{
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "mini_df = pd.read_csv('../../resources/data/beakerxdata.csv')\n",
    "mini_df['downloads'] = pd.to_numeric(mini_df['downloads'])\n",
    "mini_df['time'] = pd.DatetimeIndex(mini_df['time']).to_period('M').to_timestamp(how='end')\n",
    "s = mini_df.groupby([pd.Grouper(key='time',freq='M'), 'package']).sum().reset_index()\n",
    "n = s[['time','package','downloads']].set_index(['time','package']).unstack('time')\n",
    "n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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