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  {
   "source": [
    "# Artist Investigations\n",
    "\n",
    "Similar to the playlist investigations"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "2,220 scrobbles\n5 days spent listening since Nov. 2017\n6.43 minutes/day\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "      acousticness  danceability    duration_ms    energy  instrumentalness  \\\n",
       "mean      0.212988      0.556427  206109.940541  0.689568          0.038141   \n",
       "std       0.195843      0.145240   62979.977621  0.132678          0.159018   \n",
       "min       0.000843      0.256000   48507.000000  0.176000          0.000000   \n",
       "25%       0.049700      0.450000  168009.000000  0.604000          0.000000   \n",
       "50%       0.161000      0.528000  201158.000000  0.668000          0.000002   \n",
       "75%       0.261000      0.604000  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   5.493694  0.328512  -8.165929  0.677928     0.297323  110.274670   \n",
       "std    3.646806  0.184782   1.846141  0.467376     0.127891   32.589491   \n",
       "min    0.000000  0.052900 -16.918000  0.000000     0.029600   56.046000   \n",
       "25%    1.000000  0.161000  -9.363000  0.000000     0.203000   88.607000   \n",
       "50%    6.000000  0.325000  -8.336000  1.000000     0.299000   91.973000   \n",
       "75%    8.000000  0.464000  -6.832000  1.000000     0.380000  130.396000   \n",
       "max   11.000000  0.796000  -2.002000  1.000000     0.749000  188.050000   \n",
       "\n",
       "      time_signature   valence  \n",
       "mean        3.997297  0.507103  \n",
       "std         0.150085  0.194317  \n",
       "min         3.000000  0.038300  \n",
       "25%         4.000000  0.373000  \n",
       "50%         4.000000  0.504000  \n",
       "75%         4.000000  0.631000  \n",
       "max         5.000000  0.959000  "
      ],
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     },
     "metadata": {},
     "execution_count": 48
    }
   ],
   "source": [
    "artist_name = \"Freddie Gibbs\"\n",
    "artist_frame = scrobbles.query(f'artist == \"{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": 52,
   "metadata": {},
   "outputs": [
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "filtered_artist = scrobbles.query(f'artist == \"{artist_name}\"')\n",
    "# resample by day and mean\n",
    "filtered_artist = filtered_artist.resample(\"1W\").count()\n",
    "\n",
    "filtered_artist[\"energy\"].plot()\n",
    "\n",
    "plt.title(f\"{artist_name} Scrobbles\")\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "filtered_artist = scrobbles.query(f'artist == \"{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()\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()"
   ]
  },
  {
   "source": [
    "# Artist Listening Time"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x480 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "artists = fmnet.top_artists(period=fmnet.Range.OVERALL, limit=20)\n",
    "\n",
    "filtered_artists = [scrobbles.query(f'artist == \"{i}\"') for i in artists]\n",
    "artists_time = [i[\"duration_ms\"].sum() for i in filtered_artists]\n",
    "\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 Spent Listening to Artists (Since Nov 17)\")\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "# Imports & Setup"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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 descriptor_headers, 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)"
   ]
  },
  {
   "source": [
    "## Read Scrobble Frame"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles = get_query()"
   ]
  },
  {
   "source": [
    "## Write Scrobble Frame"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles.to_csv(cache, sep='\\t')"
   ]
  }
 ]
}