Parse Niederschlag.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d52465eb",
   "metadata": {},
   "source": [
    "# Niederschlag from DWD\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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "18d75296",
   "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>2021-12-31 19:00:00</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-31 20:00:00</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-31 21:00:00</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-31 22:00:00</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-31 23:00:00</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>230227 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",
       "2021-12-31 19:00:00            0.0\n",
       "2021-12-31 20:00:00            0.0\n",
       "2021-12-31 21:00:00            0.0\n",
       "2021-12-31 22:00:00            0.0\n",
       "2021-12-31 23:00:00            0.0\n",
       "\n",
       "[230227 rows x 1 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\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": "52f73e31",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"figure.figsize\"] = (20, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "672300ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df[df.precipitation >= 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0fdf4a6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.resample('d').sum().plot(title='Niederschlag in Würzburg [mm / Tag]');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9a68733c",
   "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": [
    "df2.resample('M').sum().plot(title='Niederschlag in Würzburg [mm / Monat]', ylim=(0, None));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "929bacb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "yearly_values = df2[df2.index.year >= 1996].resample('Y').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>26.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>568.538462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>96.303059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>410.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>516.575000</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      26.000000\n",
       "mean      568.538462\n",
       "std        96.303059\n",
       "min       410.500000\n",
       "25%       516.575000\n",
       "50%       548.900000\n",
       "75%       614.400000\n",
       "max       807.100000"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yearly_values.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0a1cc458",
   "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": [
    "yearly_values.plot.bar(title='Niederschlag in Würzburg [mm / Jahr]', ylim=(0, None));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c74631eb",
   "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": [
    "yearly_values.boxplot()\n",
    "plt.title(\"Niederschlag in Würzburg, zwischen 1996 & 2021 [mm / Jahr]\")\n",
    "plt.savefig('wurzburg_yearly_precipitations_1996_2021.png', facecolor='w', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "faf431eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "df3 = df2[df2.index.year == 2021]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2509790f",
   "metadata": {},
   "outputs": [
    {
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       "      <th>16:00:00</th>\n",
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       "      <th>17:00:00</th>\n",
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       "      <th>18:00:00</th>\n",
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       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.0</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>0.0</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>...</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>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.7</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>0.0</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>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2</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>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.1</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>0.3</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.1</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  0.1  0.0  0.0  0.0  0.2  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  0.2  0.0  0.0  ...  0.0  0.0   \n",
       "02:00:00  0.0  0.0  0.0  0.0  0.0  0.1  0.0  0.1  0.0  0.0  ...  0.0  0.0   \n",
       "03:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "04:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "05:00:00  0.0  0.0  0.2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "06:00:00  0.0  0.0  0.2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "07:00:00  0.0  0.0  0.3  0.0  0.0  0.0  0.0  0.1  0.0  0.0  ...  0.0  0.0   \n",
       "08:00:00  0.0  0.0  0.3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "09:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "10:00:00  0.0  0.0  0.2  0.0  0.0  0.0  0.0  0.1  0.0  0.0  ...  0.0  0.0   \n",
       "11:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.2  0.0  0.0  ...  0.0  0.0   \n",
       "12:00:00  0.0  0.0  0.0  0.0  0.0  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  0.0  0.0  ...  0.0  0.0   \n",
       "14:00:00  0.0  0.0  0.1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "15:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "16:00:00  0.0  0.0  0.0  0.0  0.6  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "17:00:00  0.0  0.0  0.0  0.0  0.4  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "18:00:00  0.0  0.0  0.0  0.0  0.2  0.0  0.0  0.1  0.0  0.0  ...  0.0  0.0   \n",
       "19:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "20:00:00  0.0  0.0  0.0  0.0  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  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  0.0  0.0  ...  0.0  0.1   \n",
       "23:00:00  0.0  0.0  0.3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  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  0.2  1.5  0.0  0.0  \n",
       "01:00:00  0.0  0.0  0.0  1.1  0.0  1.2  0.1  0.0  \n",
       "02:00:00  0.3  0.0  0.0  0.1  0.0  0.3  0.0  0.0  \n",
       "03:00:00  0.1  0.0  0.0  0.1  0.0  0.3  0.0  0.0  \n",
       "04:00:00  0.1  0.0  0.0  0.3  0.0  0.0  0.0  0.0  \n",
       "05:00:00  0.0  0.7  0.0  0.1  0.0  0.0  0.0  0.0  \n",
       "06:00:00  0.0  2.4  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "07:00:00  0.0  2.7  0.0  0.0  1.1  0.0  0.0  0.0  \n",
       "08:00:00  0.0  0.8  0.0  0.0  2.8  0.0  1.1  0.0  \n",
       "09:00:00  0.0  0.4  0.0  0.0  1.5  0.0  0.1  0.0  \n",
       "10:00:00  0.0  0.3  0.0  0.0  0.6  0.0  0.0  0.0  \n",
       "11:00:00  0.0  0.2  0.0  0.0  0.7  0.1  0.0  0.0  \n",
       "12:00:00  0.0  0.0  0.0  0.0  0.2  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  0.0  0.2  0.1  0.0  0.0  0.0  0.0  0.0  \n",
       "15:00:00  0.1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "16:00:00  0.1  0.0  0.0  0.0  1.1  0.0  0.0  0.0  \n",
       "17:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "18:00:00  0.0  0.0  0.0  0.0  0.0  0.4  0.0  0.0  \n",
       "19:00:00  0.0  0.0  0.0  0.1  0.0  1.1  0.0  0.0  \n",
       "20:00:00  0.0  0.0  0.0  0.3  0.4  0.7  0.0  0.0  \n",
       "21:00:00  0.0  0.0  0.1  0.2  1.0  0.2  0.0  0.0  \n",
       "22:00:00  0.0  0.0  0.0  0.1  1.1  0.1  0.0  0.0  \n",
       "23:00:00  0.0  0.0  0.1  0.6  1.1  0.0  0.0  0.0  \n",
       "\n",
       "[24 rows x 365 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rain2021 = pd.pivot_table(df3, values='precipitation', index=df3.index.time, columns=df3.index.dayofyear)\n",
    "rain2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "42ddd82d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f1b17ef2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(rain2021, annot=False, cmap='viridis', vmax=5)\n",
    "plt.title('mm/h Regen in Würzburg, 2021')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29be9114",
   "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}