{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d52465eb",
   "metadata": {},
   "source": [
    "# Niederschlag from DWD\n",
    "\n",
    "## Klimadaten\n",
    "\n",
    "[stundenwerte_RR_05705_hist.zip](https://www.dwd.de/DE/leistungen/_config/leistungsteckbriefPublication.zip?view=nasPublication&nn=16102&imageFilePath=675349470684952943382999480164406894835507349402593906628786280354581421008571928705011438849092751258299962952312473511744392814375916459681379337607540679777573246835730326122056459559982440454207144420355774317891799102452512290249737221071767178890331035105331501334382788925&download=true)\n",
    "\n",
    "from [Klimadaten Deutschland - Stundenwerte (Archiv)](https://www.dwd.de/DE/leistungen/klimadatendeutschland/klarchivstunden.html) \"Würzburg, Niederschlag, Historisch\"\n",
    "\n",
    "## Climate data center\n",
    "\n",
    "https://cdc.dwd.de/portal/\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "316a929e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "raw",
   "id": "daf94ab6",
   "metadata": {},
   "source": [
    "# Old version\n",
    "\n",
    "from datetime import datetime\n",
    "dateparse = lambda x: datetime.strptime(x, '%Y%m%d%H')\n",
    "\n",
    "df = pd.read_csv('produkt_rr_stunde_19950901_20211231_05705.txt',\n",
    "                 sep=';',\n",
    "                 skipinitialspace=True,\n",
    "                 usecols = [1, 3],\n",
    "                 names = ['datetime', 'precipitation'],\n",
    "                 skiprows = 1,\n",
    "                 parse_dates = ['datetime'],\n",
    "                 date_parser=dateparse,\n",
    "                 index_col = 'datetime'\n",
    "                )\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f16392a3",
   "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>precipitation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-09-01 00:00:00</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-09-01 01:00:00</th>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-09-01 02:00:00</th>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-09-01 03:00:00</th>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-09-01 04:00:00</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-27 04:00:00</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-27 05:00:00</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-27 06:00:00</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-27 07:00:00</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-27 08:00:00</th>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>245850 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     precipitation\n",
       "datetime                          \n",
       "1995-09-01 00:00:00            0.0\n",
       "1995-09-01 01:00:00            0.2\n",
       "1995-09-01 02:00:00            0.2\n",
       "1995-09-01 03:00:00            0.1\n",
       "1995-09-01 04:00:00            0.0\n",
       "...                            ...\n",
       "2023-10-27 04:00:00            0.0\n",
       "2023-10-27 05:00:00            0.0\n",
       "2023-10-27 06:00:00            0.0\n",
       "2023-10-27 07:00:00            0.0\n",
       "2023-10-27 08:00:00            0.2\n",
       "\n",
       "[245850 rows x 1 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data_OBS_DEU_PT1H_RR_5705.csv',\n",
    "                 index_col=False,\n",
    "                 parse_dates=['datetime'],\n",
    "                 usecols = [2,3],\n",
    "                 names=['datetime', 'precipitation'],\n",
    "                 skiprows=1\n",
    "                )\n",
    "df = df.set_index('datetime')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "52f73e31",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"figure.figsize\"] = (20, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "672300ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df[df.precipitation >= 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0fdf4a6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.resample('d').sum().plot(title='Niederschlag in Würzburg [mm / Tag]');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9a68733c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.resample('M').sum().plot(title='Niederschlag in Würzburg [mm / Monat]', ylim=(0, None));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "929bacb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "yearly_values = df2[df2.index.year >= 1996].resample('Y').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c4dd7535",
   "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>precipitation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>28.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>563.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>96.674589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>410.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>512.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>548.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>614.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>807.100000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       precipitation\n",
       "count      28.000000\n",
       "mean      563.071429\n",
       "std        96.674589\n",
       "min       410.500000\n",
       "25%       512.550000\n",
       "50%       548.900000\n",
       "75%       614.400000\n",
       "max       807.100000"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yearly_values.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0a1cc458",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yearly_values.plot.bar(title='Niederschlag in Würzburg [mm / Jahr]', ylim=(0, None));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c74631eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yearly_values.boxplot()\n",
    "plt.title(\"Niederschlag in Würzburg, zwischen 1996 & 2022 [mm / Jahr]\")\n",
    "plt.savefig('wurzburg_yearly_precipitations_1996_2022.png', facecolor='w', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "faf431eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "df3 = df2[df2.index.year == 2022]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2509790f",
   "metadata": {},
   "outputs": [
    {
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <th>15:00:00</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.4</td>\n",
       "      <td>2.3</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>16:00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.3</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.1</td>\n",
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       "    <tr>\n",
       "      <th>17:00:00</th>\n",
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       "      <td>1.4</td>\n",
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       "    <tr>\n",
       "      <th>18:00:00</th>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20:00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21:00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22:00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23:00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24 rows × 365 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "datetime  1    2    3    4    5    6    7    8    9    10   ...  356  357  \\\n",
       "00:00:00  0.0  0.0  0.0  0.6  0.8  0.0  0.0  0.0  0.0  0.0  ...  0.0  1.2   \n",
       "01:00:00  0.0  0.0  0.0  1.1  0.4  0.0  0.0  0.0  0.3  0.0  ...  0.0  0.6   \n",
       "02:00:00  0.0  0.0  2.4  1.1  0.0  0.0  0.0  0.0  0.3  0.0  ...  0.1  0.2   \n",
       "03:00:00  0.0  0.0  0.1  0.6  0.6  0.0  0.0  0.3  0.4  0.0  ...  0.4  0.3   \n",
       "04:00:00  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.2  0.8  0.0  ...  0.0  0.2   \n",
       "05:00:00  0.0  0.0  0.0  1.6  0.0  0.0  0.0  1.0  0.9  0.0  ...  0.0  0.0   \n",
       "06:00:00  0.0  0.0  0.2  2.5  0.0  0.0  0.0  0.4  0.1  0.0  ...  0.1  0.1   \n",
       "07:00:00  0.0  0.0  1.2  1.6  0.0  0.0  0.0  0.1  0.2  0.0  ...  1.4  0.0   \n",
       "08:00:00  0.0  0.0  2.8  1.1  0.0  0.0  0.0  0.0  0.8  0.0  ...  0.3  0.0   \n",
       "09:00:00  0.0  0.0  0.1  1.2  0.0  0.1  0.0  0.0  0.2  0.0  ...  1.1  0.0   \n",
       "10:00:00  0.0  0.0  0.1  1.2  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "11:00:00  0.0  0.0  0.9  1.5  0.0  0.0  0.1  0.0  0.1  0.0  ...  0.0  0.0   \n",
       "12:00:00  0.0  0.0  0.0  3.2  0.0  0.0  0.2  0.0  0.0  0.0  ...  0.1  0.1   \n",
       "13:00:00  0.0  0.0  0.0  1.9  0.0  0.0  0.1  0.0  0.0  0.0  ...  0.0  0.5   \n",
       "14:00:00  0.0  0.0  0.0  0.5  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.2  1.5   \n",
       "15:00:00  0.0  0.0  0.2  0.6  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.4  2.3   \n",
       "16:00:00  0.0  0.0  0.1  0.8  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.3  2.3   \n",
       "17:00:00  0.0  0.0  0.0  0.4  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  1.1   \n",
       "18:00:00  0.0  0.0  0.0  0.1  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.2  1.4   \n",
       "19:00:00  0.0  0.0  0.5  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.2  1.8   \n",
       "20:00:00  0.0  0.0  0.1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.6   \n",
       "21:00:00  0.0  0.0  0.3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.1  1.5   \n",
       "22:00:00  0.0  0.0  0.1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.7  0.1   \n",
       "23:00:00  0.0  0.0  0.5  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  1.3  0.0   \n",
       "\n",
       "datetime  358  359  360  361  362  363  364  365  \n",
       "00:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "01:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "02:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "03:00:00  0.0  0.0  0.0  0.0  0.0  0.1  0.0  0.0  \n",
       "04:00:00  0.0  0.0  0.0  0.0  0.0  0.1  0.0  0.0  \n",
       "05:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "06:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "07:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "08:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "09:00:00  0.0  0.0  0.4  0.0  0.0  0.0  0.0  0.0  \n",
       "10:00:00  0.0  0.0  1.1  0.0  0.0  0.0  0.0  0.0  \n",
       "11:00:00  0.0  0.0  0.6  0.0  0.0  0.0  0.0  0.0  \n",
       "12:00:00  0.2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "13:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "14:00:00  0.2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "15:00:00  0.2  0.0  0.1  0.0  0.0  0.0  0.0  0.0  \n",
       "16:00:00  0.0  0.0  0.0  0.0  0.0  0.7  0.1  0.0  \n",
       "17:00:00  0.0  0.0  0.0  0.0  0.0  1.4  1.1  0.0  \n",
       "18:00:00  0.0  0.0  2.2  0.0  0.0  0.0  0.1  0.0  \n",
       "19:00:00  0.0  0.0  1.0  0.0  0.0  0.0  0.1  0.0  \n",
       "20:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "21:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "22:00:00  0.0  0.0  0.1  0.0  0.0  0.0  0.0  0.0  \n",
       "23:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "\n",
       "[24 rows x 365 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rain2022 = pd.pivot_table(df3, values='precipitation', index=df3.index.time, columns=df3.index.dayofyear)\n",
    "rain2022"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "42ddd82d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f1b17ef2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(rain2022, annot=False, cmap='viridis', vmax=5)\n",
    "plt.title('mm/h Regen in Würzburg, 2022')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "29be9114",
   "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>precipitation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-31</th>\n",
       "      <td>35.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-28</th>\n",
       "      <td>28.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-31</th>\n",
       "      <td>29.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-30</th>\n",
       "      <td>23.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-31</th>\n",
       "      <td>68.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-06-30</th>\n",
       "      <td>21.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-07-31</th>\n",
       "      <td>54.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-08-31</th>\n",
       "      <td>69.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-09-30</th>\n",
       "      <td>18.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-31</th>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>166 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            precipitation\n",
       "datetime                 \n",
       "2010-01-31           35.9\n",
       "2010-02-28           28.5\n",
       "2010-03-31           29.7\n",
       "2010-04-30           23.7\n",
       "2010-05-31           68.4\n",
       "...                   ...\n",
       "2023-06-30           21.3\n",
       "2023-07-31           54.2\n",
       "2023-08-31           69.9\n",
       "2023-09-30           18.6\n",
       "2023-10-31           52.7\n",
       "\n",
       "[166 rows x 1 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4 = df2[(df2.index.year >= 2010)].resample('M').sum()\n",
    "df4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "283cd890",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>precipitation</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-31</th>\n",
       "      <td>35.9</td>\n",
       "      <td>2010</td>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-28</th>\n",
       "      <td>28.5</td>\n",
       "      <td>2010</td>\n",
       "      <td>Feb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-31</th>\n",
       "      <td>29.7</td>\n",
       "      <td>2010</td>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-30</th>\n",
       "      <td>23.7</td>\n",
       "      <td>2010</td>\n",
       "      <td>Apr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-31</th>\n",
       "      <td>68.4</td>\n",
       "      <td>2010</td>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-06-30</th>\n",
       "      <td>21.3</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-07-31</th>\n",
       "      <td>54.2</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-08-31</th>\n",
       "      <td>69.9</td>\n",
       "      <td>2023</td>\n",
       "      <td>Aug</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-09-30</th>\n",
       "      <td>18.6</td>\n",
       "      <td>2023</td>\n",
       "      <td>Sep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-31</th>\n",
       "      <td>52.7</td>\n",
       "      <td>2023</td>\n",
       "      <td>Oct</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>166 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            precipitation  Year Month\n",
       "datetime                             \n",
       "2010-01-31           35.9  2010   Jan\n",
       "2010-02-28           28.5  2010   Feb\n",
       "2010-03-31           29.7  2010   Mar\n",
       "2010-04-30           23.7  2010   Apr\n",
       "2010-05-31           68.4  2010   May\n",
       "...                   ...   ...   ...\n",
       "2023-06-30           21.3  2023   Jun\n",
       "2023-07-31           54.2  2023   Jul\n",
       "2023-08-31           69.9  2023   Aug\n",
       "2023-09-30           18.6  2023   Sep\n",
       "2023-10-31           52.7  2023   Oct\n",
       "\n",
       "[166 rows x 3 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import calendar\n",
    "df4['Year'] = df4.index.year\n",
    "df4['Month'] = df4.index.month\n",
    "df4['Month'] = df4['Month'].apply(lambda x: calendar.month_abbr[x])\n",
    "df4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "28a0fd61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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></th>\n",
       "      <th>precipitation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2010</th>\n",
       "      <th>Jan</th>\n",
       "      <td>35.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>28.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>29.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apr</th>\n",
       "      <td>23.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>68.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2023</th>\n",
       "      <th>Jun</th>\n",
       "      <td>21.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>54.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>69.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>18.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>166 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            precipitation\n",
       "Year Month               \n",
       "2010 Jan             35.9\n",
       "     Feb             28.5\n",
       "     Mar             29.7\n",
       "     Apr             23.7\n",
       "     May             68.4\n",
       "...                   ...\n",
       "2023 Jun             21.3\n",
       "     Jul             54.2\n",
       "     Aug             69.9\n",
       "     Sep             18.6\n",
       "     Oct             52.7\n",
       "\n",
       "[166 rows x 1 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4 = df4.set_index(['Year', 'Month'])\n",
    "df4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8e3bd7d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Year</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "      <th>2020</th>\n",
       "      <th>2021</th>\n",
       "      <th>2022</th>\n",
       "      <th>2023</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</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>Jan</th>\n",
       "      <td>35.9</td>\n",
       "      <td>38.6</td>\n",
       "      <td>66.6</td>\n",
       "      <td>29.8</td>\n",
       "      <td>31.1</td>\n",
       "      <td>53.3</td>\n",
       "      <td>62.2</td>\n",
       "      <td>14.7</td>\n",
       "      <td>56.1</td>\n",
       "      <td>37.2</td>\n",
       "      <td>23.2</td>\n",
       "      <td>54.6</td>\n",
       "      <td>50.7</td>\n",
       "      <td>41.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>28.5</td>\n",
       "      <td>31.4</td>\n",
       "      <td>12.2</td>\n",
       "      <td>35.1</td>\n",
       "      <td>39.6</td>\n",
       "      <td>8.4</td>\n",
       "      <td>60.1</td>\n",
       "      <td>21.2</td>\n",
       "      <td>12.4</td>\n",
       "      <td>10.6</td>\n",
       "      <td>106.5</td>\n",
       "      <td>48.6</td>\n",
       "      <td>51.0</td>\n",
       "      <td>20.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>29.7</td>\n",
       "      <td>6.2</td>\n",
       "      <td>5.7</td>\n",
       "      <td>26.1</td>\n",
       "      <td>7.7</td>\n",
       "      <td>43.3</td>\n",
       "      <td>36.5</td>\n",
       "      <td>41.6</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.8</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>18.4</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apr</th>\n",
       "      <td>23.7</td>\n",
       "      <td>14.2</td>\n",
       "      <td>11.8</td>\n",
       "      <td>42.1</td>\n",
       "      <td>40.7</td>\n",
       "      <td>17.3</td>\n",
       "      <td>49.6</td>\n",
       "      <td>20.9</td>\n",
       "      <td>34.5</td>\n",
       "      <td>27.8</td>\n",
       "      <td>10.9</td>\n",
       "      <td>17.6</td>\n",
       "      <td>87.8</td>\n",
       "      <td>49.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>68.4</td>\n",
       "      <td>6.6</td>\n",
       "      <td>34.7</td>\n",
       "      <td>99.7</td>\n",
       "      <td>73.7</td>\n",
       "      <td>22.4</td>\n",
       "      <td>66.9</td>\n",
       "      <td>118.4</td>\n",
       "      <td>48.4</td>\n",
       "      <td>72.0</td>\n",
       "      <td>41.2</td>\n",
       "      <td>69.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>21.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>21.5</td>\n",
       "      <td>110.0</td>\n",
       "      <td>67.2</td>\n",
       "      <td>44.7</td>\n",
       "      <td>16.7</td>\n",
       "      <td>39.3</td>\n",
       "      <td>53.4</td>\n",
       "      <td>49.3</td>\n",
       "      <td>27.3</td>\n",
       "      <td>44.6</td>\n",
       "      <td>75.6</td>\n",
       "      <td>100.9</td>\n",
       "      <td>23.2</td>\n",
       "      <td>21.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>75.2</td>\n",
       "      <td>94.6</td>\n",
       "      <td>66.8</td>\n",
       "      <td>36.3</td>\n",
       "      <td>77.5</td>\n",
       "      <td>26.7</td>\n",
       "      <td>47.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>54.4</td>\n",
       "      <td>25.3</td>\n",
       "      <td>15.5</td>\n",
       "      <td>138.7</td>\n",
       "      <td>17.5</td>\n",
       "      <td>54.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>185.1</td>\n",
       "      <td>43.4</td>\n",
       "      <td>28.0</td>\n",
       "      <td>108.9</td>\n",
       "      <td>95.1</td>\n",
       "      <td>67.6</td>\n",
       "      <td>30.6</td>\n",
       "      <td>61.1</td>\n",
       "      <td>22.5</td>\n",
       "      <td>39.2</td>\n",
       "      <td>61.9</td>\n",
       "      <td>82.0</td>\n",
       "      <td>40.2</td>\n",
       "      <td>69.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>55.3</td>\n",
       "      <td>28.3</td>\n",
       "      <td>44.8</td>\n",
       "      <td>88.9</td>\n",
       "      <td>31.2</td>\n",
       "      <td>26.2</td>\n",
       "      <td>32.5</td>\n",
       "      <td>68.3</td>\n",
       "      <td>24.1</td>\n",
       "      <td>31.2</td>\n",
       "      <td>31.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>109.1</td>\n",
       "      <td>18.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>27.6</td>\n",
       "      <td>36.1</td>\n",
       "      <td>41.9</td>\n",
       "      <td>56.5</td>\n",
       "      <td>39.2</td>\n",
       "      <td>28.5</td>\n",
       "      <td>38.1</td>\n",
       "      <td>36.1</td>\n",
       "      <td>8.8</td>\n",
       "      <td>65.9</td>\n",
       "      <td>41.6</td>\n",
       "      <td>42.5</td>\n",
       "      <td>43.9</td>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nov</th>\n",
       "      <td>87.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>79.7</td>\n",
       "      <td>60.2</td>\n",
       "      <td>35.3</td>\n",
       "      <td>87.8</td>\n",
       "      <td>66.0</td>\n",
       "      <td>62.4</td>\n",
       "      <td>11.4</td>\n",
       "      <td>37.2</td>\n",
       "      <td>9.6</td>\n",
       "      <td>26.3</td>\n",
       "      <td>43.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>106.5</td>\n",
       "      <td>109.5</td>\n",
       "      <td>78.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>41.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>7.4</td>\n",
       "      <td>49.9</td>\n",
       "      <td>86.2</td>\n",
       "      <td>54.2</td>\n",
       "      <td>48.3</td>\n",
       "      <td>60.5</td>\n",
       "      <td>46.9</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Year    2010   2011  2012   2013  2014  2015  2016   2017  2018  2019   2020  \\\n",
       "Month                                                                          \n",
       "Jan     35.9   38.6  66.6   29.8  31.1  53.3  62.2   14.7  56.1  37.2   23.2   \n",
       "Feb     28.5   31.4  12.2   35.1  39.6   8.4  60.1   21.2  12.4  10.6  106.5   \n",
       "Mar     29.7    6.2   5.7   26.1   7.7  43.3  36.5   41.6  46.0  44.8   27.0   \n",
       "Apr     23.7   14.2  11.8   42.1  40.7  17.3  49.6   20.9  34.5  27.8   10.9   \n",
       "May     68.4    6.6  34.7   99.7  73.7  22.4  66.9  118.4  48.4  72.0   41.2   \n",
       "Jun     21.5  110.0  67.2   44.7  16.7  39.3  53.4   49.3  27.3  44.6   75.6   \n",
       "Jul     75.2   94.6  66.8   36.3  77.5  26.7  47.5   85.0  54.4  25.3   15.5   \n",
       "Aug    185.1   43.4  28.0  108.9  95.1  67.6  30.6   61.1  22.5  39.2   61.9   \n",
       "Sep     55.3   28.3  44.8   88.9  31.2  26.2  32.5   68.3  24.1  31.2   31.9   \n",
       "Oct     27.6   36.1  41.9   56.5  39.2  28.5  38.1   36.1   8.8  65.9   41.6   \n",
       "Nov     87.0    0.6  79.7   60.2  35.3  87.8  66.0   62.4  11.4  37.2    9.6   \n",
       "Dec    106.5  109.5  78.5   30.2  41.3  27.6   7.4   49.9  86.2  54.2   48.3   \n",
       "\n",
       "Year    2021   2022  2023  \n",
       "Month                      \n",
       "Jan     54.6   50.7  41.8  \n",
       "Feb     48.6   51.0  20.5  \n",
       "Mar     35.8   18.4  72.5  \n",
       "Apr     17.6   87.8  49.3  \n",
       "May     69.8   28.9  21.9  \n",
       "Jun    100.9   23.2  21.3  \n",
       "Jul    138.7   17.5  54.2  \n",
       "Aug     82.0   40.2  69.9  \n",
       "Sep      6.0  109.1  18.6  \n",
       "Oct     42.5   43.9  52.7  \n",
       "Nov     26.3   43.7   NaN  \n",
       "Dec     60.5   46.9   NaN  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_precipitation = df4.reset_index().pivot_table(columns='Year',index='Month',values='precipitation', sort=False)\n",
    "df_precipitation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "fa12c1b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=sns.heatmap(df_precipitation, cmap='viridis_r', annot=True, fmt=\".0f\")\n",
    "ax.invert_yaxis()\n",
    "plt.title(\"Precipitation in Würzburg [mm / month]\");\n",
    "plt.savefig('wurzburg_monthly_precipitations.png', facecolor='w', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "470cf56e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_precipitation.sum().plot.bar(title='Niederschlag in Würzburg [mm / Jahr]', ylim=(0, None));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "40727a96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_precipitation.mean(axis=1).plot.bar(title='Mittlerer Niederschlag in Würzburg\\n1966 -> 2022\\n[mm / Monat]',\n",
    "                                       ylim=(0, None));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0a195120",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_precipitation.transpose().plot.box(showfliers=False, ylim=(0, None))\n",
    "duration = \"2010 -> 2022\"\n",
    "plt.title(f\"Variation of monthly precipitation in Würzburg, {duration}\")\n",
    "plt.ylabel(\"[mm / month]\");\n",
    "plt.savefig('monthly_precipitation_variation_wuerzburg.png', facecolor=\"w\", bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e5d682d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO: Compare 1995 -> 2021 with 2015 -> 2021\n",
    "# TODO: Get duration from min max index\n",
    "# TODO: Ridgeline for each month?\n",
    "# TODO: apply to Feuerbach\n",
    "# TODO: Push and document\n",
    "# TODO: Show on map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "803223b4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}