Read CitySim Out.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_csout=r\"E:\\SwitchDrive\\Eaux-Vives\\Resultat\\zoneGE_TH.out\"\n",
    "csout=pd.read_csv(path_csout,sep='\\t')\n",
    "timerange=pd.date_range(start='1900-01-01 00:00', end='1900-12-31 23:00',freq='H')\n",
    "csout.index=timerange"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "idx = csout.columns.str.split(':', expand=False)\n",
    "aa=zip([a[0] for a in np.array(idx)],[a[-1] for a in np.array(idx)])\n",
    "mind=pd.MultiIndex.from_tuples(list(aa))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "csout.columns = mind"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "csout=csout.drop(columns='Unnamed',axis=1,level=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>#timeStep</th>\n",
       "      <th colspan=\"9\" halign=\"left\">2037524(2037524)</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"10\" halign=\"left\">295094793(295094793)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>#timeStep</th>\n",
       "      <th>Ta(celsius)</th>\n",
       "      <th>Heating(Wh)</th>\n",
       "      <th>Cooling(Wh)</th>\n",
       "      <th>Qi(Wh)</th>\n",
       "      <th>Qs(Wh)</th>\n",
       "      <th>VdotVent(m³/h)</th>\n",
       "      <th>HeatStockTemperature(celsius)</th>\n",
       "      <th>DHWStockTemperature(celsius)</th>\n",
       "      <th>ColdStockTemperature(celsius)</th>\n",
       "      <th>...</th>\n",
       "      <th>Qs(Wh)</th>\n",
       "      <th>VdotVent(m³/h)</th>\n",
       "      <th>HeatStockTemperature(celsius)</th>\n",
       "      <th>DHWStockTemperature(celsius)</th>\n",
       "      <th>ColdStockTemperature(celsius)</th>\n",
       "      <th>MachinePower(W)</th>\n",
       "      <th>FuelConsumption(MJ)</th>\n",
       "      <th>ElectricConsumption(kWh)</th>\n",
       "      <th>SolarPVProduction(kWh)</th>\n",
       "      <th>SolarThermalProduction(Wh)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1900-01-01 00:00:00</th>\n",
       "      <td>1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>102199</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>102199</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>95888</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>99620</td>\n",
       "      <td>373.573</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 01:00:00</th>\n",
       "      <td>2</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100874</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100874</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>94767</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>98167</td>\n",
       "      <td>368.125</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 02:00:00</th>\n",
       "      <td>3</td>\n",
       "      <td>21.0</td>\n",
       "      <td>99850</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99850</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>93710</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>97110</td>\n",
       "      <td>364.161</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 03:00:00</th>\n",
       "      <td>4</td>\n",
       "      <td>21.0</td>\n",
       "      <td>99985</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99985</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>93754</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>97477</td>\n",
       "      <td>365.539</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 04:00:00</th>\n",
       "      <td>5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100243</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100243</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>93886</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>97286</td>\n",
       "      <td>364.824</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 05:00:00</th>\n",
       "      <td>6</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100780</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100780</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>94325</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>98022</td>\n",
       "      <td>367.584</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 06:00:00</th>\n",
       "      <td>7</td>\n",
       "      <td>21.0</td>\n",
       "      <td>101075</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>101075</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>91671</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>95493</td>\n",
       "      <td>358.100</td>\n",
       "      <td>2.621</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 07:00:00</th>\n",
       "      <td>8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>91058</td>\n",
       "      <td>0</td>\n",
       "      <td>10732</td>\n",
       "      <td>91058</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>90267</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>94045</td>\n",
       "      <td>352.667</td>\n",
       "      <td>3.380</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 08:00:00</th>\n",
       "      <td>9</td>\n",
       "      <td>21.0</td>\n",
       "      <td>79321</td>\n",
       "      <td>0</td>\n",
       "      <td>23219</td>\n",
       "      <td>79321</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>91204</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>94604</td>\n",
       "      <td>354.766</td>\n",
       "      <td>1.132</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 09:00:00</th>\n",
       "      <td>10</td>\n",
       "      <td>21.0</td>\n",
       "      <td>62258</td>\n",
       "      <td>0</td>\n",
       "      <td>41176</td>\n",
       "      <td>62258</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>87857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>91646</td>\n",
       "      <td>343.672</td>\n",
       "      <td>0.655</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 10:00:00</th>\n",
       "      <td>11</td>\n",
       "      <td>21.0</td>\n",
       "      <td>42886</td>\n",
       "      <td>0</td>\n",
       "      <td>61306</td>\n",
       "      <td>42886</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>85824</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>53.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>89224</td>\n",
       "      <td>334.590</td>\n",
       "      <td>0.655</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 11:00:00</th>\n",
       "      <td>12</td>\n",
       "      <td>21.0</td>\n",
       "      <td>35906</td>\n",
       "      <td>0</td>\n",
       "      <td>65567</td>\n",
       "      <td>35906</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>78856</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>82656</td>\n",
       "      <td>309.961</td>\n",
       "      <td>2.123</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 12:00:00</th>\n",
       "      <td>13</td>\n",
       "      <td>21.0</td>\n",
       "      <td>64490</td>\n",
       "      <td>0</td>\n",
       "      <td>27495</td>\n",
       "      <td>64490</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>74525</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>77925</td>\n",
       "      <td>292.217</td>\n",
       "      <td>5.137</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 13:00:00</th>\n",
       "      <td>14</td>\n",
       "      <td>21.0</td>\n",
       "      <td>52152</td>\n",
       "      <td>0</td>\n",
       "      <td>40278</td>\n",
       "      <td>52152</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>76538</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>80353</td>\n",
       "      <td>301.322</td>\n",
       "      <td>1.799</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 14:00:00</th>\n",
       "      <td>15</td>\n",
       "      <td>21.0</td>\n",
       "      <td>40183</td>\n",
       "      <td>0</td>\n",
       "      <td>53142</td>\n",
       "      <td>40183</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>77975</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>53.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>81375</td>\n",
       "      <td>305.156</td>\n",
       "      <td>0.655</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 15:00:00</th>\n",
       "      <td>16</td>\n",
       "      <td>21.0</td>\n",
       "      <td>41035</td>\n",
       "      <td>0</td>\n",
       "      <td>51508</td>\n",
       "      <td>41035</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>78569</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>82348</td>\n",
       "      <td>308.805</td>\n",
       "      <td>0.655</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 16:00:00</th>\n",
       "      <td>17</td>\n",
       "      <td>21.0</td>\n",
       "      <td>57308</td>\n",
       "      <td>0</td>\n",
       "      <td>34166</td>\n",
       "      <td>57308</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>78819</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>82219</td>\n",
       "      <td>308.322</td>\n",
       "      <td>2.123</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 17:00:00</th>\n",
       "      <td>18</td>\n",
       "      <td>21.0</td>\n",
       "      <td>81831</td>\n",
       "      <td>0</td>\n",
       "      <td>8590</td>\n",
       "      <td>81831</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>77009</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>80861</td>\n",
       "      <td>303.228</td>\n",
       "      <td>5.348</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 18:00:00</th>\n",
       "      <td>19</td>\n",
       "      <td>21.0</td>\n",
       "      <td>89135</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>89135</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>79855</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>83589</td>\n",
       "      <td>313.459</td>\n",
       "      <td>3.254</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 19:00:00</th>\n",
       "      <td>20</td>\n",
       "      <td>21.0</td>\n",
       "      <td>90627</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>90627</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>81864</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>85557</td>\n",
       "      <td>320.838</td>\n",
       "      <td>2.546</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 20:00:00</th>\n",
       "      <td>21</td>\n",
       "      <td>21.0</td>\n",
       "      <td>91877</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>91877</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>83586</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>86986</td>\n",
       "      <td>326.199</td>\n",
       "      <td>1.925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 21:00:00</th>\n",
       "      <td>22</td>\n",
       "      <td>21.0</td>\n",
       "      <td>93401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>93401</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>84941</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>88686</td>\n",
       "      <td>332.574</td>\n",
       "      <td>1.925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 22:00:00</th>\n",
       "      <td>23</td>\n",
       "      <td>21.0</td>\n",
       "      <td>94387</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>94387</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>85790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>58.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>89190</td>\n",
       "      <td>334.461</td>\n",
       "      <td>1.925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-01 23:00:00</th>\n",
       "      <td>24</td>\n",
       "      <td>21.0</td>\n",
       "      <td>95068</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>95068</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>88533</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>50.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>91933</td>\n",
       "      <td>344.750</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-02 00:00:00</th>\n",
       "      <td>25</td>\n",
       "      <td>21.0</td>\n",
       "      <td>96023</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>96023</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>89294</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>93026</td>\n",
       "      <td>348.846</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-02 01:00:00</th>\n",
       "      <td>26</td>\n",
       "      <td>21.0</td>\n",
       "      <td>96709</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>96709</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>89865</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>93265</td>\n",
       "      <td>349.745</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-02 02:00:00</th>\n",
       "      <td>27</td>\n",
       "      <td>21.0</td>\n",
       "      <td>97103</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>97103</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>90177</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>93577</td>\n",
       "      <td>350.912</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-02 03:00:00</th>\n",
       "      <td>28</td>\n",
       "      <td>21.0</td>\n",
       "      <td>97751</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>97751</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>90709</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>94432</td>\n",
       "      <td>354.121</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-02 04:00:00</th>\n",
       "      <td>29</td>\n",
       "      <td>21.0</td>\n",
       "      <td>99244</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99244</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>92018</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>95418</td>\n",
       "      <td>357.819</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-01-02 05:00:00</th>\n",
       "      <td>30</td>\n",
       "      <td>21.0</td>\n",
       "      <td>101472</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>101472</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>94263</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>97961</td>\n",
       "      <td>367.354</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-30 18:00:00</th>\n",
       "      <td>8731</td>\n",
       "      <td>21.0</td>\n",
       "      <td>93290</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>93290</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>83647</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>87381</td>\n",
       "      <td>327.679</td>\n",
       "      <td>3.254</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-30 19:00:00</th>\n",
       "      <td>8732</td>\n",
       "      <td>21.0</td>\n",
       "      <td>94155</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>94155</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>85117</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>88809</td>\n",
       "      <td>333.035</td>\n",
       "      <td>2.546</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-30 20:00:00</th>\n",
       "      <td>8733</td>\n",
       "      <td>21.0</td>\n",
       "      <td>94614</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>94614</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>86093</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>89493</td>\n",
       "      <td>335.599</td>\n",
       "      <td>1.925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-30 21:00:00</th>\n",
       "      <td>8734</td>\n",
       "      <td>21.0</td>\n",
       "      <td>95359</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>95359</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>86708</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>90453</td>\n",
       "      <td>339.200</td>\n",
       "      <td>1.925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-30 22:00:00</th>\n",
       "      <td>8735</td>\n",
       "      <td>21.0</td>\n",
       "      <td>96091</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>96091</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>87309</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>58.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>90709</td>\n",
       "      <td>340.160</td>\n",
       "      <td>1.925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-30 23:00:00</th>\n",
       "      <td>8736</td>\n",
       "      <td>21.0</td>\n",
       "      <td>96976</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>96976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>90280</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>50.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>93680</td>\n",
       "      <td>351.300</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 00:00:00</th>\n",
       "      <td>8737</td>\n",
       "      <td>21.0</td>\n",
       "      <td>97883</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>97883</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>91055</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>94787</td>\n",
       "      <td>355.450</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 01:00:00</th>\n",
       "      <td>8738</td>\n",
       "      <td>21.0</td>\n",
       "      <td>98301</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98301</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>91367</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>94767</td>\n",
       "      <td>355.375</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 02:00:00</th>\n",
       "      <td>8739</td>\n",
       "      <td>21.0</td>\n",
       "      <td>98425</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98425</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>91428</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>94828</td>\n",
       "      <td>355.604</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 03:00:00</th>\n",
       "      <td>8740</td>\n",
       "      <td>21.0</td>\n",
       "      <td>98679</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98679</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>91579</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>95302</td>\n",
       "      <td>357.384</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 04:00:00</th>\n",
       "      <td>8741</td>\n",
       "      <td>21.0</td>\n",
       "      <td>99825</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99825</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>92614</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>96014</td>\n",
       "      <td>360.053</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 05:00:00</th>\n",
       "      <td>8742</td>\n",
       "      <td>21.0</td>\n",
       "      <td>100579</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100579</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>93230</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>96927</td>\n",
       "      <td>363.478</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 06:00:00</th>\n",
       "      <td>8743</td>\n",
       "      <td>21.0</td>\n",
       "      <td>101777</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>101777</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>91412</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>95235</td>\n",
       "      <td>357.131</td>\n",
       "      <td>2.621</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 07:00:00</th>\n",
       "      <td>8744</td>\n",
       "      <td>21.0</td>\n",
       "      <td>101027</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>101027</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>89945</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>93722</td>\n",
       "      <td>351.459</td>\n",
       "      <td>3.380</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 08:00:00</th>\n",
       "      <td>8745</td>\n",
       "      <td>21.0</td>\n",
       "      <td>99634</td>\n",
       "      <td>0</td>\n",
       "      <td>842</td>\n",
       "      <td>99634</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>91081</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>94481</td>\n",
       "      <td>354.305</td>\n",
       "      <td>1.132</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 09:00:00</th>\n",
       "      <td>8746</td>\n",
       "      <td>21.0</td>\n",
       "      <td>95275</td>\n",
       "      <td>0</td>\n",
       "      <td>5971</td>\n",
       "      <td>95275</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>89093</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>92882</td>\n",
       "      <td>348.307</td>\n",
       "      <td>0.655</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 10:00:00</th>\n",
       "      <td>8747</td>\n",
       "      <td>21.0</td>\n",
       "      <td>90458</td>\n",
       "      <td>0</td>\n",
       "      <td>12153</td>\n",
       "      <td>90458</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>88664</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>53.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>92064</td>\n",
       "      <td>345.240</td>\n",
       "      <td>0.655</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 11:00:00</th>\n",
       "      <td>8748</td>\n",
       "      <td>21.0</td>\n",
       "      <td>89164</td>\n",
       "      <td>0</td>\n",
       "      <td>10018</td>\n",
       "      <td>89164</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>85772</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>89573</td>\n",
       "      <td>335.898</td>\n",
       "      <td>2.123</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 12:00:00</th>\n",
       "      <td>8749</td>\n",
       "      <td>21.0</td>\n",
       "      <td>86939</td>\n",
       "      <td>0</td>\n",
       "      <td>10771</td>\n",
       "      <td>86939</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>81711</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>85111</td>\n",
       "      <td>319.166</td>\n",
       "      <td>5.137</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 13:00:00</th>\n",
       "      <td>8750</td>\n",
       "      <td>21.0</td>\n",
       "      <td>85203</td>\n",
       "      <td>0</td>\n",
       "      <td>13562</td>\n",
       "      <td>85203</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>84910</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>88725</td>\n",
       "      <td>332.718</td>\n",
       "      <td>1.799</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 14:00:00</th>\n",
       "      <td>8751</td>\n",
       "      <td>21.0</td>\n",
       "      <td>84784</td>\n",
       "      <td>0</td>\n",
       "      <td>14661</td>\n",
       "      <td>84784</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>86303</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>53.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>89703</td>\n",
       "      <td>336.387</td>\n",
       "      <td>0.655</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 15:00:00</th>\n",
       "      <td>8752</td>\n",
       "      <td>21.0</td>\n",
       "      <td>83048</td>\n",
       "      <td>0</td>\n",
       "      <td>19169</td>\n",
       "      <td>83048</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>86230</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>90009</td>\n",
       "      <td>337.536</td>\n",
       "      <td>0.655</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 16:00:00</th>\n",
       "      <td>8753</td>\n",
       "      <td>21.0</td>\n",
       "      <td>94296</td>\n",
       "      <td>0</td>\n",
       "      <td>2798</td>\n",
       "      <td>94296</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>87278</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>90678</td>\n",
       "      <td>340.042</td>\n",
       "      <td>2.123</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 17:00:00</th>\n",
       "      <td>8754</td>\n",
       "      <td>21.0</td>\n",
       "      <td>98735</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98735</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>87031</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>90882</td>\n",
       "      <td>340.808</td>\n",
       "      <td>5.348</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 18:00:00</th>\n",
       "      <td>8755</td>\n",
       "      <td>21.0</td>\n",
       "      <td>102872</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>102872</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>92766</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>96500</td>\n",
       "      <td>361.873</td>\n",
       "      <td>3.254</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 19:00:00</th>\n",
       "      <td>8756</td>\n",
       "      <td>21.0</td>\n",
       "      <td>104762</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>104762</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>95065</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>98757</td>\n",
       "      <td>370.338</td>\n",
       "      <td>2.546</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 20:00:00</th>\n",
       "      <td>8757</td>\n",
       "      <td>21.0</td>\n",
       "      <td>106250</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>106250</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>96990</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>18.0</td>\n",
       "      <td>100390</td>\n",
       "      <td>376.461</td>\n",
       "      <td>1.925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 21:00:00</th>\n",
       "      <td>8758</td>\n",
       "      <td>21.0</td>\n",
       "      <td>106819</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>106819</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>97393</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>101139</td>\n",
       "      <td>379.270</td>\n",
       "      <td>1.925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 22:00:00</th>\n",
       "      <td>8759</td>\n",
       "      <td>21.0</td>\n",
       "      <td>106442</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>106442</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.9</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>96949</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>58.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>100349</td>\n",
       "      <td>376.309</td>\n",
       "      <td>1.925</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900-12-31 23:00:00</th>\n",
       "      <td>8760</td>\n",
       "      <td>21.0</td>\n",
       "      <td>104848</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>104848</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>97593</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>50.8</td>\n",
       "      <td>18.0</td>\n",
       "      <td>100993</td>\n",
       "      <td>378.725</td>\n",
       "      <td>0.026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8760 rows × 2073 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    #timeStep 2037524(2037524)                                 \\\n",
       "                    #timeStep      Ta(celsius) Heating(Wh) Cooling(Wh) Qi(Wh)   \n",
       "1900-01-01 00:00:00         1             21.0      102199           0      0   \n",
       "1900-01-01 01:00:00         2             21.0      100874           0      0   \n",
       "1900-01-01 02:00:00         3             21.0       99850           0      0   \n",
       "1900-01-01 03:00:00         4             21.0       99985           0      0   \n",
       "1900-01-01 04:00:00         5             21.0      100243           0      0   \n",
       "1900-01-01 05:00:00         6             21.0      100780           0      0   \n",
       "1900-01-01 06:00:00         7             21.0      101075           0      0   \n",
       "1900-01-01 07:00:00         8             21.0       91058           0  10732   \n",
       "1900-01-01 08:00:00         9             21.0       79321           0  23219   \n",
       "1900-01-01 09:00:00        10             21.0       62258           0  41176   \n",
       "1900-01-01 10:00:00        11             21.0       42886           0  61306   \n",
       "1900-01-01 11:00:00        12             21.0       35906           0  65567   \n",
       "1900-01-01 12:00:00        13             21.0       64490           0  27495   \n",
       "1900-01-01 13:00:00        14             21.0       52152           0  40278   \n",
       "1900-01-01 14:00:00        15             21.0       40183           0  53142   \n",
       "1900-01-01 15:00:00        16             21.0       41035           0  51508   \n",
       "1900-01-01 16:00:00        17             21.0       57308           0  34166   \n",
       "1900-01-01 17:00:00        18             21.0       81831           0   8590   \n",
       "1900-01-01 18:00:00        19             21.0       89135           0      0   \n",
       "1900-01-01 19:00:00        20             21.0       90627           0      0   \n",
       "1900-01-01 20:00:00        21             21.0       91877           0      0   \n",
       "1900-01-01 21:00:00        22             21.0       93401           0      0   \n",
       "1900-01-01 22:00:00        23             21.0       94387           0      0   \n",
       "1900-01-01 23:00:00        24             21.0       95068           0      0   \n",
       "1900-01-02 00:00:00        25             21.0       96023           0      0   \n",
       "1900-01-02 01:00:00        26             21.0       96709           0      0   \n",
       "1900-01-02 02:00:00        27             21.0       97103           0      0   \n",
       "1900-01-02 03:00:00        28             21.0       97751           0      0   \n",
       "1900-01-02 04:00:00        29             21.0       99244           0      0   \n",
       "1900-01-02 05:00:00        30             21.0      101472           0      0   \n",
       "...                       ...              ...         ...         ...    ...   \n",
       "1900-12-30 18:00:00      8731             21.0       93290           0      0   \n",
       "1900-12-30 19:00:00      8732             21.0       94155           0      0   \n",
       "1900-12-30 20:00:00      8733             21.0       94614           0      0   \n",
       "1900-12-30 21:00:00      8734             21.0       95359           0      0   \n",
       "1900-12-30 22:00:00      8735             21.0       96091           0      0   \n",
       "1900-12-30 23:00:00      8736             21.0       96976           0      0   \n",
       "1900-12-31 00:00:00      8737             21.0       97883           0      0   \n",
       "1900-12-31 01:00:00      8738             21.0       98301           0      0   \n",
       "1900-12-31 02:00:00      8739             21.0       98425           0      0   \n",
       "1900-12-31 03:00:00      8740             21.0       98679           0      0   \n",
       "1900-12-31 04:00:00      8741             21.0       99825           0      0   \n",
       "1900-12-31 05:00:00      8742             21.0      100579           0      0   \n",
       "1900-12-31 06:00:00      8743             21.0      101777           0      0   \n",
       "1900-12-31 07:00:00      8744             21.0      101027           0      0   \n",
       "1900-12-31 08:00:00      8745             21.0       99634           0    842   \n",
       "1900-12-31 09:00:00      8746             21.0       95275           0   5971   \n",
       "1900-12-31 10:00:00      8747             21.0       90458           0  12153   \n",
       "1900-12-31 11:00:00      8748             21.0       89164           0  10018   \n",
       "1900-12-31 12:00:00      8749             21.0       86939           0  10771   \n",
       "1900-12-31 13:00:00      8750             21.0       85203           0  13562   \n",
       "1900-12-31 14:00:00      8751             21.0       84784           0  14661   \n",
       "1900-12-31 15:00:00      8752             21.0       83048           0  19169   \n",
       "1900-12-31 16:00:00      8753             21.0       94296           0   2798   \n",
       "1900-12-31 17:00:00      8754             21.0       98735           0      0   \n",
       "1900-12-31 18:00:00      8755             21.0      102872           0      0   \n",
       "1900-12-31 19:00:00      8756             21.0      104762           0      0   \n",
       "1900-12-31 20:00:00      8757             21.0      106250           0      0   \n",
       "1900-12-31 21:00:00      8758             21.0      106819           0      0   \n",
       "1900-12-31 22:00:00      8759             21.0      106442           0      0   \n",
       "1900-12-31 23:00:00      8760             21.0      104848           0      0   \n",
       "\n",
       "                                                                          \\\n",
       "                     Qs(Wh) VdotVent(m³/h) HeatStockTemperature(celsius)   \n",
       "1900-01-01 00:00:00  102199            0.0                          35.0   \n",
       "1900-01-01 01:00:00  100874            0.0                          35.0   \n",
       "1900-01-01 02:00:00   99850            0.0                          35.0   \n",
       "1900-01-01 03:00:00   99985            0.0                          35.0   \n",
       "1900-01-01 04:00:00  100243            0.0                          35.0   \n",
       "1900-01-01 05:00:00  100780            0.0                          35.0   \n",
       "1900-01-01 06:00:00  101075            0.0                          35.0   \n",
       "1900-01-01 07:00:00   91058            0.0                          35.0   \n",
       "1900-01-01 08:00:00   79321            0.0                          35.0   \n",
       "1900-01-01 09:00:00   62258            0.0                          35.0   \n",
       "1900-01-01 10:00:00   42886            0.0                          35.0   \n",
       "1900-01-01 11:00:00   35906            0.0                          35.0   \n",
       "1900-01-01 12:00:00   64490            0.0                          35.0   \n",
       "1900-01-01 13:00:00   52152            0.0                          35.0   \n",
       "1900-01-01 14:00:00   40183            0.0                          35.0   \n",
       "1900-01-01 15:00:00   41035            0.0                          35.0   \n",
       "1900-01-01 16:00:00   57308            0.0                          35.0   \n",
       "1900-01-01 17:00:00   81831            0.0                          35.0   \n",
       "1900-01-01 18:00:00   89135            0.0                          35.0   \n",
       "1900-01-01 19:00:00   90627            0.0                          35.0   \n",
       "1900-01-01 20:00:00   91877            0.0                          35.0   \n",
       "1900-01-01 21:00:00   93401            0.0                          35.0   \n",
       "1900-01-01 22:00:00   94387            0.0                          35.0   \n",
       "1900-01-01 23:00:00   95068            0.0                          35.0   \n",
       "1900-01-02 00:00:00   96023            0.0                          35.0   \n",
       "1900-01-02 01:00:00   96709            0.0                          35.0   \n",
       "1900-01-02 02:00:00   97103            0.0                          35.0   \n",
       "1900-01-02 03:00:00   97751            0.0                          35.0   \n",
       "1900-01-02 04:00:00   99244            0.0                          35.0   \n",
       "1900-01-02 05:00:00  101472            0.0                          35.0   \n",
       "...                     ...            ...                           ...   \n",
       "1900-12-30 18:00:00   93290            0.0                          35.0   \n",
       "1900-12-30 19:00:00   94155            0.0                          35.0   \n",
       "1900-12-30 20:00:00   94614            0.0                          35.0   \n",
       "1900-12-30 21:00:00   95359            0.0                          35.0   \n",
       "1900-12-30 22:00:00   96091            0.0                          35.0   \n",
       "1900-12-30 23:00:00   96976            0.0                          35.0   \n",
       "1900-12-31 00:00:00   97883            0.0                          35.0   \n",
       "1900-12-31 01:00:00   98301            0.0                          35.0   \n",
       "1900-12-31 02:00:00   98425            0.0                          35.0   \n",
       "1900-12-31 03:00:00   98679            0.0                          35.0   \n",
       "1900-12-31 04:00:00   99825            0.0                          35.0   \n",
       "1900-12-31 05:00:00  100579            0.0                          35.0   \n",
       "1900-12-31 06:00:00  101777            0.0                          35.0   \n",
       "1900-12-31 07:00:00  101027            0.0                          35.0   \n",
       "1900-12-31 08:00:00   99634            0.0                          35.0   \n",
       "1900-12-31 09:00:00   95275            0.0                          35.0   \n",
       "1900-12-31 10:00:00   90458            0.0                          35.0   \n",
       "1900-12-31 11:00:00   89164            0.0                          35.0   \n",
       "1900-12-31 12:00:00   86939            0.0                          35.0   \n",
       "1900-12-31 13:00:00   85203            0.0                          35.0   \n",
       "1900-12-31 14:00:00   84784            0.0                          35.0   \n",
       "1900-12-31 15:00:00   83048            0.0                          35.0   \n",
       "1900-12-31 16:00:00   94296            0.0                          35.0   \n",
       "1900-12-31 17:00:00   98735            0.0                          35.0   \n",
       "1900-12-31 18:00:00  102872            0.0                          35.0   \n",
       "1900-12-31 19:00:00  104762            0.0                          35.0   \n",
       "1900-12-31 20:00:00  106250            0.0                          35.0   \n",
       "1900-12-31 21:00:00  106819            0.0                          35.0   \n",
       "1900-12-31 22:00:00  106442            0.0                          35.0   \n",
       "1900-12-31 23:00:00  104848            0.0                          35.0   \n",
       "\n",
       "                                                  \\\n",
       "                    DHWStockTemperature(celsius)   \n",
       "1900-01-01 00:00:00                         70.0   \n",
       "1900-01-01 01:00:00                         59.9   \n",
       "1900-01-01 02:00:00                         51.8   \n",
       "1900-01-01 03:00:00                         70.0   \n",
       "1900-01-01 04:00:00                         59.9   \n",
       "1900-01-01 05:00:00                         51.8   \n",
       "1900-01-01 06:00:00                         70.0   \n",
       "1900-01-01 07:00:00                         59.9   \n",
       "1900-01-01 08:00:00                         51.8   \n",
       "1900-01-01 09:00:00                         70.0   \n",
       "1900-01-01 10:00:00                         59.9   \n",
       "1900-01-01 11:00:00                         51.8   \n",
       "1900-01-01 12:00:00                         70.0   \n",
       "1900-01-01 13:00:00                         59.9   \n",
       "1900-01-01 14:00:00                         51.8   \n",
       "1900-01-01 15:00:00                         70.0   \n",
       "1900-01-01 16:00:00                         59.9   \n",
       "1900-01-01 17:00:00                         51.8   \n",
       "1900-01-01 18:00:00                         70.0   \n",
       "1900-01-01 19:00:00                         59.9   \n",
       "1900-01-01 20:00:00                         51.8   \n",
       "1900-01-01 21:00:00                         70.0   \n",
       "1900-01-01 22:00:00                         59.9   \n",
       "1900-01-01 23:00:00                         51.8   \n",
       "1900-01-02 00:00:00                         70.0   \n",
       "1900-01-02 01:00:00                         59.9   \n",
       "1900-01-02 02:00:00                         51.8   \n",
       "1900-01-02 03:00:00                         70.0   \n",
       "1900-01-02 04:00:00                         59.9   \n",
       "1900-01-02 05:00:00                         51.8   \n",
       "...                                          ...   \n",
       "1900-12-30 18:00:00                         70.0   \n",
       "1900-12-30 19:00:00                         59.9   \n",
       "1900-12-30 20:00:00                         51.8   \n",
       "1900-12-30 21:00:00                         70.0   \n",
       "1900-12-30 22:00:00                         59.9   \n",
       "1900-12-30 23:00:00                         51.8   \n",
       "1900-12-31 00:00:00                         70.0   \n",
       "1900-12-31 01:00:00                         59.9   \n",
       "1900-12-31 02:00:00                         51.8   \n",
       "1900-12-31 03:00:00                         70.0   \n",
       "1900-12-31 04:00:00                         59.9   \n",
       "1900-12-31 05:00:00                         51.8   \n",
       "1900-12-31 06:00:00                         70.0   \n",
       "1900-12-31 07:00:00                         59.9   \n",
       "1900-12-31 08:00:00                         51.8   \n",
       "1900-12-31 09:00:00                         70.0   \n",
       "1900-12-31 10:00:00                         59.9   \n",
       "1900-12-31 11:00:00                         51.8   \n",
       "1900-12-31 12:00:00                         70.0   \n",
       "1900-12-31 13:00:00                         59.9   \n",
       "1900-12-31 14:00:00                         51.8   \n",
       "1900-12-31 15:00:00                         70.0   \n",
       "1900-12-31 16:00:00                         59.9   \n",
       "1900-12-31 17:00:00                         51.8   \n",
       "1900-12-31 18:00:00                         70.0   \n",
       "1900-12-31 19:00:00                         59.9   \n",
       "1900-12-31 20:00:00                         51.8   \n",
       "1900-12-31 21:00:00                         70.0   \n",
       "1900-12-31 22:00:00                         59.9   \n",
       "1900-12-31 23:00:00                         51.8   \n",
       "\n",
       "                                                   ... 295094793(295094793)  \\\n",
       "                    ColdStockTemperature(celsius)  ...               Qs(Wh)   \n",
       "1900-01-01 00:00:00                          18.0  ...                95888   \n",
       "1900-01-01 01:00:00                          18.0  ...                94767   \n",
       "1900-01-01 02:00:00                          18.0  ...                93710   \n",
       "1900-01-01 03:00:00                          18.0  ...                93754   \n",
       "1900-01-01 04:00:00                          18.0  ...                93886   \n",
       "1900-01-01 05:00:00                          18.0  ...                94325   \n",
       "1900-01-01 06:00:00                          18.0  ...                91671   \n",
       "1900-01-01 07:00:00                          18.0  ...                90267   \n",
       "1900-01-01 08:00:00                          18.0  ...                91204   \n",
       "1900-01-01 09:00:00                          18.0  ...                87857   \n",
       "1900-01-01 10:00:00                          18.0  ...                85824   \n",
       "1900-01-01 11:00:00                          18.0  ...                78856   \n",
       "1900-01-01 12:00:00                          18.0  ...                74525   \n",
       "1900-01-01 13:00:00                          18.0  ...                76538   \n",
       "1900-01-01 14:00:00                          18.0  ...                77975   \n",
       "1900-01-01 15:00:00                          18.0  ...                78569   \n",
       "1900-01-01 16:00:00                          18.0  ...                78819   \n",
       "1900-01-01 17:00:00                          18.0  ...                77009   \n",
       "1900-01-01 18:00:00                          18.0  ...                79855   \n",
       "1900-01-01 19:00:00                          18.0  ...                81864   \n",
       "1900-01-01 20:00:00                          18.0  ...                83586   \n",
       "1900-01-01 21:00:00                          18.0  ...                84941   \n",
       "1900-01-01 22:00:00                          18.0  ...                85790   \n",
       "1900-01-01 23:00:00                          18.0  ...                88533   \n",
       "1900-01-02 00:00:00                          18.0  ...                89294   \n",
       "1900-01-02 01:00:00                          18.0  ...                89865   \n",
       "1900-01-02 02:00:00                          18.0  ...                90177   \n",
       "1900-01-02 03:00:00                          18.0  ...                90709   \n",
       "1900-01-02 04:00:00                          18.0  ...                92018   \n",
       "1900-01-02 05:00:00                          18.0  ...                94263   \n",
       "...                                           ...  ...                  ...   \n",
       "1900-12-30 18:00:00                          18.0  ...                83647   \n",
       "1900-12-30 19:00:00                          18.0  ...                85117   \n",
       "1900-12-30 20:00:00                          18.0  ...                86093   \n",
       "1900-12-30 21:00:00                          18.0  ...                86708   \n",
       "1900-12-30 22:00:00                          18.0  ...                87309   \n",
       "1900-12-30 23:00:00                          18.0  ...                90280   \n",
       "1900-12-31 00:00:00                          18.0  ...                91055   \n",
       "1900-12-31 01:00:00                          18.0  ...                91367   \n",
       "1900-12-31 02:00:00                          18.0  ...                91428   \n",
       "1900-12-31 03:00:00                          18.0  ...                91579   \n",
       "1900-12-31 04:00:00                          18.0  ...                92614   \n",
       "1900-12-31 05:00:00                          18.0  ...                93230   \n",
       "1900-12-31 06:00:00                          18.0  ...                91412   \n",
       "1900-12-31 07:00:00                          18.0  ...                89945   \n",
       "1900-12-31 08:00:00                          18.0  ...                91081   \n",
       "1900-12-31 09:00:00                          18.0  ...                89093   \n",
       "1900-12-31 10:00:00                          18.0  ...                88664   \n",
       "1900-12-31 11:00:00                          18.0  ...                85772   \n",
       "1900-12-31 12:00:00                          18.0  ...                81711   \n",
       "1900-12-31 13:00:00                          18.0  ...                84910   \n",
       "1900-12-31 14:00:00                          18.0  ...                86303   \n",
       "1900-12-31 15:00:00                          18.0  ...                86230   \n",
       "1900-12-31 16:00:00                          18.0  ...                87278   \n",
       "1900-12-31 17:00:00                          18.0  ...                87031   \n",
       "1900-12-31 18:00:00                          18.0  ...                92766   \n",
       "1900-12-31 19:00:00                          18.0  ...                95065   \n",
       "1900-12-31 20:00:00                          18.0  ...                96990   \n",
       "1900-12-31 21:00:00                          18.0  ...                97393   \n",
       "1900-12-31 22:00:00                          18.0  ...                96949   \n",
       "1900-12-31 23:00:00                          18.0  ...                97593   \n",
       "\n",
       "                                                                  \\\n",
       "                    VdotVent(m³/h) HeatStockTemperature(celsius)   \n",
       "1900-01-01 00:00:00            0.0                          35.0   \n",
       "1900-01-01 01:00:00            0.0                          35.0   \n",
       "1900-01-01 02:00:00            0.0                          35.0   \n",
       "1900-01-01 03:00:00            0.0                          35.0   \n",
       "1900-01-01 04:00:00            0.0                          35.0   \n",
       "1900-01-01 05:00:00            0.0                          35.0   \n",
       "1900-01-01 06:00:00            0.0                          35.0   \n",
       "1900-01-01 07:00:00            0.0                          35.0   \n",
       "1900-01-01 08:00:00            0.0                          35.0   \n",
       "1900-01-01 09:00:00            0.0                          35.0   \n",
       "1900-01-01 10:00:00            0.0                          35.0   \n",
       "1900-01-01 11:00:00            0.0                          35.0   \n",
       "1900-01-01 12:00:00            0.0                          35.0   \n",
       "1900-01-01 13:00:00            0.0                          35.0   \n",
       "1900-01-01 14:00:00            0.0                          35.0   \n",
       "1900-01-01 15:00:00            0.0                          35.0   \n",
       "1900-01-01 16:00:00            0.0                          35.0   \n",
       "1900-01-01 17:00:00            0.0                          35.0   \n",
       "1900-01-01 18:00:00            0.0                          35.0   \n",
       "1900-01-01 19:00:00            0.0                          35.0   \n",
       "1900-01-01 20:00:00            0.0                          35.0   \n",
       "1900-01-01 21:00:00            0.0                          35.0   \n",
       "1900-01-01 22:00:00            0.0                          35.0   \n",
       "1900-01-01 23:00:00            0.0                          35.0   \n",
       "1900-01-02 00:00:00            0.0                          35.0   \n",
       "1900-01-02 01:00:00            0.0                          35.0   \n",
       "1900-01-02 02:00:00            0.0                          35.0   \n",
       "1900-01-02 03:00:00            0.0                          35.0   \n",
       "1900-01-02 04:00:00            0.0                          35.0   \n",
       "1900-01-02 05:00:00            0.0                          35.0   \n",
       "...                            ...                           ...   \n",
       "1900-12-30 18:00:00            0.0                          35.0   \n",
       "1900-12-30 19:00:00            0.0                          35.0   \n",
       "1900-12-30 20:00:00            0.0                          35.0   \n",
       "1900-12-30 21:00:00            0.0                          35.0   \n",
       "1900-12-30 22:00:00            0.0                          35.0   \n",
       "1900-12-30 23:00:00            0.0                          35.0   \n",
       "1900-12-31 00:00:00            0.0                          35.0   \n",
       "1900-12-31 01:00:00            0.0                          35.0   \n",
       "1900-12-31 02:00:00            0.0                          35.0   \n",
       "1900-12-31 03:00:00            0.0                          35.0   \n",
       "1900-12-31 04:00:00            0.0                          35.0   \n",
       "1900-12-31 05:00:00            0.0                          35.0   \n",
       "1900-12-31 06:00:00            0.0                          35.0   \n",
       "1900-12-31 07:00:00            0.0                          35.0   \n",
       "1900-12-31 08:00:00            0.0                          35.0   \n",
       "1900-12-31 09:00:00            0.0                          35.0   \n",
       "1900-12-31 10:00:00            0.0                          35.0   \n",
       "1900-12-31 11:00:00            0.0                          35.0   \n",
       "1900-12-31 12:00:00            0.0                          35.0   \n",
       "1900-12-31 13:00:00            0.0                          35.0   \n",
       "1900-12-31 14:00:00            0.0                          35.0   \n",
       "1900-12-31 15:00:00            0.0                          35.0   \n",
       "1900-12-31 16:00:00            0.0                          35.0   \n",
       "1900-12-31 17:00:00            0.0                          35.0   \n",
       "1900-12-31 18:00:00            0.0                          35.0   \n",
       "1900-12-31 19:00:00            0.0                          35.0   \n",
       "1900-12-31 20:00:00            0.0                          35.0   \n",
       "1900-12-31 21:00:00            0.0                          35.0   \n",
       "1900-12-31 22:00:00            0.0                          35.0   \n",
       "1900-12-31 23:00:00            0.0                          35.0   \n",
       "\n",
       "                                                  \\\n",
       "                    DHWStockTemperature(celsius)   \n",
       "1900-01-01 00:00:00                         70.0   \n",
       "1900-01-01 01:00:00                         59.8   \n",
       "1900-01-01 02:00:00                         51.6   \n",
       "1900-01-01 03:00:00                         70.0   \n",
       "1900-01-01 04:00:00                         55.0   \n",
       "1900-01-01 05:00:00                         70.0   \n",
       "1900-01-01 06:00:00                         70.0   \n",
       "1900-01-01 07:00:00                         70.0   \n",
       "1900-01-01 08:00:00                         52.0   \n",
       "1900-01-01 09:00:00                         70.0   \n",
       "1900-01-01 10:00:00                         53.8   \n",
       "1900-01-01 11:00:00                         70.0   \n",
       "1900-01-01 12:00:00                         51.6   \n",
       "1900-01-01 13:00:00                         70.0   \n",
       "1900-01-01 14:00:00                         53.8   \n",
       "1900-01-01 15:00:00                         70.0   \n",
       "1900-01-01 16:00:00                         52.3   \n",
       "1900-01-01 17:00:00                         70.0   \n",
       "1900-01-01 18:00:00                         70.0   \n",
       "1900-01-01 19:00:00                         70.0   \n",
       "1900-01-01 20:00:00                         54.6   \n",
       "1900-01-01 21:00:00                         70.0   \n",
       "1900-01-01 22:00:00                         58.8   \n",
       "1900-01-01 23:00:00                         50.8   \n",
       "1900-01-02 00:00:00                         70.0   \n",
       "1900-01-02 01:00:00                         59.8   \n",
       "1900-01-02 02:00:00                         51.6   \n",
       "1900-01-02 03:00:00                         70.0   \n",
       "1900-01-02 04:00:00                         55.0   \n",
       "1900-01-02 05:00:00                         70.0   \n",
       "...                                          ...   \n",
       "1900-12-30 18:00:00                         70.0   \n",
       "1900-12-30 19:00:00                         70.0   \n",
       "1900-12-30 20:00:00                         54.6   \n",
       "1900-12-30 21:00:00                         70.0   \n",
       "1900-12-30 22:00:00                         58.8   \n",
       "1900-12-30 23:00:00                         50.8   \n",
       "1900-12-31 00:00:00                         70.0   \n",
       "1900-12-31 01:00:00                         59.8   \n",
       "1900-12-31 02:00:00                         51.6   \n",
       "1900-12-31 03:00:00                         70.0   \n",
       "1900-12-31 04:00:00                         55.0   \n",
       "1900-12-31 05:00:00                         70.0   \n",
       "1900-12-31 06:00:00                         70.0   \n",
       "1900-12-31 07:00:00                         70.0   \n",
       "1900-12-31 08:00:00                         52.0   \n",
       "1900-12-31 09:00:00                         70.0   \n",
       "1900-12-31 10:00:00                         53.8   \n",
       "1900-12-31 11:00:00                         70.0   \n",
       "1900-12-31 12:00:00                         51.6   \n",
       "1900-12-31 13:00:00                         70.0   \n",
       "1900-12-31 14:00:00                         53.8   \n",
       "1900-12-31 15:00:00                         70.0   \n",
       "1900-12-31 16:00:00                         52.3   \n",
       "1900-12-31 17:00:00                         70.0   \n",
       "1900-12-31 18:00:00                         70.0   \n",
       "1900-12-31 19:00:00                         70.0   \n",
       "1900-12-31 20:00:00                         54.6   \n",
       "1900-12-31 21:00:00                         70.0   \n",
       "1900-12-31 22:00:00                         58.8   \n",
       "1900-12-31 23:00:00                         50.8   \n",
       "\n",
       "                                                                   \\\n",
       "                    ColdStockTemperature(celsius) MachinePower(W)   \n",
       "1900-01-01 00:00:00                          18.0           99620   \n",
       "1900-01-01 01:00:00                          18.0           98167   \n",
       "1900-01-01 02:00:00                          18.0           97110   \n",
       "1900-01-01 03:00:00                          18.0           97477   \n",
       "1900-01-01 04:00:00                          18.0           97286   \n",
       "1900-01-01 05:00:00                          18.0           98022   \n",
       "1900-01-01 06:00:00                          18.0           95493   \n",
       "1900-01-01 07:00:00                          18.0           94045   \n",
       "1900-01-01 08:00:00                          18.0           94604   \n",
       "1900-01-01 09:00:00                          18.0           91646   \n",
       "1900-01-01 10:00:00                          18.0           89224   \n",
       "1900-01-01 11:00:00                          18.0           82656   \n",
       "1900-01-01 12:00:00                          18.0           77925   \n",
       "1900-01-01 13:00:00                          18.0           80353   \n",
       "1900-01-01 14:00:00                          18.0           81375   \n",
       "1900-01-01 15:00:00                          18.0           82348   \n",
       "1900-01-01 16:00:00                          18.0           82219   \n",
       "1900-01-01 17:00:00                          18.0           80861   \n",
       "1900-01-01 18:00:00                          18.0           83589   \n",
       "1900-01-01 19:00:00                          18.0           85557   \n",
       "1900-01-01 20:00:00                          18.0           86986   \n",
       "1900-01-01 21:00:00                          18.0           88686   \n",
       "1900-01-01 22:00:00                          18.0           89190   \n",
       "1900-01-01 23:00:00                          18.0           91933   \n",
       "1900-01-02 00:00:00                          18.0           93026   \n",
       "1900-01-02 01:00:00                          18.0           93265   \n",
       "1900-01-02 02:00:00                          18.0           93577   \n",
       "1900-01-02 03:00:00                          18.0           94432   \n",
       "1900-01-02 04:00:00                          18.0           95418   \n",
       "1900-01-02 05:00:00                          18.0           97961   \n",
       "...                                           ...             ...   \n",
       "1900-12-30 18:00:00                          18.0           87381   \n",
       "1900-12-30 19:00:00                          18.0           88809   \n",
       "1900-12-30 20:00:00                          18.0           89493   \n",
       "1900-12-30 21:00:00                          18.0           90453   \n",
       "1900-12-30 22:00:00                          18.0           90709   \n",
       "1900-12-30 23:00:00                          18.0           93680   \n",
       "1900-12-31 00:00:00                          18.0           94787   \n",
       "1900-12-31 01:00:00                          18.0           94767   \n",
       "1900-12-31 02:00:00                          18.0           94828   \n",
       "1900-12-31 03:00:00                          18.0           95302   \n",
       "1900-12-31 04:00:00                          18.0           96014   \n",
       "1900-12-31 05:00:00                          18.0           96927   \n",
       "1900-12-31 06:00:00                          18.0           95235   \n",
       "1900-12-31 07:00:00                          18.0           93722   \n",
       "1900-12-31 08:00:00                          18.0           94481   \n",
       "1900-12-31 09:00:00                          18.0           92882   \n",
       "1900-12-31 10:00:00                          18.0           92064   \n",
       "1900-12-31 11:00:00                          18.0           89573   \n",
       "1900-12-31 12:00:00                          18.0           85111   \n",
       "1900-12-31 13:00:00                          18.0           88725   \n",
       "1900-12-31 14:00:00                          18.0           89703   \n",
       "1900-12-31 15:00:00                          18.0           90009   \n",
       "1900-12-31 16:00:00                          18.0           90678   \n",
       "1900-12-31 17:00:00                          18.0           90882   \n",
       "1900-12-31 18:00:00                          18.0           96500   \n",
       "1900-12-31 19:00:00                          18.0           98757   \n",
       "1900-12-31 20:00:00                          18.0          100390   \n",
       "1900-12-31 21:00:00                          18.0          101139   \n",
       "1900-12-31 22:00:00                          18.0          100349   \n",
       "1900-12-31 23:00:00                          18.0          100993   \n",
       "\n",
       "                                                                  \\\n",
       "                    FuelConsumption(MJ) ElectricConsumption(kWh)   \n",
       "1900-01-01 00:00:00             373.573                    0.026   \n",
       "1900-01-01 01:00:00             368.125                    0.026   \n",
       "1900-01-01 02:00:00             364.161                    0.026   \n",
       "1900-01-01 03:00:00             365.539                    0.026   \n",
       "1900-01-01 04:00:00             364.824                    0.026   \n",
       "1900-01-01 05:00:00             367.584                    0.026   \n",
       "1900-01-01 06:00:00             358.100                    2.621   \n",
       "1900-01-01 07:00:00             352.667                    3.380   \n",
       "1900-01-01 08:00:00             354.766                    1.132   \n",
       "1900-01-01 09:00:00             343.672                    0.655   \n",
       "1900-01-01 10:00:00             334.590                    0.655   \n",
       "1900-01-01 11:00:00             309.961                    2.123   \n",
       "1900-01-01 12:00:00             292.217                    5.137   \n",
       "1900-01-01 13:00:00             301.322                    1.799   \n",
       "1900-01-01 14:00:00             305.156                    0.655   \n",
       "1900-01-01 15:00:00             308.805                    0.655   \n",
       "1900-01-01 16:00:00             308.322                    2.123   \n",
       "1900-01-01 17:00:00             303.228                    5.348   \n",
       "1900-01-01 18:00:00             313.459                    3.254   \n",
       "1900-01-01 19:00:00             320.838                    2.546   \n",
       "1900-01-01 20:00:00             326.199                    1.925   \n",
       "1900-01-01 21:00:00             332.574                    1.925   \n",
       "1900-01-01 22:00:00             334.461                    1.925   \n",
       "1900-01-01 23:00:00             344.750                    0.026   \n",
       "1900-01-02 00:00:00             348.846                    0.026   \n",
       "1900-01-02 01:00:00             349.745                    0.026   \n",
       "1900-01-02 02:00:00             350.912                    0.026   \n",
       "1900-01-02 03:00:00             354.121                    0.026   \n",
       "1900-01-02 04:00:00             357.819                    0.026   \n",
       "1900-01-02 05:00:00             367.354                    0.026   \n",
       "...                                 ...                      ...   \n",
       "1900-12-30 18:00:00             327.679                    3.254   \n",
       "1900-12-30 19:00:00             333.035                    2.546   \n",
       "1900-12-30 20:00:00             335.599                    1.925   \n",
       "1900-12-30 21:00:00             339.200                    1.925   \n",
       "1900-12-30 22:00:00             340.160                    1.925   \n",
       "1900-12-30 23:00:00             351.300                    0.026   \n",
       "1900-12-31 00:00:00             355.450                    0.026   \n",
       "1900-12-31 01:00:00             355.375                    0.026   \n",
       "1900-12-31 02:00:00             355.604                    0.026   \n",
       "1900-12-31 03:00:00             357.384                    0.026   \n",
       "1900-12-31 04:00:00             360.053                    0.026   \n",
       "1900-12-31 05:00:00             363.478                    0.026   \n",
       "1900-12-31 06:00:00             357.131                    2.621   \n",
       "1900-12-31 07:00:00             351.459                    3.380   \n",
       "1900-12-31 08:00:00             354.305                    1.132   \n",
       "1900-12-31 09:00:00             348.307                    0.655   \n",
       "1900-12-31 10:00:00             345.240                    0.655   \n",
       "1900-12-31 11:00:00             335.898                    2.123   \n",
       "1900-12-31 12:00:00             319.166                    5.137   \n",
       "1900-12-31 13:00:00             332.718                    1.799   \n",
       "1900-12-31 14:00:00             336.387                    0.655   \n",
       "1900-12-31 15:00:00             337.536                    0.655   \n",
       "1900-12-31 16:00:00             340.042                    2.123   \n",
       "1900-12-31 17:00:00             340.808                    5.348   \n",
       "1900-12-31 18:00:00             361.873                    3.254   \n",
       "1900-12-31 19:00:00             370.338                    2.546   \n",
       "1900-12-31 20:00:00             376.461                    1.925   \n",
       "1900-12-31 21:00:00             379.270                    1.925   \n",
       "1900-12-31 22:00:00             376.309                    1.925   \n",
       "1900-12-31 23:00:00             378.725                    0.026   \n",
       "\n",
       "                                                                       \n",
       "                    SolarPVProduction(kWh) SolarThermalProduction(Wh)  \n",
       "1900-01-01 00:00:00                      0                          0  \n",
       "1900-01-01 01:00:00                      0                          0  \n",
       "1900-01-01 02:00:00                      0                          0  \n",
       "1900-01-01 03:00:00                      0                          0  \n",
       "1900-01-01 04:00:00                      0                          0  \n",
       "1900-01-01 05:00:00                      0                          0  \n",
       "1900-01-01 06:00:00                      0                          0  \n",
       "1900-01-01 07:00:00                      0                          0  \n",
       "1900-01-01 08:00:00                      1                          0  \n",
       "1900-01-01 09:00:00                      5                          0  \n",
       "1900-01-01 10:00:00                      6                          0  \n",
       "1900-01-01 11:00:00                     10                          0  \n",
       "1900-01-01 12:00:00                      6                          0  \n",
       "1900-01-01 13:00:00                      6                          0  \n",
       "1900-01-01 14:00:00                      4                          0  \n",
       "1900-01-01 15:00:00                      2                          0  \n",
       "1900-01-01 16:00:00                      0                          0  \n",
       "1900-01-01 17:00:00                      0                          0  \n",
       "1900-01-01 18:00:00                      0                          0  \n",
       "1900-01-01 19:00:00                      0                          0  \n",
       "1900-01-01 20:00:00                      0                          0  \n",
       "1900-01-01 21:00:00                      0                          0  \n",
       "1900-01-01 22:00:00                      0                          0  \n",
       "1900-01-01 23:00:00                      0                          0  \n",
       "1900-01-02 00:00:00                      0                          0  \n",
       "1900-01-02 01:00:00                      0                          0  \n",
       "1900-01-02 02:00:00                      0                          0  \n",
       "1900-01-02 03:00:00                      0                          0  \n",
       "1900-01-02 04:00:00                      0                          0  \n",
       "1900-01-02 05:00:00                      0                          0  \n",
       "...                                    ...                        ...  \n",
       "1900-12-30 18:00:00                      0                          0  \n",
       "1900-12-30 19:00:00                      0                          0  \n",
       "1900-12-30 20:00:00                      0                          0  \n",
       "1900-12-30 21:00:00                      0                          0  \n",
       "1900-12-30 22:00:00                      0                          0  \n",
       "1900-12-30 23:00:00                      0                          0  \n",
       "1900-12-31 00:00:00                      0                          0  \n",
       "1900-12-31 01:00:00                      0                          0  \n",
       "1900-12-31 02:00:00                      0                          0  \n",
       "1900-12-31 03:00:00                      0                          0  \n",
       "1900-12-31 04:00:00                      0                          0  \n",
       "1900-12-31 05:00:00                      0                          0  \n",
       "1900-12-31 06:00:00                      0                          0  \n",
       "1900-12-31 07:00:00                      0                          0  \n",
       "1900-12-31 08:00:00                      1                          0  \n",
       "1900-12-31 09:00:00                      6                          0  \n",
       "1900-12-31 10:00:00                      4                          0  \n",
       "1900-12-31 11:00:00                      4                          0  \n",
       "1900-12-31 12:00:00                      4                          0  \n",
       "1900-12-31 13:00:00                      4                          0  \n",
       "1900-12-31 14:00:00                      3                          0  \n",
       "1900-12-31 15:00:00                      4                          0  \n",
       "1900-12-31 16:00:00                      2                          0  \n",
       "1900-12-31 17:00:00                      0                          0  \n",
       "1900-12-31 18:00:00                      0                          0  \n",
       "1900-12-31 19:00:00                      0                          0  \n",
       "1900-12-31 20:00:00                      0                          0  \n",
       "1900-12-31 21:00:00                      0                          0  \n",
       "1900-12-31 22:00:00                      0                          0  \n",
       "1900-12-31 23:00:00                      0                          0  \n",
       "\n",
       "[8760 rows x 2073 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('#timeStep', '#timeStep'),\n",
       " ('2037524(2037524)', 'Ta(celsius)'),\n",
       " ('2037524(2037524)', 'Heating(Wh)'),\n",
       " ('2037524(2037524)', 'Cooling(Wh)'),\n",
       " ('2037524(2037524)', 'Qi(Wh)'),\n",
       " ('2037524(2037524)', 'Qs(Wh)'),\n",
       " ('2037524(2037524)', 'VdotVent(m³/h)'),\n",
       " ('2037524(2037524)', 'HeatStockTemperature(celsius)'),\n",
       " ('2037524(2037524)', 'DHWStockTemperature(celsius)'),\n",
       " ('2037524(2037524)', 'ColdStockTemperature(celsius)'),\n",
       " ('2037524(2037524)', 'MachinePower(W)'),\n",
       " ('2037524(2037524)', 'FuelConsumption(MJ)'),\n",
       " ('2037524(2037524)', 'ElectricConsumption(kWh)'),\n",
       " ('2037524(2037524)', 'SolarPVProduction(kWh)'),\n",
       " ('2037524(2037524)', 'SolarThermalProduction(Wh)'),\n",
       " ('1013656(1013656)', 'Ta(celsius)'),\n",
       " ('1013656(1013656)', 'Heating(Wh)'),\n",
       " ('1013656(1013656)', 'Cooling(Wh)'),\n",
       " ('1013656(1013656)', 'Qi(Wh)'),\n",
       " ('1013656(1013656)', 'Qs(Wh)'),\n",
       " ('1013656(1013656)', 'VdotVent(m³/h)'),\n",
       " ('1013656(1013656)', 'HeatStockTemperature(celsius)'),\n",
       " ('1013656(1013656)', 'DHWStockTemperature(celsius)'),\n",
       " ('1013656(1013656)', 'ColdStockTemperature(celsius)'),\n",
       " ('1013656(1013656)', 'MachinePower(W)'),\n",
       " ('1013656(1013656)', 'FuelConsumption(MJ)'),\n",
       " ('1013656(1013656)', 'ElectricConsumption(kWh)'),\n",
       " ('1013656(1013656)', 'SolarPVProduction(kWh)'),\n",
       " ('1013656(1013656)', 'SolarThermalProduction(Wh)'),\n",
       " ('1013674(1013674)', 'Ta(celsius)'),\n",
       " ('1013674(1013674)', 'Heating(Wh)'),\n",
       " ('1013674(1013674)', 'Cooling(Wh)'),\n",
       " ('1013674(1013674)', 'Qi(Wh)'),\n",
       " ('1013674(1013674)', 'Qs(Wh)'),\n",
       " ('1013674(1013674)', 'VdotVent(m³/h)'),\n",
       " ('1013674(1013674)', 'HeatStockTemperature(celsius)'),\n",
       " ('1013674(1013674)', 'DHWStockTemperature(celsius)'),\n",
       " ('1013674(1013674)', 'ColdStockTemperature(celsius)'),\n",
       " ('1013674(1013674)', 'MachinePower(W)'),\n",
       " ('1013674(1013674)', 'FuelConsumption(MJ)'),\n",
       " ('1013674(1013674)', 'ElectricConsumption(kWh)'),\n",
       " ('1013674(1013674)', 'SolarPVProduction(kWh)'),\n",
       " ('1013674(1013674)', 'SolarThermalProduction(Wh)'),\n",
       " ('1013695(1013695)', 'Ta(celsius)'),\n",
       " ('1013695(1013695)', 'Heating(Wh)'),\n",
       " ('1013695(1013695)', 'Cooling(Wh)'),\n",
       " ('1013695(1013695)', 'Qi(Wh)'),\n",
       " ('1013695(1013695)', 'Qs(Wh)'),\n",
       " ('1013695(1013695)', 'VdotVent(m³/h)'),\n",
       " ('1013695(1013695)', 'HeatStockTemperature(celsius)'),\n",
       " ('1013695(1013695)', 'DHWStockTemperature(celsius)'),\n",
       " ('1013695(1013695)', 'ColdStockTemperature(celsius)'),\n",
       " ('1013695(1013695)', 'MachinePower(W)'),\n",
       " ('1013695(1013695)', 'FuelConsumption(MJ)'),\n",
       " ('1013695(1013695)', 'ElectricConsumption(kWh)'),\n",
       " ('1013695(1013695)', 'SolarPVProduction(kWh)'),\n",
       " ('1013695(1013695)', 'SolarThermalProduction(Wh)'),\n",
       " ('1013698(1013698)', 'Ta(celsius)'),\n",
       " ('1013698(1013698)', 'Heating(Wh)'),\n",
       " ('1013698(1013698)', 'Cooling(Wh)'),\n",
       " ('1013698(1013698)', 'Qi(Wh)'),\n",
       " ('1013698(1013698)', 'Qs(Wh)'),\n",
       " ('1013698(1013698)', 'VdotVent(m³/h)'),\n",
       " ('1013698(1013698)', 'HeatStockTemperature(celsius)'),\n",
       " ('1013698(1013698)', 'DHWStockTemperature(celsius)'),\n",
       " ('1013698(1013698)', 'ColdStockTemperature(celsius)'),\n",
       " ('1013698(1013698)', 'MachinePower(W)'),\n",
       " ('1013698(1013698)', 'FuelConsumption(MJ)'),\n",
       " ('1013698(1013698)', 'ElectricConsumption(kWh)'),\n",
       " ('1013698(1013698)', 'SolarPVProduction(kWh)'),\n",
       " ('1013698(1013698)', 'SolarThermalProduction(Wh)'),\n",
       " ('1013699(1013699)', 'Ta(celsius)'),\n",
       " ('1013699(1013699)', 'Heating(Wh)'),\n",
       " ('1013699(1013699)', 'Cooling(Wh)'),\n",
       " ('1013699(1013699)', 'Qi(Wh)'),\n",
       " ('1013699(1013699)', 'Qs(Wh)'),\n",
       " ('1013699(1013699)', 'VdotVent(m³/h)'),\n",
       " ('1013699(1013699)', 'HeatStockTemperature(celsius)'),\n",
       " ('1013699(1013699)', 'DHWStockTemperature(celsius)'),\n",
       " ('1013699(1013699)', 'ColdStockTemperature(celsius)'),\n",
       " ('1013699(1013699)', 'MachinePower(W)'),\n",
       " ('1013699(1013699)', 'FuelConsumption(MJ)'),\n",
       " ('1013699(1013699)', 'ElectricConsumption(kWh)'),\n",
       " ('1013699(1013699)', 'SolarPVProduction(kWh)'),\n",
       " ('1013699(1013699)', 'SolarThermalProduction(Wh)'),\n",
       " ('1013700(1013700)', 'Ta(celsius)'),\n",
       " ('1013700(1013700)', 'Heating(Wh)'),\n",
       " ('1013700(1013700)', 'Cooling(Wh)'),\n",
       " ('1013700(1013700)', 'Qi(Wh)'),\n",
       " ('1013700(1013700)', 'Qs(Wh)'),\n",
       " ('1013700(1013700)', 'VdotVent(m³/h)'),\n",
       " ('1013700(1013700)', 'HeatStockTemperature(celsius)'),\n",
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       " ('1013711(1013711)', 'HeatStockTemperature(celsius)'),\n",
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       " ('1014319(1014319)', 'Ta(celsius)'),\n",
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       " ('1014319(1014319)', 'Cooling(Wh)'),\n",
       " ('1014319(1014319)', 'Qi(Wh)'),\n",
       " ('1014319(1014319)', 'Qs(Wh)'),\n",
       " ('1014319(1014319)', 'VdotVent(m³/h)'),\n",
       " ('1014319(1014319)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014319(1014319)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014319(1014319)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014319(1014319)', 'MachinePower(W)'),\n",
       " ('1014319(1014319)', 'FuelConsumption(MJ)'),\n",
       " ('1014319(1014319)', 'ElectricConsumption(kWh)'),\n",
       " ('1014319(1014319)', 'SolarPVProduction(kWh)'),\n",
       " ('1014319(1014319)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014320(1014320)', 'Ta(celsius)'),\n",
       " ('1014320(1014320)', 'Heating(Wh)'),\n",
       " ('1014320(1014320)', 'Cooling(Wh)'),\n",
       " ('1014320(1014320)', 'Qi(Wh)'),\n",
       " ('1014320(1014320)', 'Qs(Wh)'),\n",
       " ('1014320(1014320)', 'VdotVent(m³/h)'),\n",
       " ('1014320(1014320)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014320(1014320)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014320(1014320)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014320(1014320)', 'MachinePower(W)'),\n",
       " ('1014320(1014320)', 'FuelConsumption(MJ)'),\n",
       " ('1014320(1014320)', 'ElectricConsumption(kWh)'),\n",
       " ('1014320(1014320)', 'SolarPVProduction(kWh)'),\n",
       " ('1014320(1014320)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014321(1014321)', 'Ta(celsius)'),\n",
       " ('1014321(1014321)', 'Heating(Wh)'),\n",
       " ('1014321(1014321)', 'Cooling(Wh)'),\n",
       " ('1014321(1014321)', 'Qi(Wh)'),\n",
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       " ('1014321(1014321)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014321(1014321)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014321(1014321)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014321(1014321)', 'MachinePower(W)'),\n",
       " ('1014321(1014321)', 'FuelConsumption(MJ)'),\n",
       " ('1014321(1014321)', 'ElectricConsumption(kWh)'),\n",
       " ('1014321(1014321)', 'SolarPVProduction(kWh)'),\n",
       " ('1014321(1014321)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014322(1014322)', 'Ta(celsius)'),\n",
       " ('1014322(1014322)', 'Heating(Wh)'),\n",
       " ('1014322(1014322)', 'Cooling(Wh)'),\n",
       " ('1014322(1014322)', 'Qi(Wh)'),\n",
       " ('1014322(1014322)', 'Qs(Wh)'),\n",
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       " ('1014322(1014322)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014322(1014322)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014322(1014322)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014322(1014322)', 'MachinePower(W)'),\n",
       " ('1014322(1014322)', 'FuelConsumption(MJ)'),\n",
       " ('1014322(1014322)', 'ElectricConsumption(kWh)'),\n",
       " ('1014322(1014322)', 'SolarPVProduction(kWh)'),\n",
       " ('1014322(1014322)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014327(1014327)', 'Ta(celsius)'),\n",
       " ('1014327(1014327)', 'Heating(Wh)'),\n",
       " ('1014327(1014327)', 'Cooling(Wh)'),\n",
       " ('1014327(1014327)', 'Qi(Wh)'),\n",
       " ('1014327(1014327)', 'Qs(Wh)'),\n",
       " ('1014327(1014327)', 'VdotVent(m³/h)'),\n",
       " ('1014327(1014327)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014327(1014327)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014327(1014327)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014327(1014327)', 'MachinePower(W)'),\n",
       " ('1014327(1014327)', 'FuelConsumption(MJ)'),\n",
       " ('1014327(1014327)', 'ElectricConsumption(kWh)'),\n",
       " ('1014327(1014327)', 'SolarPVProduction(kWh)'),\n",
       " ('1014327(1014327)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014328(1014328)', 'Ta(celsius)'),\n",
       " ('1014328(1014328)', 'Heating(Wh)'),\n",
       " ('1014328(1014328)', 'Cooling(Wh)'),\n",
       " ('1014328(1014328)', 'Qi(Wh)'),\n",
       " ('1014328(1014328)', 'Qs(Wh)'),\n",
       " ('1014328(1014328)', 'VdotVent(m³/h)'),\n",
       " ('1014328(1014328)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014328(1014328)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014328(1014328)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014328(1014328)', 'MachinePower(W)'),\n",
       " ('1014328(1014328)', 'FuelConsumption(MJ)'),\n",
       " ('1014328(1014328)', 'ElectricConsumption(kWh)'),\n",
       " ('1014328(1014328)', 'SolarPVProduction(kWh)'),\n",
       " ('1014328(1014328)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014329(1014329)', 'Ta(celsius)'),\n",
       " ('1014329(1014329)', 'Heating(Wh)'),\n",
       " ('1014329(1014329)', 'Cooling(Wh)'),\n",
       " ('1014329(1014329)', 'Qi(Wh)'),\n",
       " ('1014329(1014329)', 'Qs(Wh)'),\n",
       " ('1014329(1014329)', 'VdotVent(m³/h)'),\n",
       " ('1014329(1014329)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014329(1014329)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014329(1014329)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014329(1014329)', 'MachinePower(W)'),\n",
       " ('1014329(1014329)', 'FuelConsumption(MJ)'),\n",
       " ('1014329(1014329)', 'ElectricConsumption(kWh)'),\n",
       " ('1014329(1014329)', 'SolarPVProduction(kWh)'),\n",
       " ('1014329(1014329)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014330(1014330)', 'Ta(celsius)'),\n",
       " ('1014330(1014330)', 'Heating(Wh)'),\n",
       " ('1014330(1014330)', 'Cooling(Wh)'),\n",
       " ('1014330(1014330)', 'Qi(Wh)'),\n",
       " ('1014330(1014330)', 'Qs(Wh)'),\n",
       " ('1014330(1014330)', 'VdotVent(m³/h)'),\n",
       " ('1014330(1014330)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014330(1014330)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014330(1014330)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014330(1014330)', 'MachinePower(W)'),\n",
       " ('1014330(1014330)', 'FuelConsumption(MJ)'),\n",
       " ('1014330(1014330)', 'ElectricConsumption(kWh)'),\n",
       " ('1014330(1014330)', 'SolarPVProduction(kWh)'),\n",
       " ('1014330(1014330)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014331(1014331)', 'Ta(celsius)'),\n",
       " ('1014331(1014331)', 'Heating(Wh)'),\n",
       " ('1014331(1014331)', 'Cooling(Wh)'),\n",
       " ('1014331(1014331)', 'Qi(Wh)'),\n",
       " ('1014331(1014331)', 'Qs(Wh)'),\n",
       " ('1014331(1014331)', 'VdotVent(m³/h)'),\n",
       " ('1014331(1014331)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014331(1014331)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014331(1014331)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014331(1014331)', 'MachinePower(W)'),\n",
       " ('1014331(1014331)', 'FuelConsumption(MJ)'),\n",
       " ('1014331(1014331)', 'ElectricConsumption(kWh)'),\n",
       " ('1014331(1014331)', 'SolarPVProduction(kWh)'),\n",
       " ('1014331(1014331)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014332(1014332)', 'Ta(celsius)'),\n",
       " ('1014332(1014332)', 'Heating(Wh)'),\n",
       " ('1014332(1014332)', 'Cooling(Wh)'),\n",
       " ('1014332(1014332)', 'Qi(Wh)'),\n",
       " ('1014332(1014332)', 'Qs(Wh)'),\n",
       " ('1014332(1014332)', 'VdotVent(m³/h)'),\n",
       " ('1014332(1014332)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014332(1014332)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014332(1014332)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014332(1014332)', 'MachinePower(W)'),\n",
       " ('1014332(1014332)', 'FuelConsumption(MJ)'),\n",
       " ('1014332(1014332)', 'ElectricConsumption(kWh)'),\n",
       " ('1014332(1014332)', 'SolarPVProduction(kWh)'),\n",
       " ('1014332(1014332)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014333(1014333)', 'Ta(celsius)'),\n",
       " ('1014333(1014333)', 'Heating(Wh)'),\n",
       " ('1014333(1014333)', 'Cooling(Wh)'),\n",
       " ('1014333(1014333)', 'Qi(Wh)'),\n",
       " ('1014333(1014333)', 'Qs(Wh)'),\n",
       " ('1014333(1014333)', 'VdotVent(m³/h)'),\n",
       " ('1014333(1014333)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014333(1014333)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014333(1014333)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014333(1014333)', 'MachinePower(W)'),\n",
       " ('1014333(1014333)', 'FuelConsumption(MJ)'),\n",
       " ('1014333(1014333)', 'ElectricConsumption(kWh)'),\n",
       " ('1014333(1014333)', 'SolarPVProduction(kWh)'),\n",
       " ('1014333(1014333)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014335(1014335)', 'Ta(celsius)'),\n",
       " ('1014335(1014335)', 'Heating(Wh)'),\n",
       " ('1014335(1014335)', 'Cooling(Wh)'),\n",
       " ('1014335(1014335)', 'Qi(Wh)'),\n",
       " ('1014335(1014335)', 'Qs(Wh)'),\n",
       " ('1014335(1014335)', 'VdotVent(m³/h)'),\n",
       " ('1014335(1014335)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014335(1014335)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014335(1014335)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014335(1014335)', 'MachinePower(W)'),\n",
       " ('1014335(1014335)', 'FuelConsumption(MJ)'),\n",
       " ('1014335(1014335)', 'ElectricConsumption(kWh)'),\n",
       " ('1014335(1014335)', 'SolarPVProduction(kWh)'),\n",
       " ('1014335(1014335)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014341(1014341)', 'Ta(celsius)'),\n",
       " ('1014341(1014341)', 'Heating(Wh)'),\n",
       " ('1014341(1014341)', 'Cooling(Wh)'),\n",
       " ('1014341(1014341)', 'Qi(Wh)'),\n",
       " ('1014341(1014341)', 'Qs(Wh)'),\n",
       " ('1014341(1014341)', 'VdotVent(m³/h)'),\n",
       " ('1014341(1014341)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014341(1014341)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014341(1014341)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014341(1014341)', 'MachinePower(W)'),\n",
       " ('1014341(1014341)', 'FuelConsumption(MJ)'),\n",
       " ('1014341(1014341)', 'ElectricConsumption(kWh)'),\n",
       " ('1014341(1014341)', 'SolarPVProduction(kWh)'),\n",
       " ('1014341(1014341)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014342(1014342)', 'Ta(celsius)'),\n",
       " ('1014342(1014342)', 'Heating(Wh)'),\n",
       " ('1014342(1014342)', 'Cooling(Wh)'),\n",
       " ('1014342(1014342)', 'Qi(Wh)'),\n",
       " ('1014342(1014342)', 'Qs(Wh)'),\n",
       " ('1014342(1014342)', 'VdotVent(m³/h)'),\n",
       " ('1014342(1014342)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014342(1014342)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014342(1014342)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014342(1014342)', 'MachinePower(W)'),\n",
       " ('1014342(1014342)', 'FuelConsumption(MJ)'),\n",
       " ('1014342(1014342)', 'ElectricConsumption(kWh)'),\n",
       " ('1014342(1014342)', 'SolarPVProduction(kWh)'),\n",
       " ('1014342(1014342)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014343(1014343)', 'Ta(celsius)'),\n",
       " ('1014343(1014343)', 'Heating(Wh)'),\n",
       " ('1014343(1014343)', 'Cooling(Wh)'),\n",
       " ('1014343(1014343)', 'Qi(Wh)'),\n",
       " ('1014343(1014343)', 'Qs(Wh)'),\n",
       " ('1014343(1014343)', 'VdotVent(m³/h)'),\n",
       " ('1014343(1014343)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014343(1014343)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014343(1014343)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014343(1014343)', 'MachinePower(W)'),\n",
       " ('1014343(1014343)', 'FuelConsumption(MJ)'),\n",
       " ('1014343(1014343)', 'ElectricConsumption(kWh)'),\n",
       " ('1014343(1014343)', 'SolarPVProduction(kWh)'),\n",
       " ('1014343(1014343)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014348(1014348)', 'Ta(celsius)'),\n",
       " ('1014348(1014348)', 'Heating(Wh)'),\n",
       " ('1014348(1014348)', 'Cooling(Wh)'),\n",
       " ('1014348(1014348)', 'Qi(Wh)'),\n",
       " ('1014348(1014348)', 'Qs(Wh)'),\n",
       " ('1014348(1014348)', 'VdotVent(m³/h)'),\n",
       " ('1014348(1014348)', 'HeatStockTemperature(celsius)'),\n",
       " ('1014348(1014348)', 'DHWStockTemperature(celsius)'),\n",
       " ('1014348(1014348)', 'ColdStockTemperature(celsius)'),\n",
       " ('1014348(1014348)', 'MachinePower(W)'),\n",
       " ('1014348(1014348)', 'FuelConsumption(MJ)'),\n",
       " ('1014348(1014348)', 'ElectricConsumption(kWh)'),\n",
       " ('1014348(1014348)', 'SolarPVProduction(kWh)'),\n",
       " ('1014348(1014348)', 'SolarThermalProduction(Wh)'),\n",
       " ('1014349(1014349)', 'Ta(celsius)'),\n",
       " ('1014349(1014349)', 'Heating(Wh)'),\n",
       " ('1014349(1014349)', 'Cooling(Wh)'),\n",
       " ('1014349(1014349)', 'Qi(Wh)'),\n",
       " ('1014349(1014349)', 'Qs(Wh)'),\n",
       " ...]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(csout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>2037524(2037524)</th>\n",
       "      <th>1013656(1013656)</th>\n",
       "      <th>1013674(1013674)</th>\n",
       "      <th>1013695(1013695)</th>\n",
       "      <th>1013698(1013698)</th>\n",
       "      <th>1013699(1013699)</th>\n",
       "      <th>1013700(1013700)</th>\n",
       "      <th>1013711(1013711)</th>\n",
       "      <th>1013712(1013712)</th>\n",
       "      <th>1013713(1013713)</th>\n",
       "      <th>...</th>\n",
       "      <th>295074081(295074081)</th>\n",
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       "      <th>295081532(295081532)</th>\n",
       "      <th>295081650(295081650)</th>\n",
       "      <th>295081701(295081701)</th>\n",
       "      <th>295087820(295087820)</th>\n",
       "      <th>295090017(295090017)</th>\n",
       "      <th>295094700(295094700)</th>\n",
       "      <th>295094763(295094763)</th>\n",
       "      <th>295094793(295094793)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Ta(celsius)</th>\n",
       "      <th>Ta(celsius)</th>\n",
       "      <th>Ta(celsius)</th>\n",
       "      <th>Ta(celsius)</th>\n",
       "      <th>Ta(celsius)</th>\n",
       "      <th>Ta(celsius)</th>\n",
       "      <th>Ta(celsius)</th>\n",
       "      <th>Ta(celsius)</th>\n",
       "      <th>Ta(celsius)</th>\n",
       "      <th>Ta(celsius)</th>\n",
       "      <th>...</th>\n",
       "      <th>Ta(celsius)</th>\n",
       "      <th>Ta(celsius)</th>\n",
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       "      <th>Ta(celsius)</th>\n",
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       "      <th>Ta(celsius)</th>\n",
       "      <th>Ta(celsius)</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1900-01-01 00:00:00</th>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
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       "    <tr>\n",
       "      <th>1900-01-01 01:00:00</th>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
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       "    <tr>\n",
       "      <th>1900-01-01 02:00:00</th>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
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       "    <tr>\n",
       "      <th>1900-01-01 03:00:00</th>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
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       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
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       "    <tr>\n",
       "      <th>1900-01-01 04:00:00</th>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 148 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    2037524(2037524) 1013656(1013656) 1013674(1013674)  \\\n",
       "                         Ta(celsius)      Ta(celsius)      Ta(celsius)   \n",
       "1900-01-01 00:00:00             21.0             21.0             21.0   \n",
       "1900-01-01 01:00:00             21.0             21.0             21.0   \n",
       "1900-01-01 02:00:00             21.0             21.0             21.0   \n",
       "1900-01-01 03:00:00             21.0             21.0             21.0   \n",
       "1900-01-01 04:00:00             21.0             21.0             21.0   \n",
       "\n",
       "                    1013695(1013695) 1013698(1013698) 1013699(1013699)  \\\n",
       "                         Ta(celsius)      Ta(celsius)      Ta(celsius)   \n",
       "1900-01-01 00:00:00             21.0             21.0             21.0   \n",
       "1900-01-01 01:00:00             21.0             21.0             21.0   \n",
       "1900-01-01 02:00:00             21.0             21.0             21.0   \n",
       "1900-01-01 03:00:00             21.0             21.0             21.0   \n",
       "1900-01-01 04:00:00             21.0             21.0             21.0   \n",
       "\n",
       "                    1013700(1013700) 1013711(1013711) 1013712(1013712)  \\\n",
       "                         Ta(celsius)      Ta(celsius)      Ta(celsius)   \n",
       "1900-01-01 00:00:00             21.0             21.0             21.0   \n",
       "1900-01-01 01:00:00             21.0             21.0             21.0   \n",
       "1900-01-01 02:00:00             21.0             21.0             21.0   \n",
       "1900-01-01 03:00:00             21.0             21.0             21.0   \n",
       "1900-01-01 04:00:00             21.0             21.0             21.0   \n",
       "\n",
       "                    1013713(1013713)  ... 295074081(295074081)  \\\n",
       "                         Ta(celsius)  ...          Ta(celsius)   \n",
       "1900-01-01 00:00:00             21.0  ...                 21.0   \n",
       "1900-01-01 01:00:00             21.0  ...                 21.0   \n",
       "1900-01-01 02:00:00             21.0  ...                 21.0   \n",
       "1900-01-01 03:00:00             21.0  ...                 21.0   \n",
       "1900-01-01 04:00:00             21.0  ...                 21.0   \n",
       "\n",
       "                    295080855(295080855) 295081532(295081532)  \\\n",
       "                             Ta(celsius)          Ta(celsius)   \n",
       "1900-01-01 00:00:00                 21.0                 21.0   \n",
       "1900-01-01 01:00:00                 21.0                 21.0   \n",
       "1900-01-01 02:00:00                 21.0                 21.0   \n",
       "1900-01-01 03:00:00                 21.0                 21.0   \n",
       "1900-01-01 04:00:00                 21.0                 21.0   \n",
       "\n",
       "                    295081650(295081650) 295081701(295081701)  \\\n",
       "                             Ta(celsius)          Ta(celsius)   \n",
       "1900-01-01 00:00:00                 21.0                 21.0   \n",
       "1900-01-01 01:00:00                 21.0                 21.0   \n",
       "1900-01-01 02:00:00                 21.0                 21.0   \n",
       "1900-01-01 03:00:00                 21.0                 21.0   \n",
       "1900-01-01 04:00:00                 21.0                 21.0   \n",
       "\n",
       "                    295087820(295087820) 295090017(295090017)  \\\n",
       "                             Ta(celsius)          Ta(celsius)   \n",
       "1900-01-01 00:00:00                 21.0                 21.0   \n",
       "1900-01-01 01:00:00                 21.0                 21.0   \n",
       "1900-01-01 02:00:00                 21.0                 21.0   \n",
       "1900-01-01 03:00:00                 21.0                 21.0   \n",
       "1900-01-01 04:00:00                 21.0                 21.0   \n",
       "\n",
       "                    295094700(295094700) 295094763(295094763)  \\\n",
       "                             Ta(celsius)          Ta(celsius)   \n",
       "1900-01-01 00:00:00                 21.0                 21.0   \n",
       "1900-01-01 01:00:00                 21.0                 21.0   \n",
       "1900-01-01 02:00:00                 21.0                 21.0   \n",
       "1900-01-01 03:00:00                 21.0                 21.0   \n",
       "1900-01-01 04:00:00                 21.0                 21.0   \n",
       "\n",
       "                    295094793(295094793)  \n",
       "                             Ta(celsius)  \n",
       "1900-01-01 00:00:00                 21.0  \n",
       "1900-01-01 01:00:00                 21.0  \n",
       "1900-01-01 02:00:00                 21.0  \n",
       "1900-01-01 03:00:00                 21.0  \n",
       "1900-01-01 04:00:00                 21.0  \n",
       "\n",
       "[5 rows x 148 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cstemp=csout.loc[:, (slice(None), 'Ta(celsius)')]\n",
    "cstemp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "monthlytemp=cstemp.resample('M').mean()\n",
    "monthlytemp.index=monthlytemp.index.month\n",
    "ax=monthlytemp.T.boxplot()\n",
    "plt.xlabel('Month')\n",
    "plt.show()\n",
    "#plt.xticks(list(monthlytemp.index.month))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Heating(Wh)</th>\n",
       "      <th>Cooling(Wh)</th>\n",
       "      <th>Qi(Wh)</th>\n",
       "      <th>Qs(Wh)</th>\n",
       "      <th>EGID</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EGID</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>2037524</th>\n",
       "      <td>370051389</td>\n",
       "      <td>-22739979</td>\n",
       "      <td>144277131</td>\n",
       "      <td>296018779</td>\n",
       "      <td>2037524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013656</th>\n",
       "      <td>204891675</td>\n",
       "      <td>-44729261</td>\n",
       "      <td>161904222</td>\n",
       "      <td>159176815</td>\n",
       "      <td>1013656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013674</th>\n",
       "      <td>571818779</td>\n",
       "      <td>-69000972</td>\n",
       "      <td>377683324</td>\n",
       "      <td>467011011</td>\n",
       "      <td>1013674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013695</th>\n",
       "      <td>197888203</td>\n",
       "      <td>-19270289</td>\n",
       "      <td>118963683</td>\n",
       "      <td>159507796</td>\n",
       "      <td>1013695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013698</th>\n",
       "      <td>275791432</td>\n",
       "      <td>-22994779</td>\n",
       "      <td>142840485</td>\n",
       "      <td>228082214</td>\n",
       "      <td>1013698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013699</th>\n",
       "      <td>229147244</td>\n",
       "      <td>-18213991</td>\n",
       "      <td>123088898</td>\n",
       "      <td>185145961</td>\n",
       "      <td>1013699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013700</th>\n",
       "      <td>198162058</td>\n",
       "      <td>-18993425</td>\n",
       "      <td>118628075</td>\n",
       "      <td>159632141</td>\n",
       "      <td>1013700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013711</th>\n",
       "      <td>261317290</td>\n",
       "      <td>-9666058</td>\n",
       "      <td>96226154</td>\n",
       "      <td>213253058</td>\n",
       "      <td>1013711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013712</th>\n",
       "      <td>304594866</td>\n",
       "      <td>-9244997</td>\n",
       "      <td>100039697</td>\n",
       "      <td>250661563</td>\n",
       "      <td>1013712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013713</th>\n",
       "      <td>233778181</td>\n",
       "      <td>-8693892</td>\n",
       "      <td>78735699</td>\n",
       "      <td>188440724</td>\n",
       "      <td>1013713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013714</th>\n",
       "      <td>229193189</td>\n",
       "      <td>-2570896</td>\n",
       "      <td>41331281</td>\n",
       "      <td>181136782</td>\n",
       "      <td>1013714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013715</th>\n",
       "      <td>235001507</td>\n",
       "      <td>-3678399</td>\n",
       "      <td>40951937</td>\n",
       "      <td>185548035</td>\n",
       "      <td>1013715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013716</th>\n",
       "      <td>203735789</td>\n",
       "      <td>-8057922</td>\n",
       "      <td>79310722</td>\n",
       "      <td>165529329</td>\n",
       "      <td>1013716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013717</th>\n",
       "      <td>243853098</td>\n",
       "      <td>-8440869</td>\n",
       "      <td>96899118</td>\n",
       "      <td>199099412</td>\n",
       "      <td>1013717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013723</th>\n",
       "      <td>268666360</td>\n",
       "      <td>-3387816</td>\n",
       "      <td>52249525</td>\n",
       "      <td>214960259</td>\n",
       "      <td>1013723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013744</th>\n",
       "      <td>333693243</td>\n",
       "      <td>-11849520</td>\n",
       "      <td>127033563</td>\n",
       "      <td>276429128</td>\n",
       "      <td>1013744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013754</th>\n",
       "      <td>284289491</td>\n",
       "      <td>-14083116</td>\n",
       "      <td>147099073</td>\n",
       "      <td>238306245</td>\n",
       "      <td>1013754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013755</th>\n",
       "      <td>341889025</td>\n",
       "      <td>-5249473</td>\n",
       "      <td>77787839</td>\n",
       "      <td>271456051</td>\n",
       "      <td>1013755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013758</th>\n",
       "      <td>145651410</td>\n",
       "      <td>-1735657</td>\n",
       "      <td>21626881</td>\n",
       "      <td>114115087</td>\n",
       "      <td>1013758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013759</th>\n",
       "      <td>242901332</td>\n",
       "      <td>-7142080</td>\n",
       "      <td>84343530</td>\n",
       "      <td>197088230</td>\n",
       "      <td>1013759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013760</th>\n",
       "      <td>180225567</td>\n",
       "      <td>-2554871</td>\n",
       "      <td>31663667</td>\n",
       "      <td>141567197</td>\n",
       "      <td>1013760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013761</th>\n",
       "      <td>387187462</td>\n",
       "      <td>-11259916</td>\n",
       "      <td>140929347</td>\n",
       "      <td>312200991</td>\n",
       "      <td>1013761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013762</th>\n",
       "      <td>143583318</td>\n",
       "      <td>-6311911</td>\n",
       "      <td>57558540</td>\n",
       "      <td>113240642</td>\n",
       "      <td>1013762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013763</th>\n",
       "      <td>338283982</td>\n",
       "      <td>-10847840</td>\n",
       "      <td>120612760</td>\n",
       "      <td>278088315</td>\n",
       "      <td>1013763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013764</th>\n",
       "      <td>268531217</td>\n",
       "      <td>-6228284</td>\n",
       "      <td>82908297</td>\n",
       "      <td>220830973</td>\n",
       "      <td>1013764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013766</th>\n",
       "      <td>206329946</td>\n",
       "      <td>-2105144</td>\n",
       "      <td>36030856</td>\n",
       "      <td>164791873</td>\n",
       "      <td>1013766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013767</th>\n",
       "      <td>230407047</td>\n",
       "      <td>-4184050</td>\n",
       "      <td>64827942</td>\n",
       "      <td>187316934</td>\n",
       "      <td>1013767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013769</th>\n",
       "      <td>170015522</td>\n",
       "      <td>-1182273</td>\n",
       "      <td>22327795</td>\n",
       "      <td>131131115</td>\n",
       "      <td>1013769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013770</th>\n",
       "      <td>234860731</td>\n",
       "      <td>-7840020</td>\n",
       "      <td>81865540</td>\n",
       "      <td>193931728</td>\n",
       "      <td>1013770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013771</th>\n",
       "      <td>221296403</td>\n",
       "      <td>-6974872</td>\n",
       "      <td>80198613</td>\n",
       "      <td>184166994</td>\n",
       "      <td>1013771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014617</th>\n",
       "      <td>373457925</td>\n",
       "      <td>-10336558</td>\n",
       "      <td>130187564</td>\n",
       "      <td>310140941</td>\n",
       "      <td>1014617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014618</th>\n",
       "      <td>234499793</td>\n",
       "      <td>-7144128</td>\n",
       "      <td>84362006</td>\n",
       "      <td>193583412</td>\n",
       "      <td>1014618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014619</th>\n",
       "      <td>154640139</td>\n",
       "      <td>-4942305</td>\n",
       "      <td>58033345</td>\n",
       "      <td>125249532</td>\n",
       "      <td>1014619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014620</th>\n",
       "      <td>231968346</td>\n",
       "      <td>-6708201</td>\n",
       "      <td>83009525</td>\n",
       "      <td>191322491</td>\n",
       "      <td>1014620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014687</th>\n",
       "      <td>318770851</td>\n",
       "      <td>-5240506</td>\n",
       "      <td>56514169</td>\n",
       "      <td>254766076</td>\n",
       "      <td>1014687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014688</th>\n",
       "      <td>188294975</td>\n",
       "      <td>-4726240</td>\n",
       "      <td>42640312</td>\n",
       "      <td>154137070</td>\n",
       "      <td>1014688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014689</th>\n",
       "      <td>156626679</td>\n",
       "      <td>-3462050</td>\n",
       "      <td>31931141</td>\n",
       "      <td>124299877</td>\n",
       "      <td>1014689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2037521</th>\n",
       "      <td>347497155</td>\n",
       "      <td>-18515564</td>\n",
       "      <td>127362275</td>\n",
       "      <td>278736337</td>\n",
       "      <td>2037521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2037800</th>\n",
       "      <td>222221531</td>\n",
       "      <td>-9542146</td>\n",
       "      <td>92202207</td>\n",
       "      <td>184853903</td>\n",
       "      <td>2037800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2037907</th>\n",
       "      <td>139325928</td>\n",
       "      <td>-5987344</td>\n",
       "      <td>72949797</td>\n",
       "      <td>114523027</td>\n",
       "      <td>2037907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2037908</th>\n",
       "      <td>121744816</td>\n",
       "      <td>-5854961</td>\n",
       "      <td>71377479</td>\n",
       "      <td>99558711</td>\n",
       "      <td>2037908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2037909</th>\n",
       "      <td>115606965</td>\n",
       "      <td>-689535</td>\n",
       "      <td>21786523</td>\n",
       "      <td>90717646</td>\n",
       "      <td>2037909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2038331</th>\n",
       "      <td>116738678</td>\n",
       "      <td>-3176590</td>\n",
       "      <td>31745026</td>\n",
       "      <td>90210232</td>\n",
       "      <td>2038331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2039159</th>\n",
       "      <td>520525436</td>\n",
       "      <td>-52733192</td>\n",
       "      <td>261440220</td>\n",
       "      <td>407776826</td>\n",
       "      <td>2039159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2039303</th>\n",
       "      <td>477902980</td>\n",
       "      <td>-10970610</td>\n",
       "      <td>104630457</td>\n",
       "      <td>362512576</td>\n",
       "      <td>2039303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2039803</th>\n",
       "      <td>360436036</td>\n",
       "      <td>-25094813</td>\n",
       "      <td>153477496</td>\n",
       "      <td>285132325</td>\n",
       "      <td>2039803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2039804</th>\n",
       "      <td>49631068</td>\n",
       "      <td>-4803638</td>\n",
       "      <td>26561951</td>\n",
       "      <td>40520115</td>\n",
       "      <td>2039804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2039805</th>\n",
       "      <td>193946930</td>\n",
       "      <td>-13096492</td>\n",
       "      <td>145835083</td>\n",
       "      <td>167624839</td>\n",
       "      <td>2039805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131694</th>\n",
       "      <td>157862199</td>\n",
       "      <td>-9809833</td>\n",
       "      <td>94726864</td>\n",
       "      <td>134741104</td>\n",
       "      <td>3131694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295040270</th>\n",
       "      <td>314492348</td>\n",
       "      <td>-145770599</td>\n",
       "      <td>423978235</td>\n",
       "      <td>264188634</td>\n",
       "      <td>295040270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295074081</th>\n",
       "      <td>191460939</td>\n",
       "      <td>-31336275</td>\n",
       "      <td>147981920</td>\n",
       "      <td>153284777</td>\n",
       "      <td>295074081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295080855</th>\n",
       "      <td>83067654</td>\n",
       "      <td>-1579276</td>\n",
       "      <td>18497390</td>\n",
       "      <td>67675442</td>\n",
       "      <td>295080855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295081532</th>\n",
       "      <td>68688932</td>\n",
       "      <td>-3607532</td>\n",
       "      <td>37988767</td>\n",
       "      <td>55962896</td>\n",
       "      <td>295081532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295081650</th>\n",
       "      <td>812980385</td>\n",
       "      <td>-106568530</td>\n",
       "      <td>553591975</td>\n",
       "      <td>644479285</td>\n",
       "      <td>295081650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295081701</th>\n",
       "      <td>129418555</td>\n",
       "      <td>-516509</td>\n",
       "      <td>18851264</td>\n",
       "      <td>97842530</td>\n",
       "      <td>295081701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295087820</th>\n",
       "      <td>661184032</td>\n",
       "      <td>-139169781</td>\n",
       "      <td>573534211</td>\n",
       "      <td>520313890</td>\n",
       "      <td>295087820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295090017</th>\n",
       "      <td>30453712</td>\n",
       "      <td>-376119</td>\n",
       "      <td>8937889</td>\n",
       "      <td>23775541</td>\n",
       "      <td>295090017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295094700</th>\n",
       "      <td>304438451</td>\n",
       "      <td>-29897354</td>\n",
       "      <td>181039860</td>\n",
       "      <td>245205956</td>\n",
       "      <td>295094700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295094763</th>\n",
       "      <td>328252530</td>\n",
       "      <td>-7234512</td>\n",
       "      <td>74161882</td>\n",
       "      <td>273457181</td>\n",
       "      <td>295094763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295094793</th>\n",
       "      <td>429121501</td>\n",
       "      <td>-2246580</td>\n",
       "      <td>40245106</td>\n",
       "      <td>326363498</td>\n",
       "      <td>295094793</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>148 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Heating(Wh)  Cooling(Wh)     Qi(Wh)     Qs(Wh)       EGID\n",
       "EGID                                                                \n",
       "2037524      370051389    -22739979  144277131  296018779    2037524\n",
       "1013656      204891675    -44729261  161904222  159176815    1013656\n",
       "1013674      571818779    -69000972  377683324  467011011    1013674\n",
       "1013695      197888203    -19270289  118963683  159507796    1013695\n",
       "1013698      275791432    -22994779  142840485  228082214    1013698\n",
       "1013699      229147244    -18213991  123088898  185145961    1013699\n",
       "1013700      198162058    -18993425  118628075  159632141    1013700\n",
       "1013711      261317290     -9666058   96226154  213253058    1013711\n",
       "1013712      304594866     -9244997  100039697  250661563    1013712\n",
       "1013713      233778181     -8693892   78735699  188440724    1013713\n",
       "1013714      229193189     -2570896   41331281  181136782    1013714\n",
       "1013715      235001507     -3678399   40951937  185548035    1013715\n",
       "1013716      203735789     -8057922   79310722  165529329    1013716\n",
       "1013717      243853098     -8440869   96899118  199099412    1013717\n",
       "1013723      268666360     -3387816   52249525  214960259    1013723\n",
       "1013744      333693243    -11849520  127033563  276429128    1013744\n",
       "1013754      284289491    -14083116  147099073  238306245    1013754\n",
       "1013755      341889025     -5249473   77787839  271456051    1013755\n",
       "1013758      145651410     -1735657   21626881  114115087    1013758\n",
       "1013759      242901332     -7142080   84343530  197088230    1013759\n",
       "1013760      180225567     -2554871   31663667  141567197    1013760\n",
       "1013761      387187462    -11259916  140929347  312200991    1013761\n",
       "1013762      143583318     -6311911   57558540  113240642    1013762\n",
       "1013763      338283982    -10847840  120612760  278088315    1013763\n",
       "1013764      268531217     -6228284   82908297  220830973    1013764\n",
       "1013766      206329946     -2105144   36030856  164791873    1013766\n",
       "1013767      230407047     -4184050   64827942  187316934    1013767\n",
       "1013769      170015522     -1182273   22327795  131131115    1013769\n",
       "1013770      234860731     -7840020   81865540  193931728    1013770\n",
       "1013771      221296403     -6974872   80198613  184166994    1013771\n",
       "...                ...          ...        ...        ...        ...\n",
       "1014617      373457925    -10336558  130187564  310140941    1014617\n",
       "1014618      234499793     -7144128   84362006  193583412    1014618\n",
       "1014619      154640139     -4942305   58033345  125249532    1014619\n",
       "1014620      231968346     -6708201   83009525  191322491    1014620\n",
       "1014687      318770851     -5240506   56514169  254766076    1014687\n",
       "1014688      188294975     -4726240   42640312  154137070    1014688\n",
       "1014689      156626679     -3462050   31931141  124299877    1014689\n",
       "2037521      347497155    -18515564  127362275  278736337    2037521\n",
       "2037800      222221531     -9542146   92202207  184853903    2037800\n",
       "2037907      139325928     -5987344   72949797  114523027    2037907\n",
       "2037908      121744816     -5854961   71377479   99558711    2037908\n",
       "2037909      115606965      -689535   21786523   90717646    2037909\n",
       "2038331      116738678     -3176590   31745026   90210232    2038331\n",
       "2039159      520525436    -52733192  261440220  407776826    2039159\n",
       "2039303      477902980    -10970610  104630457  362512576    2039303\n",
       "2039803      360436036    -25094813  153477496  285132325    2039803\n",
       "2039804       49631068     -4803638   26561951   40520115    2039804\n",
       "2039805      193946930    -13096492  145835083  167624839    2039805\n",
       "3131694      157862199     -9809833   94726864  134741104    3131694\n",
       "295040270    314492348   -145770599  423978235  264188634  295040270\n",
       "295074081    191460939    -31336275  147981920  153284777  295074081\n",
       "295080855     83067654     -1579276   18497390   67675442  295080855\n",
       "295081532     68688932     -3607532   37988767   55962896  295081532\n",
       "295081650    812980385   -106568530  553591975  644479285  295081650\n",
       "295081701    129418555      -516509   18851264   97842530  295081701\n",
       "295087820    661184032   -139169781  573534211  520313890  295087820\n",
       "295090017     30453712      -376119    8937889   23775541  295090017\n",
       "295094700    304438451    -29897354  181039860  245205956  295094700\n",
       "295094763    328252530     -7234512   74161882  273457181  295094763\n",
       "295094793    429121501     -2246580   40245106  326363498  295094793\n",
       "\n",
       "[148 rows x 5 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vares=['Heating(Wh)','Cooling(Wh)','Qi(Wh)','Qs(Wh)']\n",
    "perbldwh=pd.DataFrame({})\n",
    "for var in vares:\n",
    "    csvar=csout.loc[:, (slice(None), var)]\n",
    "    hgrap=pd.DataFrame(csvar.sum(axis=0))\n",
    "    hgrap.index=hgrap.index.droplevel(1)\n",
    "    hgrap=hgrap.rename(columns={0:var})\n",
    "    perbldwh=pd.concat([perbldwh,hgrap],axis=1)\n",
    "perbldwh['EGID']=[np.int64(str(i).split('(')[0]) for i in perbldwh.index]\n",
    "perbldwh.index=perbldwh['EGID']\n",
    "perbldwh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=perbldwh.boxplot()\n",
    "plt.ylabel('Energy [Wh]')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "best would be to have Heated Floor Area (SRE) from a City Sim output file..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}