listening-analysis/stats.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stats\n",
    "\n",
    "Some easy numbers about habits"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# % of scrobbles with attached URIs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "95.10% joined tracks\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "no_uri = (\n",
    "    'SELECT ' \n",
    "    '   COUNT(track) '\n",
    "    'FROM `sarsooxyz.scrobbles.*` '\n",
    "    'WHERE '\n",
    "    '  uri IS NOT NULL '\n",
    ")\n",
    "\n",
    "uri = (\n",
    "    'SELECT ' \n",
    "    '   COUNT(track) '\n",
    "    'FROM `sarsooxyz.scrobbles.*` '\n",
    ")\n",
    "\n",
    "no_uri_count = list(client.query(no_uri).result())[0][0]\n",
    "uri_count = list(client.query(uri).result())[0][0]\n",
    "\n",
    "print(f'{( no_uri_count / uri_count ) * 100:.2f}% joined tracks')\n",
    "plt.pie([no_uri_count, uri_count - no_uri_count], labels=[\"No URI\", \"Attached URI\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from google.cloud import bigquery\n",
    "import matplotlib.pyplot as plt\n",
    "from dotenv import load_dotenv\n",
    "\n",
    "load_dotenv()\n",
    "\n",
    "client = bigquery.Client()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "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"
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 },
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}