Notebooks/temp_pandas_example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fa146335-8963-44a6-b275-045538e87ba0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import io\n",
    "import requests\n",
    "import urllib3\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bc978a5a-cdfa-4ec1-9e6f-89e8279ed4f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "requests.packages.urllib3.disable_warnings()\n",
    "requests.packages.urllib3.util.ssl_.DEFAULT_CIPHERS += ':HIGH:!DH:!aNULL'\n",
    "try:\n",
    "    requests.packages.urllib3.contrib.pyopenssl.util.ssl_.DEFAULT_CIPHERS += ':HIGH:!DH:!aNULL'\n",
    "except AttributeError:\n",
    "    # no pyopenssl support used / needed / available\n",
    "    pass\n",
    "\n",
    "## See error when not running it in https://stackoverflow.com/questions/38015537/python-requests-exceptions-sslerror-dh-key-too-small"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "26533102-3ad3-4ba0-867c-61284d1e40bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "## data home page: https://www.data.gv.at/katalog/dataset/covid-19-schutzimpfungen-impfungen-in-gemeinden\n",
    "\n",
    "url = \"https://info.gesundheitsministerium.gv.at/data/impfungen-gemeinden.csv\"\n",
    "\n",
    "csvfile = requests.get(url, verify=False).content\n",
    "vaccination = pd.read_csv(io.StringIO(csvfile.decode('utf-8')), sep=\";\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ae019296-7d3d-4771-911f-e61cc5d69567",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Datum</th>\n",
       "      <th>Gemeindecode</th>\n",
       "      <th>Bevölkerung</th>\n",
       "      <th>Teilgeimpfte</th>\n",
       "      <th>TeilgeimpftePro100</th>\n",
       "      <th>Vollimmunisierte</th>\n",
       "      <th>VollimmunisiertePro100</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-11-29T23:59:59+01:00</td>\n",
       "      <td>10101</td>\n",
       "      <td>14895</td>\n",
       "      <td>11335</td>\n",
       "      <td>76.099362</td>\n",
       "      <td>10768</td>\n",
       "      <td>72.292716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-11-29T23:59:59+01:00</td>\n",
       "      <td>10201</td>\n",
       "      <td>2000</td>\n",
       "      <td>1551</td>\n",
       "      <td>77.550000</td>\n",
       "      <td>1474</td>\n",
       "      <td>73.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-11-29T23:59:59+01:00</td>\n",
       "      <td>10301</td>\n",
       "      <td>1883</td>\n",
       "      <td>1474</td>\n",
       "      <td>78.279341</td>\n",
       "      <td>1421</td>\n",
       "      <td>75.464684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-11-29T23:59:59+01:00</td>\n",
       "      <td>10302</td>\n",
       "      <td>1841</td>\n",
       "      <td>1455</td>\n",
       "      <td>79.033134</td>\n",
       "      <td>1397</td>\n",
       "      <td>75.882672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-11-29T23:59:59+01:00</td>\n",
       "      <td>10303</td>\n",
       "      <td>2122</td>\n",
       "      <td>1642</td>\n",
       "      <td>77.379830</td>\n",
       "      <td>1572</td>\n",
       "      <td>74.081056</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Datum  Gemeindecode  Bevölkerung  Teilgeimpfte  \\\n",
       "0  2021-11-29T23:59:59+01:00         10101        14895         11335   \n",
       "1  2021-11-29T23:59:59+01:00         10201         2000          1551   \n",
       "2  2021-11-29T23:59:59+01:00         10301         1883          1474   \n",
       "3  2021-11-29T23:59:59+01:00         10302         1841          1455   \n",
       "4  2021-11-29T23:59:59+01:00         10303         2122          1642   \n",
       "\n",
       "   TeilgeimpftePro100  Vollimmunisierte  VollimmunisiertePro100  \n",
       "0           76.099362             10768               72.292716  \n",
       "1           77.550000              1474               73.700000  \n",
       "2           78.279341              1421               75.464684  \n",
       "3           79.033134              1397               75.882672  \n",
       "4           77.379830              1572               74.081056  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vaccination.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6f3ce9e3-dce1-4be6-aa5c-aa3f1f2a5908",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([10101, 10201, 10301, ..., 92101, 92201, 92301])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vaccination.Gemeindecode.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c59cf46f-feed-431c-ab87-dd4a3dca909d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Datum</th>\n",
       "      <th>Gemeindecode</th>\n",
       "      <th>Bevölkerung</th>\n",
       "      <th>Teilgeimpfte</th>\n",
       "      <th>TeilgeimpftePro100</th>\n",
       "      <th>Vollimmunisierte</th>\n",
       "      <th>VollimmunisiertePro100</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-11-29T23:59:59+01:00</td>\n",
       "      <td>10101</td>\n",
       "      <td>14895</td>\n",
       "      <td>11335</td>\n",
       "      <td>76.099362</td>\n",
       "      <td>10768</td>\n",
       "      <td>72.292716</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Datum  Gemeindecode  Bevölkerung  Teilgeimpfte  \\\n",
       "0  2021-11-29T23:59:59+01:00         10101        14895         11335   \n",
       "\n",
       "   TeilgeimpftePro100  Vollimmunisierte  VollimmunisiertePro100  \n",
       "0           76.099362             10768               72.292716  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vaccination[vaccination[\"Gemeindecode\"] == 10101]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "34e37ab7-6894-4808-9241-08b0d531ed49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Gemeindecode', ylabel='Vollimmunisierte'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vaccination.plot.scatter(x=\"Gemeindecode\", y=\"Vollimmunisierte\", figsize=(18,12))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75c6d2ad-ccee-4d4e-a340-bae4da3a71dd",
   "metadata": {},
   "source": [
    "#### Second Example\n",
    "\n",
    "Data from https://www.data.gv.at/katalog/dataset/interkultureller-kalender-wien/resource/426ed8c8-887f-4c44-84ed-7682f2ddbe55"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b769b28f-2776-40f5-af38-ea50360495bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6f20132b-895a-4d66-b5e6-53ed26812d21",
   "metadata": {},
   "outputs": [],
   "source": [
    "my_data = pd.read_csv('/home/renato/Downloads/interkultureller-kalender-2022.csv', encoding='latin1', skiprows=5, sep=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "5c92ae47-6630-4897-872a-ed266b0d77e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Datum</th>\n",
       "      <th>Kategorie</th>\n",
       "      <th>Titel</th>\n",
       "      <th>Beschreibung</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01. Jän 22</td>\n",
       "      <td>Internationale und traditionelle Erinnerungs- ...</td>\n",
       "      <td>Neujahr (staatlicher Feiertag)</td>\n",
       "      <td>Beginn des Jahres nach dem gregorianischen Kal...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>06. Jän 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Heilige Drei Könige (katholisch, evangelisch, ...</td>\n",
       "      <td>Beim Dreikönigsfest (auch Epiphanie, das heißt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>06. Jän 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Orthodoxer Heiliger Abend (nach julianischem K...</td>\n",
       "      <td>Als Symbol für den Stall, den Ort der Geburt J...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>07. Jän 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Orthodoxes Weihnachten/Orthodoxer Christtag (n...</td>\n",
       "      <td>Serbische Bräuche: Am frühen Morgen besucht ei...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17. Jän 22</td>\n",
       "      <td>Judentum</td>\n",
       "      <td>Tu BiSchwat</td>\n",
       "      <td>In Hebräisch so viel wie: \"15. Tag im Monat Sc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>01. Feb 22</td>\n",
       "      <td>Internationale und traditionelle Erinnerungs- ...</td>\n",
       "      <td>Chinesisches Neujahr</td>\n",
       "      <td>Nach dem chinesischen Kalender beginnt das Jah...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>02. Feb 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Mariä Lichtmess / Darstellung des Herrn (katho...</td>\n",
       "      <td>Auch \"Einführung Jesu in den Tempel\" genannt. ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10. Feb 22</td>\n",
       "      <td>Islam</td>\n",
       "      <td>Hizir Fest</td>\n",
       "      <td>8. bis 10. Februar: Hizir Fasten / Festtag (am...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>14. Feb 22</td>\n",
       "      <td>Internationale und traditionelle Erinnerungs- ...</td>\n",
       "      <td>Valentinstag</td>\n",
       "      <td>An diesem Tag werden Blumen als Zeichen der Zu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>02. Mär 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Aschermittwoch (katholisch, evangelisch)</td>\n",
       "      <td>Für die katholischen Christinnen und Christen ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>08. Mär 22</td>\n",
       "      <td>Internationale und traditionelle Erinnerungs- ...</td>\n",
       "      <td>Internationaler Frauentag</td>\n",
       "      <td>Der \"Tag der Vereinten Nationen für die Rechte...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>16. Mär 22</td>\n",
       "      <td>Judentum</td>\n",
       "      <td>Esther Fasten (Ta'anit Esther)</td>\n",
       "      <td>Fastentag als Erinnerung an die Fastentage der...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>16. Mär 22</td>\n",
       "      <td>Judentum</td>\n",
       "      <td>Purim</td>\n",
       "      <td>Der jüdische Karnevalstag, an dem sich vor all...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>18. Mär 22</td>\n",
       "      <td>Hinduismus</td>\n",
       "      <td>Holi</td>\n",
       "      <td>\\nDas Holi, Fest der Farben, erinnert an die E...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>21. Mär 22</td>\n",
       "      <td>Internationale und traditionelle Erinnerungs- ...</td>\n",
       "      <td>Tag gegen Rassismus</td>\n",
       "      <td>Der Aktionstag wurde 1967 durch die UNO eingef...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>21. Mär 22</td>\n",
       "      <td>Internationale und traditionelle Erinnerungs- ...</td>\n",
       "      <td>Nouruz/Newroz (wörtlich übersetzt \"Neuer Tag\")</td>\n",
       "      <td>\\nSeit 2010 ist der Newroz - Tag, durch den Be...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>02. Apr 22</td>\n",
       "      <td>Islam</td>\n",
       "      <td>Beginn des Fastenmonats Ramadan (Offenbarungsm...</td>\n",
       "      <td>Die Offenbarung des Korans begann im Ramadan, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>10. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Palmsonntag (katholisch, evangelisch)</td>\n",
       "      <td>Der erste Tag der Karwoche erinnert an den tri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>14. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Gründonnerstag (katholisch, evangelisch)</td>\n",
       "      <td>\\nDie Christinnen und Christen erinnern sich a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>14. Apr 22</td>\n",
       "      <td>Sikhismus und Hinduismus</td>\n",
       "      <td>Vaisakhi</td>\n",
       "      <td>Für Sikhs ist Vaisakhi das wichtigste Jahresfe...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Datum                                           Kategorie  \\\n",
       "0   01. Jän 22  Internationale und traditionelle Erinnerungs- ...   \n",
       "1   06. Jän 22                                        Christentum   \n",
       "2   06. Jän 22                                        Christentum   \n",
       "3   07. Jän 22                                        Christentum   \n",
       "4   17. Jän 22                                           Judentum   \n",
       "5   01. Feb 22  Internationale und traditionelle Erinnerungs- ...   \n",
       "6   02. Feb 22                                        Christentum   \n",
       "7   10. Feb 22                                              Islam   \n",
       "8   14. Feb 22  Internationale und traditionelle Erinnerungs- ...   \n",
       "9   02. Mär 22                                        Christentum   \n",
       "10  08. Mär 22  Internationale und traditionelle Erinnerungs- ...   \n",
       "11  16. Mär 22                                           Judentum   \n",
       "12  16. Mär 22                                           Judentum   \n",
       "13  18. Mär 22                                         Hinduismus   \n",
       "14  21. Mär 22  Internationale und traditionelle Erinnerungs- ...   \n",
       "15  21. Mär 22  Internationale und traditionelle Erinnerungs- ...   \n",
       "16  02. Apr 22                                              Islam   \n",
       "17  10. Apr 22                                        Christentum   \n",
       "18  14. Apr 22                                        Christentum   \n",
       "19  14. Apr 22                           Sikhismus und Hinduismus   \n",
       "\n",
       "                                                Titel  \\\n",
       "0                      Neujahr (staatlicher Feiertag)   \n",
       "1   Heilige Drei Könige (katholisch, evangelisch, ...   \n",
       "2   Orthodoxer Heiliger Abend (nach julianischem K...   \n",
       "3   Orthodoxes Weihnachten/Orthodoxer Christtag (n...   \n",
       "4                                         Tu BiSchwat   \n",
       "5                                Chinesisches Neujahr   \n",
       "6   Mariä Lichtmess / Darstellung des Herrn (katho...   \n",
       "7                                        Hizir Fest     \n",
       "8                                        Valentinstag   \n",
       "9            Aschermittwoch (katholisch, evangelisch)   \n",
       "10                          Internationaler Frauentag   \n",
       "11                     Esther Fasten (Ta'anit Esther)   \n",
       "12                                              Purim   \n",
       "13                                               Holi   \n",
       "14                                Tag gegen Rassismus   \n",
       "15     Nouruz/Newroz (wörtlich übersetzt \"Neuer Tag\")   \n",
       "16  Beginn des Fastenmonats Ramadan (Offenbarungsm...   \n",
       "17              Palmsonntag (katholisch, evangelisch)   \n",
       "18           Gründonnerstag (katholisch, evangelisch)   \n",
       "19                                           Vaisakhi   \n",
       "\n",
       "                                         Beschreibung  \n",
       "0   Beginn des Jahres nach dem gregorianischen Kal...  \n",
       "1   Beim Dreikönigsfest (auch Epiphanie, das heißt...  \n",
       "2   Als Symbol für den Stall, den Ort der Geburt J...  \n",
       "3   Serbische Bräuche: Am frühen Morgen besucht ei...  \n",
       "4   In Hebräisch so viel wie: \"15. Tag im Monat Sc...  \n",
       "5   Nach dem chinesischen Kalender beginnt das Jah...  \n",
       "6   Auch \"Einführung Jesu in den Tempel\" genannt. ...  \n",
       "7   8. bis 10. Februar: Hizir Fasten / Festtag (am...  \n",
       "8   An diesem Tag werden Blumen als Zeichen der Zu...  \n",
       "9   Für die katholischen Christinnen und Christen ...  \n",
       "10  Der \"Tag der Vereinten Nationen für die Rechte...  \n",
       "11  Fastentag als Erinnerung an die Fastentage der...  \n",
       "12  Der jüdische Karnevalstag, an dem sich vor all...  \n",
       "13  \\nDas Holi, Fest der Farben, erinnert an die E...  \n",
       "14  Der Aktionstag wurde 1967 durch die UNO eingef...  \n",
       "15  \\nSeit 2010 ist der Newroz - Tag, durch den Be...  \n",
       "16  Die Offenbarung des Korans begann im Ramadan, ...  \n",
       "17  Der erste Tag der Karwoche erinnert an den tri...  \n",
       "18  \\nDie Christinnen und Christen erinnern sich a...  \n",
       "19  Für Sikhs ist Vaisakhi das wichtigste Jahresfe...  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_data.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "3480d1d0-99c4-449c-bfec-0952d090b60c",
   "metadata": {},
   "outputs": [],
   "source": [
    "filtered = my_data[(my_data['Kategorie'] == 'Christentum') | (my_data['Titel'].str.contains('Heilige'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b8fc024c-1428-4cd0-a743-9d3ed40842c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(filtered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "0958cf31-1291-4257-b01d-b2be6d4ac1d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>06. Jän 22</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>02. Feb 22</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>02. Mär 22</td>\n",
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       "      <td>Aschermittwoch (katholisch, evangelisch)</td>\n",
       "      <td>Für die katholischen Christinnen und Christen ...</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>10. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Palmsonntag (katholisch, evangelisch)</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>14. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Gründonnerstag (katholisch, evangelisch)</td>\n",
       "      <td>\\nDie Christinnen und Christen erinnern sich a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>15. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Karfreitag (katholisch, evangelisch)</td>\n",
       "      <td>Der Karfreitag steht im Gedenken an die Kreuzi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>15. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Gedächtnismahl beziehungsweise Abendmahl (Zeug...</td>\n",
       "      <td>Gedenkfeier zum Tode Jesu.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>16. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Karsamstag (katholisch, evangelisch)</td>\n",
       "      <td>Die Osternacht von Karsamstag auf Ostersonntag...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>17. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Ostersonntag (katholisch, evangelisch)</td>\n",
       "      <td>Am Ostersonntag, dem Tag der Auferstehung Jesu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>18. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Ostermontag (katholisch, evangelisch, staatlic...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>22. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Karfreitag (orthodox)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>23. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>St. Georg (katholisch, nach gregorianischem Ka...</td>\n",
       "      <td>Ein auf vorchristliche Frühlingsfeiern zurückg...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>23. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Karsamstag (orthodox)</td>\n",
       "      <td>Dieser Tag der Stille wird mit einem Gottesdie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>23. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Ostersonntag (orthodox)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>25. Apr 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Ostermontag (orthodox)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>06. Mai 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>St. Georg (orthodox, nach julianischem Kalende...</td>\n",
       "      <td>Ein auf vorchristliche Frühlingsfeiern zurückg...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>26. Mai 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Christi Himmelfahrt (katholisch, evangelisch, ...</td>\n",
       "      <td>Das Fest erinnert an die Rückkehr des aufersta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>02. Jun 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Christi Himmelfahrt (orthodox)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>05. Jun 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Pfingstsonntag (katholisch, evangelisch)</td>\n",
       "      <td>Zu Pfingsten gedenkt man der Sendung des Heili...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>06. Jun 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Pfingstmontag (katholisch, evangelisch, staatl...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>12. Jun 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Pfingstsonntag (orthodox)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>13. Jun 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Pfingstmontag (orthodox)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>16. Jun 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Fronleichnam (katholisch, staatlicher Feiertag)</td>\n",
       "      <td>Bei diesem katholischen Fest wird bei einer Pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>14. Aug 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Wallfahrt der katholischen Roma</td>\n",
       "      <td>Die traditionelle Roma-Wallfahrt nach Mariazel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>15. Aug 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Mariä Himmelfahrt (katholisch, staatlicher Fei...</td>\n",
       "      <td>Die Katholikinnen und Katholiken feiern an die...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>02. Okt 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Erntedankfest (katholisch, evangelisch)</td>\n",
       "      <td>Das Erntedankfest wird mit einem Gottesdienst ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>31. Okt 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Reformationstag (evangelisch)</td>\n",
       "      <td>\\nEs handelt sich um das einzige ursprüngliche...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>01. Nov 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Allerheiligen (katholisch, staatlicher Feiertag)</td>\n",
       "      <td>Der Gedenktag an alle Heiligen entstand durch ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>02. Nov 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Allerseelen (katholisch)</td>\n",
       "      <td>Allerseelen steht in enger Verbindung zu Aller...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>11. Nov 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>St. Martin (katholisch)</td>\n",
       "      <td>An diesem Tag wird dem Heiligen Martin von Tou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>15. Nov 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>St. Leopold (katholisch)</td>\n",
       "      <td>Der \"Leopolditag\" erinnert an den Markgrafen L...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>16. Nov 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Buß- und Bettag (evangelisch)</td>\n",
       "      <td>\\nEin evangelischer Feiertag der Besinnung und...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>20. Nov 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Totensonntag (evangelisch)</td>\n",
       "      <td>Der Totensonntag (auch Ewigkeitssonntag genann...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>27. Nov 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>1. Adventsonntag (katholisch, evangelisch)</td>\n",
       "      <td>Mit dem 1. Advent (Ankunft des Herrn, das heiß...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>04. Dez 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>2. Adventsonntag (katholisch, evangelisch)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>06. Dez 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>St. Nikolaus</td>\n",
       "      <td>Der Feiertag geht auf Bischof Nikolaus von Myr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>08. Dez 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Maria Empfängnis (katholisch, staatlicher Feie...</td>\n",
       "      <td>Ein Feiertag gemäß der katholischen Lehre die ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>11. Dez 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>3. Adventsonntag (katholisch, evangelisch)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>18. Dez 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>4. Adventsonntag (katholisch, evangelisch)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>24. Dez 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Heiliger Abend (katholisch, evangelisch)</td>\n",
       "      <td>\\nMit einer nächtlichen Messe wird der Beginn ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>25. Dez 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Christtag (katholisch, evangelisch, staatliche...</td>\n",
       "      <td>Am ersten Weihnachtsfeiertag steht die Geburt ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>26. Dez 22</td>\n",
       "      <td>Christentum</td>\n",
       "      <td>Stephanitag (katholisch, evangelisch, staatlic...</td>\n",
       "      <td>\\nAm zweiten Weihnachtsfeiertag wird des erste...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Datum     Kategorie  \\\n",
       "1   06. Jän 22  Christentum   \n",
       "2   06. Jän 22  Christentum   \n",
       "3   07. Jän 22  Christentum   \n",
       "6   02. Feb 22  Christentum   \n",
       "9   02. Mär 22  Christentum   \n",
       "17  10. Apr 22  Christentum   \n",
       "18  14. Apr 22  Christentum   \n",
       "20  15. Apr 22  Christentum   \n",
       "21  15. Apr 22  Christentum   \n",
       "23  16. Apr 22  Christentum   \n",
       "24  17. Apr 22  Christentum   \n",
       "25  18. Apr 22  Christentum   \n",
       "27  22. Apr 22  Christentum   \n",
       "28  23. Apr 22  Christentum   \n",
       "29  23. Apr 22  Christentum   \n",
       "30  23. Apr 22  Christentum   \n",
       "31  25. Apr 22  Christentum   \n",
       "35  06. Mai 22  Christentum   \n",
       "39  26. Mai 22  Christentum   \n",
       "40  02. Jun 22  Christentum   \n",
       "42  05. Jun 22  Christentum   \n",
       "43  06. Jun 22  Christentum   \n",
       "44  12. Jun 22  Christentum   \n",
       "46  13. Jun 22  Christentum   \n",
       "47  16. Jun 22  Christentum   \n",
       "54  14. Aug 22  Christentum   \n",
       "55  15. Aug 22  Christentum   \n",
       "58  02. Okt 22  Christentum   \n",
       "70  31. Okt 22  Christentum   \n",
       "71  01. Nov 22  Christentum   \n",
       "72  02. Nov 22  Christentum   \n",
       "74  11. Nov 22  Christentum   \n",
       "75  15. Nov 22  Christentum   \n",
       "76  16. Nov 22  Christentum   \n",
       "78  20. Nov 22  Christentum   \n",
       "80  27. Nov 22  Christentum   \n",
       "82  04. Dez 22  Christentum   \n",
       "83  06. Dez 22  Christentum   \n",
       "85  08. Dez 22  Christentum   \n",
       "87  11. Dez 22  Christentum   \n",
       "89  18. Dez 22  Christentum   \n",
       "90  24. Dez 22  Christentum   \n",
       "91  25. Dez 22  Christentum   \n",
       "92  26. Dez 22  Christentum   \n",
       "\n",
       "                                                Titel  \\\n",
       "1   Heilige Drei Könige (katholisch, evangelisch, ...   \n",
       "2   Orthodoxer Heiliger Abend (nach julianischem K...   \n",
       "3   Orthodoxes Weihnachten/Orthodoxer Christtag (n...   \n",
       "6   Mariä Lichtmess / Darstellung des Herrn (katho...   \n",
       "9            Aschermittwoch (katholisch, evangelisch)   \n",
       "17              Palmsonntag (katholisch, evangelisch)   \n",
       "18           Gründonnerstag (katholisch, evangelisch)   \n",
       "20               Karfreitag (katholisch, evangelisch)   \n",
       "21  Gedächtnismahl beziehungsweise Abendmahl (Zeug...   \n",
       "23               Karsamstag (katholisch, evangelisch)   \n",
       "24             Ostersonntag (katholisch, evangelisch)   \n",
       "25  Ostermontag (katholisch, evangelisch, staatlic...   \n",
       "27                              Karfreitag (orthodox)   \n",
       "28  St. Georg (katholisch, nach gregorianischem Ka...   \n",
       "29                              Karsamstag (orthodox)   \n",
       "30                            Ostersonntag (orthodox)   \n",
       "31                             Ostermontag (orthodox)   \n",
       "35  St. Georg (orthodox, nach julianischem Kalende...   \n",
       "39  Christi Himmelfahrt (katholisch, evangelisch, ...   \n",
       "40                     Christi Himmelfahrt (orthodox)   \n",
       "42           Pfingstsonntag (katholisch, evangelisch)   \n",
       "43  Pfingstmontag (katholisch, evangelisch, staatl...   \n",
       "44                          Pfingstsonntag (orthodox)   \n",
       "46                           Pfingstmontag (orthodox)   \n",
       "47    Fronleichnam (katholisch, staatlicher Feiertag)   \n",
       "54                    Wallfahrt der katholischen Roma   \n",
       "55  Mariä Himmelfahrt (katholisch, staatlicher Fei...   \n",
       "58            Erntedankfest (katholisch, evangelisch)   \n",
       "70                      Reformationstag (evangelisch)   \n",
       "71   Allerheiligen (katholisch, staatlicher Feiertag)   \n",
       "72                           Allerseelen (katholisch)   \n",
       "74                            St. Martin (katholisch)   \n",
       "75                           St. Leopold (katholisch)   \n",
       "76                      Buß- und Bettag (evangelisch)   \n",
       "78                         Totensonntag (evangelisch)   \n",
       "80         1. Adventsonntag (katholisch, evangelisch)   \n",
       "82         2. Adventsonntag (katholisch, evangelisch)   \n",
       "83                                       St. Nikolaus   \n",
       "85  Maria Empfängnis (katholisch, staatlicher Feie...   \n",
       "87         3. Adventsonntag (katholisch, evangelisch)   \n",
       "89         4. Adventsonntag (katholisch, evangelisch)   \n",
       "90           Heiliger Abend (katholisch, evangelisch)   \n",
       "91  Christtag (katholisch, evangelisch, staatliche...   \n",
       "92  Stephanitag (katholisch, evangelisch, staatlic...   \n",
       "\n",
       "                                         Beschreibung  \n",
       "1   Beim Dreikönigsfest (auch Epiphanie, das heißt...  \n",
       "2   Als Symbol für den Stall, den Ort der Geburt J...  \n",
       "3   Serbische Bräuche: Am frühen Morgen besucht ei...  \n",
       "6   Auch \"Einführung Jesu in den Tempel\" genannt. ...  \n",
       "9   Für die katholischen Christinnen und Christen ...  \n",
       "17  Der erste Tag der Karwoche erinnert an den tri...  \n",
       "18  \\nDie Christinnen und Christen erinnern sich a...  \n",
       "20  Der Karfreitag steht im Gedenken an die Kreuzi...  \n",
       "21                         Gedenkfeier zum Tode Jesu.  \n",
       "23  Die Osternacht von Karsamstag auf Ostersonntag...  \n",
       "24  Am Ostersonntag, dem Tag der Auferstehung Jesu...  \n",
       "25                                                NaN  \n",
       "27                                                NaN  \n",
       "28  Ein auf vorchristliche Frühlingsfeiern zurückg...  \n",
       "29  Dieser Tag der Stille wird mit einem Gottesdie...  \n",
       "30                                                NaN  \n",
       "31                                                NaN  \n",
       "35  Ein auf vorchristliche Frühlingsfeiern zurückg...  \n",
       "39  Das Fest erinnert an die Rückkehr des aufersta...  \n",
       "40                                                NaN  \n",
       "42  Zu Pfingsten gedenkt man der Sendung des Heili...  \n",
       "43                                                NaN  \n",
       "44                                                NaN  \n",
       "46                                                NaN  \n",
       "47  Bei diesem katholischen Fest wird bei einer Pr...  \n",
       "54  Die traditionelle Roma-Wallfahrt nach Mariazel...  \n",
       "55  Die Katholikinnen und Katholiken feiern an die...  \n",
       "58  Das Erntedankfest wird mit einem Gottesdienst ...  \n",
       "70  \\nEs handelt sich um das einzige ursprüngliche...  \n",
       "71  Der Gedenktag an alle Heiligen entstand durch ...  \n",
       "72  Allerseelen steht in enger Verbindung zu Aller...  \n",
       "74  An diesem Tag wird dem Heiligen Martin von Tou...  \n",
       "75  Der \"Leopolditag\" erinnert an den Markgrafen L...  \n",
       "76  \\nEin evangelischer Feiertag der Besinnung und...  \n",
       "78  Der Totensonntag (auch Ewigkeitssonntag genann...  \n",
       "80  Mit dem 1. Advent (Ankunft des Herrn, das heiß...  \n",
       "82                                                NaN  \n",
       "83  Der Feiertag geht auf Bischof Nikolaus von Myr...  \n",
       "85  Ein Feiertag gemäß der katholischen Lehre die ...  \n",
       "87                                                NaN  \n",
       "89                                                NaN  \n",
       "90  \\nMit einer nächtlichen Messe wird der Beginn ...  \n",
       "91  Am ersten Weihnachtsfeiertag steht die Geburt ...  \n",
       "92  \\nAm zweiten Weihnachtsfeiertag wird des erste...  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filtered"
   ]
  }
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