{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compare Johns Hopkins and RKI data for Germany"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_formats = ['svg']\n",
    "%matplotlib inline\n",
    "# or try \"\"%matplotlib notebook\" for more interactive exploration\n",
    "\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import oscovida as ov"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "[Execute this notebook with Binder](https://mybinder.org/v2/gh/oscovida/binder/master?filepath=ipynb/compare-rki-and-johns-hopkins-data.ipynb)"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ov.display_binder_link(\"compare-rki-and-johns-hopkins-data.ipynb\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Notebook created:  01 November 2020.\n",
      "Notebook executed: 16 January 2021.\n"
     ]
    }
   ],
   "source": [
    "print(f\"Notebook created:  01 November 2020.\")\n",
    "print(f\"Notebook executed: {datetime.datetime.now().strftime('%d %B %Y')}.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data from Johns Hopkins university:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases_jh, deaths_jh = ov.get_country_data(\"Germany\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data from RKI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FID</th>\n",
       "      <th>IdBundesland</th>\n",
       "      <th>Bundesland</th>\n",
       "      <th>Landkreis</th>\n",
       "      <th>Altersgruppe</th>\n",
       "      <th>Geschlecht</th>\n",
       "      <th>AnzahlFall</th>\n",
       "      <th>AnzahlTodesfall</th>\n",
       "      <th>Meldedatum</th>\n",
       "      <th>IdLandkreis</th>\n",
       "      <th>Datenstand</th>\n",
       "      <th>NeuerFall</th>\n",
       "      <th>NeuerTodesfall</th>\n",
       "      <th>Refdatum</th>\n",
       "      <th>NeuGenesen</th>\n",
       "      <th>AnzahlGenesen</th>\n",
       "      <th>IstErkrankungsbeginn</th>\n",
       "      <th>Altersgruppe2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
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       "      <th>2020-09-30</th>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Nicht übermittelt</td>\n",
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       "      <th>2020-10-29</th>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Nicht übermittelt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-03</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Schleswig-Holstein</td>\n",
       "      <td>SK Flensburg</td>\n",
       "      <td>A00-A04</td>\n",
       "      <td>M</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2020/11/03 00:00:00</td>\n",
       "      <td>1001</td>\n",
       "      <td>16.01.2021, 00:00 Uhr</td>\n",
       "      <td>0</td>\n",
       "      <td>-9</td>\n",
       "      <td>2020/11/03 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Nicht übermittelt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-11-20</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Schleswig-Holstein</td>\n",
       "      <td>SK Flensburg</td>\n",
       "      <td>A00-A04</td>\n",
       "      <td>M</td>\n",
       "      <td>1</td>\n",
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       "      <td>2020/11/20 00:00:00</td>\n",
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       "      <td>16.01.2021, 00:00 Uhr</td>\n",
       "      <td>0</td>\n",
       "      <td>-9</td>\n",
       "      <td>2020/11/19 00:00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Nicht übermittelt</td>\n",
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       "      <th>2020-11-23</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>Schleswig-Holstein</td>\n",
       "      <td>SK Flensburg</td>\n",
       "      <td>A00-A04</td>\n",
       "      <td>M</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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      "text/plain": [
       "            FID  IdBundesland          Bundesland     Landkreis Altersgruppe  \\\n",
       "date                                                                           \n",
       "2020-09-30    1             1  Schleswig-Holstein  SK Flensburg      A00-A04   \n",
       "2020-10-29    2             1  Schleswig-Holstein  SK Flensburg      A00-A04   \n",
       "2020-11-03    3             1  Schleswig-Holstein  SK Flensburg      A00-A04   \n",
       "2020-11-20    4             1  Schleswig-Holstein  SK Flensburg      A00-A04   \n",
       "2020-11-23    5             1  Schleswig-Holstein  SK Flensburg      A00-A04   \n",
       "\n",
       "           Geschlecht  AnzahlFall  AnzahlTodesfall           Meldedatum  \\\n",
       "date                                                                      \n",
       "2020-09-30          M           1                0  2020/09/30 00:00:00   \n",
       "2020-10-29          M           1                0  2020/10/29 00:00:00   \n",
       "2020-11-03          M           1                0  2020/11/03 00:00:00   \n",
       "2020-11-20          M           1                0  2020/11/20 00:00:00   \n",
       "2020-11-23          M           1                0  2020/11/23 00:00:00   \n",
       "\n",
       "            IdLandkreis             Datenstand  NeuerFall  NeuerTodesfall  \\\n",
       "date                                                                        \n",
       "2020-09-30         1001  16.01.2021, 00:00 Uhr          0              -9   \n",
       "2020-10-29         1001  16.01.2021, 00:00 Uhr          0              -9   \n",
       "2020-11-03         1001  16.01.2021, 00:00 Uhr          0              -9   \n",
       "2020-11-20         1001  16.01.2021, 00:00 Uhr          0              -9   \n",
       "2020-11-23         1001  16.01.2021, 00:00 Uhr          0              -9   \n",
       "\n",
       "                       Refdatum  NeuGenesen  AnzahlGenesen  \\\n",
       "date                                                         \n",
       "2020-09-30  2020/09/30 00:00:00           0              1   \n",
       "2020-10-29  2020/10/29 00:00:00           0              1   \n",
       "2020-11-03  2020/11/03 00:00:00           0              1   \n",
       "2020-11-20  2020/11/19 00:00:00           0              1   \n",
       "2020-11-23  2020/11/18 00:00:00           0              1   \n",
       "\n",
       "            IstErkrankungsbeginn      Altersgruppe2  \n",
       "date                                                 \n",
       "2020-09-30                     0  Nicht übermittelt  \n",
       "2020-10-29                     0  Nicht übermittelt  \n",
       "2020-11-03                     0  Nicht übermittelt  \n",
       "2020-11-20                     1  Nicht übermittelt  \n",
       "2020-11-23                     1  Nicht übermittelt  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "germany = ov.fetch_data_germany()\n",
    "germany.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The meaning of the entries in the RKI data are explained at\n",
    "https://www.arcgis.com/home/item.html?id=f10774f1c63e40168479a1feb6c7ca74\n",
    "\n",
    "Here, we look at one particular item that is the date attached to each row reported in the  file. There is:\n",
    "- `Meldedatum`: data at which the health authoraties became aware of the case\n",
    "- `Refdatum`: reference date, which is \"Erkrankungsdatum\" (date of getting sick), or - if not know - the `Meldedatum`.\n",
    "\n",
    "From the Johns Hopkins University there is only one data available for the numbers of cases and deaths for the whole of Germany."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "g2 = germany.set_index(pd.to_datetime(germany['Meldedatum']))\n",
    "g2.index.name = 'date'\n",
    "g3 = g2.groupby('date').agg('sum')\n",
    "cases_rki_mel = g3[\"AnzahlFall\"].groupby('date').agg('sum').cumsum()\n",
    "deaths_rki_mel = g3[\"AnzahlTodesfall\"].groupby('date').agg('sum').cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "g4 = germany.set_index(pd.to_datetime(germany['Refdatum']))\n",
    "g4.index.name = 'date'\n",
    "g5 = g4.groupby('date').agg('sum')\n",
    "cases_rki_ref = g5[\"AnzahlFall\"].groupby('date').agg('sum').cumsum()\n",
    "deaths_rki_ref = g5[\"AnzahlTodesfall\"].groupby('date').agg('sum').cumsum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparative plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(cases_rki_ref.index, cases_rki_ref.values, \"-\", \n",
    "        label=\"RKI Refdatum\", color=\"yellow\")\n",
    "ax.plot(cases_rki_mel.index, cases_rki_mel.values, \"-\", \n",
    "        label=\"RKI Meldedatum\", color=\"red\")\n",
    "ax.plot(cases_jh.index, cases_jh.values, \":\", \n",
    "        label=\"JHU\", linewidth=2,  color=\"blue\")\n",
    "ax.legend()\n",
    "ax.set_title(\"cases\")\n",
    "\n",
    "fig.autofmt_xdate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
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     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.bar(cases_rki_ref.index, cases_rki_ref.diff().values, alpha=1.0, \n",
    "       label=\"RKI Refdatum\", color=\"yellow\")\n",
    "ax.bar(cases_rki_mel.index, cases_rki_mel.diff().values, alpha=0.5, \n",
    "       label=\"RKI Meldedatum\", color=\"red\")\n",
    "ax.bar(cases_jh.index, cases_jh.diff().values, alpha=0.3, \n",
    "       label=\"JHU\", color=\"blue\")\n",
    "ax.legend()\n",
    "ax.set_title(\"daily new cases\")\n",
    "ax.set_xlim(left = pd.to_datetime(\"2020-03-01\"))\n",
    "\n",
    "fig.autofmt_xdate()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observations cases\n",
    "\n",
    "- The total number of cases for JHU and RKI data is similar\n",
    "- The JHU data is more similar to the `Meldedatum` than the `Refdatum` in the RKI data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(deaths_rki_ref.index, deaths_rki_ref.values, \"-\", \n",
    "        label=\"RKI Refdatum\", color=\"yellow\")\n",
    "ax.plot(deaths_rki_mel.index, deaths_rki_mel.values, \"-\", \n",
    "        label=\"RKI Meldedatum\", color=\"red\")\n",
    "ax.plot(deaths_jh.index, deaths_jh.values, \":\", \n",
    "        label=\"JHU\", color=\"blue\")\n",
    "ax.legend()\n",
    "ax.set_title(\"Deaths\")\n",
    "\n",
    "fig.autofmt_xdate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
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   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.bar(deaths_rki_ref.index, deaths_rki_ref.diff().values, alpha=1.0, \n",
    "       label=\"RKI Refdatum\", color=\"yellow\")\n",
    "ax.bar(deaths_rki_mel.index, deaths_rki_mel.diff().values, alpha=0.5, \n",
    "       label=\"RKI Meldedatum\", color=\"red\")\n",
    "ax.bar(deaths_jh.index, deaths_jh.diff().values, alpha=0.3, \n",
    "       label=\"JHU\", color=\"blue\")\n",
    "ax.legend()\n",
    "ax.set_title(\"daily new cases\")\n",
    "ax.set_xlim(left = pd.to_datetime(\"2020-03-01\"), \n",
    "            right=pd.to_datetime(\"2020-06-01\"))\n",
    "\n",
    "fig.autofmt_xdate()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observations deaths\n",
    "   \n",
    "The total number of deaths reported show differences in the associated dates: \n",
    "- RKI reference data has the dates furthest in the past\n",
    "- RKI Meldedatum follows this (with several days delay - see plot above)\n",
    "- The JHU data has even more recent dates attached\n",
    "\n",
    "The difference between cases numbers reported from JHU and RKI is smaller than the differences regarding the deaths."
   ]
  }
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