGIOWDCzXLHSD/78M3AvYrqp+OuaSJs2daX9396U9/2vqtYR2Ts8B3jS26ibL97vpnYfmT40p9vL97NyB9pilYWt3U69WrYSquoD2GXzQiMUPwd87c5JkCe3O5dOAZ1XVdWMuaUEzIM7eYbR/AP9lakY3OHh34HtVdd64Cpsk3Z23h9Au3e1YVaeMuaRJdDrw9BGvM2g3Bzyd9vglrdih3fSfhub/M3Adf707VzM7E3jAiG9Eeg7tMTc/Xv0lrTEOB7YbfJRaksfR/jP4+bFVNWGS3JvWa7iM1jHhpfkV8JtU5iDJobRfvh8AzqI9hf0hwOOq6sRx1jYpkuwDvJTWg3jo8PKq+szqrmlNkeR4YGO/SWVuknwceD7t83gC7ZsYdgTeWVWvG2NpE6N7Hue3aDen7NdNtwOeTHsM0x5jLG/BSvIS2jCbO9EeCfQF2l3g0O4Av7ILhj8ArgA+SLux6lXA+cCDvcS84vNI+0/KGbQrBa8DLhjaxNl2VtyYAXEOukuj/077to+NaP8rfmNVfX2shU2QLsRsPd3yqsrqq2bNYkBcOUnWpv3S2J32C+bXwH9V1T7jrGvSdN829RbaeMPb0YY6fAp4j5fyRuu+yeNu0yy+e1Ut69ptSfsWqkfSHjp+NPCKqhoeO3uztKLz2E3PmWETn6qq3eazpjWBAVGSJEk9jkGUJElSjwFRkiRJPQZESZIk9RgQJUmS1GNAlCRJUo8BUZIkST0GREmSJPUYECVJktRjQJQkSVKPAVGSJEk9BkRJWkWS7Jakkmw27lokaS4MiJJGSrJnF26+N+5aJEmrlwFR0nSWAsuAhyTZYsy1SJJWIwOipBtJcnfg4cDLgYtpYXF113CLJOuu7v1q/iRZlGSdcdchae4MiJJGWQpcDhwNHMZAQEyydpLLknxyeKUki5Nck+R9A/NumeStSc5Kcm2S85K8J8kth9atJPslWZrkDOBa4EndslcmOTnJpUmuTvL9JDuM2P96SfZNckmS3yc5Msmdu22/ZajtnZN8IsnvurrOSPL82ZycoVp/0R3z95M8ehbrbp/k6CS/6fZ7dpI3JllroM1bk/w5ye1HrP/RJFdMheckD0ry9e6Yr05yTpJPzKKOZUmOSrJtkh92x/DTJM8Y0fY2SfbpfnbXdj/L1yS5xUCbzbrz8sokeyU5m/YzvM8MNTwhyUnd8VzVnct3DLXZJMnHu5/TNUl+lOR5Q20G9/0v3Tm9Nsn/JnnwiP3u2B3rNUlOT/L0JAckWbai8ybdXCwadwGSFqSlwBeq6k9JDgZelOTBVfW/VfXnJF8EnpHkBVX1p4H1ngbcEvgctF5A4EjgkcBHgZ8Bfwe8DLhX137QY4FnAfsBl9AucQO8tNvOZ4F1gJ2AzyfZrqqOHlj/gG79TwPfBbamhdyeJHfolle3r4uBJwMfT7K4qvaZxTnaGng2sC8tCO0JfC3JQ6rq9BnW2w24Cnh/N30s8DZgMfCqrs2ngTd1299voO51gB2Aw6vqmiSbAMd09b8LuALYDLhRyJvGPYFDgI8AnwJ2p53XJ1XVN7p93go4Abgz8D/AubTe5XcCdwT2Gtrm7sC6tJ/3tcBlo3acZEvgKODH3bFeC2wBPGKgzXrA8d38/YBzgB2BA5Lcpqo+OLTZnYENujoLeDXwhST3qKo/d9t8SnfMPwH2BjYCPg5csOLTJd2MVJUvX758/eUFPJD2y/Xx3fsA5wH7DLTZtmuz3dC6RwNnD7zfBbgeeORQuxd06z98YF51be8zoqb1ht6vTfsF/82BeX/fbeMDQ20/2c1/y8C8jwG/AW431PZgWshab7iGoXbVvR44MO+uwNW0YD01b7eu3WbTHUs37yPAH4BbDsw7GfjuULund9vbpnv/tO79g1bi57ysW/cZA/MWd+fl/wbmvYEWZO85tP47geuAu3TvN+u2dyVw+1nsf6+u/cYztHlp12bp0M/+ZOD3wAZD+74E2Gig7T8Of05pgfQ8YP2BeVt37ZaN8++eL18L6eUlZknDlgK/A44DqKqi9bjsNHAZ9Fu0X8bPnlopyUbAE7q2U3ak9Rr+PMnGU69ufYDHDO37hKr66XBBVXX10H42BL5NC4VTntRNPzy0+ocG3yQJ8Ezgy93bwbq+3m3771mxU6rq+wM1ngscATxx8HLxCo5lg26/3wZuBfztQNMDgSVJNh+Yt5QWbk7o3l/RTbdLsvYsah72G+CLA7Ut7/b7gCSbdrN37Oq7fOhcHQusBQxfVj+8qi6exb6nat9+8FL1kH8ALqQF96ka/0zrtV2fFuwGHVJVlw+8/3Y3vQdAkjvRerAPrKqrBrZ5Au0/HJI6BkRJf9EFm51o4fDuSbZIu4P5e8AdgMcBVNV1wOG0X+5TYwmfQevdGQyI9wS2pF0CHXyd2S3fZKiEc6apa7sk301yDe2S5cXAi2hhbsrdgBtGbOOsofe3B24D/MuIuqbGVQ7XNcovR8w7kxb0bjR2cOBYtkzyxSRXAsu7/X6mWzx4PIfQLrsu7dbbENgO+GwX2qEFxcOBNwOXJDkiye4ZGt85g7MGtjV4DNB65aD9DJ/Ejc/Vsd3yWf0MRzgE+A6tN/d3ST6X5FlDYfFuwC+r6oahdX82sHzQuYNvBsLiRkPthz8T082TbrYcgyhp0GNp48p26l7DltLGvEEbZ/gC2ti9L9HG/v28qn400P4WtJ6Zl0+zv/OG3l893CDJo2jjD0+kjfP7LfBn2li3nVd0QCNMBZDP0MbdjfLjldjuCiW5DS3ULaeNuzsbuIbWY/nugdqoqsuTHEU752+jjT28JX8Nk1O9uzskeSjwVOCJwCeAVyR56GAv2U1wC+AbwHumWX7m0Psb/QxHqaqr027qeQzwFFoIfTbwrSTbVtX1K1HrdOtkJbYl3awZECUNWgpcBLx4xLJnAE9P8sLuMumJtLD27CQn0cLl24fWORu4H22s4HBP1Ww9kxainlhV107NTLL7ULtf08LM3en37g0/w/Fi2vi1tarqWFbePUfMuxfwx24fo2wD3I427u/EqZlpjxUa5UDgiO5O3KXAD6rqjOFGVfVd2k03r0+yM+1mnp1ovXMz2SJJhn429+qmy7rp2bTxejflXI3U9Qx+s3u9PMnraJ+hx9B6KH8N3DfJLYZ6Eacuxf96jrucaj/quZ4+61Ma4CVmScBf7hh9BnBUVR02/KLdRboBbeD/1C/3w2g9V8+l/YfzkKHNHkq7+3WPUftLcutZlHY97QaCwcfAbMaN74D+ejfdc2j+vw6+6XqmDgeemWSrEXVNe3l4yMOS/GWsYpK7ANsDx8zQ+zU1/y89Wt2dycM1T/kqbazna2jj7T4zuDDJRt2YykE/7Kazucx8J9qNL1PbWwzsCvywqi7sZh9KO9YnDq+c9viblepoSHLbEbN/2E2nav8KsCn9sa6LaD/Tq/jrWMxZqarfAKcDuyZZf2CbW9PGJkrq2IMoaco/0gLgkdMs/y5/fWj2VBA8hPbL+q3AT6rqZ0PrfJp26fkjSR5DG3O2Fq0H6Fm0S6KnraCuo2mXqL+W5CDamLcX08aM3XeqUVV9P8nhwF5JbsdfH3Mz1SM22Ev2Wlov1feS7A/8FLgt7VLv47s/r8jpwNeTDD7mBtp4wOmcTHu+5Ke69YoWrkdeAq32SKHPAS+hhcuDh5o8D9ize+zQ2bSf3x60S9hfmcUxnEl7tM+DaTcmPZ821nSwd/a9tM/GUUkOAL4P3JoWqHagjVW8ZBb7Gvam7hLz0bSevU1o5/B84KSuzUdpwxgOSPJAWq/mDrRH4exVVb9fif2+jnYz0XfSnuW5Ee38nk678UUS+JgbX758tRctGF4N3GqGNp8E/kT3eBhasDmXFnReP806a9OeR3c67VLxZbRQ+CZg8UC7AvabZhvPp4WZa2g3KOwGvIVuGN5Au1vRejovpV1G/iItIBbwmqG2m3Rtz+2O6be0y5p7zOJcTT0/celAXf9H9/iZgXa7cePH3DwcOIV2KfoC2tjDqccGbTNiXw/uln19xLIHAAfRAtY1tJD3ZQYevzPDMSyjPYdwW+BHA+d2hxFt1wfeQbt0fy3tPwrfAV4BrN212ayr85Wz/Lw9ljZ29YJumxd0xzL8OJ1NaOMqL+7a/RjYbajNtPtm6BFH3bxnd8d6DW2M7FNpveE/G/ffQ1++FsorVSs7LEiSFr4k9wd+AOxSVZ+dp20W8F9V9ZL52N4K9nU/2qXXXavq0/O43WXA6VW13Xxtc5Il+SFwcVU9Ydy1SAuBYxAlrTG6cZTD9qI9/ubEEcsmwR608XZfGHcha4K0r4pcNDRvG9rNVMePoSRpQXIMoqQ1yau7sWrH0b7l48nd66NVNfxInQUtyVNp32P8L7RL738Yc0lrijsDxyb5DO1B4X8LvJD2QO6PjLMwaSExIEpak5xM+zaXN9LGzZ1LG6s4/PidSfAh2g0jX2HmG180N5fTbrT5Z9oDzf9Au1HmtVV16TgLkxYSxyBKkiSpxzGIkiRJ6jEgSpIkqceAKEmSpB4DoiRJknoMiJIkSeoxIEqSJKnHgChJkqQeA6IkSZJ6DIiSJEnqMSBKkiSp5/8D2tJEPbWHY1UAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "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()"
   ]
  },
  {
   "source": [
    "# Imports & Setup"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "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)"
   ]
  },
  {
   "source": [
    "## Read Scrobble Frame"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles = get_query(cache=cache)"
   ]
  },
  {
   "source": [
    "## Write Scrobble Frame"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "scrobbles.reset_index().to_csv(cache, sep='\\t')"
   ],
   "cell_type": "code",
   "metadata": {},
   "execution_count": 6,
   "outputs": []
  }
 ]
}