minimal-correlation-example copy.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Correlating mobility and drop in energy demand\n",
    "\n",
    "This file correlates mobility to the calculated impact of lockdown on energy demand.\n",
    "\n",
    "Good correlation would indicate that the data extracted from the energy data corresponds to an impact of the lockdown."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Single include needed\n",
    "import brsflufight_nerc2 as bff2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data extraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "WARNING: \"PublicData_Countries_v6.xlsx\" not found in dictionary `file_read_functions`.\nA loading function must be defined in `data_access.default_file_read_functions`.\nSuccess: historical_GHG_Sectors_GCP\nSuccess: historical_GHG_Sectors_PIK\nSuccess: historical_GHG_Sectors_UNFCCC\nSuccess: mobility_apple\nFailed: United Kingdom not in mobility_citymapper\nSuccess: mobility_google\nSuccess: uk_energy_daily\nSuccess: uk_energy_demand_reduction\n"
    }
   ],
   "source": [
    "data_sets = bff2.load_data_files()\n",
    "\n",
    "country = 'United Kingdom'\n",
    "d_uk = data_sets.get_country(country)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data recombination"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data recombination\n",
    "d_uk['uk_energy_yearly'] = bff2.summarise_to_freq(\n",
    "    d_uk['uk_energy_daily'],\n",
    "    freq='1Y', \n",
    "    fun_test_data=lambda gr: gr.count()[\"dayofyear\"]>350,\n",
    ")\n",
    "d_uk['uk_energy_demand_reduction_yearly'] = bff2.summarise_to_freq(\n",
    "    d_uk['uk_energy_demand_reduction'], freq='1Y', fun_test_data=None\n",
    ")\n",
    "\n",
    "d_uk['historical_GHG_Sectors_GCP']['Gas and Coal (CO2)'] = \\\n",
    "    d_uk['historical_GHG_Sectors_GCP']['Gas (CO2)'] \\\n",
    "    + d_uk['historical_GHG_Sectors_GCP']['Coal (CO2)']\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Linear regression failed for: 'Bunkers (CO2)' fit to  'oil':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\nLinear regression failed for: 'Bunkers (CO2)' fit to  'ccgt':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\nLinear regression failed for: 'Bunkers (CO2)' fit to  'coal':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\nLinear regression failed for: 'Bunkers (CO2)' fit to  'demand':\n  Message: Input contains NaN, infinity or a value too large for dtype('float64').\n=====================================================================\nPearson correlation coefficients in dataset 'historical_GHG_Sectors_GCP'\n\t on data from 2012 to 2018 (inclusive)\n_________________________________________________________\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<pandas.io.formats.style.Styler at 0x1d6c5a762c8>",
      "text/html": "<style  type=\"text/css\" >\n    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col0 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col1 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col2 {\n            background-color:  #034973;\n            color:  #f1f1f1;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col3 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col4 {\n            background-color:  #f6eff7;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col5 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col6 {\n            background-color:  #034973;\n            color:  #f1f1f1;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col7 {\n            background-color:  #034973;\n            color:  #f1f1f1;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col0 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col1 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col2 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col3 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col4 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col5 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col6 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col7 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col0 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col1 {\n            background-color:  #f1ebf5;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col2 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col3 {\n            background-color:  #faf3f9;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col4 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col5 {\n            background-color:  #f7f0f7;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col6 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col7 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col0 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col1 {\n            background-color:  #f1ebf5;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col2 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col3 {\n            background-color:  #faf3f9;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col4 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col5 {\n            background-color:  #f7f0f7;\n            color:  #000000;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col6 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col7 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }</style><table id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Bunkers (CO2)</th>        <th class=\"col_heading level0 col1\" >Cement (CO2)</th>        <th class=\"col_heading level0 col2\" >Coal (CO2)</th>        <th class=\"col_heading level0 col3\" >Gas (CO2)</th>        <th class=\"col_heading level0 col4\" >Gas flaring (CO2)</th>        <th class=\"col_heading level0 col5\" >Oil (CO2)</th>        <th class=\"col_heading level0 col6\" >Total fossil fuels and cement (CO2)</th>        <th class=\"col_heading level0 col7\" >Gas and Coal (CO2)</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4level0_row0\" class=\"row_heading level0 row0\" >oil</th>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col0\" class=\"data row0 col0\" >nan</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col1\" class=\"data row0 col1\" >-0.845</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col2\" class=\"data row0 col2\" >0.883</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col3\" class=\"data row0 col3\" >-0.613</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col4\" class=\"data row0 col4\" >-0.700</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col5\" class=\"data row0 col5\" >-0.883</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col6\" class=\"data row0 col6\" >0.883</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row0_col7\" class=\"data row0 col7\" >0.883</td>\n            </tr>\n            <tr>\n                        <th id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4level0_row1\" class=\"row_heading level0 row1\" >ccgt</th>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col0\" class=\"data row1 col0\" >nan</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col1\" class=\"data row1 col1\" >0.739</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col2\" class=\"data row1 col2\" >-0.786</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col3\" class=\"data row1 col3\" >0.643</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col4\" class=\"data row1 col4\" >0.487</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col5\" class=\"data row1 col5\" >0.857</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col6\" class=\"data row1 col6\" >-0.786</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row1_col7\" class=\"data row1 col7\" >-0.786</td>\n            </tr>\n            <tr>\n                        <th id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4level0_row2\" class=\"row_heading level0 row2\" >coal</th>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col0\" class=\"data row2 col0\" >nan</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col1\" class=\"data row2 col1\" >-0.703</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col2\" class=\"data row2 col2\" >1.000</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col3\" class=\"data row2 col3\" >-0.571</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col4\" class=\"data row2 col4\" >-0.775</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col5\" class=\"data row2 col5\" >-0.786</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col6\" class=\"data row2 col6\" >1.000</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row2_col7\" class=\"data row2 col7\" >1.000</td>\n            </tr>\n            <tr>\n                        <th id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4level0_row3\" class=\"row_heading level0 row3\" >demand</th>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col0\" class=\"data row3 col0\" >nan</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col1\" class=\"data row3 col1\" >-0.703</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col2\" class=\"data row3 col2\" >1.000</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col3\" class=\"data row3 col3\" >-0.571</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col4\" class=\"data row3 col4\" >-0.775</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col5\" class=\"data row3 col5\" >-0.786</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col6\" class=\"data row3 col6\" >1.000</td>\n                        <td id=\"T_2185f5a2_b279_11ea_8e1c_f8e4e3d5f2f4row3_col7\" class=\"data row3 col7\" >1.000</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "=====================================================================\n\n=====================================================================\nPearson correlation coefficients in dataset 'historical_GHG_Sectors_PIK'\n\t on data from 2012 to 2017 (inclusive)\n_________________________________________________________\n"
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<pandas.io.formats.style.Styler at 0x1d6c68b7b48>",
      "text/html": "<style  type=\"text/css\" >\n    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row0_col0 {\n            background-color:  #023a5b;\n            color:  #f1f1f1;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row0_col1 {\n            background-color:  #023a5b;\n            color:  #f1f1f1;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row0_col2 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row0_col3 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row1_col0 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row1_col1 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row1_col2 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row1_col3 {\n            background-color:  #fff7fb;\n            color:  #000000;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row2_col0 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row2_col1 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row2_col2 {\n            background-color:  #023e62;\n            color:  #f1f1f1;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row2_col3 {\n            background-color:  #023d60;\n            color:  #f1f1f1;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row3_col0 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row3_col1 {\n            background-color:  #023858;\n            color:  #f1f1f1;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row3_col2 {\n            background-color:  #023e62;\n            color:  #f1f1f1;\n        }    #T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row3_col3 {\n            background-color:  #023d60;\n            color:  #f1f1f1;\n        }</style><table id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Energy (KYOTOGHG)</th>        <th class=\"col_heading level0 col1\" >Energy (CO2)</th>        <th class=\"col_heading level0 col2\" >Energy (N2O)</th>        <th class=\"col_heading level0 col3\" >Energy (CH4)</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4level0_row0\" class=\"row_heading level0 row0\" >oil</th>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row0_col0\" class=\"data row0 col0\" >0.986</td>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row0_col1\" class=\"data row0 col1\" >0.986</td>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row0_col2\" class=\"data row0 col2\" >0.812</td>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row0_col3\" class=\"data row0 col3\" >0.986</td>\n            </tr>\n            <tr>\n                        <th id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4level0_row1\" class=\"row_heading level0 row1\" >ccgt</th>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row1_col0\" class=\"data row1 col0\" >-0.829</td>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row1_col1\" class=\"data row1 col1\" >-0.829</td>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row1_col2\" class=\"data row1 col2\" >-0.829</td>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row1_col3\" class=\"data row1 col3\" >-0.886</td>\n            </tr>\n            <tr>\n                        <th id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4level0_row2\" class=\"row_heading level0 row2\" >coal</th>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row2_col0\" class=\"data row2 col0\" >1.000</td>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row2_col1\" class=\"data row2 col1\" >1.000</td>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row2_col2\" class=\"data row2 col2\" >0.771</td>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row2_col3\" class=\"data row2 col3\" >0.943</td>\n            </tr>\n            <tr>\n                        <th id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4level0_row3\" class=\"row_heading level0 row3\" >demand</th>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row3_col0\" class=\"data row3 col0\" >1.000</td>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row3_col1\" class=\"data row3 col1\" >1.000</td>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row3_col2\" class=\"data row3 col2\" >0.771</td>\n                        <td id=\"T_21877c34_b279_11ea_bdbb_f8e4e3d5f2f4row3_col3\" class=\"data row3 col3\" >0.943</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "=====================================================================\n\n"
    }
   ],
   "source": [
    "to_correlate = {\n",
    "    'uk_energy_yearly': ['oil', 'ccgt', 'coal', 'demand'],  # Carbon power generation\n",
    "    'historical_GHG_Sectors_GCP': [  # Select only CO2 data not other gases\n",
    "        s for s in d_uk['historical_GHG_Sectors_GCP'].columns if f\"(CO2)\" in s\n",
    "    ],\n",
    "    'historical_GHG_Sectors_PIK': [  # Select Energy data not other sectors\n",
    "        'Energy (KYOTOGHG)', 'Energy (CO2)', 'Energy (N2O)', 'Energy (CH4)'\n",
    "    ],\n",
    "}\n",
    "\n",
    "correlation_dict = bff2.correlate(\n",
    "    selector=to_correlate,  # datasets defined above\n",
    "    data_sets=d_uk,  # UK data\n",
    "    main_compare='uk_energy_yearly',  # reference dataset, the other are correlated to it\n",
    ")\n",
    "\n",
    "bff2.display_correlations(correlation_dict, display_fun=display)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "            predictor_value  Energy (KYOTOGHG)  Energy (CO2)  Energy (N2O)  \\\ndate                                                                         \n2020-01-01     -3741.930094         -76.637021    -74.360175     -0.094797   \n2020-01-01        -0.117657          -0.199307     -0.198163     -0.037639   \n\n            Energy (CH4)             quantity  \ndate                                           \n2020-01-01     -1.903151  absolute difference  \n2020-01-01     -0.273903  relative difference  ",
      "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>predictor_value</th>\n      <th>Energy (KYOTOGHG)</th>\n      <th>Energy (CO2)</th>\n      <th>Energy (N2O)</th>\n      <th>Energy (CH4)</th>\n      <th>quantity</th>\n    </tr>\n    <tr>\n      <th>date</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2020-01-01</th>\n      <td>-3741.930094</td>\n      <td>-76.637021</td>\n      <td>-74.360175</td>\n      <td>-0.094797</td>\n      <td>-1.903151</td>\n      <td>absolute difference</td>\n    </tr>\n    <tr>\n      <th>2020-01-01</th>\n      <td>-0.117657</td>\n      <td>-0.199307</td>\n      <td>-0.198163</td>\n      <td>-0.037639</td>\n      <td>-0.273903</td>\n      <td>relative difference</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ],
   "source": [
    "prediction, change_corona = bff2.predict_correlation_model(\n",
    "    d_uk['uk_energy_demand_reduction_yearly'],\n",
    "    correlation_dict['historical_GHG_Sectors_PIK'],\n",
    ")\n",
    "\n",
    "display(change_corona)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model instant demand recovery on 01/07/2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1d6c6cb4b48>"
     },
     "metadata": {},
     "execution_count": 6
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"273.394062pt\" version=\"1.1\" viewBox=\"0 0 396.392187 273.394062\" width=\"396.392187pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 273.394062 \r\nL 396.392187 273.394062 \r\nL 396.392187 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 54.392188 224.64 \r\nL 389.192187 224.64 \r\nL 389.192187 7.2 \r\nL 54.392188 7.2 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m1fb9cda75a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"54.392188\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- Jan -->\r\n      <defs>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 5.078125 \r\nQ 19.671875 -8.109375 14.671875 -14.0625 \r\nQ 9.671875 -20.015625 -1.421875 -20.015625 \r\nL -5.171875 -20.015625 \r\nL -5.171875 -11.71875 \r\nL -2.09375 -11.71875 \r\nQ 4.4375 -11.71875 7.125 -8.046875 \r\nQ 9.8125 -4.390625 9.8125 5.078125 \r\nz\r\n\" id=\"DejaVuSans-74\"/>\r\n       <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n       <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-110\"/>\r\n      </defs>\r\n      <g transform=\"translate(46.684375 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-74\"/>\r\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"90.771484\" xlink:href=\"#DejaVuSans-110\"/>\r\n      </g>\r\n      <!-- 2020 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n      </defs>\r\n      <g transform=\"translate(41.667188 250.43625)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"82.827256\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- Feb -->\r\n      <defs>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 51.703125 72.90625 \r\nL 51.703125 64.59375 \r\nL 19.671875 64.59375 \r\nL 19.671875 43.109375 \r\nL 48.578125 43.109375 \r\nL 48.578125 34.8125 \r\nL 19.671875 34.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-70\"/>\r\n       <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-101\"/>\r\n       <path d=\"M 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\nM 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-98\"/>\r\n      </defs>\r\n      <g transform=\"translate(73.7046 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-70\"/>\r\n       <use x=\"57.441406\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"118.964844\" xlink:href=\"#DejaVuSans-98\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"109.427804\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- Mar -->\r\n      <defs>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 24.515625 72.90625 \r\nL 43.109375 23.296875 \r\nL 61.8125 72.90625 \r\nL 76.515625 72.90625 \r\nL 76.515625 0 \r\nL 66.890625 0 \r\nL 66.890625 64.015625 \r\nL 48.09375 14.015625 \r\nL 38.1875 14.015625 \r\nL 19.390625 64.015625 \r\nL 19.390625 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-77\"/>\r\n       <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-114\"/>\r\n      </defs>\r\n      <g transform=\"translate(99.99421 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-77\"/>\r\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-114\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"137.862872\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- Apr -->\r\n      <defs>\r\n       <path d=\"M 34.1875 63.1875 \r\nL 20.796875 26.90625 \r\nL 47.609375 26.90625 \r\nz\r\nM 28.609375 72.90625 \r\nL 39.796875 72.90625 \r\nL 67.578125 0 \r\nL 57.328125 0 \r\nL 50.6875 18.703125 \r\nL 17.828125 18.703125 \r\nL 11.1875 0 \r\nL 0.78125 0 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n       <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-112\"/>\r\n      </defs>\r\n      <g transform=\"translate(129.212872 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-65\"/>\r\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-112\"/>\r\n       <use x=\"131.884766\" xlink:href=\"#DejaVuSans-114\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"165.380681\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- May -->\r\n      <defs>\r\n       <path d=\"M 32.171875 -5.078125 \r\nQ 28.375 -14.84375 24.75 -17.8125 \r\nQ 21.140625 -20.796875 15.09375 -20.796875 \r\nL 7.90625 -20.796875 \r\nL 7.90625 -13.28125 \r\nL 13.1875 -13.28125 \r\nQ 16.890625 -13.28125 18.9375 -11.515625 \r\nQ 21 -9.765625 23.484375 -3.21875 \r\nL 25.09375 0.875 \r\nL 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 11.921875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nz\r\n\" id=\"DejaVuSans-121\"/>\r\n      </defs>\r\n      <g transform=\"translate(155.043181 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-77\"/>\r\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\r\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-121\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"193.815749\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- Jun -->\r\n      <defs>\r\n       <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-117\"/>\r\n      </defs>\r\n      <g transform=\"translate(186.003249 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-74\"/>\r\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-110\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"221.333557\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- Jul -->\r\n      <defs>\r\n       <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-108\"/>\r\n      </defs>\r\n      <g transform=\"translate(215.300745 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-74\"/>\r\n       <use x=\"29.492188\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"92.871094\" xlink:href=\"#DejaVuSans-108\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"249.768626\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- Aug -->\r\n      <defs>\r\n       <path d=\"M 45.40625 27.984375 \r\nQ 45.40625 37.75 41.375 43.109375 \r\nQ 37.359375 48.484375 30.078125 48.484375 \r\nQ 22.859375 48.484375 18.828125 43.109375 \r\nQ 14.796875 37.75 14.796875 27.984375 \r\nQ 14.796875 18.265625 18.828125 12.890625 \r\nQ 22.859375 7.515625 30.078125 7.515625 \r\nQ 37.359375 7.515625 41.375 12.890625 \r\nQ 45.40625 18.265625 45.40625 27.984375 \r\nz\r\nM 54.390625 6.78125 \r\nQ 54.390625 -7.171875 48.1875 -13.984375 \r\nQ 42 -20.796875 29.203125 -20.796875 \r\nQ 24.46875 -20.796875 20.265625 -20.09375 \r\nQ 16.0625 -19.390625 12.109375 -17.921875 \r\nL 12.109375 -9.1875 \r\nQ 16.0625 -11.328125 19.921875 -12.34375 \r\nQ 23.78125 -13.375 27.78125 -13.375 \r\nQ 36.625 -13.375 41.015625 -8.765625 \r\nQ 45.40625 -4.15625 45.40625 5.171875 \r\nL 45.40625 9.625 \r\nQ 42.625 4.78125 38.28125 2.390625 \r\nQ 33.9375 0 27.875 0 \r\nQ 17.828125 0 11.671875 7.65625 \r\nQ 5.515625 15.328125 5.515625 27.984375 \r\nQ 5.515625 40.671875 11.671875 48.328125 \r\nQ 17.828125 56 27.875 56 \r\nQ 33.9375 56 38.28125 53.609375 \r\nQ 42.625 51.21875 45.40625 46.390625 \r\nL 45.40625 54.6875 \r\nL 54.390625 54.6875 \r\nz\r\n\" id=\"DejaVuSans-103\"/>\r\n      </defs>\r\n      <g transform=\"translate(240.005345 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-65\"/>\r\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-117\"/>\r\n       <use x=\"131.787109\" xlink:href=\"#DejaVuSans-103\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"278.203694\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- Sep -->\r\n      <defs>\r\n       <path d=\"M 53.515625 70.515625 \r\nL 53.515625 60.890625 \r\nQ 47.90625 63.578125 42.921875 64.890625 \r\nQ 37.9375 66.21875 33.296875 66.21875 \r\nQ 25.25 66.21875 20.875 63.09375 \r\nQ 16.5 59.96875 16.5 54.203125 \r\nQ 16.5 49.359375 19.40625 46.890625 \r\nQ 22.3125 44.4375 30.421875 42.921875 \r\nL 36.375 41.703125 \r\nQ 47.40625 39.59375 52.65625 34.296875 \r\nQ 57.90625 29 57.90625 20.125 \r\nQ 57.90625 9.515625 50.796875 4.046875 \r\nQ 43.703125 -1.421875 29.984375 -1.421875 \r\nQ 24.8125 -1.421875 18.96875 -0.25 \r\nQ 13.140625 0.921875 6.890625 3.21875 \r\nL 6.890625 13.375 \r\nQ 12.890625 10.015625 18.65625 8.296875 \r\nQ 24.421875 6.59375 29.984375 6.59375 \r\nQ 38.421875 6.59375 43.015625 9.90625 \r\nQ 47.609375 13.234375 47.609375 19.390625 \r\nQ 47.609375 24.75 44.3125 27.78125 \r\nQ 41.015625 30.8125 33.5 32.328125 \r\nL 27.484375 33.5 \r\nQ 16.453125 35.6875 11.515625 40.375 \r\nQ 6.59375 45.0625 6.59375 53.421875 \r\nQ 6.59375 63.09375 13.40625 68.65625 \r\nQ 20.21875 74.21875 32.171875 74.21875 \r\nQ 37.3125 74.21875 42.625 73.28125 \r\nQ 47.953125 72.359375 53.515625 70.515625 \r\nz\r\n\" id=\"DejaVuSans-83\"/>\r\n      </defs>\r\n      <g transform=\"translate(268.778694 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-83\"/>\r\n       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"125\" xlink:href=\"#DejaVuSans-112\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_10\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"305.721503\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- Oct -->\r\n      <defs>\r\n       <path d=\"M 39.40625 66.21875 \r\nQ 28.65625 66.21875 22.328125 58.203125 \r\nQ 16.015625 50.203125 16.015625 36.375 \r\nQ 16.015625 22.609375 22.328125 14.59375 \r\nQ 28.65625 6.59375 39.40625 6.59375 \r\nQ 50.140625 6.59375 56.421875 14.59375 \r\nQ 62.703125 22.609375 62.703125 36.375 \r\nQ 62.703125 50.203125 56.421875 58.203125 \r\nQ 50.140625 66.21875 39.40625 66.21875 \r\nz\r\nM 39.40625 74.21875 \r\nQ 54.734375 74.21875 63.90625 63.9375 \r\nQ 73.09375 53.65625 73.09375 36.375 \r\nQ 73.09375 19.140625 63.90625 8.859375 \r\nQ 54.734375 -1.421875 39.40625 -1.421875 \r\nQ 24.03125 -1.421875 14.8125 8.828125 \r\nQ 5.609375 19.09375 5.609375 36.375 \r\nQ 5.609375 53.65625 14.8125 63.9375 \r\nQ 24.03125 74.21875 39.40625 74.21875 \r\nz\r\n\" id=\"DejaVuSans-79\"/>\r\n       <path d=\"M 48.78125 52.59375 \r\nL 48.78125 44.1875 \r\nQ 44.96875 46.296875 41.140625 47.34375 \r\nQ 37.3125 48.390625 33.40625 48.390625 \r\nQ 24.65625 48.390625 19.8125 42.84375 \r\nQ 14.984375 37.3125 14.984375 27.296875 \r\nQ 14.984375 17.28125 19.8125 11.734375 \r\nQ 24.65625 6.203125 33.40625 6.203125 \r\nQ 37.3125 6.203125 41.140625 7.25 \r\nQ 44.96875 8.296875 48.78125 10.40625 \r\nL 48.78125 2.09375 \r\nQ 45.015625 0.34375 40.984375 -0.53125 \r\nQ 36.96875 -1.421875 32.421875 -1.421875 \r\nQ 20.0625 -1.421875 12.78125 6.34375 \r\nQ 5.515625 14.109375 5.515625 27.296875 \r\nQ 5.515625 40.671875 12.859375 48.328125 \r\nQ 20.21875 56 33.015625 56 \r\nQ 37.15625 56 41.109375 55.140625 \r\nQ 45.0625 54.296875 48.78125 52.59375 \r\nz\r\n\" id=\"DejaVuSans-99\"/>\r\n       <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n      </defs>\r\n      <g transform=\"translate(297.07619 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-79\"/>\r\n       <use x=\"78.710938\" xlink:href=\"#DejaVuSans-99\"/>\r\n       <use x=\"133.691406\" xlink:href=\"#DejaVuSans-116\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_11\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"334.156571\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- Nov -->\r\n      <defs>\r\n       <path d=\"M 9.8125 72.90625 \r\nL 23.09375 72.90625 \r\nL 55.421875 11.921875 \r\nL 55.421875 72.90625 \r\nL 64.984375 72.90625 \r\nL 64.984375 0 \r\nL 51.703125 0 \r\nL 19.390625 60.984375 \r\nL 19.390625 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-78\"/>\r\n       <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-111\"/>\r\n       <path d=\"M 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 8.796875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nL 35.6875 0 \r\nL 23.484375 0 \r\nz\r\n\" id=\"DejaVuSans-118\"/>\r\n      </defs>\r\n      <g transform=\"translate(324.397196 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-78\"/>\r\n       <use x=\"74.804688\" xlink:href=\"#DejaVuSans-111\"/>\r\n       <use x=\"135.986328\" xlink:href=\"#DejaVuSans-118\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_12\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"361.674379\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- Dec -->\r\n      <defs>\r\n       <path d=\"M 19.671875 64.796875 \r\nL 19.671875 8.109375 \r\nL 31.59375 8.109375 \r\nQ 46.6875 8.109375 53.6875 14.9375 \r\nQ 60.6875 21.78125 60.6875 36.53125 \r\nQ 60.6875 51.171875 53.6875 57.984375 \r\nQ 46.6875 64.796875 31.59375 64.796875 \r\nz\r\nM 9.8125 72.90625 \r\nL 30.078125 72.90625 \r\nQ 51.265625 72.90625 61.171875 64.09375 \r\nQ 71.09375 55.28125 71.09375 36.53125 \r\nQ 71.09375 17.671875 61.125 8.828125 \r\nQ 51.171875 0 30.078125 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-68\"/>\r\n      </defs>\r\n      <g transform=\"translate(351.998598 239.238437)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-68\"/>\r\n       <use x=\"77.001953\" xlink:href=\"#DejaVuSans-101\"/>\r\n       <use x=\"138.525391\" xlink:href=\"#DejaVuSans-99\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_13\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"389.192188\" xlink:href=\"#m1fb9cda75a\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_14\">\r\n     <g id=\"line2d_14\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 2 \r\n\" id=\"mcc002bbdcf\" style=\"stroke:#000000;stroke-width:0.6;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"58.978489\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_15\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"65.399311\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_16\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"71.820133\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_17\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"78.240955\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_18\">\r\n     <g id=\"line2d_18\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"84.661777\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_19\">\r\n     <g id=\"line2d_19\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"91.082598\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_20\">\r\n     <g id=\"line2d_20\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"97.50342\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_21\">\r\n     <g id=\"line2d_21\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"103.924242\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_22\">\r\n     <g id=\"line2d_22\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"110.345064\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_23\">\r\n     <g id=\"line2d_23\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"116.765886\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_24\">\r\n     <g id=\"line2d_24\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"123.186708\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_25\">\r\n     <g id=\"line2d_25\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"129.60753\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_26\">\r\n     <g id=\"line2d_26\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"136.028352\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_27\">\r\n     <g id=\"line2d_27\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"142.449174\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_28\">\r\n     <g id=\"line2d_28\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"148.869996\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_29\">\r\n     <g id=\"line2d_29\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"155.290818\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_30\">\r\n     <g id=\"line2d_30\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"161.71164\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_31\">\r\n     <g id=\"line2d_31\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"168.132461\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_32\">\r\n     <g id=\"line2d_32\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"174.553283\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_33\">\r\n     <g id=\"line2d_33\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"180.974105\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_34\">\r\n     <g id=\"line2d_34\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"187.394927\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_35\">\r\n     <g id=\"line2d_35\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"200.236571\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_36\">\r\n     <g id=\"line2d_36\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"206.657393\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_37\">\r\n     <g id=\"line2d_37\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"213.078215\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_38\">\r\n     <g id=\"line2d_38\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"219.499037\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_39\">\r\n     <g id=\"line2d_39\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"225.919859\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_40\">\r\n     <g id=\"line2d_40\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"232.340681\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_41\">\r\n     <g id=\"line2d_41\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"238.761503\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_42\">\r\n     <g id=\"line2d_42\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"245.182324\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_43\">\r\n     <g id=\"line2d_43\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"251.603146\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_44\">\r\n     <g id=\"line2d_44\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"258.023968\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_45\">\r\n     <g id=\"line2d_45\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"264.44479\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_46\">\r\n     <g id=\"line2d_46\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"270.865612\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_47\">\r\n     <g id=\"line2d_47\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"277.286434\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_48\">\r\n     <g id=\"line2d_48\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"283.707256\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_49\">\r\n     <g id=\"line2d_49\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"290.128078\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_50\">\r\n     <g id=\"line2d_50\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"296.5489\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_51\">\r\n     <g id=\"line2d_51\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"302.969722\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_52\">\r\n     <g id=\"line2d_52\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"309.390544\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_53\">\r\n     <g id=\"line2d_53\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"315.811366\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_54\">\r\n     <g id=\"line2d_54\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"322.232188\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_55\">\r\n     <g id=\"line2d_55\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"328.653009\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_56\">\r\n     <g id=\"line2d_56\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"335.073831\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_57\">\r\n     <g id=\"line2d_57\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"341.494653\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_58\">\r\n     <g id=\"line2d_58\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"347.915475\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_59\">\r\n     <g id=\"line2d_59\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"354.336297\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_60\">\r\n     <g id=\"line2d_60\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"360.757119\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_61\">\r\n     <g id=\"line2d_61\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"367.177941\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_62\">\r\n     <g id=\"line2d_62\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"373.598763\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_63\">\r\n     <g id=\"line2d_63\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"380.019585\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_64\">\r\n     <g id=\"line2d_64\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"386.440407\" xlink:href=\"#mcc002bbdcf\" y=\"224.64\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_13\">\r\n     <!-- timestamp -->\r\n     <defs>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n      <path d=\"M 52 44.1875 \r\nQ 55.375 50.25 60.0625 53.125 \r\nQ 64.75 56 71.09375 56 \r\nQ 79.640625 56 84.28125 50.015625 \r\nQ 88.921875 44.046875 88.921875 33.015625 \r\nL 88.921875 0 \r\nL 79.890625 0 \r\nL 79.890625 32.71875 \r\nQ 79.890625 40.578125 77.09375 44.375 \r\nQ 74.3125 48.1875 68.609375 48.1875 \r\nQ 61.625 48.1875 57.5625 43.546875 \r\nQ 53.515625 38.921875 53.515625 30.90625 \r\nL 53.515625 0 \r\nL 44.484375 0 \r\nL 44.484375 32.71875 \r\nQ 44.484375 40.625 41.703125 44.40625 \r\nQ 38.921875 48.1875 33.109375 48.1875 \r\nQ 26.21875 48.1875 22.15625 43.53125 \r\nQ 18.109375 38.875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.1875 51.21875 25.484375 53.609375 \r\nQ 29.78125 56 35.6875 56 \r\nQ 41.65625 56 45.828125 52.96875 \r\nQ 50 49.953125 52 44.1875 \r\nz\r\n\" id=\"DejaVuSans-109\"/>\r\n      <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n     </defs>\r\n     <g transform=\"translate(194.822656 264.114375)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"66.992188\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"164.404297\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"225.927734\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"278.027344\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"317.236328\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"378.515625\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"475.927734\" xlink:href=\"#DejaVuSans-112\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_65\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m278c774a51\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"54.392188\" xlink:href=\"#m278c774a51\" y=\"210.372278\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- −10000 -->\r\n      <defs>\r\n       <path d=\"M 10.59375 35.5 \r\nL 73.1875 35.5 \r\nL 73.1875 27.203125 \r\nL 10.59375 27.203125 \r\nz\r\n\" id=\"DejaVuSans-8722\"/>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n      </defs>\r\n      <g transform=\"translate(7.2 214.171497)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"211.035156\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"274.658203\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"338.28125\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_66\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"54.392188\" xlink:href=\"#m278c774a51\" y=\"172.930067\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(41.029688 176.729286)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_67\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"54.392188\" xlink:href=\"#m278c774a51\" y=\"135.487856\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- 10000 -->\r\n      <g transform=\"translate(15.579688 139.287075)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_68\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"54.392188\" xlink:href=\"#m278c774a51\" y=\"98.045645\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- 20000 -->\r\n      <g transform=\"translate(15.579688 101.844864)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_69\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"54.392188\" xlink:href=\"#m278c774a51\" y=\"60.603434\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- 30000 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n      </defs>\r\n      <g transform=\"translate(15.579688 64.402653)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_70\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"54.392188\" xlink:href=\"#m278c774a51\" y=\"23.161223\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- 40000 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n      </defs>\r\n      <g transform=\"translate(15.579688 26.960442)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-52\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"254.492188\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_71\">\r\n    <path clip-path=\"url(#p46076e5e81)\" d=\"M 54.392188 61.418144 \r\nL 55.309448 51.844831 \r\nL 56.226708 48.593262 \r\nL 57.143968 56.700833 \r\nL 58.061229 58.724913 \r\nL 58.978489 43.935818 \r\nL 59.895749 46.357512 \r\nL 60.813009 39.092666 \r\nL 61.73027 39.293958 \r\nL 62.64753 42.7726 \r\nL 63.56479 59.376971 \r\nL 64.482051 58.196072 \r\nL 65.399311 45.082604 \r\nL 66.316571 41.87003 \r\nL 67.233831 45.86269 \r\nL 68.151092 43.830184 \r\nL 69.068352 40.957477 \r\nL 69.985612 48.517852 \r\nL 70.902872 48.317609 \r\nL 71.820133 32.244507 \r\nL 72.737393 29.394825 \r\nL 73.654653 27.802666 \r\nL 74.571914 26.582341 \r\nL 75.489174 30.61912 \r\nL 76.406434 49.263093 \r\nL 77.323694 54.741436 \r\nL 78.240955 39.191611 \r\nL 79.158215 40.4241 \r\nL 80.075475 42.734993 \r\nL 80.992735 44.564149 \r\nL 81.909996 51.01718 \r\nL 82.827256 63.556843 \r\nL 83.744516 61.514745 \r\nL 84.661777 48.851366 \r\nL 86.496297 34.960186 \r\nL 87.413557 36.883788 \r\nL 88.330818 45.067048 \r\nL 89.248078 65.385231 \r\nL 90.165338 61.660922 \r\nL 91.082598 46.382142 \r\nL 91.999859 45.380702 \r\nL 92.917119 41.040741 \r\nL 93.834379 37.954294 \r\nL 94.75164 41.666384 \r\nL 95.6689 59.870209 \r\nL 96.58616 64.180963 \r\nL 97.50342 51.080351 \r\nL 98.420681 47.302355 \r\nL 99.337941 42.078842 \r\nL 100.255201 47.6552 \r\nL 101.172461 49.711996 \r\nL 102.089722 65.168637 \r\nL 103.006982 62.407845 \r\nL 103.924242 45.379581 \r\nL 104.841503 43.17469 \r\nL 105.758763 40.484529 \r\nL 106.676023 38.399419 \r\nL 107.593283 38.868214 \r\nL 108.510544 62.909506 \r\nL 109.427804 64.129427 \r\nL 110.345064 45.107983 \r\nL 111.262324 39.899824 \r\nL 112.179585 32.378705 \r\nL 113.096845 29.022899 \r\nL 114.014105 43.980207 \r\nL 114.931366 61.830573 \r\nL 115.848626 68.403359 \r\nL 116.765886 49.966188 \r\nL 118.600407 56.71608 \r\nL 119.517667 56.873366 \r\nL 120.434927 46.571813 \r\nL 121.352188 63.078886 \r\nL 122.269448 65.558202 \r\nL 123.186708 53.700279 \r\nL 124.103968 54.58634 \r\nL 125.021229 47.947777 \r\nL 125.938489 44.383896 \r\nL 126.855749 53.521283 \r\nL 127.773009 71.324788 \r\nL 128.69027 72.273184 \r\nL 129.60753 61.998824 \r\nL 130.52479 72.252125 \r\nL 131.442051 67.226723 \r\nL 132.359311 65.824668 \r\nL 134.193831 79.316167 \r\nL 135.111092 78.579657 \r\nL 136.028352 65.349933 \r\nL 136.945612 62.013602 \r\nL 137.862872 62.885153 \r\nL 138.780133 73.721425 \r\nL 139.697393 70.173959 \r\nL 140.614653 83.555782 \r\nL 141.531914 87.473867 \r\nL 142.449174 80.983179 \r\nL 143.366434 79.165194 \r\nL 144.283694 78.046238 \r\nL 145.200955 81.38184 \r\nL 146.118215 86.887525 \r\nL 147.035475 91.423469 \r\nL 147.952735 91.611056 \r\nL 148.869996 89.237183 \r\nL 149.787256 80.27079 \r\nL 150.704516 82.446081 \r\nL 151.621777 83.969744 \r\nL 152.539037 83.054663 \r\nL 153.456297 81.833817 \r\nL 154.373557 91.156506 \r\nL 155.290818 85.520094 \r\nL 156.208078 85.24416 \r\nL 157.125338 86.434348 \r\nL 158.042598 83.35111 \r\nL 158.959859 83.874971 \r\nL 159.877119 89.540695 \r\nL 160.794379 91.142025 \r\nL 161.71164 78.980984 \r\nL 162.6289 69.066246 \r\nL 163.54616 75.611887 \r\nL 164.46342 76.654347 \r\nL 165.380681 81.466858 \r\nL 166.297941 87.654368 \r\nL 167.215201 82.260859 \r\nL 169.049722 84.531468 \r\nL 169.966982 85.347143 \r\nL 170.884242 85.14239 \r\nL 171.801503 90.649098 \r\nL 172.718763 95.033266 \r\nL 173.636023 90.923665 \r\nL 174.553283 83.320524 \r\nL 175.470544 79.634204 \r\nL 176.387804 79.288192 \r\nL 177.305064 80.89124 \r\nL 178.222324 83.899471 \r\nL 179.139585 91.56476 \r\nL 180.056845 94.533089 \r\nL 180.974105 86.283877 \r\nL 181.891366 84.291882 \r\nL 182.808626 86.524436 \r\nL 183.725886 85.43103 \r\nL 185.560407 93.819047 \r\nL 186.477667 93.703796 \r\nL 187.394927 95.855827 \r\nL 188.312187 86.302881 \r\nL 189.229448 84.860536 \r\nL 190.146708 86.925901 \r\nL 191.981229 98.860196 \r\nL 192.898489 99.857666 \r\nL 193.815749 87.246502 \r\nL 194.733009 84.583853 \r\nL 195.65027 80.522122 \r\nL 196.56753 79.742665 \r\nL 197.48479 87.464259 \r\nL 198.402051 89.603005 \r\nL 199.319311 89.659586 \r\nL 200.236571 77.74371 \r\nL 201.153831 74.547272 \r\nL 202.071092 72.467799 \r\nL 202.988352 81.849026 \r\nL 203.905612 81.613301 \r\nL 204.822872 91.073904 \r\nL 205.740133 91.382431 \r\nL 206.657393 80.215245 \r\nL 207.574653 72.908259 \r\nL 208.491914 73.784854 \r\nL 209.409174 72.17016 \r\nL 210.326434 76.290009 \r\nL 211.243694 76.475567 \r\nL 212.160955 83.127857 \r\nL 213.078215 81.811827 \r\nL 213.995475 71.306384 \r\nL 214.912735 72.287428 \r\nL 216.747256 78.480628 \r\nL 217.664516 75.861713 \r\nL 218.581777 79.140517 \r\nL 219.499037 83.682102 \r\nL 220.416297 76.190673 \r\nL 221.333557 63.387995 \r\nL 223.168078 66.76411 \r\nL 224.085338 66.325507 \r\nL 225.002598 68.870701 \r\nL 225.919859 72.101163 \r\nL 226.837119 63.169933 \r\nL 227.754379 61.671486 \r\nL 228.67164 63.832578 \r\nL 229.5889 63.288217 \r\nL 230.50616 66.232333 \r\nL 231.42342 69.852141 \r\nL 232.340681 72.641198 \r\nL 233.257941 63.607741 \r\nL 234.175201 62.830543 \r\nL 235.092461 64.299632 \r\nL 236.009722 65.150646 \r\nL 236.926982 62.977869 \r\nL 237.844242 74.08761 \r\nL 238.761503 75.26777 \r\nL 239.678763 63.76036 \r\nL 240.596023 59.935286 \r\nL 241.513283 57.926128 \r\nL 242.430544 60.302096 \r\nL 243.347804 64.775376 \r\nL 245.182324 81.19029 \r\nL 246.099585 73.031588 \r\nL 247.016845 69.909351 \r\nL 247.934105 71.874971 \r\nL 248.851366 69.733267 \r\nL 249.768626 68.308178 \r\nL 250.685886 74.438913 \r\nL 251.603146 77.965156 \r\nL 252.520407 72.983864 \r\nL 253.437667 70.560404 \r\nL 254.354927 69.334357 \r\nL 255.272187 67.568728 \r\nL 256.189448 70.114656 \r\nL 257.106708 76.866671 \r\nL 258.023968 74.93005 \r\nL 258.941229 64.061165 \r\nL 259.858489 65.261326 \r\nL 260.775749 60.359749 \r\nL 261.693009 69.663311 \r\nL 262.61027 66.334722 \r\nL 263.52753 77.842389 \r\nL 264.44479 75.86408 \r\nL 265.362051 64.357957 \r\nL 266.279311 59.538715 \r\nL 267.196571 62.646141 \r\nL 268.113831 63.974255 \r\nL 269.031092 61.243925 \r\nL 269.948352 69.003763 \r\nL 270.865612 70.071463 \r\nL 271.782872 65.605776 \r\nL 272.700133 60.047729 \r\nL 273.617393 61.751042 \r\nL 274.534653 69.512468 \r\nL 275.451914 70.085174 \r\nL 276.369174 75.705979 \r\nL 277.286434 75.113822 \r\nL 278.203694 65.262503 \r\nL 279.120955 61.101194 \r\nL 280.038215 63.287525 \r\nL 280.955475 60.309889 \r\nL 281.872735 59.504464 \r\nL 282.789996 65.966719 \r\nL 283.707256 69.420848 \r\nL 284.624516 58.395281 \r\nL 285.541777 65.110585 \r\nL 286.459037 67.056018 \r\nL 287.376297 65.839494 \r\nL 288.293557 67.141297 \r\nL 289.210818 75.327321 \r\nL 290.128078 68.429688 \r\nL 291.045338 56.653628 \r\nL 291.962598 60.823023 \r\nL 292.879859 60.015139 \r\nL 293.797119 61.476428 \r\nL 294.714379 63.315652 \r\nL 295.63164 72.334905 \r\nL 296.5489 63.326773 \r\nL 297.46616 58.153722 \r\nL 298.38342 58.843126 \r\nL 299.300681 61.47387 \r\nL 300.217941 65.087957 \r\nL 301.135201 64.494457 \r\nL 302.052461 67.902494 \r\nL 302.969722 67.02422 \r\nL 303.886982 54.89112 \r\nL 304.804242 55.129233 \r\nL 305.721503 55.510387 \r\nL 306.638763 51.624051 \r\nL 307.556023 55.815379 \r\nL 308.473283 60.956093 \r\nL 309.390544 63.964792 \r\nL 310.307804 53.363434 \r\nL 311.225064 57.492978 \r\nL 312.142324 55.547734 \r\nL 313.059585 55.877718 \r\nL 313.976845 53.081179 \r\nL 314.894105 56.294112 \r\nL 315.811366 57.405037 \r\nL 316.728626 47.686716 \r\nL 317.645886 49.208158 \r\nL 318.563146 52.136285 \r\nL 319.480407 48.94438 \r\nL 320.397667 48.841955 \r\nL 321.314927 57.025265 \r\nL 322.232188 60.539921 \r\nL 323.149448 49.243697 \r\nL 324.066708 55.129509 \r\nL 324.983968 54.764659 \r\nL 325.901229 52.090153 \r\nL 326.818489 50.312404 \r\nL 327.735749 58.112279 \r\nL 328.653009 59.763581 \r\nL 329.57027 44.897453 \r\nL 330.48753 45.823184 \r\nL 331.40479 43.169077 \r\nL 332.322051 43.842184 \r\nL 334.156571 56.224814 \r\nL 335.073831 56.555303 \r\nL 335.991092 45.753422 \r\nL 337.825612 40.147961 \r\nL 338.742872 43.672868 \r\nL 339.660133 39.804431 \r\nL 341.494653 49.544482 \r\nL 342.411914 44.386961 \r\nL 343.329174 42.390559 \r\nL 344.246434 38.490446 \r\nL 345.163694 41.240147 \r\nL 346.080955 40.612368 \r\nL 346.998215 45.569627 \r\nL 347.915475 48.980189 \r\nL 348.832735 40.556489 \r\nL 349.749996 34.184845 \r\nL 350.667256 37.444432 \r\nL 351.584516 36.465426 \r\nL 352.501777 39.874548 \r\nL 353.419037 46.900257 \r\nL 354.336297 47.71258 \r\nL 355.253557 40.388445 \r\nL 356.170818 40.599232 \r\nL 357.088078 37.106866 \r\nL 358.005338 37.991397 \r\nL 358.922598 39.900319 \r\nL 359.839859 45.567005 \r\nL 360.757119 43.718297 \r\nL 361.674379 35.786488 \r\nL 362.59164 38.389094 \r\nL 363.5089 33.492634 \r\nL 364.42616 34.487514 \r\nL 366.260681 52.43003 \r\nL 367.177941 51.852034 \r\nL 368.095201 34.872244 \r\nL 369.012461 27.753564 \r\nL 369.929722 26.660638 \r\nL 370.846982 23.846376 \r\nL 371.764242 31.300672 \r\nL 372.681503 37.248733 \r\nL 373.598763 36.680738 \r\nL 374.516023 24.946865 \r\nL 375.433283 24.340845 \r\nL 376.350544 34.751074 \r\nL 377.267804 38.191536 \r\nL 378.185064 37.496839 \r\nL 379.102324 46.350464 \r\nL 380.019585 52.958751 \r\nL 380.936845 49.601899 \r\nL 381.854105 55.175728 \r\nL 382.771366 66.710151 \r\nL 383.688626 68.21187 \r\nL 384.605886 56.522134 \r\nL 385.523146 56.96076 \r\nL 386.440407 58.583338 \r\nL 387.357667 49.385939 \r\nL 388.274927 57.951429 \r\nL 389.192188 61.989339 \r\nL 389.192188 61.989339 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_72\">\r\n    <path clip-path=\"url(#p46076e5e81)\" d=\"M 54.392188 61.994321 \r\nL 55.309448 38.675335 \r\nL 56.226708 35.45408 \r\nL 57.143968 36.071967 \r\nL 58.061229 41.335388 \r\nL 58.978489 44.469437 \r\nL 59.895749 42.420935 \r\nL 60.813009 37.20628 \r\nL 61.73027 31.32943 \r\nL 62.64753 33.741419 \r\nL 63.56479 39.037908 \r\nL 64.482051 54.393095 \r\nL 65.399311 54.207954 \r\nL 66.316571 34.099101 \r\nL 67.233831 37.879055 \r\nL 68.151092 34.421628 \r\nL 69.068352 28.541393 \r\nL 69.985612 24.504692 \r\nL 70.902872 31.418037 \r\nL 71.820133 32.035036 \r\nL 72.737393 24.768151 \r\nL 73.654653 30.957253 \r\nL 74.571914 34.872335 \r\nL 75.489174 40.007867 \r\nL 77.323694 54.455377 \r\nL 78.240955 55.092361 \r\nL 79.158215 41.859713 \r\nL 80.075475 38.466196 \r\nL 80.992735 37.086689 \r\nL 81.909996 37.727229 \r\nL 82.827256 39.231285 \r\nL 83.744516 45.760026 \r\nL 84.661777 45.514068 \r\nL 85.579037 35.550279 \r\nL 86.496297 28.990125 \r\nL 87.413557 30.17173 \r\nL 88.330818 30.378224 \r\nL 89.248078 31.408887 \r\nL 90.165338 35.985228 \r\nL 91.082598 27.755943 \r\nL 91.999859 17.083636 \r\nL 92.917119 18.55729 \r\nL 93.834379 22.881889 \r\nL 94.75164 21.216324 \r\nL 95.6689 26.535233 \r\nL 96.58616 33.956681 \r\nL 97.50342 39.899213 \r\nL 98.420681 24.179013 \r\nL 99.337941 25.759218 \r\nL 100.255201 34.100078 \r\nL 101.172461 34.743473 \r\nL 102.089722 35.127319 \r\nL 103.006982 42.710062 \r\nL 103.924242 42.628175 \r\nL 104.841503 33.444753 \r\nL 105.758763 30.057104 \r\nL 106.676023 29.017454 \r\nL 107.593283 25.807696 \r\nL 108.510544 32.855926 \r\nL 109.427804 51.203888 \r\nL 110.345064 47.977472 \r\nL 111.262324 40.811178 \r\nL 112.179585 40.135379 \r\nL 114.014105 47.136632 \r\nL 114.931366 46.261605 \r\nL 115.848626 57.08047 \r\nL 116.765886 56.433316 \r\nL 117.683146 47.577433 \r\nL 118.600407 42.924155 \r\nL 119.517667 47.806127 \r\nL 120.434927 50.941629 \r\nL 121.352188 50.240204 \r\nL 122.269448 52.805724 \r\nL 123.186708 54.324288 \r\nL 124.103968 35.850072 \r\nL 125.021229 39.189081 \r\nL 125.938489 44.661402 \r\nL 126.855749 46.384794 \r\nL 127.773009 49.282359 \r\nL 129.60753 60.327042 \r\nL 130.52479 49.520139 \r\nL 131.442051 49.130791 \r\nL 132.359311 50.192468 \r\nL 134.193831 55.87415 \r\nL 135.111092 63.023671 \r\nL 136.028352 64.26058 \r\nL 136.945612 54.745125 \r\nL 137.862872 52.792589 \r\nL 138.780133 54.344884 \r\nL 139.697393 54.153652 \r\nL 141.531914 67.13447 \r\nL 142.449174 66.674057 \r\nL 143.366434 58.108742 \r\nL 144.283694 56.849424 \r\nL 145.200955 59.091529 \r\nL 146.118215 57.204396 \r\nL 147.035475 58.327557 \r\nL 147.952735 65.812457 \r\nL 148.869996 67.887476 \r\nL 149.787256 65.302402 \r\nL 150.704516 58.773489 \r\nL 151.621777 65.004736 \r\nL 152.539037 66.602877 \r\nL 153.456297 69.004827 \r\nL 154.373557 66.079393 \r\nL 155.290818 70.700453 \r\nL 156.208078 65.457675 \r\nL 157.125338 50.720732 \r\nL 158.042598 45.827415 \r\nL 158.959859 48.622633 \r\nL 159.877119 52.332285 \r\nL 160.794379 52.63558 \r\nL 161.71164 50.014549 \r\nL 162.6289 42.378019 \r\nL 163.54616 48.214089 \r\nL 165.380681 55.435986 \r\nL 166.297941 55.393075 \r\nL 167.215201 68.642996 \r\nL 168.132461 67.391038 \r\nL 169.049722 64.069904 \r\nL 169.966982 57.78209 \r\nL 170.884242 54.083103 \r\nL 171.801503 51.506024 \r\nL 172.718763 53.206969 \r\nL 173.636023 63.429245 \r\nL 174.553283 65.00242 \r\nL 175.470544 59.195602 \r\nL 176.387804 60.224138 \r\nL 177.305064 58.104927 \r\nL 178.222324 56.629928 \r\nL 179.139585 51.357625 \r\nL 180.056845 59.542422 \r\nL 180.974105 64.925034 \r\nL 181.891366 59.744304 \r\nL 183.725886 60.689708 \r\nL 184.643146 61.152502 \r\nL 185.560407 58.908145 \r\nL 187.394927 74.009507 \r\nL 188.312187 71.02874 \r\nL 189.229448 59.209513 \r\nL 190.146708 58.327061 \r\nL 191.063968 63.720566 \r\nL 191.981229 63.762172 \r\nL 192.898489 68.942491 \r\nL 193.815749 72.101594 \r\nL 195.65027 55.006263 \r\nL 196.56753 61.469708 \r\nL 197.48479 65.89317 \r\nL 198.402051 63.578903 \r\nL 199.319311 74.392191 \r\nL 200.236571 74.741054 \r\nL 201.153831 61.918372 \r\nL 202.071092 66.752516 \r\nL 202.988352 63.118015 \r\nL 203.905612 63.065828 \r\nL 204.822872 67.320091 \r\nL 205.740133 73.777622 \r\nL 206.657393 75.868479 \r\nL 207.574653 66.081745 \r\nL 208.491914 61.170419 \r\nL 209.409174 60.24099 \r\nL 210.326434 65.018908 \r\nL 211.243694 65.225919 \r\nL 212.160955 72.654068 \r\nL 213.078215 71.184546 \r\nL 213.995475 59.453834 \r\nL 214.912735 60.549299 \r\nL 216.747256 67.464822 \r\nL 217.664516 64.540458 \r\nL 218.581777 68.201675 \r\nL 219.499037 73.272952 \r\nL 220.416297 64.907785 \r\nL 221.333557 63.387995 \r\nL 223.168078 66.76411 \r\nL 224.085338 66.325507 \r\nL 225.002598 68.870701 \r\nL 225.919859 72.101163 \r\nL 226.837119 63.169933 \r\nL 227.754379 61.671486 \r\nL 228.67164 63.832578 \r\nL 229.5889 63.288217 \r\nL 230.50616 66.232333 \r\nL 231.42342 69.852141 \r\nL 232.340681 72.641198 \r\nL 233.257941 63.607741 \r\nL 234.175201 62.830543 \r\nL 235.092461 64.299632 \r\nL 236.009722 65.150646 \r\nL 236.926982 62.977869 \r\nL 237.844242 74.08761 \r\nL 238.761503 75.26777 \r\nL 239.678763 63.76036 \r\nL 240.596023 59.935286 \r\nL 241.513283 57.926128 \r\nL 242.430544 60.302096 \r\nL 243.347804 64.775376 \r\nL 245.182324 81.19029 \r\nL 246.099585 73.031588 \r\nL 247.016845 69.909351 \r\nL 247.934105 71.874971 \r\nL 248.851366 69.733267 \r\nL 249.768626 68.308178 \r\nL 250.685886 74.438913 \r\nL 251.603146 77.965156 \r\nL 252.520407 72.983864 \r\nL 253.437667 70.560404 \r\nL 254.354927 69.334357 \r\nL 255.272187 67.568728 \r\nL 256.189448 70.114656 \r\nL 257.106708 76.866671 \r\nL 258.023968 74.93005 \r\nL 258.941229 64.061165 \r\nL 259.858489 65.261326 \r\nL 260.775749 60.359749 \r\nL 261.693009 69.663311 \r\nL 262.61027 66.334722 \r\nL 263.52753 77.842389 \r\nL 264.44479 75.86408 \r\nL 265.362051 64.357957 \r\nL 266.279311 59.538715 \r\nL 267.196571 62.646141 \r\nL 268.113831 63.974255 \r\nL 269.031092 61.243925 \r\nL 269.948352 69.003763 \r\nL 270.865612 70.071463 \r\nL 271.782872 65.605776 \r\nL 272.700133 60.047729 \r\nL 273.617393 61.751042 \r\nL 274.534653 69.512468 \r\nL 275.451914 70.085174 \r\nL 276.369174 75.705979 \r\nL 277.286434 75.113822 \r\nL 278.203694 65.262503 \r\nL 279.120955 61.101194 \r\nL 280.038215 63.287525 \r\nL 280.955475 60.309889 \r\nL 281.872735 59.504464 \r\nL 282.789996 65.966719 \r\nL 283.707256 69.420848 \r\nL 284.624516 58.395281 \r\nL 285.541777 65.110585 \r\nL 286.459037 67.056018 \r\nL 287.376297 65.839494 \r\nL 288.293557 67.141297 \r\nL 289.210818 75.327321 \r\nL 290.128078 68.429688 \r\nL 291.045338 56.653628 \r\nL 291.962598 60.823023 \r\nL 292.879859 60.015139 \r\nL 293.797119 61.476428 \r\nL 294.714379 63.315652 \r\nL 295.63164 72.334905 \r\nL 296.5489 63.326773 \r\nL 297.46616 58.153722 \r\nL 298.38342 58.843126 \r\nL 299.300681 61.47387 \r\nL 300.217941 65.087957 \r\nL 301.135201 64.494457 \r\nL 302.052461 67.902494 \r\nL 302.969722 67.02422 \r\nL 303.886982 54.89112 \r\nL 304.804242 55.129233 \r\nL 305.721503 55.510387 \r\nL 306.638763 51.624051 \r\nL 307.556023 55.815379 \r\nL 308.473283 60.956093 \r\nL 309.390544 63.964792 \r\nL 310.307804 53.363434 \r\nL 311.225064 57.492978 \r\nL 312.142324 55.547734 \r\nL 313.059585 55.877718 \r\nL 313.976845 53.081179 \r\nL 314.894105 56.294112 \r\nL 315.811366 57.405037 \r\nL 316.728626 47.686716 \r\nL 317.645886 49.208158 \r\nL 318.563146 52.136285 \r\nL 319.480407 48.94438 \r\nL 320.397667 48.841955 \r\nL 321.314927 57.025265 \r\nL 322.232188 60.539921 \r\nL 323.149448 49.243697 \r\nL 324.066708 55.129509 \r\nL 324.983968 54.764659 \r\nL 325.901229 52.090153 \r\nL 326.818489 50.312404 \r\nL 327.735749 58.112279 \r\nL 328.653009 59.763581 \r\nL 329.57027 44.897453 \r\nL 330.48753 45.823184 \r\nL 331.40479 43.169077 \r\nL 332.322051 43.842184 \r\nL 334.156571 56.224814 \r\nL 335.073831 56.555303 \r\nL 335.991092 45.753422 \r\nL 337.825612 40.147961 \r\nL 338.742872 43.672868 \r\nL 339.660133 39.804431 \r\nL 341.494653 49.544482 \r\nL 342.411914 44.386961 \r\nL 343.329174 42.390559 \r\nL 344.246434 38.490446 \r\nL 345.163694 41.240147 \r\nL 346.080955 40.612368 \r\nL 346.998215 45.569627 \r\nL 347.915475 48.980189 \r\nL 348.832735 40.556489 \r\nL 349.749996 34.184845 \r\nL 350.667256 37.444432 \r\nL 351.584516 36.465426 \r\nL 352.501777 39.874548 \r\nL 353.419037 46.900257 \r\nL 354.336297 47.71258 \r\nL 355.253557 40.388445 \r\nL 356.170818 40.599232 \r\nL 357.088078 37.106866 \r\nL 358.005338 37.991397 \r\nL 358.922598 39.900319 \r\nL 359.839859 45.567005 \r\nL 360.757119 43.718297 \r\nL 361.674379 35.786488 \r\nL 362.59164 38.389094 \r\nL 363.5089 33.492634 \r\nL 364.42616 34.487514 \r\nL 366.260681 52.43003 \r\nL 367.177941 51.852034 \r\nL 368.095201 34.872244 \r\nL 369.012461 27.753564 \r\nL 369.929722 26.660638 \r\nL 370.846982 23.846376 \r\nL 371.764242 31.300672 \r\nL 372.681503 37.248733 \r\nL 373.598763 36.680738 \r\nL 374.516023 24.946865 \r\nL 375.433283 24.340845 \r\nL 376.350544 34.751074 \r\nL 377.267804 38.191536 \r\nL 378.185064 37.496839 \r\nL 379.102324 46.350464 \r\nL 380.019585 52.958751 \r\nL 380.936845 49.601899 \r\nL 381.854105 55.175728 \r\nL 382.771366 66.710151 \r\nL 383.688626 68.21187 \r\nL 384.605886 56.522134 \r\nL 385.523146 56.96076 \r\nL 386.440407 58.583338 \r\nL 387.357667 49.385939 \r\nL 388.274927 57.951429 \r\nL 389.192188 61.989339 \r\nL 389.192188 61.989339 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"line2d_73\">\r\n    <path clip-path=\"url(#p46076e5e81)\" d=\"M 54.392188 172.35389 \r\nL 55.309448 186.099563 \r\nL 56.226708 186.06925 \r\nL 57.143968 193.558933 \r\nL 58.061229 190.319592 \r\nL 58.978489 172.396448 \r\nL 59.895749 176.866645 \r\nL 60.813009 174.816453 \r\nL 61.73027 180.894595 \r\nL 62.64753 181.961248 \r\nL 63.56479 193.26913 \r\nL 64.482051 176.733044 \r\nL 65.399311 163.804717 \r\nL 66.316571 180.700997 \r\nL 67.233831 180.913702 \r\nL 68.151092 182.338623 \r\nL 69.068352 185.346151 \r\nL 69.985612 196.943227 \r\nL 70.902872 189.82964 \r\nL 71.820133 173.139539 \r\nL 72.737393 177.556741 \r\nL 73.654653 169.77548 \r\nL 74.571914 164.640073 \r\nL 75.489174 163.541319 \r\nL 76.406434 175.364776 \r\nL 77.323694 173.216126 \r\nL 78.240955 157.029317 \r\nL 79.158215 171.494454 \r\nL 80.075475 177.198864 \r\nL 80.992735 180.407527 \r\nL 81.909996 186.220018 \r\nL 82.827256 197.255626 \r\nL 83.744516 188.684786 \r\nL 84.661777 176.267365 \r\nL 85.579037 179.255504 \r\nL 86.496297 178.900128 \r\nL 87.413557 179.642125 \r\nL 88.330818 187.618891 \r\nL 89.248078 206.906411 \r\nL 90.165338 198.605762 \r\nL 91.082598 191.556266 \r\nL 91.999859 201.227133 \r\nL 92.917119 195.413518 \r\nL 93.834379 188.002472 \r\nL 94.75164 193.380128 \r\nL 95.6689 206.265044 \r\nL 96.58616 203.15435 \r\nL 97.50342 184.111205 \r\nL 98.420681 196.05341 \r\nL 99.337941 189.249691 \r\nL 100.255201 186.485189 \r\nL 101.172461 187.89859 \r\nL 102.089722 202.971385 \r\nL 103.006982 192.62785 \r\nL 103.924242 175.681473 \r\nL 104.841503 182.660005 \r\nL 105.758763 183.357492 \r\nL 106.676023 182.312032 \r\nL 107.593283 185.990586 \r\nL 108.510544 202.983647 \r\nL 110.345064 170.060579 \r\nL 111.262324 172.018713 \r\nL 113.096845 158.304263 \r\nL 114.014105 169.773642 \r\nL 114.931366 188.499035 \r\nL 115.848626 184.252956 \r\nL 116.765886 166.462939 \r\nL 117.683146 178.736799 \r\nL 118.600407 186.721992 \r\nL 119.517667 181.997306 \r\nL 120.434927 168.560252 \r\nL 121.352188 185.768749 \r\nL 122.269448 185.682545 \r\nL 123.186708 172.306059 \r\nL 124.103968 191.666335 \r\nL 125.938489 172.652561 \r\nL 126.855749 180.066556 \r\nL 127.773009 194.972496 \r\nL 128.69027 190.073715 \r\nL 129.60753 174.601849 \r\nL 130.52479 195.662053 \r\nL 131.442051 191.026 \r\nL 132.359311 188.562267 \r\nL 134.193831 196.372084 \r\nL 135.111092 188.486053 \r\nL 136.028352 174.01942 \r\nL 136.945612 180.198545 \r\nL 137.862872 183.022631 \r\nL 138.780133 192.306609 \r\nL 139.697393 188.950374 \r\nL 140.614653 195.7365 \r\nL 141.531914 193.269465 \r\nL 142.449174 187.239189 \r\nL 143.366434 193.98652 \r\nL 144.283694 194.126882 \r\nL 145.200955 195.220379 \r\nL 146.118215 202.613197 \r\nL 147.035475 206.025979 \r\nL 147.952735 198.728666 \r\nL 148.869996 194.279774 \r\nL 149.787256 187.898454 \r\nL 150.704516 196.602659 \r\nL 151.621777 191.895075 \r\nL 152.539037 189.381853 \r\nL 153.456297 185.759057 \r\nL 154.373557 198.00718 \r\nL 155.290818 187.749708 \r\nL 156.208078 192.716552 \r\nL 157.125338 208.643684 \r\nL 158.042598 210.453762 \r\nL 158.959859 208.182405 \r\nL 159.877119 210.138478 \r\nL 160.794379 211.436512 \r\nL 161.71164 201.896503 \r\nL 162.6289 199.618295 \r\nL 163.54616 200.327865 \r\nL 164.46342 197.645108 \r\nL 165.380681 198.960938 \r\nL 166.297941 205.191361 \r\nL 167.215201 186.547931 \r\nL 168.132461 188.97476 \r\nL 169.049722 193.391632 \r\nL 169.966982 200.495119 \r\nL 170.884242 203.989354 \r\nL 171.801503 212.073142 \r\nL 172.718763 214.756364 \r\nL 173.636023 200.424486 \r\nL 174.553283 191.24817 \r\nL 175.470544 193.36867 \r\nL 176.387804 191.994121 \r\nL 177.305064 195.71638 \r\nL 178.222324 200.19961 \r\nL 179.139585 213.137203 \r\nL 180.056845 207.920734 \r\nL 180.974105 194.28891 \r\nL 181.891366 197.477646 \r\nL 182.808626 199.288749 \r\nL 183.725886 197.67139 \r\nL 184.643146 201.386349 \r\nL 185.560407 207.840968 \r\nL 186.477667 200.354291 \r\nL 187.394927 194.776386 \r\nL 188.312187 188.204209 \r\nL 189.229448 198.581089 \r\nL 190.146708 201.528907 \r\nL 191.063968 201.927088 \r\nL 191.981229 208.028091 \r\nL 192.898489 203.845242 \r\nL 193.815749 188.074975 \r\nL 194.733009 193.831704 \r\nL 195.65027 198.445927 \r\nL 196.56753 191.203024 \r\nL 197.48479 194.501156 \r\nL 198.402051 198.954169 \r\nL 199.319311 188.197463 \r\nL 200.236571 175.932723 \r\nL 201.153831 185.558967 \r\nL 202.071092 178.64535 \r\nL 202.988352 191.661078 \r\nL 203.905612 191.477541 \r\nL 204.822872 196.683881 \r\nL 205.740133 190.534877 \r\nL 206.657393 177.276833 \r\nL 207.574653 179.756581 \r\nL 208.491914 185.544502 \r\nL 210.326434 184.201168 \r\nL 211.243694 184.179715 \r\nL 212.160955 183.403857 \r\nL 213.078215 183.557348 \r\nL 213.995475 184.782617 \r\nL 214.912735 184.668196 \r\nL 216.747256 183.945873 \r\nL 217.664516 184.251322 \r\nL 218.581777 183.868909 \r\nL 219.499037 183.339217 \r\nL 220.416297 184.212955 \r\nL 221.333557 172.930067 \r\nL 389.192188 172.930067 \r\nL 389.192188 172.930067 \r\n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 54.392188 224.64 \r\nL 54.392188 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 389.192187 224.64 \r\nL 389.192187 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 54.392188 224.64 \r\nL 389.192188 224.64 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 54.392188 7.2 \r\nL 389.192188 7.2 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"legend_1\">\r\n    <g id=\"patch_7\">\r\n     <path d=\"M 187.215625 139.854375 \r\nL 382.192187 139.854375 \r\nQ 384.192187 139.854375 384.192187 137.854375 \r\nL 384.192187 93.985625 \r\nQ 384.192187 91.985625 382.192187 91.985625 \r\nL 187.215625 91.985625 \r\nQ 185.215625 91.985625 185.215625 93.985625 \r\nL 185.215625 137.854375 \r\nQ 185.215625 139.854375 187.215625 139.854375 \r\nz\r\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n    </g>\r\n    <g id=\"line2d_74\">\r\n     <path d=\"M 189.215625 100.084062 \r\nL 209.215625 100.084062 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_75\"/>\r\n    <g id=\"text_20\">\r\n     <!-- energy_demand_with_corona -->\r\n     <defs>\r\n      <path d=\"M 50.984375 -16.609375 \r\nL 50.984375 -23.578125 \r\nL -0.984375 -23.578125 \r\nL -0.984375 -16.609375 \r\nz\r\n\" id=\"DejaVuSans-95\"/>\r\n      <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-100\"/>\r\n      <path d=\"M 4.203125 54.6875 \r\nL 13.1875 54.6875 \r\nL 24.421875 12.015625 \r\nL 35.59375 54.6875 \r\nL 46.1875 54.6875 \r\nL 57.421875 12.015625 \r\nL 68.609375 54.6875 \r\nL 77.59375 54.6875 \r\nL 63.28125 0 \r\nL 52.6875 0 \r\nL 40.921875 44.828125 \r\nL 29.109375 0 \r\nL 18.5 0 \r\nz\r\n\" id=\"DejaVuSans-119\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 75.984375 \r\nL 18.109375 75.984375 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-104\"/>\r\n     </defs>\r\n     <g transform=\"translate(217.215625 103.584062)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"124.902344\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"186.425781\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"227.523438\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"291\" xlink:href=\"#DejaVuSans-121\"/>\r\n      <use x=\"350.179688\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"400.179688\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"463.65625\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"525.179688\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"622.591797\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"683.871094\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"747.25\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"810.726562\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"860.726562\" xlink:href=\"#DejaVuSans-119\"/>\r\n      <use x=\"942.513672\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"970.296875\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"1009.505859\" xlink:href=\"#DejaVuSans-104\"/>\r\n      <use x=\"1072.884766\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1122.884766\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1177.865234\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1239.046875\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"1280.128906\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1341.310547\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1404.689453\" xlink:href=\"#DejaVuSans-97\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_76\">\r\n     <path d=\"M 189.215625 115.040312 \r\nL 209.215625 115.040312 \r\n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_77\"/>\r\n    <g id=\"text_21\">\r\n     <!-- energy_demand_without_corona -->\r\n     <g transform=\"translate(217.215625 118.540312)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"124.902344\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"186.425781\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"227.523438\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"291\" xlink:href=\"#DejaVuSans-121\"/>\r\n      <use x=\"350.179688\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"400.179688\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"463.65625\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"525.179688\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"622.591797\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"683.871094\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"747.25\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"810.726562\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"860.726562\" xlink:href=\"#DejaVuSans-119\"/>\r\n      <use x=\"942.513672\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"970.296875\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"1009.505859\" xlink:href=\"#DejaVuSans-104\"/>\r\n      <use x=\"1072.884766\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1134.066406\" xlink:href=\"#DejaVuSans-117\"/>\r\n      <use x=\"1197.445312\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"1236.654297\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"1286.654297\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1341.634766\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1402.816406\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"1443.898438\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1505.080078\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"1568.458984\" xlink:href=\"#DejaVuSans-97\"/>\r\n     </g>\r\n    </g>\r\n    <g id=\"line2d_78\">\r\n     <path d=\"M 189.215625 129.996562 \r\nL 209.215625 129.996562 \r\n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\r\n    </g>\r\n    <g id=\"line2d_79\"/>\r\n    <g id=\"text_22\">\r\n     <!-- energy_demand_reduction -->\r\n     <g transform=\"translate(217.215625 133.496562)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"124.902344\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"186.425781\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"227.523438\" xlink:href=\"#DejaVuSans-103\"/>\r\n      <use x=\"291\" xlink:href=\"#DejaVuSans-121\"/>\r\n      <use x=\"350.179688\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"400.179688\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"463.65625\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"525.179688\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"622.591797\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"683.871094\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"747.25\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"810.726562\" xlink:href=\"#DejaVuSans-95\"/>\r\n      <use x=\"860.726562\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"901.808594\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"963.332031\" xlink:href=\"#DejaVuSans-100\"/>\r\n      <use x=\"1026.808594\" xlink:href=\"#DejaVuSans-117\"/>\r\n      <use x=\"1090.1875\" xlink:href=\"#DejaVuSans-99\"/>\r\n      <use x=\"1145.167969\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"1184.376953\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"1212.160156\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"1273.341797\" xlink:href=\"#DejaVuSans-110\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p46076e5e81\">\r\n   <rect height=\"217.44\" width=\"334.8\" x=\"54.392188\" y=\"7.2\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "scenario2 = 'uk_energy_demand_reduction_scenario_instant_recovery'\n",
    "d_uk[scenario2] = d_uk['uk_energy_demand_reduction']\n",
    "july_mask = d_uk[scenario2].index >= \"2020-07\"\n",
    "d_uk[scenario2].loc[july_mask,'energy_demand_with_corona'] = d_uk[scenario2].loc[july_mask,'energy_demand_without_corona']\n",
    "d_uk[scenario2]['energy_demand_reduction'] = d_uk[scenario2]['energy_demand_with_corona']-d_uk[scenario2]['energy_demand_without_corona']\n",
    "d_uk[scenario2].plot(y=data_sets['uk_energy_demand_reduction'].data_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "d_uk[scenario2 + '_yearly'] = bff2.summarise_to_freq(\n",
    "    d_uk[scenario2], freq='1Y', fun_test_data=None\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "            predictor_value  Energy (KYOTOGHG)  Energy (CO2)  Energy (N2O)  \\\ndate                                                                         \n2020-01-01     -2113.183277         -43.279288    -41.993483     -0.053535   \n2020-01-01        -0.066444          -0.112555     -0.111909     -0.021256   \n\n            Energy (CH4)             quantity  \ndate                                           \n2020-01-01     -1.074768  absolute difference  \n2020-01-01     -0.154681  relative difference  ",
      "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>predictor_value</th>\n      <th>Energy (KYOTOGHG)</th>\n      <th>Energy (CO2)</th>\n      <th>Energy (N2O)</th>\n      <th>Energy (CH4)</th>\n      <th>quantity</th>\n    </tr>\n    <tr>\n      <th>date</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2020-01-01</th>\n      <td>-2113.183277</td>\n      <td>-43.279288</td>\n      <td>-41.993483</td>\n      <td>-0.053535</td>\n      <td>-1.074768</td>\n      <td>absolute difference</td>\n    </tr>\n    <tr>\n      <th>2020-01-01</th>\n      <td>-0.066444</td>\n      <td>-0.112555</td>\n      <td>-0.111909</td>\n      <td>-0.021256</td>\n      <td>-0.154681</td>\n      <td>relative difference</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ],
   "source": [
    "prediction_2, change_corona_2 = bff2.predict_correlation_model(\n",
    "    d_uk[scenario2 + '_yearly'],\n",
    "    correlation_dict['historical_GHG_Sectors_PIK'],\n",
    ")\n",
    "\n",
    "display(change_corona_2)"
   ]
  }
 ],
 "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": "3.7.6-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}