docs/example.ipynb

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    "Based on the IntensityDurationFrequencyAnalysis, the HeavyRainIndexAnalysis enables the creation of location-dependent heavy rain indices according to the methods of Schmitt, Mudersbach and also those of Krüger and Pfister.\n",
    "Furthermore, the possibility of creating heavy rain index curves according to the Krüger and Pfister method was included and implemented for the other two methods. Thus, heavy rainfall index curves can be compared with each other. Furthermore, it is possible to assign individual rain events to a heavy rain index using existing rain data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.colors import ListedColormap\n",
    "from idf_analysis.definitions import *\n",
    "from idf_analysis.little_helpers import minutes_readable\n",
    "from idf_analysis.sww_utils import rain_events, event_duration, agg_events\n",
    "from sri_class import HeavyRainIndexAnalyse\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from os import path\n",
    "%matplotlib inline\n",
    "plt.style.use('fast')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Implemented Methods for the HeavyRainIndexAnalysis:  \n",
    "SCHMITT = 'Schmitt'  \n",
    "KRUEGER_PFISTER = 'KruegerPfister'  \n",
    "MUDERSBACH = 'Mudersbach'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "idf = HeavyRainIndexAnalyse(method=HeavyRainIndexAnalyse.METHODS.KRUEGER_PFISTER,\n",
    "                            series_kind=PARTIAL, worksheet=DWA, extended_durations=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cmap = ListedColormap([(1,1,1)] + list(idf.indices_color.values()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
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   "source": [
    "data = pd.read_parquet('ehyd_112086.parquet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_directory = 'Ergebnisse'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "idf.set_series(data['precipitation'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "idf.auto_save_parameters(path.join(output_directory, 'idf_parameters.yaml'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Heavy rainfall index-matrix is created with regard to the individual procedures for SRI generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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       "            color:  #f1f1f1;\n",
       "        }#T_aa22fc48_aa42_11eb_8425_6c40089decd4row18_col10,#T_aa22fc48_aa42_11eb_8425_6c40089decd4row19_col10,#T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col9,#T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col10{\n",
       "            background-color:  #a81cdb;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4\" ><thead>    <tr>        <th class=\"index_name level0\" >Return Period in a</th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>        <th class=\"col_heading level0 col3\" >5</th>        <th class=\"col_heading level0 col4\" >10</th>        <th class=\"col_heading level0 col5\" >20</th>        <th class=\"col_heading level0 col6\" >25</th>        <th class=\"col_heading level0 col7\" >30</th>        <th class=\"col_heading level0 col8\" >50</th>        <th class=\"col_heading level0 col9\" >75</th>        <th class=\"col_heading level0 col10\" >100</th>    </tr>    <tr>        <th class=\"index_name level0\" >duration in min</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row0\" class=\"row_heading level0 row0\" >5</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row0_col0\" class=\"data row0 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row0_col1\" class=\"data row0 col1\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row0_col2\" class=\"data row0 col2\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row0_col3\" class=\"data row0 col3\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row0_col4\" class=\"data row0 col4\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row0_col5\" class=\"data row0 col5\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row0_col6\" class=\"data row0 col6\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row0_col7\" class=\"data row0 col7\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row0_col8\" class=\"data row0 col8\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row0_col9\" class=\"data row0 col9\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row0_col10\" class=\"data row0 col10\" >1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row1\" class=\"row_heading level0 row1\" >10</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row1_col0\" class=\"data row1 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row1_col1\" class=\"data row1 col1\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row1_col2\" class=\"data row1 col2\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row1_col3\" class=\"data row1 col3\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row1_col4\" class=\"data row1 col4\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row1_col5\" class=\"data row1 col5\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row1_col6\" class=\"data row1 col6\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row1_col7\" class=\"data row1 col7\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row1_col8\" class=\"data row1 col8\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row1_col9\" class=\"data row1 col9\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row1_col10\" class=\"data row1 col10\" >2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row2\" class=\"row_heading level0 row2\" >15</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row2_col0\" class=\"data row2 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row2_col1\" class=\"data row2 col1\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row2_col2\" class=\"data row2 col2\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row2_col3\" class=\"data row2 col3\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row2_col4\" class=\"data row2 col4\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row2_col5\" class=\"data row2 col5\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row2_col6\" class=\"data row2 col6\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row2_col7\" class=\"data row2 col7\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row2_col8\" class=\"data row2 col8\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row2_col9\" class=\"data row2 col9\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row2_col10\" class=\"data row2 col10\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row3\" class=\"row_heading level0 row3\" >20</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row3_col0\" class=\"data row3 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row3_col1\" class=\"data row3 col1\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row3_col2\" class=\"data row3 col2\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row3_col3\" class=\"data row3 col3\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row3_col4\" class=\"data row3 col4\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row3_col5\" class=\"data row3 col5\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row3_col6\" class=\"data row3 col6\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row3_col7\" class=\"data row3 col7\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row3_col8\" class=\"data row3 col8\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row3_col9\" class=\"data row3 col9\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row3_col10\" class=\"data row3 col10\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row4\" class=\"row_heading level0 row4\" >30</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row4_col0\" class=\"data row4 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row4_col1\" class=\"data row4 col1\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row4_col2\" class=\"data row4 col2\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row4_col3\" class=\"data row4 col3\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row4_col4\" class=\"data row4 col4\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row4_col5\" class=\"data row4 col5\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row4_col6\" class=\"data row4 col6\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row4_col7\" class=\"data row4 col7\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row4_col8\" class=\"data row4 col8\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row4_col9\" class=\"data row4 col9\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row4_col10\" class=\"data row4 col10\" >4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row5\" class=\"row_heading level0 row5\" >45</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row5_col0\" class=\"data row5 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row5_col1\" class=\"data row5 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row5_col2\" class=\"data row5 col2\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row5_col3\" class=\"data row5 col3\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row5_col4\" class=\"data row5 col4\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row5_col5\" class=\"data row5 col5\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row5_col6\" class=\"data row5 col6\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row5_col7\" class=\"data row5 col7\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row5_col8\" class=\"data row5 col8\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row5_col9\" class=\"data row5 col9\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row5_col10\" class=\"data row5 col10\" >5</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row6\" class=\"row_heading level0 row6\" >60</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row6_col0\" class=\"data row6 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row6_col1\" class=\"data row6 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row6_col2\" class=\"data row6 col2\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row6_col3\" class=\"data row6 col3\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row6_col4\" class=\"data row6 col4\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row6_col5\" class=\"data row6 col5\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row6_col6\" class=\"data row6 col6\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row6_col7\" class=\"data row6 col7\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row6_col8\" class=\"data row6 col8\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row6_col9\" class=\"data row6 col9\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row6_col10\" class=\"data row6 col10\" >5</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row7\" class=\"row_heading level0 row7\" >90</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row7_col0\" class=\"data row7 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row7_col1\" class=\"data row7 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row7_col2\" class=\"data row7 col2\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row7_col3\" class=\"data row7 col3\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row7_col4\" class=\"data row7 col4\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row7_col5\" class=\"data row7 col5\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row7_col6\" class=\"data row7 col6\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row7_col7\" class=\"data row7 col7\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row7_col8\" class=\"data row7 col8\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row7_col9\" class=\"data row7 col9\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row7_col10\" class=\"data row7 col10\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row8\" class=\"row_heading level0 row8\" >120</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row8_col0\" class=\"data row8 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row8_col1\" class=\"data row8 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row8_col2\" class=\"data row8 col2\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row8_col3\" class=\"data row8 col3\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row8_col4\" class=\"data row8 col4\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row8_col5\" class=\"data row8 col5\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row8_col6\" class=\"data row8 col6\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row8_col7\" class=\"data row8 col7\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row8_col8\" class=\"data row8 col8\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row8_col9\" class=\"data row8 col9\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row8_col10\" class=\"data row8 col10\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row9\" class=\"row_heading level0 row9\" >180</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row9_col0\" class=\"data row9 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row9_col1\" class=\"data row9 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row9_col2\" class=\"data row9 col2\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row9_col3\" class=\"data row9 col3\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row9_col4\" class=\"data row9 col4\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row9_col5\" class=\"data row9 col5\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row9_col6\" class=\"data row9 col6\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row9_col7\" class=\"data row9 col7\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row9_col8\" class=\"data row9 col8\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row9_col9\" class=\"data row9 col9\" >6</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row9_col10\" class=\"data row9 col10\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row10\" class=\"row_heading level0 row10\" >240</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row10_col0\" class=\"data row10 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row10_col1\" class=\"data row10 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row10_col2\" class=\"data row10 col2\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row10_col3\" class=\"data row10 col3\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row10_col4\" class=\"data row10 col4\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row10_col5\" class=\"data row10 col5\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row10_col6\" class=\"data row10 col6\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row10_col7\" class=\"data row10 col7\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row10_col8\" class=\"data row10 col8\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row10_col9\" class=\"data row10 col9\" >6</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row10_col10\" class=\"data row10 col10\" >6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row11\" class=\"row_heading level0 row11\" >360</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row11_col0\" class=\"data row11 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row11_col1\" class=\"data row11 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row11_col2\" class=\"data row11 col2\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row11_col3\" class=\"data row11 col3\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row11_col4\" class=\"data row11 col4\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row11_col5\" class=\"data row11 col5\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row11_col6\" class=\"data row11 col6\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row11_col7\" class=\"data row11 col7\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row11_col8\" class=\"data row11 col8\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row11_col9\" class=\"data row11 col9\" >6</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row11_col10\" class=\"data row11 col10\" >7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row12\" class=\"row_heading level0 row12\" >540</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row12_col0\" class=\"data row12 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row12_col1\" class=\"data row12 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row12_col2\" class=\"data row12 col2\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row12_col3\" class=\"data row12 col3\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row12_col4\" class=\"data row12 col4\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row12_col5\" class=\"data row12 col5\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row12_col6\" class=\"data row12 col6\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row12_col7\" class=\"data row12 col7\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row12_col8\" class=\"data row12 col8\" >6</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row12_col9\" class=\"data row12 col9\" >7</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row12_col10\" class=\"data row12 col10\" >7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row13\" class=\"row_heading level0 row13\" >720</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row13_col0\" class=\"data row13 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row13_col1\" class=\"data row13 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row13_col2\" class=\"data row13 col2\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row13_col3\" class=\"data row13 col3\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row13_col4\" class=\"data row13 col4\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row13_col5\" class=\"data row13 col5\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row13_col6\" class=\"data row13 col6\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row13_col7\" class=\"data row13 col7\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row13_col8\" class=\"data row13 col8\" >6</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row13_col9\" class=\"data row13 col9\" >7</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row13_col10\" class=\"data row13 col10\" >8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row14\" class=\"row_heading level0 row14\" >1080</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row14_col0\" class=\"data row14 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row14_col1\" class=\"data row14 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row14_col2\" class=\"data row14 col2\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row14_col3\" class=\"data row14 col3\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row14_col4\" class=\"data row14 col4\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row14_col5\" class=\"data row14 col5\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row14_col6\" class=\"data row14 col6\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row14_col7\" class=\"data row14 col7\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row14_col8\" class=\"data row14 col8\" >6</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row14_col9\" class=\"data row14 col9\" >7</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row14_col10\" class=\"data row14 col10\" >8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row15\" class=\"row_heading level0 row15\" >1440</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row15_col0\" class=\"data row15 col0\" >0</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row15_col1\" class=\"data row15 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row15_col2\" class=\"data row15 col2\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row15_col3\" class=\"data row15 col3\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row15_col4\" class=\"data row15 col4\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row15_col5\" class=\"data row15 col5\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row15_col6\" class=\"data row15 col6\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row15_col7\" class=\"data row15 col7\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row15_col8\" class=\"data row15 col8\" >6</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row15_col9\" class=\"data row15 col9\" >7</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row15_col10\" class=\"data row15 col10\" >8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row16\" class=\"row_heading level0 row16\" >2880</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row16_col0\" class=\"data row16 col0\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row16_col1\" class=\"data row16 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row16_col2\" class=\"data row16 col2\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row16_col3\" class=\"data row16 col3\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row16_col4\" class=\"data row16 col4\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row16_col5\" class=\"data row16 col5\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row16_col6\" class=\"data row16 col6\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row16_col7\" class=\"data row16 col7\" >6</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row16_col8\" class=\"data row16 col8\" >7</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row16_col9\" class=\"data row16 col9\" >8</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row16_col10\" class=\"data row16 col10\" >9</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row17\" class=\"row_heading level0 row17\" >4320</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row17_col0\" class=\"data row17 col0\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row17_col1\" class=\"data row17 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row17_col2\" class=\"data row17 col2\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row17_col3\" class=\"data row17 col3\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row17_col4\" class=\"data row17 col4\" >4</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row17_col5\" class=\"data row17 col5\" >6</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row17_col6\" class=\"data row17 col6\" >6</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row17_col7\" class=\"data row17 col7\" >7</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row17_col8\" class=\"data row17 col8\" >8</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row17_col9\" class=\"data row17 col9\" >9</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row17_col10\" class=\"data row17 col10\" >10</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row18\" class=\"row_heading level0 row18\" >5760</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row18_col0\" class=\"data row18 col0\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row18_col1\" class=\"data row18 col1\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row18_col2\" class=\"data row18 col2\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row18_col3\" class=\"data row18 col3\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row18_col4\" class=\"data row18 col4\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row18_col5\" class=\"data row18 col5\" >6</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row18_col6\" class=\"data row18 col6\" >7</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row18_col7\" class=\"data row18 col7\" >8</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row18_col8\" class=\"data row18 col8\" >9</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row18_col9\" class=\"data row18 col9\" >11</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row18_col10\" class=\"data row18 col10\" >12</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row19\" class=\"row_heading level0 row19\" >7200</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row19_col0\" class=\"data row19 col0\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row19_col1\" class=\"data row19 col1\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row19_col2\" class=\"data row19 col2\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row19_col3\" class=\"data row19 col3\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row19_col4\" class=\"data row19 col4\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row19_col5\" class=\"data row19 col5\" >7</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row19_col6\" class=\"data row19 col6\" >7</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row19_col7\" class=\"data row19 col7\" >8</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row19_col8\" class=\"data row19 col8\" >10</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row19_col9\" class=\"data row19 col9\" >11</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row19_col10\" class=\"data row19 col10\" >12</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4level0_row20\" class=\"row_heading level0 row20\" >8640</th>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col0\" class=\"data row20 col0\" >1</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col1\" class=\"data row20 col1\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col2\" class=\"data row20 col2\" >2</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col3\" class=\"data row20 col3\" >3</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col4\" class=\"data row20 col4\" >5</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col5\" class=\"data row20 col5\" >7</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col6\" class=\"data row20 col6\" >8</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col7\" class=\"data row20 col7\" >8</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col8\" class=\"data row20 col8\" >10</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col9\" class=\"data row20 col9\" >12</td>\n",
       "                        <td id=\"T_aa22fc48_aa42_11eb_8425_6c40089decd4row20_col10\" class=\"data row20 col10\" >12</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fd74ee4f850>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idf.interim_sri_table().style.background_gradient(cmap=cmap, vmin=1, vmax=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An auxiliary table must be generated for the creation of the heavy rain index-curves. Here, the rainfall heights are shown depending on the duration and the heavy rain index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "            background-color:  #b0e61a;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ccff99;\n",
       "            color:  #000000;\n",
       "        }#T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col10,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col11,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col8,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col9,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col10,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col11,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col8,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col9,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col10,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col11,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col7,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col8,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col9,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col10,#T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col11{\n",
       "            background-color:  #e6ff4c;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4\" ><thead>    <tr>        <th class=\"index_name level0\" >SRI</th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>        <th class=\"col_heading level0 col3\" >4</th>        <th class=\"col_heading level0 col4\" >5</th>        <th class=\"col_heading level0 col5\" >6</th>        <th class=\"col_heading level0 col6\" >7</th>        <th class=\"col_heading level0 col7\" >8</th>        <th class=\"col_heading level0 col8\" >9</th>        <th class=\"col_heading level0 col9\" >10</th>        <th class=\"col_heading level0 col10\" >11</th>        <th class=\"col_heading level0 col11\" >12</th>    </tr>    <tr>        <th class=\"index_name level0\" >duration in min</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row0\" class=\"row_heading level0 row0\" >5</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row0_col0\" class=\"data row0 col0\" >17.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row0_col1\" class=\"data row0 col1\" >24.8</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row0_col2\" class=\"data row0 col2\" >30.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row0_col3\" class=\"data row0 col3\" >35.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row0_col4\" class=\"data row0 col4\" >39.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row0_col5\" class=\"data row0 col5\" >43.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row0_col6\" class=\"data row0 col6\" >46.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row0_col7\" class=\"data row0 col7\" >49.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row0_col8\" class=\"data row0 col8\" >52.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row0_col9\" class=\"data row0 col9\" >55.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row0_col10\" class=\"data row0 col10\" >58.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row0_col11\" class=\"data row0 col11\" >60.8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row1\" class=\"row_heading level0 row1\" >10</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row1_col0\" class=\"data row1 col0\" >22.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row1_col1\" class=\"data row1 col1\" >31.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row1_col2\" class=\"data row1 col2\" >38.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row1_col3\" class=\"data row1 col3\" >44.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row1_col4\" class=\"data row1 col4\" >49.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row1_col5\" class=\"data row1 col5\" >54.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row1_col6\" class=\"data row1 col6\" >58.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row1_col7\" class=\"data row1 col7\" >62.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row1_col8\" class=\"data row1 col8\" >66.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row1_col9\" class=\"data row1 col9\" >70.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row1_col10\" class=\"data row1 col10\" >73.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row1_col11\" class=\"data row1 col11\" >76.7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row2\" class=\"row_heading level0 row2\" >15</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row2_col0\" class=\"data row2 col0\" >25.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row2_col1\" class=\"data row2 col1\" >35.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row2_col2\" class=\"data row2 col2\" >43.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row2_col3\" class=\"data row2 col3\" >50.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row2_col4\" class=\"data row2 col4\" >56.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row2_col5\" class=\"data row2 col5\" >61.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row2_col6\" class=\"data row2 col6\" >66.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row2_col7\" class=\"data row2 col7\" >70.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row2_col8\" class=\"data row2 col8\" >75.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row2_col9\" class=\"data row2 col9\" >79.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row2_col10\" class=\"data row2 col10\" >83.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row2_col11\" class=\"data row2 col11\" >86.8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row3\" class=\"row_heading level0 row3\" >20</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row3_col0\" class=\"data row3 col0\" >27.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row3_col1\" class=\"data row3 col1\" >38.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row3_col2\" class=\"data row3 col2\" >47.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row3_col3\" class=\"data row3 col3\" >54.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row3_col4\" class=\"data row3 col4\" >60.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row3_col5\" class=\"data row3 col5\" >66.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row3_col6\" class=\"data row3 col6\" >72.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row3_col7\" class=\"data row3 col7\" >77.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row3_col8\" class=\"data row3 col8\" >81.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row3_col9\" class=\"data row3 col9\" >86.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row3_col10\" class=\"data row3 col10\" >90.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row3_col11\" class=\"data row3 col11\" >94.3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row4\" class=\"row_heading level0 row4\" >30</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row4_col0\" class=\"data row4 col0\" >30.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row4_col1\" class=\"data row4 col1\" >42.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row4_col2\" class=\"data row4 col2\" >52.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row4_col3\" class=\"data row4 col3\" >60.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row4_col4\" class=\"data row4 col4\" >67.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row4_col5\" class=\"data row4 col5\" >74.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row4_col6\" class=\"data row4 col6\" >80.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row4_col7\" class=\"data row4 col7\" >85.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row4_col8\" class=\"data row4 col8\" >91.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row4_col9\" class=\"data row4 col9\" >96.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row4_col10\" class=\"data row4 col10\" >100.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row4_col11\" class=\"data row4 col11\" >105.2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row5\" class=\"row_heading level0 row5\" >45</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row5_col0\" class=\"data row5 col0\" >33.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row5_col1\" class=\"data row5 col1\" >47.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row5_col2\" class=\"data row5 col2\" >58.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row5_col3\" class=\"data row5 col3\" >67.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row5_col4\" class=\"data row5 col4\" >75.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row5_col5\" class=\"data row5 col5\" >82.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row5_col6\" class=\"data row5 col6\" >89.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row5_col7\" class=\"data row5 col7\" >95.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row5_col8\" class=\"data row5 col8\" >101.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row5_col9\" class=\"data row5 col9\" >106.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row5_col10\" class=\"data row5 col10\" >111.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row5_col11\" class=\"data row5 col11\" >116.6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row6\" class=\"row_heading level0 row6\" >60</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row6_col0\" class=\"data row6 col0\" >36.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row6_col1\" class=\"data row6 col1\" >51.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row6_col2\" class=\"data row6 col2\" >62.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row6_col3\" class=\"data row6 col3\" >72.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row6_col4\" class=\"data row6 col4\" >80.8</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row6_col5\" class=\"data row6 col5\" >88.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row6_col6\" class=\"data row6 col6\" >95.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row6_col7\" class=\"data row6 col7\" >102.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row6_col8\" class=\"data row6 col8\" >108.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row6_col9\" class=\"data row6 col9\" >114.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row6_col10\" class=\"data row6 col10\" >119.8</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row6_col11\" class=\"data row6 col11\" >125.2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row7\" class=\"row_heading level0 row7\" >90</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row7_col0\" class=\"data row7 col0\" >37.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row7_col1\" class=\"data row7 col1\" >52.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row7_col2\" class=\"data row7 col2\" >64.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row7_col3\" class=\"data row7 col3\" >74.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row7_col4\" class=\"data row7 col4\" >83.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row7_col5\" class=\"data row7 col5\" >91.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row7_col6\" class=\"data row7 col6\" >98.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row7_col7\" class=\"data row7 col7\" >105.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row7_col8\" class=\"data row7 col8\" >111.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row7_col9\" class=\"data row7 col9\" >117.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row7_col10\" class=\"data row7 col10\" >123.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row7_col11\" class=\"data row7 col11\" >128.8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row8\" class=\"row_heading level0 row8\" >120</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row8_col0\" class=\"data row8 col0\" >38.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row8_col1\" class=\"data row8 col1\" >53.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row8_col2\" class=\"data row8 col2\" >65.8</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row8_col3\" class=\"data row8 col3\" >75.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row8_col4\" class=\"data row8 col4\" >84.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row8_col5\" class=\"data row8 col5\" >93.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row8_col6\" class=\"data row8 col6\" >100.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row8_col7\" class=\"data row8 col7\" >107.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row8_col8\" class=\"data row8 col8\" >113.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row8_col9\" class=\"data row8 col9\" >120.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row8_col10\" class=\"data row8 col10\" >125.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row8_col11\" class=\"data row8 col11\" >131.5</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row9\" class=\"row_heading level0 row9\" >180</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row9_col0\" class=\"data row9 col0\" >39.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row9_col1\" class=\"data row9 col1\" >55.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row9_col2\" class=\"data row9 col2\" >67.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row9_col3\" class=\"data row9 col3\" >78.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row9_col4\" class=\"data row9 col4\" >87.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row9_col5\" class=\"data row9 col5\" >95.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row9_col6\" class=\"data row9 col6\" >103.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row9_col7\" class=\"data row9 col7\" >110.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row9_col8\" class=\"data row9 col8\" >117.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row9_col9\" class=\"data row9 col9\" >123.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row9_col10\" class=\"data row9 col10\" >129.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row9_col11\" class=\"data row9 col11\" >135.4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row10\" class=\"row_heading level0 row10\" >240</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row10_col0\" class=\"data row10 col0\" >39.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row10_col1\" class=\"data row10 col1\" >56.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row10_col2\" class=\"data row10 col2\" >69.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row10_col3\" class=\"data row10 col3\" >79.8</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row10_col4\" class=\"data row10 col4\" >89.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row10_col5\" class=\"data row10 col5\" >97.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row10_col6\" class=\"data row10 col6\" >105.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row10_col7\" class=\"data row10 col7\" >112.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row10_col8\" class=\"data row10 col8\" >119.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row10_col9\" class=\"data row10 col9\" >126.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row10_col10\" class=\"data row10 col10\" >132.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row10_col11\" class=\"data row10 col11\" >138.2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row11\" class=\"row_heading level0 row11\" >360</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row11_col0\" class=\"data row11 col0\" >41.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row11_col1\" class=\"data row11 col1\" >58.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row11_col2\" class=\"data row11 col2\" >71.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row11_col3\" class=\"data row11 col3\" >82.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row11_col4\" class=\"data row11 col4\" >91.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row11_col5\" class=\"data row11 col5\" >100.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row11_col6\" class=\"data row11 col6\" >108.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row11_col7\" class=\"data row11 col7\" >116.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row11_col8\" class=\"data row11 col8\" >123.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row11_col9\" class=\"data row11 col9\" >129.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row11_col10\" class=\"data row11 col10\" >136.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row11_col11\" class=\"data row11 col11\" >142.3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row12\" class=\"row_heading level0 row12\" >540</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row12_col0\" class=\"data row12 col0\" >42.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row12_col1\" class=\"data row12 col1\" >59.8</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row12_col2\" class=\"data row12 col2\" >73.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row12_col3\" class=\"data row12 col3\" >84.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row12_col4\" class=\"data row12 col4\" >94.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row12_col5\" class=\"data row12 col5\" >103.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row12_col6\" class=\"data row12 col6\" >112.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row12_col7\" class=\"data row12 col7\" >119.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row12_col8\" class=\"data row12 col8\" >126.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row12_col9\" class=\"data row12 col9\" >133.8</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row12_col10\" class=\"data row12 col10\" >140.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row12_col11\" class=\"data row12 col11\" >146.6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row13\" class=\"row_heading level0 row13\" >720</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row13_col0\" class=\"data row13 col0\" >43.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row13_col1\" class=\"data row13 col1\" >61.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row13_col2\" class=\"data row13 col2\" >74.8</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row13_col3\" class=\"data row13 col3\" >86.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row13_col4\" class=\"data row13 col4\" >96.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row13_col5\" class=\"data row13 col5\" >105.8</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row13_col6\" class=\"data row13 col6\" >114.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row13_col7\" class=\"data row13 col7\" >122.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row13_col8\" class=\"data row13 col8\" >129.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row13_col9\" class=\"data row13 col9\" >136.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row13_col10\" class=\"data row13 col10\" >143.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row13_col11\" class=\"data row13 col11\" >149.7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row14\" class=\"row_heading level0 row14\" >1080</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row14_col0\" class=\"data row14 col0\" >43.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row14_col1\" class=\"data row14 col1\" >62.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row14_col2\" class=\"data row14 col2\" >76.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row14_col3\" class=\"data row14 col3\" >87.8</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row14_col4\" class=\"data row14 col4\" >98.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row14_col5\" class=\"data row14 col5\" >107.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row14_col6\" class=\"data row14 col6\" >116.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row14_col7\" class=\"data row14 col7\" >124.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row14_col8\" class=\"data row14 col8\" >131.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row14_col9\" class=\"data row14 col9\" >138.8</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row14_col10\" class=\"data row14 col10\" >145.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row14_col11\" class=\"data row14 col11\" >152.1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row15\" class=\"row_heading level0 row15\" >1440</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row15_col0\" class=\"data row15 col0\" >43.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row15_col1\" class=\"data row15 col1\" >61.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row15_col2\" class=\"data row15 col2\" >75.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row15_col3\" class=\"data row15 col3\" >87.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row15_col4\" class=\"data row15 col4\" >97.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row15_col5\" class=\"data row15 col5\" >106.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row15_col6\" class=\"data row15 col6\" >115.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row15_col7\" class=\"data row15 col7\" >123.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row15_col8\" class=\"data row15 col8\" >130.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row15_col9\" class=\"data row15 col9\" >137.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row15_col10\" class=\"data row15 col10\" >144.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row15_col11\" class=\"data row15 col11\" >150.9</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row16\" class=\"row_heading level0 row16\" >2880</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row16_col0\" class=\"data row16 col0\" >46.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row16_col1\" class=\"data row16 col1\" >65.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row16_col2\" class=\"data row16 col2\" >80.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row16_col3\" class=\"data row16 col3\" >92.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row16_col4\" class=\"data row16 col4\" >103.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row16_col5\" class=\"data row16 col5\" >113.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row16_col6\" class=\"data row16 col6\" >122.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row16_col7\" class=\"data row16 col7\" >130.8</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row16_col8\" class=\"data row16 col8\" >138.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row16_col9\" class=\"data row16 col9\" >146.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row16_col10\" class=\"data row16 col10\" >153.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row16_col11\" class=\"data row16 col11\" >160.2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row17\" class=\"row_heading level0 row17\" >4320</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col0\" class=\"data row17 col0\" >50.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col1\" class=\"data row17 col1\" >71.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col2\" class=\"data row17 col2\" >86.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col3\" class=\"data row17 col3\" >100.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col4\" class=\"data row17 col4\" >112.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col5\" class=\"data row17 col5\" >122.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col6\" class=\"data row17 col6\" >132.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col7\" class=\"data row17 col7\" >141.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col8\" class=\"data row17 col8\" >150.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col9\" class=\"data row17 col9\" >158.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col10\" class=\"data row17 col10\" >166.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row17_col11\" class=\"data row17 col11\" >173.8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row18\" class=\"row_heading level0 row18\" >5760</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col0\" class=\"data row18 col0\" >54.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col1\" class=\"data row18 col1\" >76.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col2\" class=\"data row18 col2\" >93.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col3\" class=\"data row18 col3\" >108.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col4\" class=\"data row18 col4\" >120.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col5\" class=\"data row18 col5\" >132.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col6\" class=\"data row18 col6\" >143.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col7\" class=\"data row18 col7\" >153.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col8\" class=\"data row18 col8\" >162.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col9\" class=\"data row18 col9\" >171.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col10\" class=\"data row18 col10\" >179.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row18_col11\" class=\"data row18 col11\" >187.4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row19\" class=\"row_heading level0 row19\" >7200</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col0\" class=\"data row19 col0\" >55.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col1\" class=\"data row19 col1\" >78.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col2\" class=\"data row19 col2\" >96.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col3\" class=\"data row19 col3\" >111.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col4\" class=\"data row19 col4\" >124.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col5\" class=\"data row19 col5\" >136.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col6\" class=\"data row19 col6\" >147.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col7\" class=\"data row19 col7\" >157.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col8\" class=\"data row19 col8\" >167.0</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col9\" class=\"data row19 col9\" >176.1</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col10\" class=\"data row19 col10\" >184.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row19_col11\" class=\"data row19 col11\" >192.9</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4level0_row20\" class=\"row_heading level0 row20\" >8640</th>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col0\" class=\"data row20 col0\" >57.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col1\" class=\"data row20 col1\" >81.2</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col2\" class=\"data row20 col2\" >99.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col3\" class=\"data row20 col3\" >114.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col4\" class=\"data row20 col4\" >128.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col5\" class=\"data row20 col5\" >140.7</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col6\" class=\"data row20 col6\" >151.9</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col7\" class=\"data row20 col7\" >162.4</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col8\" class=\"data row20 col8\" >172.3</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col9\" class=\"data row20 col9\" >181.6</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col10\" class=\"data row20 col10\" >190.5</td>\n",
       "                        <td id=\"T_aa36da6a_aa42_11eb_8425_6c40089decd4row20_col11\" class=\"data row20 col11\" >198.9</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fd75fb02070>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idf.result_sri_table().style.background_gradient(cmap=cmap, vmin=0, vmax=700).format(\"{:.1f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using heavy rainfall index curves, the necessary rainfall heights can be read off depending on the respective index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 708.661x311.811 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "idf.method = idf.METHODS.KRUEGER_PFISTER\n",
    "fig, ax = idf.result_sri_figure()\n",
    "ax.legend(loc='upper left')\n",
    "ax.grid(color='grey', linestyle='-', linewidth=0.3)\n",
    "ax.set_ylim(0, 230)\n",
    "old_labels = ax.get_xticklabels()\n",
    "old_labels[2] = ''\n",
    "old_labels[5] = ''\n",
    "old_labels[19] = ''\n",
    "ax.set_xticklabels(old_labels)\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "ax.legend(handles[::-1], labels[::-1], title='SRI', loc='upper left')\n",
    "plt.savefig(\"kruegerpfister.svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Heavy rain index allocation of a specific rain event"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "calculating rainfall_sum data-frame: 100%|██████████| 21/21 [00:00<00:00, 52.89it/s]\n",
      "calculating return_periods data-frame: 100%|██████████| 21/21 [00:00<00:00, 26.05it/s]\n"
     ]
    },
    {
     "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>start</th>\n",
       "      <th>end</th>\n",
       "      <th>duration</th>\n",
       "      <th>rain_sum</th>\n",
       "      <th>last_event</th>\n",
       "      <th>max_return_period</th>\n",
       "      <th>max_return_period_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2008-07-20 17:43:00</td>\n",
       "      <td>2008-07-21 08:57:00</td>\n",
       "      <td>0 days 15:14:00</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2 days 02:48:00</td>\n",
       "      <td>3.107646</td>\n",
       "      <td>5760.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2008-06-23 19:50:00</td>\n",
       "      <td>2008-06-24 19:48:00</td>\n",
       "      <td>0 days 23:58:00</td>\n",
       "      <td>35.8</td>\n",
       "      <td>2 days 21:52:00</td>\n",
       "      <td>6.110724</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2009-08-27 19:52:00</td>\n",
       "      <td>2009-08-29 13:25:00</td>\n",
       "      <td>1 days 17:33:00</td>\n",
       "      <td>55.1</td>\n",
       "      <td>4 days 23:06:00</td>\n",
       "      <td>22.792081</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>2009-07-18 08:55:00</td>\n",
       "      <td>2009-07-18 13:19:00</td>\n",
       "      <td>0 days 04:24:00</td>\n",
       "      <td>58.0</td>\n",
       "      <td>2 days 01:56:00</td>\n",
       "      <td>3.741213</td>\n",
       "      <td>240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2009-08-21 19:49:00</td>\n",
       "      <td>2009-08-22 20:46:00</td>\n",
       "      <td>1 days 00:57:00</td>\n",
       "      <td>64.2</td>\n",
       "      <td>4 days 03:04:00</td>\n",
       "      <td>4.442762</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>2016-05-30 12:38:00</td>\n",
       "      <td>2016-06-06 12:55:00</td>\n",
       "      <td>7 days 00:17:00</td>\n",
       "      <td>66.4</td>\n",
       "      <td>4 days 17:43:00</td>\n",
       "      <td>7.503615</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2009-09-04 00:31:00</td>\n",
       "      <td>2009-09-05 01:32:00</td>\n",
       "      <td>1 days 01:01:00</td>\n",
       "      <td>69.8</td>\n",
       "      <td>5 days 11:06:00</td>\n",
       "      <td>2.879266</td>\n",
       "      <td>1080.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>2011-07-27 20:37:00</td>\n",
       "      <td>2011-08-04 07:45:00</td>\n",
       "      <td>7 days 11:08:00</td>\n",
       "      <td>70.5</td>\n",
       "      <td>3 days 05:28:00</td>\n",
       "      <td>14.581768</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>2015-07-08 11:50:00</td>\n",
       "      <td>2015-07-09 00:26:00</td>\n",
       "      <td>0 days 12:36:00</td>\n",
       "      <td>77.8</td>\n",
       "      <td>8 days 13:52:00</td>\n",
       "      <td>6.754679</td>\n",
       "      <td>720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>2015-08-16 19:25:00</td>\n",
       "      <td>2015-08-19 23:39:00</td>\n",
       "      <td>3 days 04:14:00</td>\n",
       "      <td>85.5</td>\n",
       "      <td>13 days 18:21:00</td>\n",
       "      <td>2.155399</td>\n",
       "      <td>4320.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>2014-05-07 16:49:00</td>\n",
       "      <td>2014-05-18 20:03:00</td>\n",
       "      <td>11 days 03:14:00</td>\n",
       "      <td>109.9</td>\n",
       "      <td>4 days 03:29:00</td>\n",
       "      <td>3.107934</td>\n",
       "      <td>4320.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>2013-08-24 01:33:00</td>\n",
       "      <td>2013-08-29 08:20:00</td>\n",
       "      <td>5 days 06:47:00</td>\n",
       "      <td>114.1</td>\n",
       "      <td>9 days 12:51:00</td>\n",
       "      <td>3.937790</td>\n",
       "      <td>2880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>2014-09-09 12:34:00</td>\n",
       "      <td>2014-09-16 23:57:00</td>\n",
       "      <td>7 days 11:23:00</td>\n",
       "      <td>114.5</td>\n",
       "      <td>2 days 22:03:00</td>\n",
       "      <td>2.105309</td>\n",
       "      <td>5760.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2008-07-12 22:10:00</td>\n",
       "      <td>2008-07-18 14:55:00</td>\n",
       "      <td>5 days 16:45:00</td>\n",
       "      <td>122.8</td>\n",
       "      <td>2 days 11:12:00</td>\n",
       "      <td>7.057706</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>2012-07-09 18:49:00</td>\n",
       "      <td>2012-07-16 05:43:00</td>\n",
       "      <td>6 days 10:54:00</td>\n",
       "      <td>123.1</td>\n",
       "      <td>5 days 23:07:00</td>\n",
       "      <td>4.071486</td>\n",
       "      <td>8640.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>2016-07-21 22:28:00</td>\n",
       "      <td>2016-07-28 14:14:00</td>\n",
       "      <td>6 days 15:46:00</td>\n",
       "      <td>136.6</td>\n",
       "      <td>5 days 00:03:00</td>\n",
       "      <td>5.150447</td>\n",
       "      <td>8640.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>2013-05-02 02:45:00</td>\n",
       "      <td>2013-05-07 21:38:00</td>\n",
       "      <td>5 days 18:53:00</td>\n",
       "      <td>148.2</td>\n",
       "      <td>9 days 05:06:00</td>\n",
       "      <td>37.045521</td>\n",
       "      <td>2880.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  start                 end         duration  rain_sum  \\\n",
       "40  2008-07-20 17:43:00 2008-07-21 08:57:00  0 days 15:14:00      28.0   \n",
       "36  2008-06-23 19:50:00 2008-06-24 19:48:00  0 days 23:58:00      35.8   \n",
       "96  2009-08-27 19:52:00 2009-08-29 13:25:00  1 days 17:33:00      55.1   \n",
       "88  2009-07-18 08:55:00 2009-07-18 13:19:00  0 days 04:24:00      58.0   \n",
       "95  2009-08-21 19:49:00 2009-08-22 20:46:00  1 days 00:57:00      64.2   \n",
       "433 2016-05-30 12:38:00 2016-06-06 12:55:00  7 days 00:17:00      66.4   \n",
       "97  2009-09-04 00:31:00 2009-09-05 01:32:00  1 days 01:01:00      69.8   \n",
       "193 2011-07-27 20:37:00 2011-08-04 07:45:00  7 days 11:08:00      70.5   \n",
       "391 2015-07-08 11:50:00 2015-07-09 00:26:00  0 days 12:36:00      77.8   \n",
       "396 2015-08-16 19:25:00 2015-08-19 23:39:00  3 days 04:14:00      85.5   \n",
       "331 2014-05-07 16:49:00 2014-05-18 20:03:00 11 days 03:14:00     109.9   \n",
       "302 2013-08-24 01:33:00 2013-08-29 08:20:00  5 days 06:47:00     114.1   \n",
       "350 2014-09-09 12:34:00 2014-09-16 23:57:00  7 days 11:23:00     114.5   \n",
       "39  2008-07-12 22:10:00 2008-07-18 14:55:00  5 days 16:45:00     122.8   \n",
       "244 2012-07-09 18:49:00 2012-07-16 05:43:00  6 days 10:54:00     123.1   \n",
       "441 2016-07-21 22:28:00 2016-07-28 14:14:00  6 days 15:46:00     136.6   \n",
       "287 2013-05-02 02:45:00 2013-05-07 21:38:00  5 days 18:53:00     148.2   \n",
       "\n",
       "          last_event  max_return_period  max_return_period_duration  \n",
       "40   2 days 02:48:00           3.107646                      5760.0  \n",
       "36   2 days 21:52:00           6.110724                        15.0  \n",
       "96   4 days 23:06:00          22.792081                        20.0  \n",
       "88   2 days 01:56:00           3.741213                       240.0  \n",
       "95   4 days 03:04:00           4.442762                        20.0  \n",
       "433  4 days 17:43:00           7.503615                         5.0  \n",
       "97   5 days 11:06:00           2.879266                      1080.0  \n",
       "193  3 days 05:28:00          14.581768                        20.0  \n",
       "391  8 days 13:52:00           6.754679                       720.0  \n",
       "396 13 days 18:21:00           2.155399                      4320.0  \n",
       "331  4 days 03:29:00           3.107934                      4320.0  \n",
       "302  9 days 12:51:00           3.937790                      2880.0  \n",
       "350  2 days 22:03:00           2.105309                      5760.0  \n",
       "39   2 days 11:12:00           7.057706                       120.0  \n",
       "244  5 days 23:07:00           4.071486                      8640.0  \n",
       "441  5 days 00:03:00           5.150447                      8640.0  \n",
       "287  9 days 05:06:00          37.045521                      2880.0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "events = rain_events(idf.series, min_gap=pd.Timedelta(days=2))\n",
    "events[COL.DUR] = event_duration(events)\n",
    "events[COL.LP] = agg_events(events, idf.series, 'sum').round(1)\n",
    "events[COL.LAST] = events[COL.START] - events[COL.END].shift()\n",
    "\n",
    "idf.add_max_return_periods_to_events(events)\n",
    "\n",
    "events = events[events[COL.LP] > 10]\n",
    "events = events[events[COL.MAX_PERIOD] > 2]\n",
    "\n",
    "events.sort_values(COL.LP)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "idf.add_max_return_periods_to_events(idf.rain_events)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "      <th>duration</th>\n",
       "      <th>rain_sum</th>\n",
       "      <th>last_event</th>\n",
       "      <th>max_return_period</th>\n",
       "      <th>max_return_period_duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>2013-05-07 20:57:00</td>\n",
       "      <td>2013-05-07 21:38:00</td>\n",
       "      <td>0 days 00:41:00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0 days 08:16:00</td>\n",
       "      <td>37.045521</td>\n",
       "      <td>2880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>2013-05-05 20:46:00</td>\n",
       "      <td>2013-05-07 12:41:00</td>\n",
       "      <td>1 days 15:55:00</td>\n",
       "      <td>119.6</td>\n",
       "      <td>0 days 17:29:00</td>\n",
       "      <td>34.731083</td>\n",
       "      <td>2880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>2009-08-28 23:41:00</td>\n",
       "      <td>2009-08-29 00:42:00</td>\n",
       "      <td>0 days 01:01:00</td>\n",
       "      <td>49.3</td>\n",
       "      <td>1 days 03:44:00</td>\n",
       "      <td>22.792081</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>2011-08-03 19:52:00</td>\n",
       "      <td>2011-08-04 07:45:00</td>\n",
       "      <td>0 days 11:53:00</td>\n",
       "      <td>54.7</td>\n",
       "      <td>1 days 23:09:00</td>\n",
       "      <td>14.581768</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>2013-05-10 17:55:00</td>\n",
       "      <td>2013-05-10 22:21:00</td>\n",
       "      <td>0 days 04:26:00</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2 days 20:17:00</td>\n",
       "      <td>8.340007</td>\n",
       "      <td>8640.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  start                 end        duration  rain_sum  \\\n",
       "798 2013-05-07 20:57:00 2013-05-07 21:38:00 0 days 00:41:00       2.0   \n",
       "797 2013-05-05 20:46:00 2013-05-07 12:41:00 1 days 15:55:00     119.6   \n",
       "289 2009-08-28 23:41:00 2009-08-29 00:42:00 0 days 01:01:00      49.3   \n",
       "566 2011-08-03 19:52:00 2011-08-04 07:45:00 0 days 11:53:00      54.7   \n",
       "799 2013-05-10 17:55:00 2013-05-10 22:21:00 0 days 04:26:00       3.9   \n",
       "\n",
       "         last_event  max_return_period  max_return_period_duration  \n",
       "798 0 days 08:16:00          37.045521                      2880.0  \n",
       "797 0 days 17:29:00          34.731083                      2880.0  \n",
       "289 1 days 03:44:00          22.792081                        20.0  \n",
       "566 1 days 23:09:00          14.581768                        20.0  \n",
       "799 2 days 20:17:00           8.340007                      8640.0  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idf.rain_events.sort_values('max_return_period', ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-14-ae93514cae88>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  event[COL.START] = pd.to_datetime('2013-05-06 20:00:00')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "start                         2013-05-06 20:00:00\n",
       "end                           2013-05-07 12:41:00\n",
       "duration                          1 days 15:55:00\n",
       "rain_sum                                    119.6\n",
       "last_event                        0 days 17:29:00\n",
       "max_return_period                         34.7311\n",
       "max_return_period_duration                   2880\n",
       "Name: 797, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event = idf.rain_events.loc[797]\n",
    "\n",
    "event[COL.START] = pd.to_datetime('2013-05-06 20:00:00')\n",
    "event"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "calculating rainfall_sum data-frame: 100%|██████████| 21/21 [00:00<00:00, 56.77it/s]\n"
     ]
    }
   ],
   "source": [
    "rainfall_sum_frame = idf.rainfall_sum_frame[event[COL.START]:event[COL.END]]\n",
    "return_periods_frame = idf.return_periods_frame[event[COL.START]:event[COL.END]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
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       "                <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row0\" class=\"row_heading level0 row0\" >5 min</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row0_col0\" class=\"data row0 col0\" >9.9</td>\n",
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       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row1\" class=\"row_heading level0 row1\" >10 min</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row1_col0\" class=\"data row1 col0\" >16.3</td>\n",
       "            </tr>\n",
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       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row2\" class=\"row_heading level0 row2\" >15 min</th>\n",
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       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row3\" class=\"row_heading level0 row3\" >20 min</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row3_col0\" class=\"data row3 col0\" >28.2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row4\" class=\"row_heading level0 row4\" >30 min</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row4_col0\" class=\"data row4 col0\" >40.7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row5\" class=\"row_heading level0 row5\" >45 min</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row5_col0\" class=\"data row5 col0\" >46.3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row6\" class=\"row_heading level0 row6\" >60 min</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row6_col0\" class=\"data row6 col0\" >57.0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row7\" class=\"row_heading level0 row7\" >1.5 h</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row7_col0\" class=\"data row7 col0\" >69.6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row8\" class=\"row_heading level0 row8\" >2 h</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row8_col0\" class=\"data row8 col0\" >74.3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row9\" class=\"row_heading level0 row9\" >3 h</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row9_col0\" class=\"data row9 col0\" >76.5</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row10\" class=\"row_heading level0 row10\" >4 h</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row10_col0\" class=\"data row10 col0\" >78.7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row11\" class=\"row_heading level0 row11\" >6 h</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row11_col0\" class=\"data row11 col0\" >89.6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row12\" class=\"row_heading level0 row12\" >9 h</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row12_col0\" class=\"data row12 col0\" >92.8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row13\" class=\"row_heading level0 row13\" >12 h</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row13_col0\" class=\"data row13 col0\" >93.0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row14\" class=\"row_heading level0 row14\" >18 h</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row14_col0\" class=\"data row14 col0\" >96.4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row15\" class=\"row_heading level0 row15\" >1 d</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row15_col0\" class=\"data row15 col0\" >98.2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row16\" class=\"row_heading level0 row16\" >2 d</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row16_col0\" class=\"data row16 col0\" >119.6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row17\" class=\"row_heading level0 row17\" >3 d</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row17_col0\" class=\"data row17 col0\" >136.0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row18\" class=\"row_heading level0 row18\" >4 d</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row18_col0\" class=\"data row18 col0\" >136.0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row19\" class=\"row_heading level0 row19\" >5 d</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row19_col0\" class=\"data row19 col0\" >143.2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4level0_row20\" class=\"row_heading level0 row20\" >6 d</th>\n",
       "                        <td id=\"T_ae12a010_aa42_11eb_8425_6c40089decd4row20_col0\" class=\"data row20 col0\" >146.2</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fd74bc39700>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rainfall_sum_frame.\\\n",
    "    max().\\\n",
    "    rename('max. Regensumme').\\\n",
    "    to_frame().\\\n",
    "    rename(minutes_readable).\\\n",
    "    style.bar(vmin=0, vmax=100).format(\"{:.1f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        }</style><table id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >max. Wiederkehrperiode</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row0\" class=\"row_heading level0 row0\" >5 min</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row0_col0\" class=\"data row0 col0\" >1.5</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row1\" class=\"row_heading level0 row1\" >10 min</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row1_col0\" class=\"data row1 col0\" >1.6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row2\" class=\"row_heading level0 row2\" >15 min</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row2_col0\" class=\"data row2 col0\" >2.1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row3\" class=\"row_heading level0 row3\" >20 min</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row3_col0\" class=\"data row3 col0\" >3.5</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row4\" class=\"row_heading level0 row4\" >30 min</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row4_col0\" class=\"data row4 col0\" >8.7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row5\" class=\"row_heading level0 row5\" >45 min</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row5_col0\" class=\"data row5 col0\" >6.8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row6\" class=\"row_heading level0 row6\" >60 min</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row6_col0\" class=\"data row6 col0\" >10.5</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row7\" class=\"row_heading level0 row7\" >1.5 h</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row7_col0\" class=\"data row7 col0\" >21.9</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row8\" class=\"row_heading level0 row8\" >2 h</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row8_col0\" class=\"data row8 col0\" >25.0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row9\" class=\"row_heading level0 row9\" >3 h</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row9_col0\" class=\"data row9 col0\" >20.7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row10\" class=\"row_heading level0 row10\" >4 h</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row10_col0\" class=\"data row10 col0\" >18.9</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row11\" class=\"row_heading level0 row11\" >6 h</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row11_col0\" class=\"data row11 col0\" >28.7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row12\" class=\"row_heading level0 row12\" >9 h</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row12_col0\" class=\"data row12 col0\" >24.3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row13\" class=\"row_heading level0 row13\" >12 h</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row13_col0\" class=\"data row13 col0\" >18.8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row14\" class=\"row_heading level0 row14\" >18 h</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row14_col0\" class=\"data row14 col0\" >17.8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row15\" class=\"row_heading level0 row15\" >1 d</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row15_col0\" class=\"data row15 col0\" >20.1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row16\" class=\"row_heading level0 row16\" >2 d</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row16_col0\" class=\"data row16 col0\" >34.7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row17\" class=\"row_heading level0 row17\" >3 d</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row17_col0\" class=\"data row17 col0\" >29.3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row18\" class=\"row_heading level0 row18\" >4 d</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row18_col0\" class=\"data row18 col0\" >12.1</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row19\" class=\"row_heading level0 row19\" >5 d</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row19_col0\" class=\"data row19 col0\" >11.5</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4level0_row20\" class=\"row_heading level0 row20\" >6 d</th>\n",
       "                        <td id=\"T_ae17a344_aa42_11eb_8425_6c40089decd4row20_col0\" class=\"data row20 col0\" >9.8</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fd74bc390d0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "return_periods_frame.\\\n",
    "    max().\\\n",
    "    rename('max. Wiederkehrperiode').\\\n",
    "    to_frame().\\\n",
    "    rename(minutes_readable).\\\n",
    "    style.bar(vmin=0, vmax=100).format(\"{:.1f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "sri_table_event = pd.DataFrame(index=idf.duration_steps)\n",
    "\n",
    "idf.method = idf.METHODS.KRUEGER_PFISTER\n",
    "sri_table_event[idf.METHODS.KRUEGER_PFISTER] = idf.get_event_sri_max(event[COL.START], event[COL.END])\n",
    "\n",
    "idf.method = idf.METHODS.MUDERSBACH\n",
    "sri_table_event[idf.METHODS.MUDERSBACH] = idf.get_event_sri_max(event[COL.START], event[COL.END])\n",
    "\n",
    "idf.method = idf.METHODS.SCHMITT\n",
    "sri_table_event[idf.METHODS.SCHMITT] = idf.get_event_sri_max(event[COL.START], event[COL.END])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Specific rain event with allocation of heavy rain indices depending on the method and duration. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row1_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row2_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row2_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row3_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row4_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row5_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row6_col0{\n",
       "            background-color:  #ccff99;\n",
       "            color:  #000000;\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row1_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 1.6%, transparent 1.6%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row1_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 16.3%, transparent 16.3%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row2_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 2.1%, transparent 2.1%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row2_col4,#T_ae274e16_aa42_11eb_8425_6c40089decd4row7_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 21.9%, transparent 21.9%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row3_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row4_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row5_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row20_col2{\n",
       "            background-color:  #e6ff4c;\n",
       "            color:  #000000;\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row3_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 3.5%, transparent 3.5%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row3_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 28.2%, transparent 28.2%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row4_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row6_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row11_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row11_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row12_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row14_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row15_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row17_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row20_col0{\n",
       "            background-color:  #ffa100;\n",
       "            color:  #000000;\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row4_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 8.7%, transparent 8.7%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row4_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 40.7%, transparent 40.7%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row5_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row6_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row7_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row7_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row8_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row8_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row9_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row9_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row10_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row10_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row12_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row13_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row13_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row14_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row15_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row18_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row19_col2{\n",
       "            background-color:  #fff500;\n",
       "            color:  #000000;\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row5_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 6.8%, transparent 6.8%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row5_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 46.3%, transparent 46.3%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row6_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 10.5%, transparent 10.5%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row6_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 57.0%, transparent 57.0%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row7_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row16_col2,#T_ae274e16_aa42_11eb_8425_6c40089decd4row18_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row19_col0{\n",
       "            background-color:  #ff5700;\n",
       "            color:  #000000;\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row7_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 69.6%, transparent 69.6%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row8_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row9_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row10_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row11_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row12_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row13_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row14_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row15_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row16_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row17_col0,#T_ae274e16_aa42_11eb_8425_6c40089decd4row18_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row19_col1,#T_ae274e16_aa42_11eb_8425_6c40089decd4row20_col1{\n",
       "            background-color:  #ff2900;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row8_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 25.0%, transparent 25.0%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row8_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 74.3%, transparent 74.3%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row9_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 20.7%, transparent 20.7%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row9_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 76.5%, transparent 76.5%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row10_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 18.9%, transparent 18.9%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row10_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 78.7%, transparent 78.7%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row11_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 28.7%, transparent 28.7%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row11_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 89.6%, transparent 89.6%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row12_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 24.3%, transparent 24.3%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row12_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 92.8%, transparent 92.8%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row13_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 18.8%, transparent 18.8%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row13_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 93.0%, transparent 93.0%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row14_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 17.8%, transparent 17.8%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row14_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 96.4%, transparent 96.4%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row15_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 20.1%, transparent 20.1%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row15_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 98.2%, transparent 98.2%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row16_col1{\n",
       "            background-color:  #ff1a63;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row16_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 34.7%, transparent 34.7%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row16_col4,#T_ae274e16_aa42_11eb_8425_6c40089decd4row17_col4,#T_ae274e16_aa42_11eb_8425_6c40089decd4row18_col4,#T_ae274e16_aa42_11eb_8425_6c40089decd4row19_col4,#T_ae274e16_aa42_11eb_8425_6c40089decd4row20_col4{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 100.0%, transparent 100.0%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row17_col1{\n",
       "            background-color:  #f71f3d;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row17_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 29.3%, transparent 29.3%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row18_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 12.1%, transparent 12.1%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row19_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 11.5%, transparent 11.5%);\n",
       "        }#T_ae274e16_aa42_11eb_8425_6c40089decd4row20_col3{\n",
       "            width:  10em;\n",
       "             height:  80%;\n",
       "            background:  linear-gradient(90deg,#d65f5f 9.8%, transparent 9.8%);\n",
       "        }</style><table id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >KruegerPfister</th>        <th class=\"col_heading level0 col1\" >Mudersbach</th>        <th class=\"col_heading level0 col2\" >Schmitt</th>        <th class=\"col_heading level0 col3\" >max. Wiederkehrperiode</th>        <th class=\"col_heading level0 col4\" >Regenhöhen</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row0\" class=\"row_heading level0 row0\" >5 min</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row0_col0\" class=\"data row0 col0\" >1</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row0_col1\" class=\"data row0 col1\" >1</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row0_col2\" class=\"data row0 col2\" >1</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row0_col3\" class=\"data row0 col3\" >1.5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row0_col4\" class=\"data row0 col4\" >9.9</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row1\" class=\"row_heading level0 row1\" >10 min</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row1_col0\" class=\"data row1 col0\" >1</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row1_col1\" class=\"data row1 col1\" >2</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row1_col2\" class=\"data row1 col2\" >1</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row1_col3\" class=\"data row1 col3\" >1.6</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row1_col4\" class=\"data row1 col4\" >16.3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row2\" class=\"row_heading level0 row2\" >15 min</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row2_col0\" class=\"data row2 col0\" >1</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row2_col1\" class=\"data row2 col1\" >2</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row2_col2\" class=\"data row2 col2\" >2</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row2_col3\" class=\"data row2 col3\" >2.1</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row2_col4\" class=\"data row2 col4\" >21.9</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row3\" class=\"row_heading level0 row3\" >20 min</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row3_col0\" class=\"data row3 col0\" >1</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row3_col1\" class=\"data row3 col1\" >3</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row3_col2\" class=\"data row3 col2\" >2</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row3_col3\" class=\"data row3 col3\" >3.5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row3_col4\" class=\"data row3 col4\" >28.2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row4\" class=\"row_heading level0 row4\" >30 min</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row4_col0\" class=\"data row4 col0\" >2</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row4_col1\" class=\"data row4 col1\" >5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row4_col2\" class=\"data row4 col2\" >3</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row4_col3\" class=\"data row4 col3\" >8.7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row4_col4\" class=\"data row4 col4\" >40.7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row5\" class=\"row_heading level0 row5\" >45 min</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row5_col0\" class=\"data row5 col0\" >2</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row5_col1\" class=\"data row5 col1\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row5_col2\" class=\"data row5 col2\" >3</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row5_col3\" class=\"data row5 col3\" >6.8</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row5_col4\" class=\"data row5 col4\" >46.3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row6\" class=\"row_heading level0 row6\" >60 min</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row6_col0\" class=\"data row6 col0\" >2</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row6_col1\" class=\"data row6 col1\" >5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row6_col2\" class=\"data row6 col2\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row6_col3\" class=\"data row6 col3\" >10.5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row6_col4\" class=\"data row6 col4\" >57.0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row7\" class=\"row_heading level0 row7\" >1.5 h</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row7_col0\" class=\"data row7 col0\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row7_col1\" class=\"data row7 col1\" >6</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row7_col2\" class=\"data row7 col2\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row7_col3\" class=\"data row7 col3\" >21.9</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row7_col4\" class=\"data row7 col4\" >69.6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row8\" class=\"row_heading level0 row8\" >2 h</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row8_col0\" class=\"data row8 col0\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row8_col1\" class=\"data row8 col1\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row8_col2\" class=\"data row8 col2\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row8_col3\" class=\"data row8 col3\" >25.0</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row8_col4\" class=\"data row8 col4\" >74.3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row9\" class=\"row_heading level0 row9\" >3 h</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row9_col0\" class=\"data row9 col0\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row9_col1\" class=\"data row9 col1\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row9_col2\" class=\"data row9 col2\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row9_col3\" class=\"data row9 col3\" >20.7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row9_col4\" class=\"data row9 col4\" >76.5</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row10\" class=\"row_heading level0 row10\" >4 h</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row10_col0\" class=\"data row10 col0\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row10_col1\" class=\"data row10 col1\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row10_col2\" class=\"data row10 col2\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row10_col3\" class=\"data row10 col3\" >18.9</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row10_col4\" class=\"data row10 col4\" >78.7</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row11\" class=\"row_heading level0 row11\" >6 h</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row11_col0\" class=\"data row11 col0\" >5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row11_col1\" class=\"data row11 col1\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row11_col2\" class=\"data row11 col2\" >5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row11_col3\" class=\"data row11 col3\" >28.7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row11_col4\" class=\"data row11 col4\" >89.6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row12\" class=\"row_heading level0 row12\" >9 h</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row12_col0\" class=\"data row12 col0\" >5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row12_col1\" class=\"data row12 col1\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row12_col2\" class=\"data row12 col2\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row12_col3\" class=\"data row12 col3\" >24.3</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row12_col4\" class=\"data row12 col4\" >92.8</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row13\" class=\"row_heading level0 row13\" >12 h</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row13_col0\" class=\"data row13 col0\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row13_col1\" class=\"data row13 col1\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row13_col2\" class=\"data row13 col2\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row13_col3\" class=\"data row13 col3\" >18.8</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row13_col4\" class=\"data row13 col4\" >93.0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row14\" class=\"row_heading level0 row14\" >18 h</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row14_col0\" class=\"data row14 col0\" >5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row14_col1\" class=\"data row14 col1\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row14_col2\" class=\"data row14 col2\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row14_col3\" class=\"data row14 col3\" >17.8</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row14_col4\" class=\"data row14 col4\" >96.4</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row15\" class=\"row_heading level0 row15\" >1 d</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row15_col0\" class=\"data row15 col0\" >5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row15_col1\" class=\"data row15 col1\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row15_col2\" class=\"data row15 col2\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row15_col3\" class=\"data row15 col3\" >20.1</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row15_col4\" class=\"data row15 col4\" >98.2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row16\" class=\"row_heading level0 row16\" >2 d</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row16_col0\" class=\"data row16 col0\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row16_col1\" class=\"data row16 col1\" >9</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row16_col2\" class=\"data row16 col2\" >6</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row16_col3\" class=\"data row16 col3\" >34.7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row16_col4\" class=\"data row16 col4\" >119.6</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row17\" class=\"row_heading level0 row17\" >3 d</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row17_col0\" class=\"data row17 col0\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row17_col1\" class=\"data row17 col1\" >8</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row17_col2\" class=\"data row17 col2\" >5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row17_col3\" class=\"data row17 col3\" >29.3</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row17_col4\" class=\"data row17 col4\" >136.0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row18\" class=\"row_heading level0 row18\" >4 d</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row18_col0\" class=\"data row18 col0\" >6</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row18_col1\" class=\"data row18 col1\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row18_col2\" class=\"data row18 col2\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row18_col3\" class=\"data row18 col3\" >12.1</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row18_col4\" class=\"data row18 col4\" >136.0</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row19\" class=\"row_heading level0 row19\" >5 d</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row19_col0\" class=\"data row19 col0\" >6</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row19_col1\" class=\"data row19 col1\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row19_col2\" class=\"data row19 col2\" >4</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row19_col3\" class=\"data row19 col3\" >11.5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row19_col4\" class=\"data row19 col4\" >143.2</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4level0_row20\" class=\"row_heading level0 row20\" >6 d</th>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row20_col0\" class=\"data row20 col0\" >5</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row20_col1\" class=\"data row20 col1\" >7</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row20_col2\" class=\"data row20 col2\" >3</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row20_col3\" class=\"data row20 col3\" >9.8</td>\n",
       "                        <td id=\"T_ae274e16_aa42_11eb_8425_6c40089decd4row20_col4\" class=\"data row20 col4\" >146.2</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fd74f982df0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cmap = ListedColormap([(1,1,1)] + list(idf.indices_color.values()))\n",
    "_df = sri_table_event.astype(int).copy()\n",
    "_df['max. Wiederkehrperiode'] = return_periods_frame.max()\n",
    "_df['Regenhöhen'] = rainfall_sum_frame.max()\n",
    "_df.rename(minutes_readable).style.\\\n",
    "    background_gradient(subset=[idf.METHODS.SCHMITT,\n",
    "                                idf.METHODS.KRUEGER_PFISTER,\n",
    "                                idf.METHODS.MUDERSBACH], cmap=cmap, vmin=0, vmax=12).\\\n",
    "    bar(subset=['max. Wiederkehrperiode', 'Regenhöhen'], vmin=0, vmax=100).format(\"{:.1f}\", subset=['max. Wiederkehrperiode', 'Regenhöhen'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}