Initial commit

6d7c8b83 · Späth, Prof. Dr. Sebastian · 6d7c8b83 · 6d7c8b83 · 6d7c8b83 · 6d7c8b83
Commit 6d7c8b83 authored 3 years ago by Späth, Prof. Dr. Sebastian
--- a/Analyse.ipynb
+++ b/Analyse.ipynb
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "id": "ec5a5281",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "d50e7f08",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Jahr', 'Bundesland', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10',\n",
+       "       '11', '12', '13', '14', '15', '16', '17', '18', '19', '20', '21', '22',\n",
+       "       '23', '24', '25', '26', '27', '28', '29', '30', '31', '32', '33', '34',\n",
+       "       '35', '36', '37', '38', '39', '40', '41', '42', '43', '44', '45', '46',\n",
+       "       '47', '48', '49', '50', '51', '52', '53'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Datasource https://www.destatis.de/DE/Themen/Gesellschaft-Umwelt/Bevoelkerung/Sterbefaelle-Lebenserwartung/Tabellen/sonderauswertung-sterbefaelle.html?nn=209016\n",
+    "# 22.11.2021\n",
+    "df = pd.read_csv('sterbefaelle.csv')\n",
+    "df.head(3)\n",
+    "df.columns\n",
+    "#df = df.set_index('Bundesland')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "dd29c69e",
+   "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>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>10</th>\n",
+       "      <th>...</th>\n",
+       "      <th>43</th>\n",
+       "      <th>44</th>\n",
+       "      <th>45</th>\n",
+       "      <th>46</th>\n",
+       "      <th>47</th>\n",
+       "      <th>48</th>\n",
+       "      <th>49</th>\n",
+       "      <th>50</th>\n",
+       "      <th>51</th>\n",
+       "      <th>52</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bundesland</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Baden-Württemberg</th>\n",
+       "      <td>2273.00</td>\n",
+       "      <td>2332.25</td>\n",
+       "      <td>2332.25</td>\n",
+       "      <td>2392.00</td>\n",
+       "      <td>2390.25</td>\n",
+       "      <td>2400.00</td>\n",
+       "      <td>2394.25</td>\n",
+       "      <td>2448.75</td>\n",
+       "      <td>2520.25</td>\n",
+       "      <td>2440.25</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2046.50</td>\n",
+       "      <td>2041.50</td>\n",
+       "      <td>2136.00</td>\n",
+       "      <td>2111.50</td>\n",
+       "      <td>2129.75</td>\n",
+       "      <td>2143.00</td>\n",
+       "      <td>2200.75</td>\n",
+       "      <td>2198.50</td>\n",
+       "      <td>2221.50</td>\n",
+       "      <td>2219.50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bayern</th>\n",
+       "      <td>2824.00</td>\n",
+       "      <td>2883.00</td>\n",
+       "      <td>2881.50</td>\n",
+       "      <td>2878.50</td>\n",
+       "      <td>2933.50</td>\n",
+       "      <td>2897.25</td>\n",
+       "      <td>2929.50</td>\n",
+       "      <td>2949.75</td>\n",
+       "      <td>3007.50</td>\n",
+       "      <td>2965.25</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2482.25</td>\n",
+       "      <td>2498.25</td>\n",
+       "      <td>2544.75</td>\n",
+       "      <td>2572.00</td>\n",
+       "      <td>2599.00</td>\n",
+       "      <td>2580.75</td>\n",
+       "      <td>2641.50</td>\n",
+       "      <td>2729.00</td>\n",
+       "      <td>2749.75</td>\n",
+       "      <td>2723.50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Berlin</th>\n",
+       "      <td>702.50</td>\n",
+       "      <td>724.50</td>\n",
+       "      <td>751.50</td>\n",
+       "      <td>733.25</td>\n",
+       "      <td>765.75</td>\n",
+       "      <td>774.25</td>\n",
+       "      <td>780.00</td>\n",
+       "      <td>813.25</td>\n",
+       "      <td>796.75</td>\n",
+       "      <td>763.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>630.75</td>\n",
+       "      <td>663.25</td>\n",
+       "      <td>642.00</td>\n",
+       "      <td>650.75</td>\n",
+       "      <td>653.50</td>\n",
+       "      <td>670.50</td>\n",
+       "      <td>681.25</td>\n",
+       "      <td>684.00</td>\n",
+       "      <td>682.00</td>\n",
+       "      <td>702.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Brandenburg</th>\n",
+       "      <td>663.25</td>\n",
+       "      <td>660.50</td>\n",
+       "      <td>675.75</td>\n",
+       "      <td>648.50</td>\n",
+       "      <td>691.00</td>\n",
+       "      <td>705.75</td>\n",
+       "      <td>718.50</td>\n",
+       "      <td>735.00</td>\n",
+       "      <td>719.25</td>\n",
+       "      <td>716.75</td>\n",
+       "      <td>...</td>\n",
+       "      <td>573.75</td>\n",
+       "      <td>576.75</td>\n",
+       "      <td>598.00</td>\n",
+       "      <td>596.25</td>\n",
+       "      <td>585.50</td>\n",
+       "      <td>607.00</td>\n",
+       "      <td>655.50</td>\n",
+       "      <td>614.75</td>\n",
+       "      <td>651.25</td>\n",
+       "      <td>639.50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bremen</th>\n",
+       "      <td>164.25</td>\n",
+       "      <td>164.00</td>\n",
+       "      <td>148.25</td>\n",
+       "      <td>174.75</td>\n",
+       "      <td>172.75</td>\n",
+       "      <td>166.00</td>\n",
+       "      <td>174.25</td>\n",
+       "      <td>176.50</td>\n",
+       "      <td>191.75</td>\n",
+       "      <td>172.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>145.25</td>\n",
+       "      <td>151.00</td>\n",
+       "      <td>152.00</td>\n",
+       "      <td>161.00</td>\n",
+       "      <td>154.00</td>\n",
+       "      <td>152.25</td>\n",
+       "      <td>161.25</td>\n",
+       "      <td>157.00</td>\n",
+       "      <td>148.50</td>\n",
+       "      <td>148.25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hamburg</th>\n",
+       "      <td>374.25</td>\n",
+       "      <td>371.00</td>\n",
+       "      <td>379.00</td>\n",
+       "      <td>385.75</td>\n",
+       "      <td>386.25</td>\n",
+       "      <td>370.25</td>\n",
+       "      <td>375.75</td>\n",
+       "      <td>382.25</td>\n",
+       "      <td>392.25</td>\n",
+       "      <td>374.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>348.50</td>\n",
+       "      <td>300.00</td>\n",
+       "      <td>331.25</td>\n",
+       "      <td>362.75</td>\n",
+       "      <td>352.25</td>\n",
+       "      <td>350.25</td>\n",
+       "      <td>348.00</td>\n",
+       "      <td>364.50</td>\n",
+       "      <td>354.75</td>\n",
+       "      <td>351.50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hessen</th>\n",
+       "      <td>1343.00</td>\n",
+       "      <td>1370.50</td>\n",
+       "      <td>1375.00</td>\n",
+       "      <td>1399.75</td>\n",
+       "      <td>1452.00</td>\n",
+       "      <td>1442.00</td>\n",
+       "      <td>1437.00</td>\n",
+       "      <td>1501.00</td>\n",
+       "      <td>1505.00</td>\n",
+       "      <td>1503.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1220.50</td>\n",
+       "      <td>1226.50</td>\n",
+       "      <td>1248.00</td>\n",
+       "      <td>1280.75</td>\n",
+       "      <td>1279.75</td>\n",
+       "      <td>1306.00</td>\n",
+       "      <td>1319.00</td>\n",
+       "      <td>1324.50</td>\n",
+       "      <td>1324.50</td>\n",
+       "      <td>1333.75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mecklenburg-Vorpommern</th>\n",
+       "      <td>452.00</td>\n",
+       "      <td>455.50</td>\n",
+       "      <td>439.50</td>\n",
+       "      <td>450.00</td>\n",
+       "      <td>449.50</td>\n",
+       "      <td>429.75</td>\n",
+       "      <td>471.75</td>\n",
+       "      <td>489.75</td>\n",
+       "      <td>455.25</td>\n",
+       "      <td>480.25</td>\n",
+       "      <td>...</td>\n",
+       "      <td>387.00</td>\n",
+       "      <td>385.50</td>\n",
+       "      <td>395.50</td>\n",
+       "      <td>400.75</td>\n",
+       "      <td>404.75</td>\n",
+       "      <td>405.75</td>\n",
+       "      <td>410.25</td>\n",
+       "      <td>441.50</td>\n",
+       "      <td>434.25</td>\n",
+       "      <td>410.50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Niedersachsen</th>\n",
+       "      <td>1973.50</td>\n",
+       "      <td>1966.50</td>\n",
+       "      <td>1979.75</td>\n",
+       "      <td>1996.25</td>\n",
+       "      <td>2057.25</td>\n",
+       "      <td>2024.00</td>\n",
+       "      <td>2075.50</td>\n",
+       "      <td>2111.25</td>\n",
+       "      <td>2223.25</td>\n",
+       "      <td>2165.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1725.75</td>\n",
+       "      <td>1736.50</td>\n",
+       "      <td>1774.50</td>\n",
+       "      <td>1795.00</td>\n",
+       "      <td>1799.00</td>\n",
+       "      <td>1840.00</td>\n",
+       "      <td>1884.25</td>\n",
+       "      <td>1866.00</td>\n",
+       "      <td>1910.00</td>\n",
+       "      <td>1847.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Nordrhein-Westfalen</th>\n",
+       "      <td>4191.50</td>\n",
+       "      <td>4305.75</td>\n",
+       "      <td>4238.75</td>\n",
+       "      <td>4357.75</td>\n",
+       "      <td>4489.75</td>\n",
+       "      <td>4513.75</td>\n",
+       "      <td>4549.00</td>\n",
+       "      <td>4568.00</td>\n",
+       "      <td>4780.25</td>\n",
+       "      <td>4786.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3757.50</td>\n",
+       "      <td>3764.50</td>\n",
+       "      <td>3841.75</td>\n",
+       "      <td>3892.25</td>\n",
+       "      <td>3980.00</td>\n",
+       "      <td>3967.75</td>\n",
+       "      <td>4133.75</td>\n",
+       "      <td>4066.00</td>\n",
+       "      <td>4205.75</td>\n",
+       "      <td>4054.75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Rheinland-Pfalz</th>\n",
+       "      <td>977.00</td>\n",
+       "      <td>989.25</td>\n",
+       "      <td>969.25</td>\n",
+       "      <td>969.75</td>\n",
+       "      <td>1028.00</td>\n",
+       "      <td>1010.25</td>\n",
+       "      <td>1061.50</td>\n",
+       "      <td>1094.00</td>\n",
+       "      <td>1102.50</td>\n",
+       "      <td>1087.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>868.00</td>\n",
+       "      <td>843.00</td>\n",
+       "      <td>905.75</td>\n",
+       "      <td>898.50</td>\n",
+       "      <td>927.25</td>\n",
+       "      <td>903.00</td>\n",
+       "      <td>953.25</td>\n",
+       "      <td>920.50</td>\n",
+       "      <td>939.75</td>\n",
+       "      <td>944.25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Saarland</th>\n",
+       "      <td>268.25</td>\n",
+       "      <td>275.00</td>\n",
+       "      <td>269.25</td>\n",
+       "      <td>273.75</td>\n",
+       "      <td>283.25</td>\n",
+       "      <td>294.50</td>\n",
+       "      <td>283.25</td>\n",
+       "      <td>286.50</td>\n",
+       "      <td>315.75</td>\n",
+       "      <td>315.75</td>\n",
+       "      <td>...</td>\n",
+       "      <td>230.25</td>\n",
+       "      <td>246.75</td>\n",
+       "      <td>253.00</td>\n",
+       "      <td>259.25</td>\n",
+       "      <td>256.75</td>\n",
+       "      <td>253.00</td>\n",
+       "      <td>262.25</td>\n",
+       "      <td>253.75</td>\n",
+       "      <td>259.50</td>\n",
+       "      <td>262.50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sachsen</th>\n",
+       "      <td>1133.75</td>\n",
+       "      <td>1146.25</td>\n",
+       "      <td>1128.50</td>\n",
+       "      <td>1175.75</td>\n",
+       "      <td>1174.00</td>\n",
+       "      <td>1215.50</td>\n",
+       "      <td>1234.75</td>\n",
+       "      <td>1254.00</td>\n",
+       "      <td>1286.25</td>\n",
+       "      <td>1273.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>996.75</td>\n",
+       "      <td>1004.75</td>\n",
+       "      <td>1021.50</td>\n",
+       "      <td>1039.75</td>\n",
+       "      <td>1027.75</td>\n",
+       "      <td>1058.25</td>\n",
+       "      <td>1073.00</td>\n",
+       "      <td>1096.75</td>\n",
+       "      <td>1123.75</td>\n",
+       "      <td>1125.50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sachsen-Anhalt</th>\n",
+       "      <td>692.00</td>\n",
+       "      <td>677.75</td>\n",
+       "      <td>653.25</td>\n",
+       "      <td>664.25</td>\n",
+       "      <td>686.00</td>\n",
+       "      <td>690.50</td>\n",
+       "      <td>744.50</td>\n",
+       "      <td>731.25</td>\n",
+       "      <td>768.50</td>\n",
+       "      <td>776.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>586.75</td>\n",
+       "      <td>570.00</td>\n",
+       "      <td>603.50</td>\n",
+       "      <td>579.50</td>\n",
+       "      <td>617.25</td>\n",
+       "      <td>656.00</td>\n",
+       "      <td>627.50</td>\n",
+       "      <td>651.75</td>\n",
+       "      <td>671.25</td>\n",
+       "      <td>635.75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Schleswig-Holstein</th>\n",
+       "      <td>711.75</td>\n",
+       "      <td>690.00</td>\n",
+       "      <td>728.00</td>\n",
+       "      <td>737.00</td>\n",
+       "      <td>749.25</td>\n",
+       "      <td>770.25</td>\n",
+       "      <td>773.00</td>\n",
+       "      <td>792.25</td>\n",
+       "      <td>794.75</td>\n",
+       "      <td>787.75</td>\n",
+       "      <td>...</td>\n",
+       "      <td>632.00</td>\n",
+       "      <td>634.50</td>\n",
+       "      <td>660.75</td>\n",
+       "      <td>658.75</td>\n",
+       "      <td>660.50</td>\n",
+       "      <td>696.50</td>\n",
+       "      <td>695.00</td>\n",
+       "      <td>663.50</td>\n",
+       "      <td>715.25</td>\n",
+       "      <td>684.75</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Thüringen</th>\n",
+       "      <td>609.25</td>\n",
+       "      <td>600.50</td>\n",
+       "      <td>603.75</td>\n",
+       "      <td>629.50</td>\n",
+       "      <td>667.25</td>\n",
+       "      <td>634.00</td>\n",
+       "      <td>640.00</td>\n",
+       "      <td>661.00</td>\n",
+       "      <td>686.00</td>\n",
+       "      <td>697.00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>513.50</td>\n",
+       "      <td>538.50</td>\n",
+       "      <td>545.75</td>\n",
+       "      <td>558.50</td>\n",
+       "      <td>549.75</td>\n",
+       "      <td>583.75</td>\n",
+       "      <td>596.75</td>\n",
+       "      <td>576.25</td>\n",
+       "      <td>590.25</td>\n",
+       "      <td>555.50</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>16 rows × 52 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              1        2        3        4        5        6  \\\n",
+       "Bundesland                                                                     \n",
+       "Baden-Württemberg       2273.00  2332.25  2332.25  2392.00  2390.25  2400.00   \n",
+       "Bayern                  2824.00  2883.00  2881.50  2878.50  2933.50  2897.25   \n",
+       "Berlin                   702.50   724.50   751.50   733.25   765.75   774.25   \n",
+       "Brandenburg              663.25   660.50   675.75   648.50   691.00   705.75   \n",
+       "Bremen                   164.25   164.00   148.25   174.75   172.75   166.00   \n",
+       "Hamburg                  374.25   371.00   379.00   385.75   386.25   370.25   \n",
+       "Hessen                  1343.00  1370.50  1375.00  1399.75  1452.00  1442.00   \n",
+       "Mecklenburg-Vorpommern   452.00   455.50   439.50   450.00   449.50   429.75   \n",
+       "Niedersachsen           1973.50  1966.50  1979.75  1996.25  2057.25  2024.00   \n",
+       "Nordrhein-Westfalen     4191.50  4305.75  4238.75  4357.75  4489.75  4513.75   \n",
+       "Rheinland-Pfalz          977.00   989.25   969.25   969.75  1028.00  1010.25   \n",
+       "Saarland                 268.25   275.00   269.25   273.75   283.25   294.50   \n",
+       "Sachsen                 1133.75  1146.25  1128.50  1175.75  1174.00  1215.50   \n",
+       "Sachsen-Anhalt           692.00   677.75   653.25   664.25   686.00   690.50   \n",
+       "Schleswig-Holstein       711.75   690.00   728.00   737.00   749.25   770.25   \n",
+       "Thüringen                609.25   600.50   603.75   629.50   667.25   634.00   \n",
+       "\n",
+       "                              7        8        9       10  ...       43  \\\n",
+       "Bundesland                                                  ...            \n",
+       "Baden-Württemberg       2394.25  2448.75  2520.25  2440.25  ...  2046.50   \n",
+       "Bayern                  2929.50  2949.75  3007.50  2965.25  ...  2482.25   \n",
+       "Berlin                   780.00   813.25   796.75   763.50  ...   630.75   \n",
+       "Brandenburg              718.50   735.00   719.25   716.75  ...   573.75   \n",
+       "Bremen                   174.25   176.50   191.75   172.50  ...   145.25   \n",
+       "Hamburg                  375.75   382.25   392.25   374.00  ...   348.50   \n",
+       "Hessen                  1437.00  1501.00  1505.00  1503.50  ...  1220.50   \n",
+       "Mecklenburg-Vorpommern   471.75   489.75   455.25   480.25  ...   387.00   \n",
+       "Niedersachsen           2075.50  2111.25  2223.25  2165.50  ...  1725.75   \n",
+       "Nordrhein-Westfalen     4549.00  4568.00  4780.25  4786.50  ...  3757.50   \n",
+       "Rheinland-Pfalz         1061.50  1094.00  1102.50  1087.00  ...   868.00   \n",
+       "Saarland                 283.25   286.50   315.75   315.75  ...   230.25   \n",
+       "Sachsen                 1234.75  1254.00  1286.25  1273.50  ...   996.75   \n",
+       "Sachsen-Anhalt           744.50   731.25   768.50   776.00  ...   586.75   \n",
+       "Schleswig-Holstein       773.00   792.25   794.75   787.75  ...   632.00   \n",
+       "Thüringen                640.00   661.00   686.00   697.00  ...   513.50   \n",
+       "\n",
+       "                             44       45       46       47       48       49  \\\n",
+       "Bundesland                                                                     \n",
+       "Baden-Württemberg       2041.50  2136.00  2111.50  2129.75  2143.00  2200.75   \n",
+       "Bayern                  2498.25  2544.75  2572.00  2599.00  2580.75  2641.50   \n",
+       "Berlin                   663.25   642.00   650.75   653.50   670.50   681.25   \n",
+       "Brandenburg              576.75   598.00   596.25   585.50   607.00   655.50   \n",
+       "Bremen                   151.00   152.00   161.00   154.00   152.25   161.25   \n",
+       "Hamburg                  300.00   331.25   362.75   352.25   350.25   348.00   \n",
+       "Hessen                  1226.50  1248.00  1280.75  1279.75  1306.00  1319.00   \n",
+       "Mecklenburg-Vorpommern   385.50   395.50   400.75   404.75   405.75   410.25   \n",
+       "Niedersachsen           1736.50  1774.50  1795.00  1799.00  1840.00  1884.25   \n",
+       "Nordrhein-Westfalen     3764.50  3841.75  3892.25  3980.00  3967.75  4133.75   \n",
+       "Rheinland-Pfalz          843.00   905.75   898.50   927.25   903.00   953.25   \n",
+       "Saarland                 246.75   253.00   259.25   256.75   253.00   262.25   \n",
+       "Sachsen                 1004.75  1021.50  1039.75  1027.75  1058.25  1073.00   \n",
+       "Sachsen-Anhalt           570.00   603.50   579.50   617.25   656.00   627.50   \n",
+       "Schleswig-Holstein       634.50   660.75   658.75   660.50   696.50   695.00   \n",
+       "Thüringen                538.50   545.75   558.50   549.75   583.75   596.75   \n",
+       "\n",
+       "                             50       51       52  \n",
+       "Bundesland                                         \n",
+       "Baden-Württemberg       2198.50  2221.50  2219.50  \n",
+       "Bayern                  2729.00  2749.75  2723.50  \n",
+       "Berlin                   684.00   682.00   702.00  \n",
+       "Brandenburg              614.75   651.25   639.50  \n",
+       "Bremen                   157.00   148.50   148.25  \n",
+       "Hamburg                  364.50   354.75   351.50  \n",
+       "Hessen                  1324.50  1324.50  1333.75  \n",
+       "Mecklenburg-Vorpommern   441.50   434.25   410.50  \n",
+       "Niedersachsen           1866.00  1910.00  1847.00  \n",
+       "Nordrhein-Westfalen     4066.00  4205.75  4054.75  \n",
+       "Rheinland-Pfalz          920.50   939.75   944.25  \n",
+       "Saarland                 253.75   259.50   262.50  \n",
+       "Sachsen                 1096.75  1123.75  1125.50  \n",
+       "Sachsen-Anhalt           651.75   671.25   635.75  \n",
+       "Schleswig-Holstein       663.50   715.25   684.75  \n",
+       "Thüringen                576.25   590.25   555.50  \n",
+       "\n",
+       "[16 rows x 52 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Use values from 2016-2019 and take avg per week\n",
+    "sterb_norm = df[df.Jahr<2020].groupby(['Bundesland']).mean()\n",
+    "#Jahr does not make sense after aggregation\n",
+    "sterb_norm = sterb_norm.drop('Jahr', axis=1)\n",
+    "sterb_norm.head(20)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "ab1f10bc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Bundesland'>"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sterb_21 = df[df.Jahr==2021].groupby(['Bundesland']).mean()\n",
+    "uebersterb = sterb_21 / sterb_norm\n",
+    "uebersterb = uebersterb.mean(axis=1)\n",
+    "uebersterb.name = \"Übersterblichkeit\"\n",
+    "uebersterb.sort_values().plot(style='.')\n",
+    "\n",
+    "#uebersterb.mean(axis=1).plot.scatter(x=\"Bundesland\")\n",
+    "#df_totalPerWeek = df[df.Jahr<2020].groupby('Bundesland','Jahr').sum()\n",
+    "#df_totalPerWeek=df_totalPerWeek.drop('Jahr', axis=1)\n",
+    "#df_totalPerWeek.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "c9612c26",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#https://github.com/robert-koch-institut/COVID-19-Impfungen_in_Deutschland"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "28abfac5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df_impf = pd.read_csv('Impfquoten.csv')\n",
+    "df_impf = df_impf[df_impf.Bundesland!=\"Deutschland\"].drop('Datum', axis=1) # Drop column 'Datum', row \"Deutschland\"\n",
+    "df_impf = df_impf.set_index('Bundesland')\n",
+    "#df_impf.columns\n",
+    "df_impf.sort_values(by='Impfquote').plot(style='.')\n",
+    "#Merge both dataset into a combined one\n",
+    "df_total = pd.merge(df_impf,uebersterb, left_index=True, right_index=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "id": "ff16225f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Colors:\n",
+    "cmap = cm.get_cmap('Spectral')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(20,10))\n",
+    "plot1 = df_total.plot.scatter(x=\"Impfquote\",y=\"Übersterblichkeit\",label=\"Bundesland\",title=\"Übersterblichkeit vs Impfquote\", grid=True,\n",
+    "              ax=ax, style='o', legend=False, s=150, fontsize=18,\n",
+    "              color=range(len(df_total)), colormap='Spectral')\n",
+    "#ax.legend(plot1,[\"1\",\"2\"],fancybox=True)\n",
+    "#df_total.head()\n",
+    "for k, v in df_total.iterrows():\n",
+    "    ax.annotate(k, v,\n",
+    "                xytext=(9,-3), textcoords='offset points',\n",
+    "                family='sans-serif', fontsize=11, color='black')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
+%% Cell type:code id:ec5a5281 tags:
+
+``` python
+%matplotlib inline
+import pandas as pd
+import matplotlib.pyplot as plt
+import numpy as np
+```
+
+%% Cell type:code id:d50e7f08 tags:
+
+``` python
+#Datasource https://www.destatis.de/DE/Themen/Gesellschaft-Umwelt/Bevoelkerung/Sterbefaelle-Lebenserwartung/Tabellen/sonderauswertung-sterbefaelle.html?nn=209016
+# 22.11.2021
+df = pd.read_csv('sterbefaelle.csv')
+df.head(3)
+df.columns
+#df = df.set_index('Bundesland')
+```
+
+%% Output
+
+    Index(['Jahr', 'Bundesland', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10',
+           '11', '12', '13', '14', '15', '16', '17', '18', '19', '20', '21', '22',
+           '23', '24', '25', '26', '27', '28', '29', '30', '31', '32', '33', '34',
+           '35', '36', '37', '38', '39', '40', '41', '42', '43', '44', '45', '46',
+           '47', '48', '49', '50', '51', '52', '53'],
+          dtype='object')
+
+%% Cell type:code id:dd29c69e tags:
+
+``` python
+# Use values from 2016-2019 and take avg per week
+sterb_norm = df[df.Jahr<2020].groupby(['Bundesland']).mean()
+#Jahr does not make sense after aggregation
+sterb_norm = sterb_norm.drop('Jahr', axis=1)
+sterb_norm.head(20)
+```
+
+%% Output
+
+                                  1        2        3        4        5        6  \
+    Bundesland
+    Baden-Württemberg       2273.00  2332.25  2332.25  2392.00  2390.25  2400.00
+    Bayern                  2824.00  2883.00  2881.50  2878.50  2933.50  2897.25
+    Berlin                   702.50   724.50   751.50   733.25   765.75   774.25
+    Brandenburg              663.25   660.50   675.75   648.50   691.00   705.75
+    Bremen                   164.25   164.00   148.25   174.75   172.75   166.00
+    Hamburg                  374.25   371.00   379.00   385.75   386.25   370.25
+    Hessen                  1343.00  1370.50  1375.00  1399.75  1452.00  1442.00
+    Mecklenburg-Vorpommern   452.00   455.50   439.50   450.00   449.50   429.75
+    Niedersachsen           1973.50  1966.50  1979.75  1996.25  2057.25  2024.00
+    Nordrhein-Westfalen     4191.50  4305.75  4238.75  4357.75  4489.75  4513.75
+    Rheinland-Pfalz          977.00   989.25   969.25   969.75  1028.00  1010.25
+    Saarland                 268.25   275.00   269.25   273.75   283.25   294.50
+    Sachsen                 1133.75  1146.25  1128.50  1175.75  1174.00  1215.50
+    Sachsen-Anhalt           692.00   677.75   653.25   664.25   686.00   690.50
+    Schleswig-Holstein       711.75   690.00   728.00   737.00   749.25   770.25
+    Thüringen                609.25   600.50   603.75   629.50   667.25   634.00
+    
+                                  7        8        9       10  ...       43  \
+    Bundesland                                                  ...
+    Baden-Württemberg       2394.25  2448.75  2520.25  2440.25  ...  2046.50
+    Bayern                  2929.50  2949.75  3007.50  2965.25  ...  2482.25
+    Berlin                   780.00   813.25   796.75   763.50  ...   630.75
+    Brandenburg              718.50   735.00   719.25   716.75  ...   573.75
+    Bremen                   174.25   176.50   191.75   172.50  ...   145.25
+    Hamburg                  375.75   382.25   392.25   374.00  ...   348.50
+    Hessen                  1437.00  1501.00  1505.00  1503.50  ...  1220.50
+    Mecklenburg-Vorpommern   471.75   489.75   455.25   480.25  ...   387.00
+    Niedersachsen           2075.50  2111.25  2223.25  2165.50  ...  1725.75
+    Nordrhein-Westfalen     4549.00  4568.00  4780.25  4786.50  ...  3757.50
+    Rheinland-Pfalz         1061.50  1094.00  1102.50  1087.00  ...   868.00
+    Saarland                 283.25   286.50   315.75   315.75  ...   230.25
+    Sachsen                 1234.75  1254.00  1286.25  1273.50  ...   996.75
+    Sachsen-Anhalt           744.50   731.25   768.50   776.00  ...   586.75
+    Schleswig-Holstein       773.00   792.25   794.75   787.75  ...   632.00
+    Thüringen                640.00   661.00   686.00   697.00  ...   513.50
+    
+                                 44       45       46       47       48       49  \
+    Bundesland
+    Baden-Württemberg       2041.50  2136.00  2111.50  2129.75  2143.00  2200.75
+    Bayern                  2498.25  2544.75  2572.00  2599.00  2580.75  2641.50
+    Berlin                   663.25   642.00   650.75   653.50   670.50   681.25
+    Brandenburg              576.75   598.00   596.25   585.50   607.00   655.50
+    Bremen                   151.00   152.00   161.00   154.00   152.25   161.25
+    Hamburg                  300.00   331.25   362.75   352.25   350.25   348.00
+    Hessen                  1226.50  1248.00  1280.75  1279.75  1306.00  1319.00
+    Mecklenburg-Vorpommern   385.50   395.50   400.75   404.75   405.75   410.25
+    Niedersachsen           1736.50  1774.50  1795.00  1799.00  1840.00  1884.25
+    Nordrhein-Westfalen     3764.50  3841.75  3892.25  3980.00  3967.75  4133.75
+    Rheinland-Pfalz          843.00   905.75   898.50   927.25   903.00   953.25
+    Saarland                 246.75   253.00   259.25   256.75   253.00   262.25
+    Sachsen                 1004.75  1021.50  1039.75  1027.75  1058.25  1073.00
+    Sachsen-Anhalt           570.00   603.50   579.50   617.25   656.00   627.50
+    Schleswig-Holstein       634.50   660.75   658.75   660.50   696.50   695.00
+    Thüringen                538.50   545.75   558.50   549.75   583.75   596.75
+    
+                                 50       51       52
+    Bundesland
+    Baden-Württemberg       2198.50  2221.50  2219.50
+    Bayern                  2729.00  2749.75  2723.50
+    Berlin                   684.00   682.00   702.00
+    Brandenburg              614.75   651.25   639.50
+    Bremen                   157.00   148.50   148.25
+    Hamburg                  364.50   354.75   351.50
+    Hessen                  1324.50  1324.50  1333.75
+    Mecklenburg-Vorpommern   441.50   434.25   410.50
+    Niedersachsen           1866.00  1910.00  1847.00
+    Nordrhein-Westfalen     4066.00  4205.75  4054.75
+    Rheinland-Pfalz          920.50   939.75   944.25
+    Saarland                 253.75   259.50   262.50
+    Sachsen                 1096.75  1123.75  1125.50
+    Sachsen-Anhalt           651.75   671.25   635.75
+    Schleswig-Holstein       663.50   715.25   684.75
+    Thüringen                576.25   590.25   555.50
+    
+    [16 rows x 52 columns]
+
+%% Cell type:code id:ab1f10bc tags:
+
+``` python
+sterb_21 = df[df.Jahr==2021].groupby(['Bundesland']).mean()
+uebersterb = sterb_21 / sterb_norm
+uebersterb = uebersterb.mean(axis=1)
+uebersterb.name = "Übersterblichkeit"
+uebersterb.sort_values().plot(style='.')
+
+#uebersterb.mean(axis=1).plot.scatter(x="Bundesland")
+#df_totalPerWeek = df[df.Jahr<2020].groupby('Bundesland','Jahr').sum()
+#df_totalPerWeek=df_totalPerWeek.drop('Jahr', axis=1)
+#df_totalPerWeek.head()
+```
+
+%% Output
+
+    <AxesSubplot:xlabel='Bundesland'>
+
+
+
+%% Cell type:code id:c9612c26 tags:
+
+``` python
+#https://github.com/robert-koch-institut/COVID-19-Impfungen_in_Deutschland
+```
+
+%% Cell type:code id:28abfac5 tags:
+
+``` python
+df_impf = pd.read_csv('Impfquoten.csv')
+df_impf = df_impf[df_impf.Bundesland!="Deutschland"].drop('Datum', axis=1) # Drop column 'Datum', row "Deutschland"
+df_impf = df_impf.set_index('Bundesland')
+#df_impf.columns
+df_impf.sort_values(by='Impfquote').plot(style='.')
+#Merge both dataset into a combined one
+df_total = pd.merge(df_impf,uebersterb, left_index=True, right_index=True)
+```
+
+%% Output
+
+
+
+%% Cell type:code id:ff16225f tags:
+
+``` python
+#Colors:
+cmap = cm.get_cmap('Spectral')
+
+fig, ax = plt.subplots(figsize=(20,10))
+plot1 = df_total.plot.scatter(x="Impfquote",y="Übersterblichkeit",label="Bundesland",title="Übersterblichkeit vs Impfquote", grid=True,
+              ax=ax, style='o', legend=False, s=150, fontsize=18,
+              color=range(len(df_total)), colormap='Spectral')
+#ax.legend(plot1,["1","2"],fancybox=True)
+#df_total.head()
+for k, v in df_total.iterrows():
+    ax.annotate(k, v,
+                xytext=(9,-3), textcoords='offset points',
+                family='sans-serif', fontsize=11, color='black')
+```
+
+%% Output
+
+
--- a/Impfquoten.csv
+++ b/Impfquoten.csv
+Datum,Bundesland,Impfquote
+2021-11-30,Deutschland,68.6
+2021-11-30,Schleswig-Holstein,72.8
+2021-11-30,Hamburg,74.5
+2021-11-30,Niedersachsen,70.4
+2021-11-30,Bremen,80.2
+2021-11-30,Nordrhein-Westfalen,71.8
+2021-11-30,Hessen,67.7
+2021-11-30,Rheinland-Pfalz,68.3
+2021-11-30,Baden-Württemberg,66.8
+2021-11-30,Bayern,66.9
+2021-11-30,Saarland,75.0
+2021-11-30,Berlin,69.3
+2021-11-30,Brandenburg,62.2
+2021-11-30,Mecklenburg-Vorpommern,67.0
+2021-11-30,Sachsen,58.2
+2021-11-30,Sachsen-Anhalt,65.1
+2021-11-30,Thüringen,62.7
--- a/README
+++ b/README
--- a/sonderauswertung-sterbefaelle.xlsx
+++ b/sonderauswertung-sterbefaelle.xlsx
--- a/sterbefaelle.csv
+++ b/sterbefaelle.csv
+Jahr,Bundesland,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53
+2021,Schleswig-Holstein,803,794,849,826,777,797,819,677,675,714,735,653,670,677,706,696,673,710,641,665,687,662,641,737,606,647,640,663,602,653,657,658,645,647,610,680,632,659,670,681,675,698,,,,,,,,,,,
+2021,Hamburg,451,437,462,396,416,363,405,346,353,362,324,333,336,308,346,353,339,353,332,316,318,358,359,383,314,356,289,340,330,347,335,336,329,345,348,366,354,302,351,312,294,304,,,,,,,,,,,
+2021,Niedersachsen,2164,2092,2166,2164,2179,2133,2061,1945,1827,1884,1907,1778,1797,1845,1818,1871,1882,1893,1789,1766,1719,1934,1743,1967,1685,1704,1756,1781,1755,1755,1708,1789,1734,1771,1761,1940,1839,1851,1794,1799,1819,1924,,,,,,,,,,,
+2021,Bremen,181,158,156,148,182,164,165,159,155,145,154,169,136,167,167,154,172,150,135,145,127,152,150,132,148,153,164,140,138,128,131,172,145,148,128,162,155,122,166,149,136,142,,,,,,,,,,,
+2021,Nordrhein-Westfalen,4878,5004,4941,4750,4546,4435,4409,4188,4073,4032,3853,4061,3993,4068,4145,4193,4188,4318,4124,3879,3748,3897,3835,4226,3787,3765,3722,3858,3819,3754,3761,3820,3849,3807,3821,4224,3941,3993,3930,3958,4019,4149,,,,,,,,,,,
+2021,Hessen,1858,1807,1738,1679,1537,1505,1499,1366,1303,1324,1291,1312,1310,1324,1389,1334,1412,1372,1308,1247,1201,1285,1239,1366,1191,1212,1149,1278,1317,1209,1166,1190,1220,1193,1249,1288,1276,1245,1265,1282,1252,1384,,,,,,,,,,,
+2021,Rheinland-Pfalz,1177,1222,1211,1120,1024,994,964,889,863,876,939,857,905,915,937,938,961,973,890,884,873,910,797,1006,827,849,850,1028,932,865,866,984,878,828,883,952,905,911,922,968,954,941,,,,,,,,,,,
+2021,Baden-Württemberg,2771,2773,2749,2531,2379,2289,2238,2123,2086,2053,2030,2123,2066,2235,2186,2184,2332,2208,2178,2105,2016,2155,2066,2229,2016,1932,1972,1990,2139,1991,1936,2018,2045,2013,1991,2141,2114,2137,2071,2109,2314,2391,,,,,,,,,,,
+2021,Bayern,3611,3598,3438,3191,3059,2902,2916,2586,2558,2690,2666,2634,2730,2594,2662,2772,2778,2732,2640,2515,2433,2489,2372,2575,2500,2363,2452,2380,2511,2470,2407,2540,2477,2364,2475,2704,2535,2563,2618,2647,2780,2904,,,,,,,,,,,
+2021,Saarland,355,298,332,274,318,301,322,298,251,245,247,243,267,231,268,238,247,265,250,250,217,265,272,288,216,227,238,232,254,233,235,250,262,255,251,282,251,254,232,270,270,276,,,,,,,,,,,
+2021,Berlin,1040,931,927,822,815,790,751,723,738,675,699,675,688,710,725,720,684,701,666,648,625,672,675,695,689,627,651,662,626,659,645,603,637,585,638,635,636,671,651,657,681,722,,,,,,,,,,,
+2021,Brandenburg,1047,1057,936,864,814,791,721,690,652,676,676,640,659,692,734,698,700,632,689,628,603,696,619,648,613,625,648,673,632,601,596,617,652,619,624,666,600,623,646,615,648,688,,,,,,,,,,,
+2021,Mecklenburg-Vorpommern,507,536,575,557,560,513,477,441,439,464,404,431,437,448,422,477,503,452,424,389,391,419,428,480,437,404,411,431,419,393,388,379,432,404,428,441,443,475,433,414,469,513,,,,,,,,,,,
+2021,Sachsen,2068,1833,1709,1537,1467,1388,1262,1135,1101,1150,1073,1126,1110,1177,1183,1197,1189,1213,1182,1106,1029,976,1028,1054,995,969,895,990,965,956,956,938,1011,957,906,997,1006,1004,975,993,1109,1169,,,,,,,,,,,
+2021,Sachsen-Anhalt,981,1007,1035,934,868,846,765,709,707,689,692,688,670,715,692,721,754,682,676,617,618,679,609,647,620,580,598,617,583,633,599,613,554,605,561,661,632,607,620,586,693,607,,,,,,,,,,,
+2021,Thüringen,941,948,842,842,782,707,687,667,646,614,629,649,709,700,670,667,668,640,650,609,526,583,551,582,503,530,481,521,513,514,559,574,505,534,557,558,554,527,565,523,545,651,,,,,,,,,,,
+2020,Schleswig-Holstein,758,747,713,662,740,709,737,648,744,710,731,756,705,693,689,667,675,632,667,589,638,602,590,617,636,676,650,581,625,642,594,666,734,678,582,641,629,644,661,698,634,675,686,631,659,676,636,641,709,747,733,746,805
+2020,Hamburg,344,378,344,340,370,369,342,351,339,364,350,355,370,426,394,387,377,316,365,312,331,313,331,302,339,340,308,301,317,329,316,328,426,350,321,330,317,319,288,311,314,337,340,314,331,359,380,384,436,393,433,404,449
+2020,Niedersachsen,1937,2054,1902,1937,1896,1936,1969,1928,1943,2025,1999,2012,1985,2064,2031,1824,1834,1791,1783,1806,1688,1706,1822,1649,1629,1717,1634,1547,1701,1648,1734,1744,2110,1807,1690,1702,1757,1731,1849,1789,1736,1783,1774,1821,1793,1853,1953,1954,1890,2166,2073,2171,2155
+2020,Bremen,144,178,134,175,178,160,181,170,155,188,167,144,160,188,161,167,140,157,134,137,127,169,143,139,158,161,155,146,154,129,159,144,195,163,146,159,135,142,152,143,143,148,151,161,147,137,156,164,174,167,162,160,160
+2020,Nordrhein-Westfalen,4082,4193,4197,3986,4265,4085,4300,4212,4293,4389,4462,4378,4345,4429,4484,4173,4014,3861,3775,3750,3791,3695,3788,3656,3617,3905,3688,3490,3602,3676,3822,3976,4746,3959,3669,3669,3787,3872,3817,3693,3845,3865,4119,4098,4231,4235,4417,4507,4652,4870,4982,5006,5105
+2020,Hessen,1361,1377,1338,1394,1345,1351,1396,1302,1346,1401,1417,1326,1325,1382,1421,1371,1269,1220,1279,1204,1246,1248,1215,1196,1169,1155,1143,1123,1152,1235,1296,1210,1336,1228,1193,1231,1209,1300,1282,1232,1254,1272,1342,1381,1375,1460,1444,1540,1659,1692,1840,1867,1861
+2020,Rheinland-Pfalz,924,1005,956,926,1012,936,978,945,989,960,1058,977,940,1017,981,888,914,872,934,847,867,889,880,762,797,920,815,843,839,826,878,885,1014,865,800,816,812,940,914,878,894,842,946,912,938,1023,952,1082,1155,1229,1163,1248,1233
+2020,Baden-Württemberg,2229,2165,2213,2171,2370,2277,2261,2194,2294,2342,2354,2410,2485,2609,2570,2453,2270,2120,2135,2009,2007,1895,2018,1884,1932,2017,1853,1909,1823,1967,2088,1970,2195,2061,2013,1968,1962,2025,1975,2103,2021,1998,2227,2180,2274,2284,2448,2565,2694,2862,2910,2950,2779
+2020,Bayern,2685,2764,2695,2821,3041,2803,2883,2780,2821,2768,2787,2967,2908,3270,3284,3078,2793,2701,2531,2436,2450,2431,2508,2396,2289,2364,2313,2321,2390,2392,2596,2412,2592,2433,2361,2394,2478,2474,2424,2648,2598,2541,2632,2685,2733,2878,2871,3088,3424,3618,3621,3817,3721
+2020,Saarland,266,259,266,256,300,262,269,266,293,308,275,281,303,313,279,298,248,241,265,215,243,217,218,235,225,218,222,242,225,244,213,252,293,245,231,228,247,251,252,262,270,260,292,247,308,298,279,284,306,311,310,292,317
+2020,Berlin,682,699,743,739,707,750,687,688,746,707,694,680,736,736,740,668,691,701,683,666,669,620,637,668,614,662,608,599,630,667,669,706,740,682,623,615,650,658,663,673,688,706,717,723,740,850,793,856,964,943,1021,1030,1031
+2020,Brandenburg,660,703,677,663,694,684,723,646,652,638,669,633,676,715,681,652,701,587,584,574,559,556,612,612,593,595,591,582,607,610,609,610,670,599,588,577,604,609,585,575,602,646,673,624,632,678,669,772,805,855,976,1070,1111
+2020,Mecklenburg-Vorpommern,411,413,421,396,454,399,424,421,476,452,458,447,465,432,419,394,382,421,403,382,408,416,389,409,382,404,413,356,392,404,397,408,424,394,406,414,390,417,365,414,402,400,389,402,412,440,441,466,474,466,449,508,452
+2020,Sachsen,1122,1216,1090,1139,1121,1132,1198,1111,1156,1125,1099,1139,1072,1137,1149,1063,1055,1113,1020,983,1011,923,1016,965,944,990,956,1012,1001,1005,1015,995,1059,959,952,1006,1015,1042,1045,1006,947,1061,1134,1212,1259,1333,1515,1655,1817,2100,2385,2438,2360
+2020,Sachsen-Anhalt,724,634,660,671,674,648,690,694,662,671,689,636,656,644,615,597,622,641,582,583,596,575,589,584,557,647,620,567,596,572,540,627,672,625,576,576,623,587,615,638,609,664,630,617,631,654,608,691,720,798,850,947,1002
+2020,Thüringen,554,623,604,551,607,537,610,597,596,619,640,581,547,607,604,581,572,546,511,508,532,521,506,527,520,522,488,523,483,541,507,537,514,511,505,463,540,544,559,551,544,556,536,576,544,569,620,655,725,786,816,900,953
+2019,Schleswig-Holstein,687,667,732,732,717,753,744,769,716,734,722,708,741,682,621,633,701,678,667,592,626,600,665,592,643,647,639,630,650,623,646,635,639,580,679,607,603,637,630,626,651,654,627,677,700,675,698,726,729,712,716,687,X 
+2019,Hamburg,353,355,356,370,374,383,348,350,384,386,388,317,346,361,326,365,332,330,308,369,346,280,343,304,275,333,300,285,308,336,316,293,322,312,332,277,299,329,310,326,342,360,360,285,329,364,357,327,365,371,318,327,X 
+2019,Niedersachsen,1809,1869,1936,1944,1990,2019,1945,2013,2068,2068,1937,1917,1873,1879,1818,1889,1832,1763,1779,1784,1672,1656,1721,1682,1705,1752,1631,1676,1682,1897,1723,1657,1606,1674,1726,1610,1659,1701,1774,1685,1833,1730,1779,1723,1765,1858,1826,1884,1892,1941,1912,1795,X 
+2019,Bremen,171,168,117,159,171,168,162,168,178,151,174,129,153,141,140,146,151,165,134,156,122,135,153,154,145,123,126,131,139,178,146,141,123,130,132,123,131,140,152,147,158,144,128,164,148,157,170,166,149,168,126,135,X 
+2019,Nordrhein-Westfalen,4095,4257,4121,4253,4400,4368,4465,4519,4540,4488,4288,4292,4135,4174,4004,3996,3836,3697,3738,3808,3637,3760,3824,3562,3557,4149,3530,3598,3646,4883,3812,3596,3484,3669,3849,3464,3511,3572,3758,3720,3871,3917,3877,3824,3830,3955,4130,4076,4236,4185,4097,3896,X 
+2019,Hessen,1329,1303,1376,1371,1479,1415,1423,1468,1483,1470,1365,1310,1321,1296,1307,1298,1259,1220,1194,1202,1208,1222,1213,1167,1148,1272,1109,1158,1216,1385,1241,1196,1118,1143,1245,1123,1216,1161,1187,1220,1267,1233,1176,1255,1270,1348,1292,1357,1374,1389,1339,1294,X 
+2019,Rheinland-Pfalz,975,998,975,1000,974,1022,1081,1072,1040,1035,1057,982,950,937,897,919,885,889,802,880,840,851,870,846,866,892,856,841,871,1023,819,821,771,743,919,827,793,902,879,806,880,922,873,844,906,957,976,925,981,936,971,912,X 
+2019,Baden-Württemberg,2185,2387,2359,2404,2353,2385,2404,2448,2542,2383,2385,2237,2208,2239,2015,2132,2079,1981,2015,2124,2078,2008,2008,1927,1967,2162,2111,1899,1985,2296,1963,1994,1855,1914,2032,1873,1927,1856,2087,1980,2079,2057,2065,2084,2213,2116,2243,2223,2203,2295,2255,2224,X 
+2019,Bayern,2681,2782,2819,2822,2863,2827,2910,2964,3031,2938,2864,2783,2593,2657,2595,2479,2527,2393,2431,2409,2555,2400,2497,2255,2386,2449,2389,2272,2423,2748,2439,2292,2211,2359,2468,2226,2274,2342,2589,2485,2472,2533,2500,2518,2562,2645,2622,2669,2778,2771,2793,2650,X 
+2019,Saarland,267,244,265,282,274,272,286,257,288,310,282,270,285,257,248,279,272,272,267,283,263,261,260,216,262,273,259,231,253,280,228,226,240,212,240,241,248,240,256,256,260,262,231,257,292,245,260,237,275,253,274,254,X 
+2019,Berlin,707,710,695,698,728,765,806,767,815,735,744,690,650,672,702,660,631,631,680,644,629,642,653,664,641,648,603,623,594,646,629,620,607,600,715,611,588,633,657,606,617,658,625,622,641,693,627,646,716,709,660,704,X 
+2019,Brandenburg,643,670,635,629,685,674,697,667,686,686,682,637,616,630,582,646,615,592,548,503,610,555,608,584,598,617,569,583,563,625,619,559,529,541,632,578,549,562,583,563,629,666,583,596,627,605,610,641,702,597,686,632,X 
+2019,Mecklenburg-Vorpommern,422,451,433,448,459,459,441,459,424,476,443,456,412,415,411,420,445,382,400,434,386,416,417,370,397,416,361,386,408,407,357,391,404,382,429,380,383,418,419,399,414,409,381,401,425,404,423,455,400,452,431,416,X 
+2019,Sachsen,1071,1105,1096,1163,1053,1161,1136,1178,1225,1202,1133,1049,1048,1104,1004,1052,1090,949,1006,1021,1016,1006,1067,1016,988,1077,1028,973,989,1069,993,998,946,1023,1060,923,990,962,974,990,1054,1030,1004,1088,1027,1041,1042,1066,1047,1077,1211,1123,X 
+2019,Sachsen-Anhalt,692,619,654,635,646,715,692,663,728,750,711,656,617,632,597,619,650,629,568,577,560,582,678,599,566,599,531,553,600,634,585,593,556,500,627,578,593,563,575,557,632,598,610,575,624,573,656,641,660,662,681,614,X 
+2019,Thüringen,599,585,594,595,646,595,610,587,642,641,620,583,614,595,585,556,589,519,581,529,532,547,514,546,495,509,510,480,529,600,518,528,523,481,552,547,539,482,572,533,507,540,508,575,500,606,603,542,636,583,592,541,X 
+2018,Schleswig-Holstein,752,650,719,775,757,771,799,904,947,969,924,897,822,753,748,641,688,633,656,618,597,627,598,582,618,632,614,601,648,712,780,663,579,598,612,612,594,660,570,648,647,601,617,621,632,606,651,714,717,651,728,669,X 
+2018,Hamburg,350,344,388,377,394,369,399,426,432,427,460,406,418,365,353,344,273,336,342,318,319,343,310,317,306,320,323,289,295,350,414,341,328,331,299,305,291,312,306,315,330,305,332,300,348,347,405,370,351,362,374,363,X 
+2018,Niedersachsen,1966,1905,1997,1988,2067,2011,2134,2263,2605,2705,2545,2374,2088,2059,1929,1877,1630,1640,1687,1649,1646,1736,1630,1552,1585,1671,1686,1682,1620,2016,2085,1727,1669,1611,1674,1649,1611,1586,1620,1643,1689,1656,1658,1752,1775,1671,1841,1775,1880,1768,1830,1780,X 
+2018,Bremen,161,178,151,186,179,143,180,195,256,230,229,174,184,172,164,144,128,134,132,114,130,147,138,135,147,132,136,139,147,153,189,154,123,138,138,160,148,145,114,143,129,148,144,137,126,165,144,154,167,141,155,141,X 
+2018,Nordrhein-Westfalen,4270,4174,4164,4239,4221,4538,4732,5065,5944,6179,5331,5081,4578,4501,4199,4025,3720,3588,3864,3641,3606,3862,3671,3385,3480,3633,3638,3567,3871,4283,4712,4216,3694,3522,3541,3661,3564,3690,3491,3685,3780,3646,3525,3710,3854,3598,3758,3913,3972,3821,4209,3949,X 
+2018,Hessen,1309,1329,1346,1327,1327,1369,1484,1612,1701,1833,1661,1546,1429,1403,1287,1252,1233,1193,1188,1199,1111,1133,1148,1097,1089,1182,1163,1118,1161,1285,1430,1323,1187,1258,1140,1204,1232,1190,1165,1182,1193,1219,1203,1232,1257,1188,1296,1284,1291,1293,1422,1289,X 
+2018,Rheinland-Pfalz,972,959,890,924,954,923,1102,1202,1330,1412,1256,1163,1020,977,984,919,845,828,900,820,832,863,827,827,811,910,830,808,853,960,993,939,843,903,793,808,819,802,838,864,871,831,828,842,920,862,905,907,942,877,960,923,X 
+2018,Baden-Württemberg,2269,2142,2282,2197,2257,2301,2447,2644,2953,3037,2763,2568,2351,2200,2223,2090,1973,1994,1982,1880,1939,1914,2030,1788,1812,1935,1979,1822,1944,2058,2292,2274,2015,2034,1851,1905,1894,2053,1872,1913,2007,1923,2055,1947,2119,2022,2105,2163,2183,2133,2152,2171,X 
+2018,Bayern,2734,2715,2784,2772,2848,2924,3019,3157,3444,3500,3230,3100,2929,2794,2680,2499,2491,2451,2371,2333,2450,2339,2479,2249,2266,2379,2414,2309,2350,2329,2700,2559,2407,2359,2189,2323,2274,2359,2273,2399,2365,2351,2457,2457,2508,2417,2596,2541,2578,2669,2756,2541,X 
+2018,Saarland,261,275,262,275,280,326,296,366,383,415,403,324,297,287,264,288,233,257,241,276,225,221,249,220,246,237,245,248,236,267,265,277,241,248,250,236,237,258,242,253,252,229,213,258,232,250,262,244,250,236,255,248,X 
+2018,Berlin,681,708,757,700,759,747,789,873,852,969,900,860,784,771,738,664,660,624,662,630,632,646,613,592,614,553,606,562,592,686,803,729,705,609,654,632,633,640,589,637,624,594,662,665,660,629,723,688,704,632,706,659,X 
+2018,Brandenburg,614,601,703,632,659,684,711,794,844,908,862,772,795,717,708,649,583,583,613,537,571,623,531,538,518,574,527,540,552,629,715,669,582,588,511,538,535,531,524,556,613,596,575,557,603,574,581,613,645,598,694,631,X 
+2018,Mecklenburg-Vorpommern,463,467,440,448,426,429,478,540,527,589,572,546,494,500,464,387,414,382,395,386,364,400,381,373,369,396,395,367,361,408,476,399,357,377,379,361,385,366,389,361,414,388,384,372,380,406,430,397,417,447,445,406,X 
+2018,Sachsen,1195,1074,1066,1143,1138,1235,1344,1344,1538,1650,1494,1391,1255,1230,1123,1029,1091,1023,1002,927,1004,1029,1034,893,916,901,976,958,986,1014,1205,1074,1043,993,917,933,956,1002,904,964,951,957,938,956,1016,1012,996,1084,1060,1091,1046,1052,X 
+2018,Sachsen-Anhalt,718,677,664,630,679,662,757,758,941,1013,911,857,777,679,672,626,617,607,653,626,577,638,570,567,579,577,582,549,609,632,737,618,564,534,544,550,566,521,547,557,597,579,546,581,606,542,599,677,623,645,662,591,X 
+2018,Thüringen,627,572,574,558,613,654,583,745,838,941,844,718,685,630,629,558,514,516,538,534,510,518,505,467,487,537,508,511,477,558,575,516,553,509,508,513,553,536,525,502,531,529,471,508,568,553,493,567,562,579,596,541,X 
+2017,Schleswig-Holstein,678,724,728,703,805,867,873,859,846,691,735,674,662,652,644,626,678,645,649,636,592,651,600,602,589,600,594,563,605,620,597,622,633,632,569,589,623,583,597,643,651,643,635,596,619,656,664,648,683,657,733,687,X 
+2017,Hamburg,379,420,406,419,429,383,423,407,402,350,357,327,366,327,314,358,324,338,295,321,322,320,313,267,306,305,336,291,337,312,319,330,325,319,328,309,290,306,297,320,303,303,356,285,315,371,336,357,309,360,366,335,X 
+2017,Niedersachsen,2105,2160,2064,2087,2277,2208,2317,2346,2216,2014,1951,1794,1768,1699,1669,1667,1785,1711,1757,1784,1678,1622,1593,1535,1699,1572,1631,1592,1634,1567,1651,1627,1671,1641,1641,1533,1627,1652,1712,1692,1759,1674,1693,1712,1718,1778,1804,1829,1843,1903,1878,1871,X 
+2017,Bremen,176,178,166,184,179,185,181,209,190,152,155,133,159,134,148,150,163,149,139,147,160,147,144,139,143,145,136,140,157,125,119,120,119,137,138,135,149,139,157,164,151,145,136,144,159,150,160,127,164,162,141,154,X 
+2017,Nordrhein-Westfalen,4482,4792,4623,4825,5238,5067,4851,4681,4492,4247,4159,3931,3891,3684,3748,3727,3933,3789,3873,3739,3630,3763,3431,3630,3764,3451,3637,3444,3674,3575,3468,3478,3506,3454,3508,3467,3492,3559,3663,3584,3793,3828,3700,3654,3786,3914,3988,3998,4159,4061,4265,4121,X 
+2017,Hessen,1429,1541,1497,1588,1757,1684,1628,1596,1489,1374,1273,1243,1244,1190,1128,1166,1280,1280,1193,1169,1162,1208,1124,1153,1200,1166,1185,1072,1162,1132,1191,1172,1210,1148,1149,1153,1172,1213,1229,1153,1245,1210,1239,1177,1243,1224,1239,1265,1290,1274,1237,1361,X 
+2017,Rheinland-Pfalz,1055,1089,1088,1042,1248,1197,1114,1148,1027,948,947,936,918,905,879,858,876,876,904,856,872,894,767,815,895,833,886,805,909,800,857,715,788,818,783,834,764,838,857,809,886,851,851,859,903,879,900,919,949,933,916,945,X 
+2017,Baden-Württemberg,2523,2689,2510,2779,2907,2739,2561,2587,2405,2126,2145,2012,2054,1915,1998,1917,1989,1941,2014,1928,1930,1925,1806,1836,2023,1915,1981,1767,1951,1958,1960,1781,1897,1862,1867,1833,1887,1955,1961,2001,1992,1982,2008,2036,2092,2039,2046,2108,2128,2155,2140,2219,X 
+2017,Bayern,3291,3395,3272,3389,3398,3145,3142,3038,2872,2778,2671,2570,2496,2534,2477,2331,2443,2354,2435,2417,2278,2504,2294,2368,2413,2446,2291,2154,2376,2259,2404,2262,2299,2293,2232,2201,2342,2336,2402,2386,2615,2476,2496,2371,2547,2538,2527,2510,2528,2679,2569,2643,X 
+2017,Saarland,295,328,306,291,313,306,331,285,332,264,277,248,240,245,233,234,253,251,234,236,248,234,242,228,248,235,268,237,217,222,221,226,224,214,243,219,226,265,264,230,260,248,224,237,249,264,257,262,252,247,253,264,X 
+2017,Berlin,760,772,828,826,848,834,852,882,760,668,694,649,709,623,646,640,641,592,660,684,593,608,597,605,557,580,556,588,566,583,634,584,600,544,586,581,617,643,611,654,688,677,590,651,654,617,603,605,635,728,663,665,X 
+2017,Brandenburg,731,733,716,717,799,806,837,807,699,641,641,582,614,613,549,562,611,582,592,587,555,568,575,560,569,523,532,514,566,556,567,526,559,545,590,505,578,539,519,600,615,557,591,604,555,643,584,561,648,622,590,658,X 
+2017,Mecklenburg-Vorpommern,436,443,470,470,474,429,527,526,471,440,373,385,411,404,391,360,428,396,373,397,412,392,349,333,364,336,354,350,385,378,383,358,345,349,375,357,381,356,347,365,392,382,379,382,425,390,392,368,415,447,431,407,X 
+2017,Sachsen,1235,1347,1229,1231,1391,1369,1406,1390,1295,1144,1065,1008,1025,953,1000,939,1036,1076,1056,978,933,943,936,944,975,901,954,976,913,925,1015,966,912,919,969,977,902,1001,965,967,960,1006,980,982,964,1022,1036,1053,1067,1061,1101,1108,X 
+2017,Sachsen-Anhalt,700,765,679,791,784,784,902,804,733,688,632,616,606,601,573,597,623,620,625,619,585,592,576,539,549,545,590,596,609,544,594,552,564,504,564,543,582,613,610,597,621,629,627,572,577,575,616,655,624,671,662,677,X 
+2017,Thüringen,643,694,654,741,793,741,738,701,701,577,590,532,568,549,504,505,571,529,544,581,501,531,499,533,525,523,493,514,528,502,514,465,496,501,522,470,514,507,556,499,539,528,554,500,565,534,524,612,601,544,555,537,X 
+2016,Schleswig-Holstein,730,719,733,738,718,690,676,637,670,757,689,740,736,684,666,661,640,650,651,609,599,579,621,570,637,557,531,545,622,559,634,613,606,597,628,623,600,547,585,625,644,697,649,644,692,698,629,698,651,634,684,696,X 
+2016,Hamburg,415,365,366,377,348,346,333,346,351,333,356,343,362,343,317,312,284,309,343,329,299,315,284,339,324,287,297,306,331,307,301,310,296,307,286,283,314,295,274,304,355,351,346,330,333,369,311,347,367,365,361,381,X 
+2016,Niedersachsen,2014,1932,1922,1966,1895,1858,1906,1823,2004,1875,1882,1931,1882,1845,1842,1638,1784,1733,1827,1725,1684,1656,1584,1597,1688,1544,1697,1628,1645,1623,1538,1508,1556,1772,1637,1639,1662,1596,1614,1678,1714,1778,1773,1759,1840,1873,1725,1872,1922,1852,2020,1942,X 
+2016,Bremen,149,132,159,170,162,168,174,134,143,157,132,154,150,136,145,122,121,123,150,152,143,170,152,135,129,118,131,137,158,153,123,115,149,169,117,135,140,141,158,153,148,143,173,159,175,172,142,162,165,157,172,163,X 
+2016,Nordrhein-Westfalen,3919,4000,4047,4114,4100,4082,4148,4007,4145,4232,4343,4300,4165,4173,3936,3799,3793,3780,4031,3676,3632,3597,3426,3499,3713,3490,3666,3740,3899,3548,3381,3431,3719,3893,3576,3615,3697,3498,3620,3565,3825,3793,3928,3870,3897,4102,4044,3884,4168,4197,4252,4253,X 
+2016,Hessen,1305,1309,1281,1313,1245,1300,1213,1328,1347,1337,1320,1329,1311,1232,1270,1241,1252,1185,1241,1138,1110,1248,1163,1124,1174,1089,1124,1122,1201,1119,1072,1078,1143,1217,1181,1116,1156,1138,1112,1118,1246,1200,1264,1242,1222,1363,1292,1318,1321,1342,1300,1391,X 
+2016,Rheinland-Pfalz,906,911,924,913,936,899,949,954,1013,953,999,914,961,967,911,817,855,844,898,845,853,818,798,798,836,759,851,846,866,805,785,776,792,881,781,810,814,774,835,855,917,877,920,827,894,896,928,861,941,936,912,997,X 
+2016,Baden-Württemberg,2115,2111,2178,2188,2044,2175,2165,2116,2181,2215,2175,2250,2165,2139,2032,1952,2011,1946,2019,1923,1877,1878,1916,1804,2025,1914,1920,1824,2011,1881,1825,1861,1934,1969,1872,1838,1876,1877,1960,1910,2116,2099,2058,2099,2120,2269,2125,2078,2289,2211,2339,2264,X 
+2016,Bayern,2590,2640,2651,2531,2625,2693,2647,2640,2683,2645,2602,2478,2629,2460,2506,2382,2360,2390,2420,2363,2293,2236,2302,2249,2385,2252,2300,2301,2492,2276,2206,2228,2362,2411,2257,2277,2308,2153,2315,2267,2522,2543,2476,2647,2562,2688,2651,2603,2682,2797,2881,3060,X 
+2016,Saarland,250,253,244,247,266,274,220,238,260,274,269,271,270,296,241,239,235,224,244,238,211,215,242,239,245,222,242,201,224,232,239,231,243,257,220,237,233,225,258,233,254,274,253,235,239,278,248,269,272,279,256,284,X 
+2016,Berlin,662,708,726,709,728,751,673,731,760,682,752,710,678,672,675,619,616,630,626,609,566,609,558,595,620,588,576,580,599,607,572,571,633,623,608,596,605,559,646,648,643,697,646,715,613,664,661,743,670,667,699,780,X 
+2016,Brandenburg,665,638,649,616,621,659,629,672,648,632,683,654,597,639,572,544,590,562,616,570,583,597,525,534,583,557,523,533,514,563,542,538,552,557,562,533,559,529,546,572,588,580,546,550,607,563,567,613,627,642,635,637,X 
+2016,Mecklenburg-Vorpommern,487,461,415,434,439,402,441,434,399,416,405,417,428,389,419,371,382,367,387,367,368,396,347,333,389,341,380,382,379,342,332,349,349,385,368,371,366,358,365,377,385,414,404,387,352,403,374,403,409,420,430,413,X 
+2016,Sachsen,1034,1059,1123,1166,1114,1097,1053,1104,1087,1098,1084,1082,1079,1067,1045,991,985,1005,1014,970,963,905,890,898,989,944,948,947,971,1040,886,918,899,978,978,954,975,895,970,989,981,961,1065,993,1079,1084,1037,1030,1118,1158,1137,1219,X 
+2016,Sachsen-Anhalt,658,650,616,601,635,601,627,700,672,653,676,703,655,627,599,584,627,604,659,565,598,572,509,520,640,542,566,578,603,599,554,498,524,598,580,563,551,512,574,548,578,603,564,552,607,628,598,651,603,629,680,661,X 
+2016,Thüringen,568,551,593,624,617,546,629,611,563,629,604,550,549,575,536,503,518,549,503,522,507,555,482,483,533,495,477,502,470,503,449,462,501,533,450,526,516,509,504,510,511,589,521,571,550,541,579,614,588,599,618,603,X