{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e7afe5ad-c8af-4e67-a7ac-d876217c936f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "84ab0d86-a43c-4c07-b37a-4ddb8f9c6b9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('Kurse/DataScience2/data/DE_Stromverbrauch_2020.csv', sep=\";\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "53c3c342-b95d-45dd-a07d-db755fa6a021",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Datum</th>\n",
       "      <th>Uhrzeit</th>\n",
       "      <th>Gesamt[MWh]</th>\n",
       "      <th>Residuallast[MWh]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01.01.2020</td>\n",
       "      <td>00:00</td>\n",
       "      <td>10.899</td>\n",
       "      <td>9.302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01.01.2020</td>\n",
       "      <td>00:15</td>\n",
       "      <td>10.837</td>\n",
       "      <td>9.241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01.01.2020</td>\n",
       "      <td>00:30</td>\n",
       "      <td>10.759</td>\n",
       "      <td>9.099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01.01.2020</td>\n",
       "      <td>00:45</td>\n",
       "      <td>10.719</td>\n",
       "      <td>8.999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01.01.2020</td>\n",
       "      <td>01:00</td>\n",
       "      <td>10.678</td>\n",
       "      <td>8.942</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Datum Uhrzeit  Gesamt[MWh] Residuallast[MWh]\n",
       "0  01.01.2020   00:00       10.899             9.302\n",
       "1  01.01.2020   00:15       10.837             9.241\n",
       "2  01.01.2020   00:30       10.759             9.099\n",
       "3  01.01.2020   00:45       10.719             8.999\n",
       "4  01.01.2020   01:00       10.678             8.942"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d498c9ac-bee1-4b05-8d2d-27dee0aa9682",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Verbrauch'] = df['Gesamt[MWh]']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f57cd1a5-48ae-4d19-8d9b-609c2d6eca96",
   "metadata": {},
   "outputs": [],
   "source": [
    "idx = pd.to_datetime(df['Datum'], format='%d.%m.%Y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7319fe58-640d-4a59-bf04-59a659e771f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "verbrauch = df['Verbrauch']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0b2e9315-3ab0-476a-8850-41882583b422",
   "metadata": {},
   "outputs": [],
   "source": [
    "verbrauch.index = idx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0ec80179-7ed3-4dba-9913-c4ccc486a30e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Datum'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "verbrauch.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "acc14718-8ea2-46aa-a4b1-8e58babb0401",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Datum'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "verbrauch.resample('M').max().plot()\n",
    "verbrauch.resample('M').min().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e423bd80-e2f9-4843-b64b-9791a58a1a45",
   "metadata": {},
   "outputs": [],
   "source": [
    "delta = verbrauch / verbrauch.shift(1) - 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "28a01182-f9c5-470f-bc52-748488a9b20d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Datum'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "delta.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1fa22c3a-88d8-49d8-b7ea-5ddc827142d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Datum'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "delta.rolling(window=4).mean().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d17c899-d1a3-4358-9bdb-6a9d8266a220",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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