scenario_definition.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-01-04T13:09:30.179600Z",
     "start_time": "2025-01-04T13:09:28.377507Z"
    }
   },
   "source": [
    "import pandapower as pp\n",
    "from pandapower.plotting.plotly import pf_res_plotly\n",
    "import simbench as sb\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T13:09:30.185411Z",
     "start_time": "2025-01-04T13:09:30.179600Z"
    }
   },
   "cell_type": "code",
   "source": "np.random.seed(111)",
   "id": "dd0da8bbaee2a3bb",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T13:09:33.443665Z",
     "start_time": "2025-01-04T13:09:30.187426Z"
    }
   },
   "cell_type": "code",
   "source": "net = sb.get_simbench_net('1-LV-urban6--0-sw')",
   "id": "3dd452ef12cd9f04",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T13:09:33.618208Z",
     "start_time": "2025-01-04T13:09:33.443665Z"
    }
   },
   "cell_type": "code",
   "source": [
    "values = sb.get_absolute_values(net, True)\n",
    "print(values.keys())"
   ],
   "id": "1b23eacc5bb23201",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys([('load', 'p_mw'), ('load', 'q_mvar'), ('sgen', 'p_mw'), ('gen', 'p_mw'), ('storage', 'p_mw')])\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T13:09:33.758781Z",
     "start_time": "2025-01-04T13:09:33.618208Z"
    }
   },
   "cell_type": "code",
   "source": "ts_load_data = pd.read_csv('./data/1-LV-urban6--2-sw/LoadProfile.csv', sep=';')",
   "id": "ecbe9a8d3e14bac8",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "All load profiles are normalised and have to be scaled according to the expected annual peak consumption in MW.",
   "id": "b221933bdd73b41c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T13:10:01.930737Z",
     "start_time": "2025-01-04T13:10:01.894110Z"
    }
   },
   "cell_type": "code",
   "source": "ts_sgen_data = pd.read_csv('data/1-LV-urban6--2-sw/RESProfile.csv', sep=';')",
   "id": "4c6235d0b4cd4d3d",
   "outputs": [],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T13:10:01.939666Z",
     "start_time": "2025-01-04T13:10:01.930737Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Normalizing\n",
    "ts_sgen_data['PV2'] /= np.max(ts_sgen_data['PV2'])\n",
    "ts_sgen_data['PV5'] /= np.max(ts_sgen_data['PV5'])\n",
    "ts_sgen_data['PV6'] /= np.max(ts_sgen_data['PV6'])\n",
    "ts_sgen_data['PV8'] /= np.max(ts_sgen_data['PV8'])"
   ],
   "id": "807cabb11dfda354",
   "outputs": [],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T13:10:01.951056Z",
     "start_time": "2025-01-04T13:10:01.939666Z"
    }
   },
   "cell_type": "code",
   "source": [
    "agent_ids = np.arange(len(net.load))\n",
    "net.load.insert(0, 'agent_id', agent_ids)\n",
    "print(net.load.head())"
   ],
   "id": "a3159521fa98ddd9",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   agent_id             name  bus   p_mw    q_mvar  const_z_percent  \\\n",
      "0         0  LV6.201 Load 16    2  0.011  0.004347              0.0   \n",
      "1         1  LV6.201 Load 24   11  0.003  0.001186              0.0   \n",
      "2         2  LV6.201 Load 36    5  0.003  0.001186              0.0   \n",
      "3         3   LV6.201 Load 7   17  0.005  0.001976              0.0   \n",
      "4         4  LV6.201 Load 33    3  0.008  0.003162              0.0   \n",
      "\n",
      "   const_i_percent    sn_mva  scaling  in_service type profile   subnet  \\\n",
      "0              0.0  0.011828      1.0        True  NaN    G1-B  LV6.201   \n",
      "1              0.0  0.003226      1.0        True  NaN    H0-L  LV6.201   \n",
      "2              0.0  0.003226      1.0        True  NaN    H0-A  LV6.201   \n",
      "3              0.0  0.005376      1.0        True  NaN    H0-C  LV6.201   \n",
      "4              0.0  0.008602      1.0        True  NaN    G1-B  LV6.201   \n",
      "\n",
      "  voltLvl max_p_mw min_p_mw max_q_mvar min_q_mvar  \n",
      "0       7      NaN      NaN        NaN        NaN  \n",
      "1       7      NaN      NaN        NaN        NaN  \n",
      "2       7      NaN      NaN        NaN        NaN  \n",
      "3       7      NaN      NaN        NaN        NaN  \n",
      "4       7      NaN      NaN        NaN        NaN  \n"
     ]
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T13:10:29.916945Z",
     "start_time": "2025-01-04T13:10:29.910684Z"
    }
   },
   "cell_type": "code",
   "source": [
    "household_profiles = ['H0-A', 'H0-B', 'H0-C', 'H0-G', 'H0-L']\n",
    "non_household_profiles = ['G1-A', 'G1-B', 'G1-C', 'G4-A', 'G4-B', 'G6-A']"
   ],
   "id": "afdf1e80aebfd677",
   "outputs": [],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T13:10:29.928313Z",
     "start_time": "2025-01-04T13:10:29.917995Z"
    }
   },
   "cell_type": "code",
   "source": [
    "for index, row in net.load.iterrows():\n",
    "    if row.profile in non_household_profiles:\n",
    "        net.load.at[index, 'type'] = 'non-household'\n",
    "    elif row.profile in household_profiles:\n",
    "        net.load.at[index, 'type'] = 'household'"
   ],
   "id": "433f113a19f8c1b2",
   "outputs": [],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T13:10:58.179563Z",
     "start_time": "2025-01-04T13:10:58.124768Z"
    }
   },
   "cell_type": "code",
   "source": "display(net.load)",
   "id": "268b72b66bc49a08",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     agent_id              name  bus   p_mw    q_mvar  const_z_percent  \\\n",
       "0           0   LV6.201 Load 16    2  0.011  0.004347              0.0   \n",
       "1           1   LV6.201 Load 24   11  0.003  0.001186              0.0   \n",
       "2           2   LV6.201 Load 36    5  0.003  0.001186              0.0   \n",
       "3           3    LV6.201 Load 7   17  0.005  0.001976              0.0   \n",
       "4           4   LV6.201 Load 33    3  0.008  0.003162              0.0   \n",
       "5           5   LV6.201 Load 28   35  0.003  0.001186              0.0   \n",
       "6           6   LV6.201 Load 37   14  0.003  0.001186              0.0   \n",
       "7           7   LV6.201 Load 19    9  0.004  0.001581              0.0   \n",
       "8           8    LV6.201 Load 9   36  0.003  0.001186              0.0   \n",
       "9           9   LV6.201 Load 40   13  0.003  0.001186              0.0   \n",
       "10         10   LV6.201 Load 39    8  0.003  0.001186              0.0   \n",
       "11         11   LV6.201 Load 13   44  0.003  0.001186              0.0   \n",
       "12         12   LV6.201 Load 18   12  0.031  0.012252              0.0   \n",
       "13         13   LV6.201 Load 22   26  0.003  0.001186              0.0   \n",
       "14         14   LV6.201 Load 17   10  0.012  0.004743              0.0   \n",
       "15         15   LV6.201 Load 38   22  0.011  0.004347              0.0   \n",
       "16         16   LV6.201 Load 20   21  0.003  0.001186              0.0   \n",
       "17         17   LV6.201 Load 35   43  0.003  0.001186              0.0   \n",
       "18         18   LV6.201 Load 26    7  0.006  0.002371              0.0   \n",
       "19         19   LV6.201 Load 15   15  0.003  0.001186              0.0   \n",
       "20         20   LV6.201 Load 12   24  0.003  0.001186              0.0   \n",
       "21         21   LV6.201 Load 34   41  0.003  0.001186              0.0   \n",
       "22         22   LV6.201 Load 32   29  0.006  0.002371              0.0   \n",
       "23         23    LV6.201 Load 3   31  0.003  0.001186              0.0   \n",
       "24         24    LV6.201 Load 8    1  0.005  0.001976              0.0   \n",
       "25         25   LV6.201 Load 21   40  0.005  0.001976              0.0   \n",
       "26         26   LV6.201 Load 30   27  0.004  0.001581              0.0   \n",
       "27         27   LV6.201 Load 25   38  0.004  0.001581              0.0   \n",
       "28         28    LV6.201 Load 4   18  0.011  0.004347              0.0   \n",
       "29         29   LV6.201 Load 14   37  0.004  0.001581              0.0   \n",
       "30         30   LV6.201 Load 27    4  0.004  0.001581              0.0   \n",
       "31         31    LV6.201 Load 2   39  0.010  0.003952              0.0   \n",
       "32         32   LV6.201 Load 10   25  0.004  0.001581              0.0   \n",
       "33         33    LV6.201 Load 5   33  0.003  0.001186              0.0   \n",
       "34         34   LV6.201 Load 11   30  0.005  0.001976              0.0   \n",
       "35         35   LV6.201 Load 29   34  0.003  0.001186              0.0   \n",
       "36         36   LV6.201 Load 23   28  0.011  0.004347              0.0   \n",
       "37         37    LV6.201 Load 6   32  0.003  0.001186              0.0   \n",
       "38         38   LV6.201 Load 31    6  0.003  0.001186              0.0   \n",
       "39         39    LV6.201 Load 1   19  0.003  0.001186              0.0   \n",
       "40         40   LV6.201 Load 41   45  0.004  0.001581              0.0   \n",
       "41         41   LV6.201 Load 42   46  0.003  0.001186              0.0   \n",
       "42         42   LV6.201 Load 43   47  0.003  0.001186              0.0   \n",
       "43         43   LV6.201 Load 44   48  0.004  0.001581              0.0   \n",
       "44         44   LV6.201 Load 45   49  0.002  0.000790              0.0   \n",
       "45         45   LV6.201 Load 46   50  0.003  0.001186              0.0   \n",
       "46         46   LV6.201 Load 47   51  0.003  0.001186              0.0   \n",
       "47         47   LV6.201 Load 48   52  0.003  0.001186              0.0   \n",
       "48         48   LV6.201 Load 49   53  0.017  0.006719              0.0   \n",
       "49         49   LV6.201 Load 50   54  0.002  0.000790              0.0   \n",
       "50         50   LV6.201 Load 51   54  0.002  0.000790              0.0   \n",
       "51         51   LV6.201 Load 52   55  0.002  0.000790              0.0   \n",
       "52         52   LV6.201 Load 53   55  0.002  0.000790              0.0   \n",
       "53         53   LV6.201 Load 54   56  0.002  0.000790              0.0   \n",
       "54         54   LV6.201 Load 55   56  0.002  0.000790              0.0   \n",
       "55         55   LV6.201 Load 56   57  0.002  0.000790              0.0   \n",
       "56         56   LV6.201 Load 57   57  0.002  0.000790              0.0   \n",
       "57         57   LV6.201 Load 96   46  0.003  0.001186              0.0   \n",
       "58         58   LV6.201 Load 97   47  0.003  0.001186              0.0   \n",
       "59         59   LV6.201 Load 98   48  0.003  0.001186              0.0   \n",
       "60         60   LV6.201 Load 99   49  0.002  0.000790              0.0   \n",
       "61         61  LV6.201 Load 100   49  0.002  0.000790              0.0   \n",
       "62         62  LV6.201 Load 101   49  0.002  0.000790              0.0   \n",
       "63         63  LV6.201 Load 102   50  0.003  0.001186              0.0   \n",
       "64         64  LV6.201 Load 103   50  0.003  0.001186              0.0   \n",
       "65         65  LV6.201 Load 104   51  0.003  0.001186              0.0   \n",
       "66         66   LV6.201 Load 74   34  0.003  0.001186              0.0   \n",
       "67         67  LV6.201 Load 107   32  0.003  0.001186              0.0   \n",
       "68         68   LV6.201 Load 95   45  0.003  0.001186              0.0   \n",
       "69         69  LV6.201 Load 111   36  0.003  0.001186              0.0   \n",
       "70         70   LV6.201 Load 84   43  0.003  0.001186              0.0   \n",
       "71         71   LV6.201 Load 72   35  0.003  0.001186              0.0   \n",
       "72         72   LV6.201 Load 73   35  0.003  0.001186              0.0   \n",
       "73         73   LV6.201 Load 70   11  0.003  0.001186              0.0   \n",
       "74         74   LV6.201 Load 67   26  0.003  0.001186              0.0   \n",
       "75         75   LV6.201 Load 68   26  0.003  0.001186              0.0   \n",
       "76         76   LV6.201 Load 69   26  0.003  0.001186              0.0   \n",
       "77         77   LV6.201 Load 63   15  0.002  0.000790              0.0   \n",
       "78         78   LV6.201 Load 78    6  0.005  0.001976              0.0   \n",
       "79         79   LV6.201 Load 79    6  0.002  0.000790              0.0   \n",
       "80         80   LV6.201 Load 62   44  0.006  0.002371              0.0   \n",
       "81         81   LV6.201 Load 64   21  0.005  0.001976              0.0   \n",
       "82         82   LV6.201 Load 65   21  0.002  0.000790              0.0   \n",
       "83         83   LV6.201 Load 80   29  0.006  0.002371              0.0   \n",
       "84         84   LV6.201 Load 71    7  0.003  0.001186              0.0   \n",
       "85         85  LV6.201 Load 109    1  0.003  0.001186              0.0   \n",
       "86         86  LV6.201 Load 110    1  0.003  0.001186              0.0   \n",
       "87         87  LV6.201 Load 108   17  0.005  0.001976              0.0   \n",
       "88         88   LV6.201 Load 66   40  0.004  0.001581              0.0   \n",
       "89         89   LV6.201 Load 87   14  0.003  0.001186              0.0   \n",
       "90         90   LV6.201 Load 88   14  0.002  0.000790              0.0   \n",
       "91         91   LV6.201 Load 92   13  0.003  0.001186              0.0   \n",
       "92         92   LV6.201 Load 93   13  0.002  0.000790              0.0   \n",
       "93         93   LV6.201 Load 94   13  0.002  0.000790              0.0   \n",
       "94         94   LV6.201 Load 75   31  0.003  0.001186              0.0   \n",
       "95         95   LV6.201 Load 76   31  0.002  0.000790              0.0   \n",
       "96         96   LV6.201 Load 77   31  0.002  0.000790              0.0   \n",
       "97         97   LV6.201 Load 81   41  0.003  0.001186              0.0   \n",
       "98         98   LV6.201 Load 82   41  0.003  0.001186              0.0   \n",
       "99         99   LV6.201 Load 83   41  0.002  0.000790              0.0   \n",
       "100       100   LV6.201 Load 60   24  0.003  0.001186              0.0   \n",
       "101       101   LV6.201 Load 61   24  0.003  0.001186              0.0   \n",
       "102       102   LV6.201 Load 58   19  0.003  0.001186              0.0   \n",
       "103       103   LV6.201 Load 59   19  0.003  0.001186              0.0   \n",
       "104       104   LV6.201 Load 85    5  0.003  0.001186              0.0   \n",
       "105       105   LV6.201 Load 86    5  0.003  0.001186              0.0   \n",
       "106       106   LV6.201 Load 89    8  0.003  0.001186              0.0   \n",
       "107       107   LV6.201 Load 90    8  0.003  0.001186              0.0   \n",
       "108       108   LV6.201 Load 91    8  0.002  0.000790              0.0   \n",
       "109       109  LV6.201 Load 105   33  0.003  0.001186              0.0   \n",
       "110       110  LV6.201 Load 106   33  0.003  0.001186              0.0   \n",
       "\n",
       "     const_i_percent    sn_mva  scaling  in_service           type profile  \\\n",
       "0                0.0  0.011828      1.0        True  non-household    G1-B   \n",
       "1                0.0  0.003226      1.0        True      household    H0-L   \n",
       "2                0.0  0.003226      1.0        True      household    H0-A   \n",
       "3                0.0  0.005376      1.0        True      household    H0-C   \n",
       "4                0.0  0.008602      1.0        True  non-household    G1-B   \n",
       "5                0.0  0.003226      1.0        True      household    H0-G   \n",
       "6                0.0  0.003226      1.0        True      household    H0-A   \n",
       "7                0.0  0.004301      1.0        True      household    H0-G   \n",
       "8                0.0  0.003226      1.0        True      household    H0-L   \n",
       "9                0.0  0.003226      1.0        True      household    H0-G   \n",
       "10               0.0  0.003226      1.0        True      household    H0-A   \n",
       "11               0.0  0.003226      1.0        True      household    H0-C   \n",
       "12               0.0  0.033333      1.0        True  non-household    G4-A   \n",
       "13               0.0  0.003226      1.0        True      household    H0-G   \n",
       "14               0.0  0.012903      1.0        True  non-household    G6-A   \n",
       "15               0.0  0.011828      1.0        True  non-household    G4-B   \n",
       "16               0.0  0.003226      1.0        True      household    H0-A   \n",
       "17               0.0  0.003226      1.0        True      household    H0-B   \n",
       "18               0.0  0.006452      1.0        True      household    H0-L   \n",
       "19               0.0  0.003226      1.0        True      household    H0-B   \n",
       "20               0.0  0.003226      1.0        True      household    H0-B   \n",
       "21               0.0  0.003226      1.0        True      household    H0-B   \n",
       "22               0.0  0.006452      1.0        True      household    H0-C   \n",
       "23               0.0  0.003226      1.0        True      household    H0-A   \n",
       "24               0.0  0.005376      1.0        True      household    H0-L   \n",
       "25               0.0  0.005376      1.0        True      household    H0-L   \n",
       "26               0.0  0.004301      1.0        True      household    H0-A   \n",
       "27               0.0  0.004301      1.0        True      household    H0-B   \n",
       "28               0.0  0.011828      1.0        True  non-household    G6-A   \n",
       "29               0.0  0.004301      1.0        True      household    H0-C   \n",
       "30               0.0  0.004301      1.0        True      household    H0-A   \n",
       "31               0.0  0.010753      1.0        True  non-household    G4-A   \n",
       "32               0.0  0.004301      1.0        True      household    H0-B   \n",
       "33               0.0  0.003226      1.0        True      household    H0-B   \n",
       "34               0.0  0.005376      1.0        True      household    H0-A   \n",
       "35               0.0  0.003226      1.0        True      household    H0-L   \n",
       "36               0.0  0.011828      1.0        True  non-household    G1-A   \n",
       "37               0.0  0.003226      1.0        True      household    H0-A   \n",
       "38               0.0  0.003226      1.0        True      household    H0-C   \n",
       "39               0.0  0.003226      1.0        True      household    H0-A   \n",
       "40               0.0  0.004301      1.0        True      household    H0-L   \n",
       "41               0.0  0.003226      1.0        True      household    H0-G   \n",
       "42               0.0  0.003226      1.0        True      household    H0-B   \n",
       "43               0.0  0.004301      1.0        True      household    H0-B   \n",
       "44               0.0  0.002151      1.0        True      household    H0-G   \n",
       "45               0.0  0.003226      1.0        True      household    H0-B   \n",
       "46               0.0  0.003226      1.0        True      household    H0-C   \n",
       "47               0.0  0.003226      1.0        True      household    H0-G   \n",
       "48               0.0  0.018280      1.0        True  non-household    G1-C   \n",
       "49               0.0  0.002151      1.0        True      household    H0-L   \n",
       "50               0.0  0.002151      1.0        True      household    H0-C   \n",
       "51               0.0  0.002151      1.0        True      household    H0-B   \n",
       "52               0.0  0.002151      1.0        True      household    H0-C   \n",
       "53               0.0  0.002151      1.0        True      household    H0-B   \n",
       "54               0.0  0.002151      1.0        True      household    H0-L   \n",
       "55               0.0  0.002151      1.0        True      household    H0-L   \n",
       "56               0.0  0.002151      1.0        True      household    H0-A   \n",
       "57               0.0  0.003226      1.0        True      household    H0-G   \n",
       "58               0.0  0.003226      1.0        True      household    H0-C   \n",
       "59               0.0  0.003226      1.0        True      household    H0-B   \n",
       "60               0.0  0.002151      1.0        True      household    H0-A   \n",
       "61               0.0  0.002151      1.0        True      household    H0-B   \n",
       "62               0.0  0.002151      1.0        True      household    H0-C   \n",
       "63               0.0  0.003226      1.0        True      household    H0-B   \n",
       "64               0.0  0.003226      1.0        True      household    H0-C   \n",
       "65               0.0  0.003226      1.0        True      household    H0-L   \n",
       "66               0.0  0.003226      1.0        True      household    H0-A   \n",
       "67               0.0  0.003226      1.0        True      household    H0-B   \n",
       "68               0.0  0.003226      1.0        True      household    H0-B   \n",
       "69               0.0  0.003226      1.0        True      household    H0-L   \n",
       "70               0.0  0.003226      1.0        True      household    H0-G   \n",
       "71               0.0  0.003226      1.0        True      household    H0-L   \n",
       "72               0.0  0.003226      1.0        True      household    H0-A   \n",
       "73               0.0  0.003226      1.0        True      household    H0-L   \n",
       "74               0.0  0.003226      1.0        True      household    H0-A   \n",
       "75               0.0  0.003226      1.0        True      household    H0-C   \n",
       "76               0.0  0.003226      1.0        True      household    H0-B   \n",
       "77               0.0  0.002151      1.0        True      household    H0-C   \n",
       "78               0.0  0.005376      1.0        True      household    H0-G   \n",
       "79               0.0  0.002151      1.0        True      household    H0-C   \n",
       "80               0.0  0.006452      1.0        True      household    H0-A   \n",
       "81               0.0  0.005376      1.0        True      household    H0-C   \n",
       "82               0.0  0.002151      1.0        True      household    H0-A   \n",
       "83               0.0  0.006452      1.0        True      household    H0-A   \n",
       "84               0.0  0.003226      1.0        True      household    H0-L   \n",
       "85               0.0  0.003226      1.0        True      household    H0-A   \n",
       "86               0.0  0.003226      1.0        True      household    H0-B   \n",
       "87               0.0  0.005376      1.0        True      household    H0-G   \n",
       "88               0.0  0.004301      1.0        True      household    H0-C   \n",
       "89               0.0  0.003226      1.0        True      household    H0-A   \n",
       "90               0.0  0.002151      1.0        True      household    H0-A   \n",
       "91               0.0  0.003226      1.0        True      household    H0-L   \n",
       "92               0.0  0.002151      1.0        True      household    H0-L   \n",
       "93               0.0  0.002151      1.0        True      household    H0-L   \n",
       "94               0.0  0.003226      1.0        True      household    H0-B   \n",
       "95               0.0  0.002151      1.0        True      household    H0-G   \n",
       "96               0.0  0.002151      1.0        True      household    H0-B   \n",
       "97               0.0  0.003226      1.0        True      household    H0-C   \n",
       "98               0.0  0.003226      1.0        True      household    H0-L   \n",
       "99               0.0  0.002151      1.0        True      household    H0-C   \n",
       "100              0.0  0.003226      1.0        True      household    H0-A   \n",
       "101              0.0  0.003226      1.0        True      household    H0-C   \n",
       "102              0.0  0.003226      1.0        True      household    H0-G   \n",
       "103              0.0  0.003226      1.0        True      household    H0-A   \n",
       "104              0.0  0.003226      1.0        True      household    H0-B   \n",
       "105              0.0  0.003226      1.0        True      household    H0-C   \n",
       "106              0.0  0.003226      1.0        True      household    H0-B   \n",
       "107              0.0  0.003226      1.0        True      household    H0-A   \n",
       "108              0.0  0.002151      1.0        True      household    H0-L   \n",
       "109              0.0  0.003226      1.0        True      household    H0-B   \n",
       "110              0.0  0.003226      1.0        True      household    H0-B   \n",
       "\n",
       "      subnet voltLvl max_p_mw min_p_mw max_q_mvar min_q_mvar  \n",
       "0    LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "1    LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "2    LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "3    LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "4    LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "5    LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "6    LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "7    LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "8    LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "9    LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "10   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "11   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "12   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "13   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "14   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "15   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "16   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "17   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "18   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "19   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "20   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "21   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "22   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "23   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "24   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "25   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "26   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "27   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "28   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "29   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "30   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "31   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "32   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "33   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "34   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "35   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "36   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "37   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "38   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "39   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "40   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "41   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "42   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "43   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "44   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "45   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "46   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "47   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "48   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "49   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "50   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "51   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "52   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "53   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "54   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "55   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "56   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "57   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "58   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "59   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "60   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "61   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "62   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "63   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "64   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "65   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "66   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "67   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "68   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "69   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "70   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "71   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "72   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "73   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "74   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "75   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "76   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "77   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "78   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "79   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "80   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "81   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "82   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "83   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "84   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "85   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "86   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "87   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "88   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "89   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "90   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "91   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "92   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "93   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "94   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "95   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "96   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "97   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "98   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "99   LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "100  LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "101  LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "102  LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "103  LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "104  LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "105  LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "106  LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "107  LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "108  LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "109  LV6.201       7      NaN      NaN        NaN        NaN  \n",
       "110  LV6.201       7      NaN      NaN        NaN        NaN  "
      ],
      "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>agent_id</th>\n",
       "      <th>name</th>\n",
       "      <th>bus</th>\n",
       "      <th>p_mw</th>\n",
       "      <th>q_mvar</th>\n",
       "      <th>const_z_percent</th>\n",
       "      <th>const_i_percent</th>\n",
       "      <th>sn_mva</th>\n",
       "      <th>scaling</th>\n",
       "      <th>in_service</th>\n",
       "      <th>type</th>\n",
       "      <th>profile</th>\n",
       "      <th>subnet</th>\n",
       "      <th>voltLvl</th>\n",
       "      <th>max_p_mw</th>\n",
       "      <th>min_p_mw</th>\n",
       "      <th>max_q_mvar</th>\n",
       "      <th>min_q_mvar</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>LV6.201 Load 16</td>\n",
       "      <td>2</td>\n",
       "      <td>0.011</td>\n",
       "      <td>0.004347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G1-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>LV6.201 Load 24</td>\n",
       "      <td>11</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>LV6.201 Load 36</td>\n",
       "      <td>5</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>LV6.201 Load 7</td>\n",
       "      <td>17</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>LV6.201 Load 33</td>\n",
       "      <td>3</td>\n",
       "      <td>0.008</td>\n",
       "      <td>0.003162</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.008602</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G1-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>LV6.201 Load 28</td>\n",
       "      <td>35</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>LV6.201 Load 37</td>\n",
       "      <td>14</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>LV6.201 Load 19</td>\n",
       "      <td>9</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>LV6.201 Load 9</td>\n",
       "      <td>36</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>LV6.201 Load 40</td>\n",
       "      <td>13</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>LV6.201 Load 39</td>\n",
       "      <td>8</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>LV6.201 Load 13</td>\n",
       "      <td>44</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>LV6.201 Load 18</td>\n",
       "      <td>12</td>\n",
       "      <td>0.031</td>\n",
       "      <td>0.012252</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G4-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>LV6.201 Load 22</td>\n",
       "      <td>26</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>LV6.201 Load 17</td>\n",
       "      <td>10</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.004743</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.012903</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G6-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>LV6.201 Load 38</td>\n",
       "      <td>22</td>\n",
       "      <td>0.011</td>\n",
       "      <td>0.004347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G4-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>LV6.201 Load 20</td>\n",
       "      <td>21</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>LV6.201 Load 35</td>\n",
       "      <td>43</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>LV6.201 Load 26</td>\n",
       "      <td>7</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.002371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.006452</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>LV6.201 Load 15</td>\n",
       "      <td>15</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>LV6.201 Load 12</td>\n",
       "      <td>24</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>LV6.201 Load 34</td>\n",
       "      <td>41</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>LV6.201 Load 32</td>\n",
       "      <td>29</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.002371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.006452</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>LV6.201 Load 3</td>\n",
       "      <td>31</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>LV6.201 Load 8</td>\n",
       "      <td>1</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>LV6.201 Load 21</td>\n",
       "      <td>40</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>LV6.201 Load 30</td>\n",
       "      <td>27</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>LV6.201 Load 25</td>\n",
       "      <td>38</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>LV6.201 Load 4</td>\n",
       "      <td>18</td>\n",
       "      <td>0.011</td>\n",
       "      <td>0.004347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G6-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>LV6.201 Load 14</td>\n",
       "      <td>37</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>LV6.201 Load 27</td>\n",
       "      <td>4</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>LV6.201 Load 2</td>\n",
       "      <td>39</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.003952</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010753</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G4-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>LV6.201 Load 10</td>\n",
       "      <td>25</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>LV6.201 Load 5</td>\n",
       "      <td>33</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>LV6.201 Load 11</td>\n",
       "      <td>30</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>LV6.201 Load 29</td>\n",
       "      <td>34</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>LV6.201 Load 23</td>\n",
       "      <td>28</td>\n",
       "      <td>0.011</td>\n",
       "      <td>0.004347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G1-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>LV6.201 Load 6</td>\n",
       "      <td>32</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>LV6.201 Load 31</td>\n",
       "      <td>6</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>LV6.201 Load 1</td>\n",
       "      <td>19</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>LV6.201 Load 41</td>\n",
       "      <td>45</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>41</td>\n",
       "      <td>LV6.201 Load 42</td>\n",
       "      <td>46</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>LV6.201 Load 43</td>\n",
       "      <td>47</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>LV6.201 Load 44</td>\n",
       "      <td>48</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>LV6.201 Load 45</td>\n",
       "      <td>49</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45</td>\n",
       "      <td>LV6.201 Load 46</td>\n",
       "      <td>50</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>LV6.201 Load 47</td>\n",
       "      <td>51</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>47</td>\n",
       "      <td>LV6.201 Load 48</td>\n",
       "      <td>52</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>48</td>\n",
       "      <td>LV6.201 Load 49</td>\n",
       "      <td>53</td>\n",
       "      <td>0.017</td>\n",
       "      <td>0.006719</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.018280</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G1-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>LV6.201 Load 50</td>\n",
       "      <td>54</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>50</td>\n",
       "      <td>LV6.201 Load 51</td>\n",
       "      <td>54</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>51</td>\n",
       "      <td>LV6.201 Load 52</td>\n",
       "      <td>55</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>52</td>\n",
       "      <td>LV6.201 Load 53</td>\n",
       "      <td>55</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>53</td>\n",
       "      <td>LV6.201 Load 54</td>\n",
       "      <td>56</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>54</td>\n",
       "      <td>LV6.201 Load 55</td>\n",
       "      <td>56</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>55</td>\n",
       "      <td>LV6.201 Load 56</td>\n",
       "      <td>57</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>56</td>\n",
       "      <td>LV6.201 Load 57</td>\n",
       "      <td>57</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>57</td>\n",
       "      <td>LV6.201 Load 96</td>\n",
       "      <td>46</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>58</td>\n",
       "      <td>LV6.201 Load 97</td>\n",
       "      <td>47</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>59</td>\n",
       "      <td>LV6.201 Load 98</td>\n",
       "      <td>48</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>60</td>\n",
       "      <td>LV6.201 Load 99</td>\n",
       "      <td>49</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>61</td>\n",
       "      <td>LV6.201 Load 100</td>\n",
       "      <td>49</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>62</td>\n",
       "      <td>LV6.201 Load 101</td>\n",
       "      <td>49</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>63</td>\n",
       "      <td>LV6.201 Load 102</td>\n",
       "      <td>50</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>64</td>\n",
       "      <td>LV6.201 Load 103</td>\n",
       "      <td>50</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>65</td>\n",
       "      <td>LV6.201 Load 104</td>\n",
       "      <td>51</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>66</td>\n",
       "      <td>LV6.201 Load 74</td>\n",
       "      <td>34</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>67</td>\n",
       "      <td>LV6.201 Load 107</td>\n",
       "      <td>32</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>68</td>\n",
       "      <td>LV6.201 Load 95</td>\n",
       "      <td>45</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>69</td>\n",
       "      <td>LV6.201 Load 111</td>\n",
       "      <td>36</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>70</td>\n",
       "      <td>LV6.201 Load 84</td>\n",
       "      <td>43</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>71</td>\n",
       "      <td>LV6.201 Load 72</td>\n",
       "      <td>35</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>72</td>\n",
       "      <td>LV6.201 Load 73</td>\n",
       "      <td>35</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>73</td>\n",
       "      <td>LV6.201 Load 70</td>\n",
       "      <td>11</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>74</td>\n",
       "      <td>LV6.201 Load 67</td>\n",
       "      <td>26</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>75</td>\n",
       "      <td>LV6.201 Load 68</td>\n",
       "      <td>26</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>76</td>\n",
       "      <td>LV6.201 Load 69</td>\n",
       "      <td>26</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>77</td>\n",
       "      <td>LV6.201 Load 63</td>\n",
       "      <td>15</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>78</td>\n",
       "      <td>LV6.201 Load 78</td>\n",
       "      <td>6</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>79</td>\n",
       "      <td>LV6.201 Load 79</td>\n",
       "      <td>6</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>80</td>\n",
       "      <td>LV6.201 Load 62</td>\n",
       "      <td>44</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.002371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.006452</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>81</td>\n",
       "      <td>LV6.201 Load 64</td>\n",
       "      <td>21</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>82</td>\n",
       "      <td>LV6.201 Load 65</td>\n",
       "      <td>21</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>83</td>\n",
       "      <td>LV6.201 Load 80</td>\n",
       "      <td>29</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.002371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.006452</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>84</td>\n",
       "      <td>LV6.201 Load 71</td>\n",
       "      <td>7</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>85</td>\n",
       "      <td>LV6.201 Load 109</td>\n",
       "      <td>1</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>86</td>\n",
       "      <td>LV6.201 Load 110</td>\n",
       "      <td>1</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>87</td>\n",
       "      <td>LV6.201 Load 108</td>\n",
       "      <td>17</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>88</td>\n",
       "      <td>LV6.201 Load 66</td>\n",
       "      <td>40</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>89</td>\n",
       "      <td>LV6.201 Load 87</td>\n",
       "      <td>14</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>90</td>\n",
       "      <td>LV6.201 Load 88</td>\n",
       "      <td>14</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>91</td>\n",
       "      <td>LV6.201 Load 92</td>\n",
       "      <td>13</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>92</td>\n",
       "      <td>LV6.201 Load 93</td>\n",
       "      <td>13</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>93</td>\n",
       "      <td>LV6.201 Load 94</td>\n",
       "      <td>13</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>94</td>\n",
       "      <td>LV6.201 Load 75</td>\n",
       "      <td>31</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>95</td>\n",
       "      <td>LV6.201 Load 76</td>\n",
       "      <td>31</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>96</td>\n",
       "      <td>LV6.201 Load 77</td>\n",
       "      <td>31</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>97</td>\n",
       "      <td>LV6.201 Load 81</td>\n",
       "      <td>41</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>98</td>\n",
       "      <td>LV6.201 Load 82</td>\n",
       "      <td>41</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>99</td>\n",
       "      <td>LV6.201 Load 83</td>\n",
       "      <td>41</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>100</td>\n",
       "      <td>LV6.201 Load 60</td>\n",
       "      <td>24</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>101</td>\n",
       "      <td>LV6.201 Load 61</td>\n",
       "      <td>24</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>102</td>\n",
       "      <td>LV6.201 Load 58</td>\n",
       "      <td>19</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>103</td>\n",
       "      <td>LV6.201 Load 59</td>\n",
       "      <td>19</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>104</td>\n",
       "      <td>LV6.201 Load 85</td>\n",
       "      <td>5</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>105</td>\n",
       "      <td>LV6.201 Load 86</td>\n",
       "      <td>5</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>106</td>\n",
       "      <td>LV6.201 Load 89</td>\n",
       "      <td>8</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>107</td>\n",
       "      <td>LV6.201 Load 90</td>\n",
       "      <td>8</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>108</td>\n",
       "      <td>LV6.201 Load 91</td>\n",
       "      <td>8</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>109</td>\n",
       "      <td>LV6.201 Load 105</td>\n",
       "      <td>33</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>110</td>\n",
       "      <td>LV6.201 Load 106</td>\n",
       "      <td>33</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T13:11:38.362668Z",
     "start_time": "2025-01-04T13:11:38.349968Z"
    }
   },
   "cell_type": "code",
   "source": "print(net.load['type'].value_counts())",
   "id": "1aa099356a53ff51",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "type\n",
      "household        102\n",
      "non-household      9\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.087858Z",
     "start_time": "2024-12-27T19:36:42.084633Z"
    }
   },
   "cell_type": "code",
   "source": [
    "heatpump_profiles = ['Air_Alternative_2', \n",
    "                     'Air_Parallel_2', \n",
    "                     'Air_Semi-Parallel_2', \n",
    "                     'Soil_Alternative_2']\n",
    "heatpump_p_mw = [0.002, 0.005, 0.010, 0.015]"
   ],
   "id": "d9dd6128ea4d4407",
   "outputs": [],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.094155Z",
     "start_time": "2024-12-27T19:36:42.087858Z"
    }
   },
   "cell_type": "code",
   "source": "idx = net.load.index[-1]",
   "id": "78036fa5e93cf038",
   "outputs": [],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.100394Z",
     "start_time": "2024-12-27T19:36:42.094155Z"
    }
   },
   "cell_type": "code",
   "source": "share_of_households_with_heatpumps = 0.2",
   "id": "cfac696dd6429a86",
   "outputs": [],
   "execution_count": 14
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "Note: For heatpumps, we assume that the active power demand equals the reactive power demand (cos phi = 0.71)",
   "id": "7f1cf7264f9982c5"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.118617Z",
     "start_time": "2024-12-27T19:36:42.100394Z"
    }
   },
   "cell_type": "code",
   "source": [
    "heatpumps = []\n",
    "for index, row in net.load.iterrows():\n",
    "    # add heatpump to a certain amount of households\n",
    "    if row.profile in household_profiles:\n",
    "        r = random.uniform(0, 1)\n",
    "        if r <= share_of_households_with_heatpumps:\n",
    "            idx += 1\n",
    "            p_mw = random.choice(heatpump_p_mw[0:2])\n",
    "            heatpumps.append({'agent_id': index,\n",
    "                              'name': f'LV6.201 Load {idx}',\n",
    "                              'bus': row.bus,\n",
    "                              'p_mw': p_mw,\n",
    "                              'q_mvar': p_mw,                \n",
    "                              'const_z_percent': 0.0,\n",
    "                              'const_i_percent': 0.0,\n",
    "                              'sn_mva': np.sqrt(2*p_mw**2), \n",
    "                              'scaling': 1.0,\n",
    "                              'in_service': True,\n",
    "                              'profile': random.choice(heatpump_profiles),\n",
    "                              'subnet': 'LV6.201',\n",
    "                              'voltLvl': 7,\n",
    "                              'type': 'heatpump'})\n",
    "            \n",
    "heatpumps_df = pd.DataFrame(heatpumps)\n",
    "heatpumps_df.index = heatpumps_df.index + net.load.index.max() + 1\n",
    "net.load = pd.concat([net.load, heatpumps_df])"
   ],
   "id": "fa8dc120bc7dac68",
   "outputs": [],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.125248Z",
     "start_time": "2024-12-27T19:36:42.119115Z"
    }
   },
   "cell_type": "code",
   "source": "print(heatpumps)",
   "id": "8ee1ef3826ba9e7a",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'agent_id': 9, 'name': 'LV6.201 Load 111', 'bus': 13, 'p_mw': 0.002, 'q_mvar': 0.002, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.00282842712474619, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Parallel_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 13, 'name': 'LV6.201 Load 112', 'bus': 26, 'p_mw': 0.002, 'q_mvar': 0.002, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.00282842712474619, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Alternative_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 23, 'name': 'LV6.201 Load 113', 'bus': 31, 'p_mw': 0.002, 'q_mvar': 0.002, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.00282842712474619, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Semi-Parallel_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 29, 'name': 'LV6.201 Load 114', 'bus': 37, 'p_mw': 0.005, 'q_mvar': 0.005, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.007071067811865475, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Parallel_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 32, 'name': 'LV6.201 Load 115', 'bus': 25, 'p_mw': 0.002, 'q_mvar': 0.002, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.00282842712474619, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Parallel_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 37, 'name': 'LV6.201 Load 116', 'bus': 32, 'p_mw': 0.002, 'q_mvar': 0.002, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.00282842712474619, 'scaling': 1.0, 'in_service': True, 'profile': 'Soil_Alternative_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 41, 'name': 'LV6.201 Load 117', 'bus': 46, 'p_mw': 0.005, 'q_mvar': 0.005, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.007071067811865475, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Semi-Parallel_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 47, 'name': 'LV6.201 Load 118', 'bus': 52, 'p_mw': 0.005, 'q_mvar': 0.005, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.007071067811865475, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Alternative_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 60, 'name': 'LV6.201 Load 119', 'bus': 49, 'p_mw': 0.002, 'q_mvar': 0.002, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.00282842712474619, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Alternative_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 62, 'name': 'LV6.201 Load 120', 'bus': 49, 'p_mw': 0.002, 'q_mvar': 0.002, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.00282842712474619, 'scaling': 1.0, 'in_service': True, 'profile': 'Soil_Alternative_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 71, 'name': 'LV6.201 Load 121', 'bus': 35, 'p_mw': 0.005, 'q_mvar': 0.005, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.007071067811865475, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Parallel_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 86, 'name': 'LV6.201 Load 122', 'bus': 1, 'p_mw': 0.002, 'q_mvar': 0.002, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.00282842712474619, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Parallel_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 88, 'name': 'LV6.201 Load 123', 'bus': 40, 'p_mw': 0.002, 'q_mvar': 0.002, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.00282842712474619, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Alternative_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 90, 'name': 'LV6.201 Load 124', 'bus': 14, 'p_mw': 0.005, 'q_mvar': 0.005, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.007071067811865475, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Semi-Parallel_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 92, 'name': 'LV6.201 Load 125', 'bus': 13, 'p_mw': 0.002, 'q_mvar': 0.002, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.00282842712474619, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Alternative_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 93, 'name': 'LV6.201 Load 126', 'bus': 13, 'p_mw': 0.005, 'q_mvar': 0.005, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.007071067811865475, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Semi-Parallel_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 104, 'name': 'LV6.201 Load 127', 'bus': 5, 'p_mw': 0.002, 'q_mvar': 0.002, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.00282842712474619, 'scaling': 1.0, 'in_service': True, 'profile': 'Soil_Alternative_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 105, 'name': 'LV6.201 Load 128', 'bus': 5, 'p_mw': 0.005, 'q_mvar': 0.005, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.007071067811865475, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Alternative_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 107, 'name': 'LV6.201 Load 129', 'bus': 8, 'p_mw': 0.002, 'q_mvar': 0.002, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.00282842712474619, 'scaling': 1.0, 'in_service': True, 'profile': 'Soil_Alternative_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 109, 'name': 'LV6.201 Load 130', 'bus': 33, 'p_mw': 0.005, 'q_mvar': 0.005, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.007071067811865475, 'scaling': 1.0, 'in_service': True, 'profile': 'Air_Parallel_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}, {'agent_id': 110, 'name': 'LV6.201 Load 131', 'bus': 33, 'p_mw': 0.005, 'q_mvar': 0.005, 'const_z_percent': 0.0, 'const_i_percent': 0.0, 'sn_mva': 0.007071067811865475, 'scaling': 1.0, 'in_service': True, 'profile': 'Soil_Alternative_2', 'subnet': 'LV6.201', 'voltLvl': 7, 'type': 'heatpump'}]\n"
     ]
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.196134Z",
     "start_time": "2024-12-27T19:36:42.125248Z"
    }
   },
   "cell_type": "code",
   "source": "display(net.load)",
   "id": "5eb13b80f78e8f5a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     agent_id              name  bus   p_mw    q_mvar  const_z_percent  \\\n",
       "0           0   LV6.201 Load 16    2  0.011  0.004347              0.0   \n",
       "1           1   LV6.201 Load 24   11  0.003  0.001186              0.0   \n",
       "2           2   LV6.201 Load 36    5  0.003  0.001186              0.0   \n",
       "3           3    LV6.201 Load 7   17  0.005  0.001976              0.0   \n",
       "4           4   LV6.201 Load 33    3  0.008  0.003162              0.0   \n",
       "5           5   LV6.201 Load 28   35  0.003  0.001186              0.0   \n",
       "6           6   LV6.201 Load 37   14  0.003  0.001186              0.0   \n",
       "7           7   LV6.201 Load 19    9  0.004  0.001581              0.0   \n",
       "8           8    LV6.201 Load 9   36  0.003  0.001186              0.0   \n",
       "9           9   LV6.201 Load 40   13  0.003  0.001186              0.0   \n",
       "10         10   LV6.201 Load 39    8  0.003  0.001186              0.0   \n",
       "11         11   LV6.201 Load 13   44  0.003  0.001186              0.0   \n",
       "12         12   LV6.201 Load 18   12  0.031  0.012252              0.0   \n",
       "13         13   LV6.201 Load 22   26  0.003  0.001186              0.0   \n",
       "14         14   LV6.201 Load 17   10  0.012  0.004743              0.0   \n",
       "15         15   LV6.201 Load 38   22  0.011  0.004347              0.0   \n",
       "16         16   LV6.201 Load 20   21  0.003  0.001186              0.0   \n",
       "17         17   LV6.201 Load 35   43  0.003  0.001186              0.0   \n",
       "18         18   LV6.201 Load 26    7  0.006  0.002371              0.0   \n",
       "19         19   LV6.201 Load 15   15  0.003  0.001186              0.0   \n",
       "20         20   LV6.201 Load 12   24  0.003  0.001186              0.0   \n",
       "21         21   LV6.201 Load 34   41  0.003  0.001186              0.0   \n",
       "22         22   LV6.201 Load 32   29  0.006  0.002371              0.0   \n",
       "23         23    LV6.201 Load 3   31  0.003  0.001186              0.0   \n",
       "24         24    LV6.201 Load 8    1  0.005  0.001976              0.0   \n",
       "25         25   LV6.201 Load 21   40  0.005  0.001976              0.0   \n",
       "26         26   LV6.201 Load 30   27  0.004  0.001581              0.0   \n",
       "27         27   LV6.201 Load 25   38  0.004  0.001581              0.0   \n",
       "28         28    LV6.201 Load 4   18  0.011  0.004347              0.0   \n",
       "29         29   LV6.201 Load 14   37  0.004  0.001581              0.0   \n",
       "30         30   LV6.201 Load 27    4  0.004  0.001581              0.0   \n",
       "31         31    LV6.201 Load 2   39  0.010  0.003952              0.0   \n",
       "32         32   LV6.201 Load 10   25  0.004  0.001581              0.0   \n",
       "33         33    LV6.201 Load 5   33  0.003  0.001186              0.0   \n",
       "34         34   LV6.201 Load 11   30  0.005  0.001976              0.0   \n",
       "35         35   LV6.201 Load 29   34  0.003  0.001186              0.0   \n",
       "36         36   LV6.201 Load 23   28  0.011  0.004347              0.0   \n",
       "37         37    LV6.201 Load 6   32  0.003  0.001186              0.0   \n",
       "38         38   LV6.201 Load 31    6  0.003  0.001186              0.0   \n",
       "39         39    LV6.201 Load 1   19  0.003  0.001186              0.0   \n",
       "40         40   LV6.201 Load 41   45  0.004  0.001581              0.0   \n",
       "41         41   LV6.201 Load 42   46  0.003  0.001186              0.0   \n",
       "42         42   LV6.201 Load 43   47  0.003  0.001186              0.0   \n",
       "43         43   LV6.201 Load 44   48  0.004  0.001581              0.0   \n",
       "44         44   LV6.201 Load 45   49  0.002  0.000790              0.0   \n",
       "45         45   LV6.201 Load 46   50  0.003  0.001186              0.0   \n",
       "46         46   LV6.201 Load 47   51  0.003  0.001186              0.0   \n",
       "47         47   LV6.201 Load 48   52  0.003  0.001186              0.0   \n",
       "48         48   LV6.201 Load 49   53  0.017  0.006719              0.0   \n",
       "49         49   LV6.201 Load 50   54  0.002  0.000790              0.0   \n",
       "50         50   LV6.201 Load 51   54  0.002  0.000790              0.0   \n",
       "51         51   LV6.201 Load 52   55  0.002  0.000790              0.0   \n",
       "52         52   LV6.201 Load 53   55  0.002  0.000790              0.0   \n",
       "53         53   LV6.201 Load 54   56  0.002  0.000790              0.0   \n",
       "54         54   LV6.201 Load 55   56  0.002  0.000790              0.0   \n",
       "55         55   LV6.201 Load 56   57  0.002  0.000790              0.0   \n",
       "56         56   LV6.201 Load 57   57  0.002  0.000790              0.0   \n",
       "57         57   LV6.201 Load 96   46  0.003  0.001186              0.0   \n",
       "58         58   LV6.201 Load 97   47  0.003  0.001186              0.0   \n",
       "59         59   LV6.201 Load 98   48  0.003  0.001186              0.0   \n",
       "60         60   LV6.201 Load 99   49  0.002  0.000790              0.0   \n",
       "61         61  LV6.201 Load 100   49  0.002  0.000790              0.0   \n",
       "62         62  LV6.201 Load 101   49  0.002  0.000790              0.0   \n",
       "63         63  LV6.201 Load 102   50  0.003  0.001186              0.0   \n",
       "64         64  LV6.201 Load 103   50  0.003  0.001186              0.0   \n",
       "65         65  LV6.201 Load 104   51  0.003  0.001186              0.0   \n",
       "66         66   LV6.201 Load 74   34  0.003  0.001186              0.0   \n",
       "67         67  LV6.201 Load 107   32  0.003  0.001186              0.0   \n",
       "68         68   LV6.201 Load 95   45  0.003  0.001186              0.0   \n",
       "69         69  LV6.201 Load 111   36  0.003  0.001186              0.0   \n",
       "70         70   LV6.201 Load 84   43  0.003  0.001186              0.0   \n",
       "71         71   LV6.201 Load 72   35  0.003  0.001186              0.0   \n",
       "72         72   LV6.201 Load 73   35  0.003  0.001186              0.0   \n",
       "73         73   LV6.201 Load 70   11  0.003  0.001186              0.0   \n",
       "74         74   LV6.201 Load 67   26  0.003  0.001186              0.0   \n",
       "75         75   LV6.201 Load 68   26  0.003  0.001186              0.0   \n",
       "76         76   LV6.201 Load 69   26  0.003  0.001186              0.0   \n",
       "77         77   LV6.201 Load 63   15  0.002  0.000790              0.0   \n",
       "78         78   LV6.201 Load 78    6  0.005  0.001976              0.0   \n",
       "79         79   LV6.201 Load 79    6  0.002  0.000790              0.0   \n",
       "80         80   LV6.201 Load 62   44  0.006  0.002371              0.0   \n",
       "81         81   LV6.201 Load 64   21  0.005  0.001976              0.0   \n",
       "82         82   LV6.201 Load 65   21  0.002  0.000790              0.0   \n",
       "83         83   LV6.201 Load 80   29  0.006  0.002371              0.0   \n",
       "84         84   LV6.201 Load 71    7  0.003  0.001186              0.0   \n",
       "85         85  LV6.201 Load 109    1  0.003  0.001186              0.0   \n",
       "86         86  LV6.201 Load 110    1  0.003  0.001186              0.0   \n",
       "87         87  LV6.201 Load 108   17  0.005  0.001976              0.0   \n",
       "88         88   LV6.201 Load 66   40  0.004  0.001581              0.0   \n",
       "89         89   LV6.201 Load 87   14  0.003  0.001186              0.0   \n",
       "90         90   LV6.201 Load 88   14  0.002  0.000790              0.0   \n",
       "91         91   LV6.201 Load 92   13  0.003  0.001186              0.0   \n",
       "92         92   LV6.201 Load 93   13  0.002  0.000790              0.0   \n",
       "93         93   LV6.201 Load 94   13  0.002  0.000790              0.0   \n",
       "94         94   LV6.201 Load 75   31  0.003  0.001186              0.0   \n",
       "95         95   LV6.201 Load 76   31  0.002  0.000790              0.0   \n",
       "96         96   LV6.201 Load 77   31  0.002  0.000790              0.0   \n",
       "97         97   LV6.201 Load 81   41  0.003  0.001186              0.0   \n",
       "98         98   LV6.201 Load 82   41  0.003  0.001186              0.0   \n",
       "99         99   LV6.201 Load 83   41  0.002  0.000790              0.0   \n",
       "100       100   LV6.201 Load 60   24  0.003  0.001186              0.0   \n",
       "101       101   LV6.201 Load 61   24  0.003  0.001186              0.0   \n",
       "102       102   LV6.201 Load 58   19  0.003  0.001186              0.0   \n",
       "103       103   LV6.201 Load 59   19  0.003  0.001186              0.0   \n",
       "104       104   LV6.201 Load 85    5  0.003  0.001186              0.0   \n",
       "105       105   LV6.201 Load 86    5  0.003  0.001186              0.0   \n",
       "106       106   LV6.201 Load 89    8  0.003  0.001186              0.0   \n",
       "107       107   LV6.201 Load 90    8  0.003  0.001186              0.0   \n",
       "108       108   LV6.201 Load 91    8  0.002  0.000790              0.0   \n",
       "109       109  LV6.201 Load 105   33  0.003  0.001186              0.0   \n",
       "110       110  LV6.201 Load 106   33  0.003  0.001186              0.0   \n",
       "111         9  LV6.201 Load 111   13  0.002  0.002000              0.0   \n",
       "112        13  LV6.201 Load 112   26  0.002  0.002000              0.0   \n",
       "113        23  LV6.201 Load 113   31  0.002  0.002000              0.0   \n",
       "114        29  LV6.201 Load 114   37  0.005  0.005000              0.0   \n",
       "115        32  LV6.201 Load 115   25  0.002  0.002000              0.0   \n",
       "116        37  LV6.201 Load 116   32  0.002  0.002000              0.0   \n",
       "117        41  LV6.201 Load 117   46  0.005  0.005000              0.0   \n",
       "118        47  LV6.201 Load 118   52  0.005  0.005000              0.0   \n",
       "119        60  LV6.201 Load 119   49  0.002  0.002000              0.0   \n",
       "120        62  LV6.201 Load 120   49  0.002  0.002000              0.0   \n",
       "121        71  LV6.201 Load 121   35  0.005  0.005000              0.0   \n",
       "122        86  LV6.201 Load 122    1  0.002  0.002000              0.0   \n",
       "123        88  LV6.201 Load 123   40  0.002  0.002000              0.0   \n",
       "124        90  LV6.201 Load 124   14  0.005  0.005000              0.0   \n",
       "125        92  LV6.201 Load 125   13  0.002  0.002000              0.0   \n",
       "126        93  LV6.201 Load 126   13  0.005  0.005000              0.0   \n",
       "127       104  LV6.201 Load 127    5  0.002  0.002000              0.0   \n",
       "128       105  LV6.201 Load 128    5  0.005  0.005000              0.0   \n",
       "129       107  LV6.201 Load 129    8  0.002  0.002000              0.0   \n",
       "130       109  LV6.201 Load 130   33  0.005  0.005000              0.0   \n",
       "131       110  LV6.201 Load 131   33  0.005  0.005000              0.0   \n",
       "\n",
       "     const_i_percent    sn_mva  scaling  in_service           type  \\\n",
       "0                0.0  0.011828      1.0        True  non-household   \n",
       "1                0.0  0.003226      1.0        True      household   \n",
       "2                0.0  0.003226      1.0        True      household   \n",
       "3                0.0  0.005376      1.0        True      household   \n",
       "4                0.0  0.008602      1.0        True  non-household   \n",
       "5                0.0  0.003226      1.0        True      household   \n",
       "6                0.0  0.003226      1.0        True      household   \n",
       "7                0.0  0.004301      1.0        True      household   \n",
       "8                0.0  0.003226      1.0        True      household   \n",
       "9                0.0  0.003226      1.0        True      household   \n",
       "10               0.0  0.003226      1.0        True      household   \n",
       "11               0.0  0.003226      1.0        True      household   \n",
       "12               0.0  0.033333      1.0        True  non-household   \n",
       "13               0.0  0.003226      1.0        True      household   \n",
       "14               0.0  0.012903      1.0        True  non-household   \n",
       "15               0.0  0.011828      1.0        True  non-household   \n",
       "16               0.0  0.003226      1.0        True      household   \n",
       "17               0.0  0.003226      1.0        True      household   \n",
       "18               0.0  0.006452      1.0        True      household   \n",
       "19               0.0  0.003226      1.0        True      household   \n",
       "20               0.0  0.003226      1.0        True      household   \n",
       "21               0.0  0.003226      1.0        True      household   \n",
       "22               0.0  0.006452      1.0        True      household   \n",
       "23               0.0  0.003226      1.0        True      household   \n",
       "24               0.0  0.005376      1.0        True      household   \n",
       "25               0.0  0.005376      1.0        True      household   \n",
       "26               0.0  0.004301      1.0        True      household   \n",
       "27               0.0  0.004301      1.0        True      household   \n",
       "28               0.0  0.011828      1.0        True  non-household   \n",
       "29               0.0  0.004301      1.0        True      household   \n",
       "30               0.0  0.004301      1.0        True      household   \n",
       "31               0.0  0.010753      1.0        True  non-household   \n",
       "32               0.0  0.004301      1.0        True      household   \n",
       "33               0.0  0.003226      1.0        True      household   \n",
       "34               0.0  0.005376      1.0        True      household   \n",
       "35               0.0  0.003226      1.0        True      household   \n",
       "36               0.0  0.011828      1.0        True  non-household   \n",
       "37               0.0  0.003226      1.0        True      household   \n",
       "38               0.0  0.003226      1.0        True      household   \n",
       "39               0.0  0.003226      1.0        True      household   \n",
       "40               0.0  0.004301      1.0        True      household   \n",
       "41               0.0  0.003226      1.0        True      household   \n",
       "42               0.0  0.003226      1.0        True      household   \n",
       "43               0.0  0.004301      1.0        True      household   \n",
       "44               0.0  0.002151      1.0        True      household   \n",
       "45               0.0  0.003226      1.0        True      household   \n",
       "46               0.0  0.003226      1.0        True      household   \n",
       "47               0.0  0.003226      1.0        True      household   \n",
       "48               0.0  0.018280      1.0        True  non-household   \n",
       "49               0.0  0.002151      1.0        True      household   \n",
       "50               0.0  0.002151      1.0        True      household   \n",
       "51               0.0  0.002151      1.0        True      household   \n",
       "52               0.0  0.002151      1.0        True      household   \n",
       "53               0.0  0.002151      1.0        True      household   \n",
       "54               0.0  0.002151      1.0        True      household   \n",
       "55               0.0  0.002151      1.0        True      household   \n",
       "56               0.0  0.002151      1.0        True      household   \n",
       "57               0.0  0.003226      1.0        True      household   \n",
       "58               0.0  0.003226      1.0        True      household   \n",
       "59               0.0  0.003226      1.0        True      household   \n",
       "60               0.0  0.002151      1.0        True      household   \n",
       "61               0.0  0.002151      1.0        True      household   \n",
       "62               0.0  0.002151      1.0        True      household   \n",
       "63               0.0  0.003226      1.0        True      household   \n",
       "64               0.0  0.003226      1.0        True      household   \n",
       "65               0.0  0.003226      1.0        True      household   \n",
       "66               0.0  0.003226      1.0        True      household   \n",
       "67               0.0  0.003226      1.0        True      household   \n",
       "68               0.0  0.003226      1.0        True      household   \n",
       "69               0.0  0.003226      1.0        True      household   \n",
       "70               0.0  0.003226      1.0        True      household   \n",
       "71               0.0  0.003226      1.0        True      household   \n",
       "72               0.0  0.003226      1.0        True      household   \n",
       "73               0.0  0.003226      1.0        True      household   \n",
       "74               0.0  0.003226      1.0        True      household   \n",
       "75               0.0  0.003226      1.0        True      household   \n",
       "76               0.0  0.003226      1.0        True      household   \n",
       "77               0.0  0.002151      1.0        True      household   \n",
       "78               0.0  0.005376      1.0        True      household   \n",
       "79               0.0  0.002151      1.0        True      household   \n",
       "80               0.0  0.006452      1.0        True      household   \n",
       "81               0.0  0.005376      1.0        True      household   \n",
       "82               0.0  0.002151      1.0        True      household   \n",
       "83               0.0  0.006452      1.0        True      household   \n",
       "84               0.0  0.003226      1.0        True      household   \n",
       "85               0.0  0.003226      1.0        True      household   \n",
       "86               0.0  0.003226      1.0        True      household   \n",
       "87               0.0  0.005376      1.0        True      household   \n",
       "88               0.0  0.004301      1.0        True      household   \n",
       "89               0.0  0.003226      1.0        True      household   \n",
       "90               0.0  0.002151      1.0        True      household   \n",
       "91               0.0  0.003226      1.0        True      household   \n",
       "92               0.0  0.002151      1.0        True      household   \n",
       "93               0.0  0.002151      1.0        True      household   \n",
       "94               0.0  0.003226      1.0        True      household   \n",
       "95               0.0  0.002151      1.0        True      household   \n",
       "96               0.0  0.002151      1.0        True      household   \n",
       "97               0.0  0.003226      1.0        True      household   \n",
       "98               0.0  0.003226      1.0        True      household   \n",
       "99               0.0  0.002151      1.0        True      household   \n",
       "100              0.0  0.003226      1.0        True      household   \n",
       "101              0.0  0.003226      1.0        True      household   \n",
       "102              0.0  0.003226      1.0        True      household   \n",
       "103              0.0  0.003226      1.0        True      household   \n",
       "104              0.0  0.003226      1.0        True      household   \n",
       "105              0.0  0.003226      1.0        True      household   \n",
       "106              0.0  0.003226      1.0        True      household   \n",
       "107              0.0  0.003226      1.0        True      household   \n",
       "108              0.0  0.002151      1.0        True      household   \n",
       "109              0.0  0.003226      1.0        True      household   \n",
       "110              0.0  0.003226      1.0        True      household   \n",
       "111              0.0  0.002828      1.0        True       heatpump   \n",
       "112              0.0  0.002828      1.0        True       heatpump   \n",
       "113              0.0  0.002828      1.0        True       heatpump   \n",
       "114              0.0  0.007071      1.0        True       heatpump   \n",
       "115              0.0  0.002828      1.0        True       heatpump   \n",
       "116              0.0  0.002828      1.0        True       heatpump   \n",
       "117              0.0  0.007071      1.0        True       heatpump   \n",
       "118              0.0  0.007071      1.0        True       heatpump   \n",
       "119              0.0  0.002828      1.0        True       heatpump   \n",
       "120              0.0  0.002828      1.0        True       heatpump   \n",
       "121              0.0  0.007071      1.0        True       heatpump   \n",
       "122              0.0  0.002828      1.0        True       heatpump   \n",
       "123              0.0  0.002828      1.0        True       heatpump   \n",
       "124              0.0  0.007071      1.0        True       heatpump   \n",
       "125              0.0  0.002828      1.0        True       heatpump   \n",
       "126              0.0  0.007071      1.0        True       heatpump   \n",
       "127              0.0  0.002828      1.0        True       heatpump   \n",
       "128              0.0  0.007071      1.0        True       heatpump   \n",
       "129              0.0  0.002828      1.0        True       heatpump   \n",
       "130              0.0  0.007071      1.0        True       heatpump   \n",
       "131              0.0  0.007071      1.0        True       heatpump   \n",
       "\n",
       "                 profile   subnet min_q_mvar min_p_mw max_q_mvar voltLvl  \\\n",
       "0                   G1-B  LV6.201        NaN      NaN        NaN       7   \n",
       "1                   H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "2                   H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "3                   H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "4                   G1-B  LV6.201        NaN      NaN        NaN       7   \n",
       "5                   H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "6                   H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "7                   H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "8                   H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "9                   H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "10                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "11                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "12                  G4-A  LV6.201        NaN      NaN        NaN       7   \n",
       "13                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "14                  G6-A  LV6.201        NaN      NaN        NaN       7   \n",
       "15                  G4-B  LV6.201        NaN      NaN        NaN       7   \n",
       "16                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "17                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "18                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "19                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "20                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "21                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "22                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "23                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "24                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "25                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "26                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "27                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "28                  G6-A  LV6.201        NaN      NaN        NaN       7   \n",
       "29                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "30                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "31                  G4-A  LV6.201        NaN      NaN        NaN       7   \n",
       "32                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "33                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "34                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "35                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "36                  G1-A  LV6.201        NaN      NaN        NaN       7   \n",
       "37                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "38                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "39                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "40                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "41                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "42                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "43                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "44                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "45                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "46                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "47                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "48                  G1-C  LV6.201        NaN      NaN        NaN       7   \n",
       "49                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "50                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "51                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "52                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "53                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "54                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "55                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "56                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "57                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "58                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "59                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "60                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "61                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "62                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "63                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "64                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "65                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "66                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "67                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "68                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "69                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "70                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "71                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "72                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "73                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "74                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "75                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "76                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "77                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "78                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "79                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "80                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "81                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "82                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "83                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "84                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "85                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "86                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "87                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "88                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "89                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "90                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "91                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "92                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "93                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "94                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "95                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "96                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "97                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "98                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "99                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "100                 H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "101                 H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "102                 H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "103                 H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "104                 H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "105                 H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "106                 H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "107                 H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "108                 H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "109                 H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "110                 H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "111       Air_Parallel_2  LV6.201        NaN      NaN        NaN       7   \n",
       "112    Air_Alternative_2  LV6.201        NaN      NaN        NaN       7   \n",
       "113  Air_Semi-Parallel_2  LV6.201        NaN      NaN        NaN       7   \n",
       "114       Air_Parallel_2  LV6.201        NaN      NaN        NaN       7   \n",
       "115       Air_Parallel_2  LV6.201        NaN      NaN        NaN       7   \n",
       "116   Soil_Alternative_2  LV6.201        NaN      NaN        NaN       7   \n",
       "117  Air_Semi-Parallel_2  LV6.201        NaN      NaN        NaN       7   \n",
       "118    Air_Alternative_2  LV6.201        NaN      NaN        NaN       7   \n",
       "119    Air_Alternative_2  LV6.201        NaN      NaN        NaN       7   \n",
       "120   Soil_Alternative_2  LV6.201        NaN      NaN        NaN       7   \n",
       "121       Air_Parallel_2  LV6.201        NaN      NaN        NaN       7   \n",
       "122       Air_Parallel_2  LV6.201        NaN      NaN        NaN       7   \n",
       "123    Air_Alternative_2  LV6.201        NaN      NaN        NaN       7   \n",
       "124  Air_Semi-Parallel_2  LV6.201        NaN      NaN        NaN       7   \n",
       "125    Air_Alternative_2  LV6.201        NaN      NaN        NaN       7   \n",
       "126  Air_Semi-Parallel_2  LV6.201        NaN      NaN        NaN       7   \n",
       "127   Soil_Alternative_2  LV6.201        NaN      NaN        NaN       7   \n",
       "128    Air_Alternative_2  LV6.201        NaN      NaN        NaN       7   \n",
       "129   Soil_Alternative_2  LV6.201        NaN      NaN        NaN       7   \n",
       "130       Air_Parallel_2  LV6.201        NaN      NaN        NaN       7   \n",
       "131   Soil_Alternative_2  LV6.201        NaN      NaN        NaN       7   \n",
       "\n",
       "    max_p_mw  \n",
       "0        NaN  \n",
       "1        NaN  \n",
       "2        NaN  \n",
       "3        NaN  \n",
       "4        NaN  \n",
       "5        NaN  \n",
       "6        NaN  \n",
       "7        NaN  \n",
       "8        NaN  \n",
       "9        NaN  \n",
       "10       NaN  \n",
       "11       NaN  \n",
       "12       NaN  \n",
       "13       NaN  \n",
       "14       NaN  \n",
       "15       NaN  \n",
       "16       NaN  \n",
       "17       NaN  \n",
       "18       NaN  \n",
       "19       NaN  \n",
       "20       NaN  \n",
       "21       NaN  \n",
       "22       NaN  \n",
       "23       NaN  \n",
       "24       NaN  \n",
       "25       NaN  \n",
       "26       NaN  \n",
       "27       NaN  \n",
       "28       NaN  \n",
       "29       NaN  \n",
       "30       NaN  \n",
       "31       NaN  \n",
       "32       NaN  \n",
       "33       NaN  \n",
       "34       NaN  \n",
       "35       NaN  \n",
       "36       NaN  \n",
       "37       NaN  \n",
       "38       NaN  \n",
       "39       NaN  \n",
       "40       NaN  \n",
       "41       NaN  \n",
       "42       NaN  \n",
       "43       NaN  \n",
       "44       NaN  \n",
       "45       NaN  \n",
       "46       NaN  \n",
       "47       NaN  \n",
       "48       NaN  \n",
       "49       NaN  \n",
       "50       NaN  \n",
       "51       NaN  \n",
       "52       NaN  \n",
       "53       NaN  \n",
       "54       NaN  \n",
       "55       NaN  \n",
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       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>LV6.201 Load 32</td>\n",
       "      <td>29</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.002371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.006452</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>LV6.201 Load 3</td>\n",
       "      <td>31</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>LV6.201 Load 8</td>\n",
       "      <td>1</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>LV6.201 Load 21</td>\n",
       "      <td>40</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>LV6.201 Load 30</td>\n",
       "      <td>27</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>LV6.201 Load 25</td>\n",
       "      <td>38</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>LV6.201 Load 4</td>\n",
       "      <td>18</td>\n",
       "      <td>0.011</td>\n",
       "      <td>0.004347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G6-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>LV6.201 Load 14</td>\n",
       "      <td>37</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>LV6.201 Load 27</td>\n",
       "      <td>4</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>LV6.201 Load 2</td>\n",
       "      <td>39</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.003952</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010753</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G4-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>LV6.201 Load 10</td>\n",
       "      <td>25</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>LV6.201 Load 5</td>\n",
       "      <td>33</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>LV6.201 Load 11</td>\n",
       "      <td>30</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>LV6.201 Load 29</td>\n",
       "      <td>34</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>LV6.201 Load 23</td>\n",
       "      <td>28</td>\n",
       "      <td>0.011</td>\n",
       "      <td>0.004347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G1-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>LV6.201 Load 6</td>\n",
       "      <td>32</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>LV6.201 Load 31</td>\n",
       "      <td>6</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>LV6.201 Load 1</td>\n",
       "      <td>19</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>LV6.201 Load 41</td>\n",
       "      <td>45</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>41</td>\n",
       "      <td>LV6.201 Load 42</td>\n",
       "      <td>46</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>LV6.201 Load 43</td>\n",
       "      <td>47</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>LV6.201 Load 44</td>\n",
       "      <td>48</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>LV6.201 Load 45</td>\n",
       "      <td>49</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45</td>\n",
       "      <td>LV6.201 Load 46</td>\n",
       "      <td>50</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>LV6.201 Load 47</td>\n",
       "      <td>51</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>47</td>\n",
       "      <td>LV6.201 Load 48</td>\n",
       "      <td>52</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>48</td>\n",
       "      <td>LV6.201 Load 49</td>\n",
       "      <td>53</td>\n",
       "      <td>0.017</td>\n",
       "      <td>0.006719</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.018280</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G1-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>LV6.201 Load 50</td>\n",
       "      <td>54</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>50</td>\n",
       "      <td>LV6.201 Load 51</td>\n",
       "      <td>54</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>51</td>\n",
       "      <td>LV6.201 Load 52</td>\n",
       "      <td>55</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>52</td>\n",
       "      <td>LV6.201 Load 53</td>\n",
       "      <td>55</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>53</td>\n",
       "      <td>LV6.201 Load 54</td>\n",
       "      <td>56</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>54</td>\n",
       "      <td>LV6.201 Load 55</td>\n",
       "      <td>56</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>55</td>\n",
       "      <td>LV6.201 Load 56</td>\n",
       "      <td>57</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>56</td>\n",
       "      <td>LV6.201 Load 57</td>\n",
       "      <td>57</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>57</td>\n",
       "      <td>LV6.201 Load 96</td>\n",
       "      <td>46</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>58</td>\n",
       "      <td>LV6.201 Load 97</td>\n",
       "      <td>47</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>59</td>\n",
       "      <td>LV6.201 Load 98</td>\n",
       "      <td>48</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>60</td>\n",
       "      <td>LV6.201 Load 99</td>\n",
       "      <td>49</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>61</td>\n",
       "      <td>LV6.201 Load 100</td>\n",
       "      <td>49</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>62</td>\n",
       "      <td>LV6.201 Load 101</td>\n",
       "      <td>49</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>63</td>\n",
       "      <td>LV6.201 Load 102</td>\n",
       "      <td>50</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>64</td>\n",
       "      <td>LV6.201 Load 103</td>\n",
       "      <td>50</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>65</td>\n",
       "      <td>LV6.201 Load 104</td>\n",
       "      <td>51</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>66</td>\n",
       "      <td>LV6.201 Load 74</td>\n",
       "      <td>34</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>67</td>\n",
       "      <td>LV6.201 Load 107</td>\n",
       "      <td>32</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>68</td>\n",
       "      <td>LV6.201 Load 95</td>\n",
       "      <td>45</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>69</td>\n",
       "      <td>LV6.201 Load 111</td>\n",
       "      <td>36</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>70</td>\n",
       "      <td>LV6.201 Load 84</td>\n",
       "      <td>43</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>71</td>\n",
       "      <td>LV6.201 Load 72</td>\n",
       "      <td>35</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>72</td>\n",
       "      <td>LV6.201 Load 73</td>\n",
       "      <td>35</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>73</td>\n",
       "      <td>LV6.201 Load 70</td>\n",
       "      <td>11</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>74</td>\n",
       "      <td>LV6.201 Load 67</td>\n",
       "      <td>26</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>75</td>\n",
       "      <td>LV6.201 Load 68</td>\n",
       "      <td>26</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>76</td>\n",
       "      <td>LV6.201 Load 69</td>\n",
       "      <td>26</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>77</td>\n",
       "      <td>LV6.201 Load 63</td>\n",
       "      <td>15</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>78</td>\n",
       "      <td>LV6.201 Load 78</td>\n",
       "      <td>6</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>79</td>\n",
       "      <td>LV6.201 Load 79</td>\n",
       "      <td>6</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>80</td>\n",
       "      <td>LV6.201 Load 62</td>\n",
       "      <td>44</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.002371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.006452</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>81</td>\n",
       "      <td>LV6.201 Load 64</td>\n",
       "      <td>21</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>82</td>\n",
       "      <td>LV6.201 Load 65</td>\n",
       "      <td>21</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>83</td>\n",
       "      <td>LV6.201 Load 80</td>\n",
       "      <td>29</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.002371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.006452</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>84</td>\n",
       "      <td>LV6.201 Load 71</td>\n",
       "      <td>7</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>85</td>\n",
       "      <td>LV6.201 Load 109</td>\n",
       "      <td>1</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>86</td>\n",
       "      <td>LV6.201 Load 110</td>\n",
       "      <td>1</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>87</td>\n",
       "      <td>LV6.201 Load 108</td>\n",
       "      <td>17</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>88</td>\n",
       "      <td>LV6.201 Load 66</td>\n",
       "      <td>40</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>89</td>\n",
       "      <td>LV6.201 Load 87</td>\n",
       "      <td>14</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>90</td>\n",
       "      <td>LV6.201 Load 88</td>\n",
       "      <td>14</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>91</td>\n",
       "      <td>LV6.201 Load 92</td>\n",
       "      <td>13</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>92</td>\n",
       "      <td>LV6.201 Load 93</td>\n",
       "      <td>13</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>93</td>\n",
       "      <td>LV6.201 Load 94</td>\n",
       "      <td>13</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>94</td>\n",
       "      <td>LV6.201 Load 75</td>\n",
       "      <td>31</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>95</td>\n",
       "      <td>LV6.201 Load 76</td>\n",
       "      <td>31</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>96</td>\n",
       "      <td>LV6.201 Load 77</td>\n",
       "      <td>31</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>97</td>\n",
       "      <td>LV6.201 Load 81</td>\n",
       "      <td>41</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>98</td>\n",
       "      <td>LV6.201 Load 82</td>\n",
       "      <td>41</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>99</td>\n",
       "      <td>LV6.201 Load 83</td>\n",
       "      <td>41</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>100</td>\n",
       "      <td>LV6.201 Load 60</td>\n",
       "      <td>24</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>101</td>\n",
       "      <td>LV6.201 Load 61</td>\n",
       "      <td>24</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>102</td>\n",
       "      <td>LV6.201 Load 58</td>\n",
       "      <td>19</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>103</td>\n",
       "      <td>LV6.201 Load 59</td>\n",
       "      <td>19</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>104</td>\n",
       "      <td>LV6.201 Load 85</td>\n",
       "      <td>5</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>105</td>\n",
       "      <td>LV6.201 Load 86</td>\n",
       "      <td>5</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>106</td>\n",
       "      <td>LV6.201 Load 89</td>\n",
       "      <td>8</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>107</td>\n",
       "      <td>LV6.201 Load 90</td>\n",
       "      <td>8</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>108</td>\n",
       "      <td>LV6.201 Load 91</td>\n",
       "      <td>8</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>109</td>\n",
       "      <td>LV6.201 Load 105</td>\n",
       "      <td>33</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>110</td>\n",
       "      <td>LV6.201 Load 106</td>\n",
       "      <td>33</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>9</td>\n",
       "      <td>LV6.201 Load 111</td>\n",
       "      <td>13</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>13</td>\n",
       "      <td>LV6.201 Load 112</td>\n",
       "      <td>26</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>23</td>\n",
       "      <td>LV6.201 Load 113</td>\n",
       "      <td>31</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Semi-Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>29</td>\n",
       "      <td>LV6.201 Load 114</td>\n",
       "      <td>37</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>32</td>\n",
       "      <td>LV6.201 Load 115</td>\n",
       "      <td>25</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>37</td>\n",
       "      <td>LV6.201 Load 116</td>\n",
       "      <td>32</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Soil_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>41</td>\n",
       "      <td>LV6.201 Load 117</td>\n",
       "      <td>46</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Semi-Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>47</td>\n",
       "      <td>LV6.201 Load 118</td>\n",
       "      <td>52</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>60</td>\n",
       "      <td>LV6.201 Load 119</td>\n",
       "      <td>49</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>62</td>\n",
       "      <td>LV6.201 Load 120</td>\n",
       "      <td>49</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Soil_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>71</td>\n",
       "      <td>LV6.201 Load 121</td>\n",
       "      <td>35</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>86</td>\n",
       "      <td>LV6.201 Load 122</td>\n",
       "      <td>1</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>88</td>\n",
       "      <td>LV6.201 Load 123</td>\n",
       "      <td>40</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>90</td>\n",
       "      <td>LV6.201 Load 124</td>\n",
       "      <td>14</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Semi-Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>92</td>\n",
       "      <td>LV6.201 Load 125</td>\n",
       "      <td>13</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>93</td>\n",
       "      <td>LV6.201 Load 126</td>\n",
       "      <td>13</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Semi-Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>104</td>\n",
       "      <td>LV6.201 Load 127</td>\n",
       "      <td>5</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Soil_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>105</td>\n",
       "      <td>LV6.201 Load 128</td>\n",
       "      <td>5</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>107</td>\n",
       "      <td>LV6.201 Load 129</td>\n",
       "      <td>8</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Soil_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>109</td>\n",
       "      <td>LV6.201 Load 130</td>\n",
       "      <td>33</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>110</td>\n",
       "      <td>LV6.201 Load 131</td>\n",
       "      <td>33</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Soil_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.202381Z",
     "start_time": "2024-12-27T19:36:42.197486Z"
    }
   },
   "cell_type": "code",
   "source": [
    "charging_station_profiles = ['HLS_A_3.7', \n",
    "                             'HLS_B_3.7', \n",
    "                             'HLS_C_3.7', \n",
    "                             'HLS_A_11.0', \n",
    "                             'HLS_B_11.0', \n",
    "                             'APLS_B_11.0', \n",
    "                             'APLS_A_50.0']"
   ],
   "id": "d38ae5657ad6e065",
   "outputs": [],
   "execution_count": 18
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.209213Z",
     "start_time": "2024-12-27T19:36:42.202381Z"
    }
   },
   "cell_type": "code",
   "source": [
    "charging_station_p_mw = {'HLS_A_3.7': 3.7e-3, \n",
    "                         'HLS_B_3.7': 3.7e-3,\n",
    "                         'HLS_C_3.7': 3.7e-3,\n",
    "                         'HLS_A_11.0': 11.0e-3,\n",
    "                         'HLS_B_11.0': 11.0e-3,\n",
    "                         'APLS_B_11.0': 11.0e-3,\n",
    "                         'APLS_A_50.0': 50.0e-3}"
   ],
   "id": "289cdbcfd86d3e2f",
   "outputs": [],
   "execution_count": 19
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.215727Z",
     "start_time": "2024-12-27T19:36:42.211097Z"
    }
   },
   "cell_type": "code",
   "source": "share_of_households_with_charging_stations = 0.1",
   "id": "dfd93875b21c88",
   "outputs": [],
   "execution_count": 20
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "**Note: For electric vehicle charging stations, the reactive power demand can be neglected (cos phi = 1.0)**",
   "id": "b8fab2ad15ab8e55"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.234591Z",
     "start_time": "2024-12-27T19:36:42.217603Z"
    }
   },
   "cell_type": "code",
   "source": [
    "idx = net.load.index[-1]\n",
    "charging_stations = []\n",
    "for index, row in net.load.iterrows():\n",
    "    # add charging station to a certain amount of households\n",
    "    if row.profile in household_profiles:\n",
    "        r = random.uniform(0, 1)\n",
    "        if r <= share_of_households_with_charging_stations:\n",
    "            idx += 1\n",
    "            profile = random.choice(charging_station_profiles[0:5])\n",
    "            p_mw = charging_station_p_mw[profile]\n",
    "            charging_stations.append({'agent_id': index,\n",
    "                                      'name': f'LV6.201 Load {idx}',\n",
    "                                      'bus': row.bus,\n",
    "                                      'p_mw': p_mw,\n",
    "                                      'q_mvar': 0.0,                \n",
    "                                      'const_z_percent': 0.0,\n",
    "                                      'const_i_percent': 0.0,\n",
    "                                      'sn_mva': np.sqrt(p_mw**2),\n",
    "                                      'scaling': 1.0,\n",
    "                                      'in_service': True,\n",
    "                                      'profile': profile,\n",
    "                                      'subnet': 'LV6.201',\n",
    "                                      'voltLvl': 7,\n",
    "                                      'type': 'charging_station'})\n",
    "            \n",
    "charging_stations_df = pd.DataFrame(charging_stations)\n",
    "charging_stations_df.index = charging_stations_df.index + net.load.index.max() + 1\n",
    "net.load = pd.concat([net.load, charging_stations_df])"
   ],
   "id": "addc69dc78c4bf2e",
   "outputs": [],
   "execution_count": 21
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.240411Z",
     "start_time": "2024-12-27T19:36:42.234591Z"
    }
   },
   "cell_type": "code",
   "source": "share_of_non_households_with_charging_stations = 0.5",
   "id": "31f5965be02205df",
   "outputs": [],
   "execution_count": 22
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.260870Z",
     "start_time": "2024-12-27T19:36:42.242634Z"
    }
   },
   "cell_type": "code",
   "source": [
    "idx = net.load.index[-1]\n",
    "charging_stations = []\n",
    "for index, row in net.load.iterrows():\n",
    "    # add charging station to a certain amount of commercial buildings\n",
    "    if row.profile in non_household_profiles:\n",
    "        r = random.uniform(0, 1)\n",
    "        if r <= share_of_non_households_with_charging_stations:\n",
    "            idx += 1\n",
    "            profile = random.choice(charging_station_profiles[0:5])\n",
    "            p_mw = charging_station_p_mw[profile]\n",
    "            charging_stations.append({'agent_id': index,\n",
    "                                      'name': f'LV6.201 Load {idx}',\n",
    "                                      'bus': row.bus,\n",
    "                                      'p_mw': p_mw,\n",
    "                                      'q_mvar': 0.0,                \n",
    "                                      'const_z_percent': 0.0,\n",
    "                                      'const_i_percent': 0.0,\n",
    "                                      'sn_mva': np.sqrt(p_mw**2),\n",
    "                                      'scaling': 1.0,\n",
    "                                      'in_service': True,\n",
    "                                      'profile': profile,\n",
    "                                      'subnet': 'LV6.201',\n",
    "                                      'voltLvl': 7,\n",
    "                                      'type': 'charging_station'})\n",
    "            \n",
    "charging_stations_df = pd.DataFrame(charging_stations)\n",
    "charging_stations_df.index = charging_stations_df.index + net.load.index.max() + 1\n",
    "net.load = pd.concat([net.load, charging_stations_df])"
   ],
   "id": "8fabf4e2fd1048a0",
   "outputs": [],
   "execution_count": 23
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.266166Z",
     "start_time": "2024-12-27T19:36:42.262364Z"
    }
   },
   "cell_type": "code",
   "source": "pv_profiles = ['PV2', 'PV5', 'PV6', 'PV8']",
   "id": "626a2a98d0cde3f4",
   "outputs": [],
   "execution_count": 24
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.272602Z",
     "start_time": "2024-12-27T19:36:42.267161Z"
    }
   },
   "cell_type": "code",
   "source": "pv_plants_p_mw = [5e-3, 10e-3, 15e-3, 20e-3, 50e-3]",
   "id": "d836eecfcd26bdc5",
   "outputs": [],
   "execution_count": 25
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.279007Z",
     "start_time": "2024-12-27T19:36:42.274451Z"
    }
   },
   "cell_type": "code",
   "source": "share_of_non_households_with_pv_plant = 0.5",
   "id": "c3df60ab17a78234",
   "outputs": [],
   "execution_count": 26
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.304896Z",
     "start_time": "2024-12-27T19:36:42.281070Z"
    }
   },
   "cell_type": "code",
   "source": "net.sgen.insert(0, 'agent_id', np.empty(len(net.sgen), dtype=int))",
   "id": "38b8b1b5b09187ee",
   "outputs": [],
   "execution_count": 27
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.311361Z",
     "start_time": "2024-12-27T19:36:42.307167Z"
    }
   },
   "cell_type": "code",
   "source": "idx = net.sgen.index[-1]",
   "id": "6af42649dbf6c718",
   "outputs": [],
   "execution_count": 28
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.330940Z",
     "start_time": "2024-12-27T19:36:42.312361Z"
    }
   },
   "cell_type": "code",
   "source": [
    "pv_plants = []\n",
    "for index, row in net.load.iterrows():\n",
    "    if row.profile in non_household_profiles:\n",
    "        r = random.uniform(0, 1)\n",
    "        if r <= share_of_non_households_with_pv_plant:\n",
    "            idx += 1\n",
    "            profile = random.choice(pv_profiles)\n",
    "            p_mw = pv_plants_p_mw[4]  # 50 kWp\n",
    "            pv_plants.append({'agent_id': index,\n",
    "                              'name': f'LV6.201 Load {idx}',\n",
    "                              'bus': row.bus,\n",
    "                              'p_mw': p_mw,\n",
    "                              'q_mvar': 0.0,                \n",
    "                              'const_z_percent': 0.0,\n",
    "                              'const_i_percent': 0.0,\n",
    "                              'sn_mva': np.sqrt(p_mw**2),\n",
    "                              'scaling': 1.0,\n",
    "                              'in_service': True,\n",
    "                              'type': 'PV',\n",
    "                              'phys_type': 'RES',\n",
    "                              'profile': profile,\n",
    "                              'subnet': 'LV6.201',\n",
    "                              'voltLvl': 7})\n",
    "            \n",
    "pv_plants_df = pd.DataFrame(pv_plants)\n",
    "pv_plants_df.index = pv_plants_df.index + net.sgen.index.max() + 1\n",
    "net.sgen = pd.concat([net.sgen, pv_plants_df])"
   ],
   "id": "7e1487d1eeb85e26",
   "outputs": [],
   "execution_count": 29
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.336345Z",
     "start_time": "2024-12-27T19:36:42.331940Z"
    }
   },
   "cell_type": "code",
   "source": "share_of_households_with_pv_plant = 0.5",
   "id": "265147425bad1f8d",
   "outputs": [],
   "execution_count": 30
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.355186Z",
     "start_time": "2024-12-27T19:36:42.337346Z"
    }
   },
   "cell_type": "code",
   "source": [
    "idx = net.sgen.index[-1]\n",
    "pv_plants = []\n",
    "for index, row in net.load.iterrows():\n",
    "    if row.profile in household_profiles:\n",
    "        r = random.uniform(0, 1)\n",
    "        if r <= share_of_households_with_pv_plant:\n",
    "            idx += 1\n",
    "            profile = random.choice(pv_profiles)\n",
    "            p_mw = random.choice(pv_plants_p_mw[0:3])\n",
    "            pv_plants.append({'agent_id': index,\n",
    "                              'name': f'LV6.201 Load {idx}',\n",
    "                          'bus': row.bus,\n",
    "                          'p_mw': p_mw,\n",
    "                          'q_mvar': 0.0,                \n",
    "                          'const_z_percent': 0.0,\n",
    "                          'const_i_percent': 0.0,\n",
    "                          'sn_mva': np.sqrt(p_mw**2),\n",
    "                          'scaling': 1.0,\n",
    "                          'in_service': True,\n",
    "                          'type': 'PV',\n",
    "                          'phys_type': 'RES',\n",
    "                          'profile': profile,\n",
    "                          'subnet': 'LV6.201',\n",
    "                          'voltLvl': 7})\n",
    "            \n",
    "pv_plants_df = pd.DataFrame(pv_plants)\n",
    "pv_plants_df.index = pv_plants_df.index + net.sgen.index.max() + 1\n",
    "net.sgen = pd.concat([net.sgen, pv_plants_df])"
   ],
   "id": "2e9570685bd73d1d",
   "outputs": [],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.437461Z",
     "start_time": "2024-12-27T19:36:42.356473Z"
    }
   },
   "cell_type": "code",
   "source": "display(net.load)",
   "id": "ab94b57edf2d8d90",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     agent_id              name  bus    p_mw    q_mvar  const_z_percent  \\\n",
       "0           0   LV6.201 Load 16    2  0.0110  0.004347              0.0   \n",
       "1           1   LV6.201 Load 24   11  0.0030  0.001186              0.0   \n",
       "2           2   LV6.201 Load 36    5  0.0030  0.001186              0.0   \n",
       "3           3    LV6.201 Load 7   17  0.0050  0.001976              0.0   \n",
       "4           4   LV6.201 Load 33    3  0.0080  0.003162              0.0   \n",
       "5           5   LV6.201 Load 28   35  0.0030  0.001186              0.0   \n",
       "6           6   LV6.201 Load 37   14  0.0030  0.001186              0.0   \n",
       "7           7   LV6.201 Load 19    9  0.0040  0.001581              0.0   \n",
       "8           8    LV6.201 Load 9   36  0.0030  0.001186              0.0   \n",
       "9           9   LV6.201 Load 40   13  0.0030  0.001186              0.0   \n",
       "10         10   LV6.201 Load 39    8  0.0030  0.001186              0.0   \n",
       "11         11   LV6.201 Load 13   44  0.0030  0.001186              0.0   \n",
       "12         12   LV6.201 Load 18   12  0.0310  0.012252              0.0   \n",
       "13         13   LV6.201 Load 22   26  0.0030  0.001186              0.0   \n",
       "14         14   LV6.201 Load 17   10  0.0120  0.004743              0.0   \n",
       "15         15   LV6.201 Load 38   22  0.0110  0.004347              0.0   \n",
       "16         16   LV6.201 Load 20   21  0.0030  0.001186              0.0   \n",
       "17         17   LV6.201 Load 35   43  0.0030  0.001186              0.0   \n",
       "18         18   LV6.201 Load 26    7  0.0060  0.002371              0.0   \n",
       "19         19   LV6.201 Load 15   15  0.0030  0.001186              0.0   \n",
       "20         20   LV6.201 Load 12   24  0.0030  0.001186              0.0   \n",
       "21         21   LV6.201 Load 34   41  0.0030  0.001186              0.0   \n",
       "22         22   LV6.201 Load 32   29  0.0060  0.002371              0.0   \n",
       "23         23    LV6.201 Load 3   31  0.0030  0.001186              0.0   \n",
       "24         24    LV6.201 Load 8    1  0.0050  0.001976              0.0   \n",
       "25         25   LV6.201 Load 21   40  0.0050  0.001976              0.0   \n",
       "26         26   LV6.201 Load 30   27  0.0040  0.001581              0.0   \n",
       "27         27   LV6.201 Load 25   38  0.0040  0.001581              0.0   \n",
       "28         28    LV6.201 Load 4   18  0.0110  0.004347              0.0   \n",
       "29         29   LV6.201 Load 14   37  0.0040  0.001581              0.0   \n",
       "30         30   LV6.201 Load 27    4  0.0040  0.001581              0.0   \n",
       "31         31    LV6.201 Load 2   39  0.0100  0.003952              0.0   \n",
       "32         32   LV6.201 Load 10   25  0.0040  0.001581              0.0   \n",
       "33         33    LV6.201 Load 5   33  0.0030  0.001186              0.0   \n",
       "34         34   LV6.201 Load 11   30  0.0050  0.001976              0.0   \n",
       "35         35   LV6.201 Load 29   34  0.0030  0.001186              0.0   \n",
       "36         36   LV6.201 Load 23   28  0.0110  0.004347              0.0   \n",
       "37         37    LV6.201 Load 6   32  0.0030  0.001186              0.0   \n",
       "38         38   LV6.201 Load 31    6  0.0030  0.001186              0.0   \n",
       "39         39    LV6.201 Load 1   19  0.0030  0.001186              0.0   \n",
       "40         40   LV6.201 Load 41   45  0.0040  0.001581              0.0   \n",
       "41         41   LV6.201 Load 42   46  0.0030  0.001186              0.0   \n",
       "42         42   LV6.201 Load 43   47  0.0030  0.001186              0.0   \n",
       "43         43   LV6.201 Load 44   48  0.0040  0.001581              0.0   \n",
       "44         44   LV6.201 Load 45   49  0.0020  0.000790              0.0   \n",
       "45         45   LV6.201 Load 46   50  0.0030  0.001186              0.0   \n",
       "46         46   LV6.201 Load 47   51  0.0030  0.001186              0.0   \n",
       "47         47   LV6.201 Load 48   52  0.0030  0.001186              0.0   \n",
       "48         48   LV6.201 Load 49   53  0.0170  0.006719              0.0   \n",
       "49         49   LV6.201 Load 50   54  0.0020  0.000790              0.0   \n",
       "50         50   LV6.201 Load 51   54  0.0020  0.000790              0.0   \n",
       "51         51   LV6.201 Load 52   55  0.0020  0.000790              0.0   \n",
       "52         52   LV6.201 Load 53   55  0.0020  0.000790              0.0   \n",
       "53         53   LV6.201 Load 54   56  0.0020  0.000790              0.0   \n",
       "54         54   LV6.201 Load 55   56  0.0020  0.000790              0.0   \n",
       "55         55   LV6.201 Load 56   57  0.0020  0.000790              0.0   \n",
       "56         56   LV6.201 Load 57   57  0.0020  0.000790              0.0   \n",
       "57         57   LV6.201 Load 96   46  0.0030  0.001186              0.0   \n",
       "58         58   LV6.201 Load 97   47  0.0030  0.001186              0.0   \n",
       "59         59   LV6.201 Load 98   48  0.0030  0.001186              0.0   \n",
       "60         60   LV6.201 Load 99   49  0.0020  0.000790              0.0   \n",
       "61         61  LV6.201 Load 100   49  0.0020  0.000790              0.0   \n",
       "62         62  LV6.201 Load 101   49  0.0020  0.000790              0.0   \n",
       "63         63  LV6.201 Load 102   50  0.0030  0.001186              0.0   \n",
       "64         64  LV6.201 Load 103   50  0.0030  0.001186              0.0   \n",
       "65         65  LV6.201 Load 104   51  0.0030  0.001186              0.0   \n",
       "66         66   LV6.201 Load 74   34  0.0030  0.001186              0.0   \n",
       "67         67  LV6.201 Load 107   32  0.0030  0.001186              0.0   \n",
       "68         68   LV6.201 Load 95   45  0.0030  0.001186              0.0   \n",
       "69         69  LV6.201 Load 111   36  0.0030  0.001186              0.0   \n",
       "70         70   LV6.201 Load 84   43  0.0030  0.001186              0.0   \n",
       "71         71   LV6.201 Load 72   35  0.0030  0.001186              0.0   \n",
       "72         72   LV6.201 Load 73   35  0.0030  0.001186              0.0   \n",
       "73         73   LV6.201 Load 70   11  0.0030  0.001186              0.0   \n",
       "74         74   LV6.201 Load 67   26  0.0030  0.001186              0.0   \n",
       "75         75   LV6.201 Load 68   26  0.0030  0.001186              0.0   \n",
       "76         76   LV6.201 Load 69   26  0.0030  0.001186              0.0   \n",
       "77         77   LV6.201 Load 63   15  0.0020  0.000790              0.0   \n",
       "78         78   LV6.201 Load 78    6  0.0050  0.001976              0.0   \n",
       "79         79   LV6.201 Load 79    6  0.0020  0.000790              0.0   \n",
       "80         80   LV6.201 Load 62   44  0.0060  0.002371              0.0   \n",
       "81         81   LV6.201 Load 64   21  0.0050  0.001976              0.0   \n",
       "82         82   LV6.201 Load 65   21  0.0020  0.000790              0.0   \n",
       "83         83   LV6.201 Load 80   29  0.0060  0.002371              0.0   \n",
       "84         84   LV6.201 Load 71    7  0.0030  0.001186              0.0   \n",
       "85         85  LV6.201 Load 109    1  0.0030  0.001186              0.0   \n",
       "86         86  LV6.201 Load 110    1  0.0030  0.001186              0.0   \n",
       "87         87  LV6.201 Load 108   17  0.0050  0.001976              0.0   \n",
       "88         88   LV6.201 Load 66   40  0.0040  0.001581              0.0   \n",
       "89         89   LV6.201 Load 87   14  0.0030  0.001186              0.0   \n",
       "90         90   LV6.201 Load 88   14  0.0020  0.000790              0.0   \n",
       "91         91   LV6.201 Load 92   13  0.0030  0.001186              0.0   \n",
       "92         92   LV6.201 Load 93   13  0.0020  0.000790              0.0   \n",
       "93         93   LV6.201 Load 94   13  0.0020  0.000790              0.0   \n",
       "94         94   LV6.201 Load 75   31  0.0030  0.001186              0.0   \n",
       "95         95   LV6.201 Load 76   31  0.0020  0.000790              0.0   \n",
       "96         96   LV6.201 Load 77   31  0.0020  0.000790              0.0   \n",
       "97         97   LV6.201 Load 81   41  0.0030  0.001186              0.0   \n",
       "98         98   LV6.201 Load 82   41  0.0030  0.001186              0.0   \n",
       "99         99   LV6.201 Load 83   41  0.0020  0.000790              0.0   \n",
       "100       100   LV6.201 Load 60   24  0.0030  0.001186              0.0   \n",
       "101       101   LV6.201 Load 61   24  0.0030  0.001186              0.0   \n",
       "102       102   LV6.201 Load 58   19  0.0030  0.001186              0.0   \n",
       "103       103   LV6.201 Load 59   19  0.0030  0.001186              0.0   \n",
       "104       104   LV6.201 Load 85    5  0.0030  0.001186              0.0   \n",
       "105       105   LV6.201 Load 86    5  0.0030  0.001186              0.0   \n",
       "106       106   LV6.201 Load 89    8  0.0030  0.001186              0.0   \n",
       "107       107   LV6.201 Load 90    8  0.0030  0.001186              0.0   \n",
       "108       108   LV6.201 Load 91    8  0.0020  0.000790              0.0   \n",
       "109       109  LV6.201 Load 105   33  0.0030  0.001186              0.0   \n",
       "110       110  LV6.201 Load 106   33  0.0030  0.001186              0.0   \n",
       "111         9  LV6.201 Load 111   13  0.0020  0.002000              0.0   \n",
       "112        13  LV6.201 Load 112   26  0.0020  0.002000              0.0   \n",
       "113        23  LV6.201 Load 113   31  0.0020  0.002000              0.0   \n",
       "114        29  LV6.201 Load 114   37  0.0050  0.005000              0.0   \n",
       "115        32  LV6.201 Load 115   25  0.0020  0.002000              0.0   \n",
       "116        37  LV6.201 Load 116   32  0.0020  0.002000              0.0   \n",
       "117        41  LV6.201 Load 117   46  0.0050  0.005000              0.0   \n",
       "118        47  LV6.201 Load 118   52  0.0050  0.005000              0.0   \n",
       "119        60  LV6.201 Load 119   49  0.0020  0.002000              0.0   \n",
       "120        62  LV6.201 Load 120   49  0.0020  0.002000              0.0   \n",
       "121        71  LV6.201 Load 121   35  0.0050  0.005000              0.0   \n",
       "122        86  LV6.201 Load 122    1  0.0020  0.002000              0.0   \n",
       "123        88  LV6.201 Load 123   40  0.0020  0.002000              0.0   \n",
       "124        90  LV6.201 Load 124   14  0.0050  0.005000              0.0   \n",
       "125        92  LV6.201 Load 125   13  0.0020  0.002000              0.0   \n",
       "126        93  LV6.201 Load 126   13  0.0050  0.005000              0.0   \n",
       "127       104  LV6.201 Load 127    5  0.0020  0.002000              0.0   \n",
       "128       105  LV6.201 Load 128    5  0.0050  0.005000              0.0   \n",
       "129       107  LV6.201 Load 129    8  0.0020  0.002000              0.0   \n",
       "130       109  LV6.201 Load 130   33  0.0050  0.005000              0.0   \n",
       "131       110  LV6.201 Load 131   33  0.0050  0.005000              0.0   \n",
       "132        27  LV6.201 Load 132   38  0.0037  0.000000              0.0   \n",
       "133        56  LV6.201 Load 133   57  0.0037  0.000000              0.0   \n",
       "134        81  LV6.201 Load 134   21  0.0037  0.000000              0.0   \n",
       "135       110  LV6.201 Load 135   33  0.0037  0.000000              0.0   \n",
       "136         4  LV6.201 Load 136    3  0.0037  0.000000              0.0   \n",
       "137        12  LV6.201 Load 137   12  0.0037  0.000000              0.0   \n",
       "138        15  LV6.201 Load 138   22  0.0037  0.000000              0.0   \n",
       "139        28  LV6.201 Load 139   18  0.0110  0.000000              0.0   \n",
       "140        36  LV6.201 Load 140   28  0.0110  0.000000              0.0   \n",
       "141        48  LV6.201 Load 141   53  0.0110  0.000000              0.0   \n",
       "\n",
       "     const_i_percent    sn_mva  scaling  in_service              type  \\\n",
       "0                0.0  0.011828      1.0        True     non-household   \n",
       "1                0.0  0.003226      1.0        True         household   \n",
       "2                0.0  0.003226      1.0        True         household   \n",
       "3                0.0  0.005376      1.0        True         household   \n",
       "4                0.0  0.008602      1.0        True     non-household   \n",
       "5                0.0  0.003226      1.0        True         household   \n",
       "6                0.0  0.003226      1.0        True         household   \n",
       "7                0.0  0.004301      1.0        True         household   \n",
       "8                0.0  0.003226      1.0        True         household   \n",
       "9                0.0  0.003226      1.0        True         household   \n",
       "10               0.0  0.003226      1.0        True         household   \n",
       "11               0.0  0.003226      1.0        True         household   \n",
       "12               0.0  0.033333      1.0        True     non-household   \n",
       "13               0.0  0.003226      1.0        True         household   \n",
       "14               0.0  0.012903      1.0        True     non-household   \n",
       "15               0.0  0.011828      1.0        True     non-household   \n",
       "16               0.0  0.003226      1.0        True         household   \n",
       "17               0.0  0.003226      1.0        True         household   \n",
       "18               0.0  0.006452      1.0        True         household   \n",
       "19               0.0  0.003226      1.0        True         household   \n",
       "20               0.0  0.003226      1.0        True         household   \n",
       "21               0.0  0.003226      1.0        True         household   \n",
       "22               0.0  0.006452      1.0        True         household   \n",
       "23               0.0  0.003226      1.0        True         household   \n",
       "24               0.0  0.005376      1.0        True         household   \n",
       "25               0.0  0.005376      1.0        True         household   \n",
       "26               0.0  0.004301      1.0        True         household   \n",
       "27               0.0  0.004301      1.0        True         household   \n",
       "28               0.0  0.011828      1.0        True     non-household   \n",
       "29               0.0  0.004301      1.0        True         household   \n",
       "30               0.0  0.004301      1.0        True         household   \n",
       "31               0.0  0.010753      1.0        True     non-household   \n",
       "32               0.0  0.004301      1.0        True         household   \n",
       "33               0.0  0.003226      1.0        True         household   \n",
       "34               0.0  0.005376      1.0        True         household   \n",
       "35               0.0  0.003226      1.0        True         household   \n",
       "36               0.0  0.011828      1.0        True     non-household   \n",
       "37               0.0  0.003226      1.0        True         household   \n",
       "38               0.0  0.003226      1.0        True         household   \n",
       "39               0.0  0.003226      1.0        True         household   \n",
       "40               0.0  0.004301      1.0        True         household   \n",
       "41               0.0  0.003226      1.0        True         household   \n",
       "42               0.0  0.003226      1.0        True         household   \n",
       "43               0.0  0.004301      1.0        True         household   \n",
       "44               0.0  0.002151      1.0        True         household   \n",
       "45               0.0  0.003226      1.0        True         household   \n",
       "46               0.0  0.003226      1.0        True         household   \n",
       "47               0.0  0.003226      1.0        True         household   \n",
       "48               0.0  0.018280      1.0        True     non-household   \n",
       "49               0.0  0.002151      1.0        True         household   \n",
       "50               0.0  0.002151      1.0        True         household   \n",
       "51               0.0  0.002151      1.0        True         household   \n",
       "52               0.0  0.002151      1.0        True         household   \n",
       "53               0.0  0.002151      1.0        True         household   \n",
       "54               0.0  0.002151      1.0        True         household   \n",
       "55               0.0  0.002151      1.0        True         household   \n",
       "56               0.0  0.002151      1.0        True         household   \n",
       "57               0.0  0.003226      1.0        True         household   \n",
       "58               0.0  0.003226      1.0        True         household   \n",
       "59               0.0  0.003226      1.0        True         household   \n",
       "60               0.0  0.002151      1.0        True         household   \n",
       "61               0.0  0.002151      1.0        True         household   \n",
       "62               0.0  0.002151      1.0        True         household   \n",
       "63               0.0  0.003226      1.0        True         household   \n",
       "64               0.0  0.003226      1.0        True         household   \n",
       "65               0.0  0.003226      1.0        True         household   \n",
       "66               0.0  0.003226      1.0        True         household   \n",
       "67               0.0  0.003226      1.0        True         household   \n",
       "68               0.0  0.003226      1.0        True         household   \n",
       "69               0.0  0.003226      1.0        True         household   \n",
       "70               0.0  0.003226      1.0        True         household   \n",
       "71               0.0  0.003226      1.0        True         household   \n",
       "72               0.0  0.003226      1.0        True         household   \n",
       "73               0.0  0.003226      1.0        True         household   \n",
       "74               0.0  0.003226      1.0        True         household   \n",
       "75               0.0  0.003226      1.0        True         household   \n",
       "76               0.0  0.003226      1.0        True         household   \n",
       "77               0.0  0.002151      1.0        True         household   \n",
       "78               0.0  0.005376      1.0        True         household   \n",
       "79               0.0  0.002151      1.0        True         household   \n",
       "80               0.0  0.006452      1.0        True         household   \n",
       "81               0.0  0.005376      1.0        True         household   \n",
       "82               0.0  0.002151      1.0        True         household   \n",
       "83               0.0  0.006452      1.0        True         household   \n",
       "84               0.0  0.003226      1.0        True         household   \n",
       "85               0.0  0.003226      1.0        True         household   \n",
       "86               0.0  0.003226      1.0        True         household   \n",
       "87               0.0  0.005376      1.0        True         household   \n",
       "88               0.0  0.004301      1.0        True         household   \n",
       "89               0.0  0.003226      1.0        True         household   \n",
       "90               0.0  0.002151      1.0        True         household   \n",
       "91               0.0  0.003226      1.0        True         household   \n",
       "92               0.0  0.002151      1.0        True         household   \n",
       "93               0.0  0.002151      1.0        True         household   \n",
       "94               0.0  0.003226      1.0        True         household   \n",
       "95               0.0  0.002151      1.0        True         household   \n",
       "96               0.0  0.002151      1.0        True         household   \n",
       "97               0.0  0.003226      1.0        True         household   \n",
       "98               0.0  0.003226      1.0        True         household   \n",
       "99               0.0  0.002151      1.0        True         household   \n",
       "100              0.0  0.003226      1.0        True         household   \n",
       "101              0.0  0.003226      1.0        True         household   \n",
       "102              0.0  0.003226      1.0        True         household   \n",
       "103              0.0  0.003226      1.0        True         household   \n",
       "104              0.0  0.003226      1.0        True         household   \n",
       "105              0.0  0.003226      1.0        True         household   \n",
       "106              0.0  0.003226      1.0        True         household   \n",
       "107              0.0  0.003226      1.0        True         household   \n",
       "108              0.0  0.002151      1.0        True         household   \n",
       "109              0.0  0.003226      1.0        True         household   \n",
       "110              0.0  0.003226      1.0        True         household   \n",
       "111              0.0  0.002828      1.0        True          heatpump   \n",
       "112              0.0  0.002828      1.0        True          heatpump   \n",
       "113              0.0  0.002828      1.0        True          heatpump   \n",
       "114              0.0  0.007071      1.0        True          heatpump   \n",
       "115              0.0  0.002828      1.0        True          heatpump   \n",
       "116              0.0  0.002828      1.0        True          heatpump   \n",
       "117              0.0  0.007071      1.0        True          heatpump   \n",
       "118              0.0  0.007071      1.0        True          heatpump   \n",
       "119              0.0  0.002828      1.0        True          heatpump   \n",
       "120              0.0  0.002828      1.0        True          heatpump   \n",
       "121              0.0  0.007071      1.0        True          heatpump   \n",
       "122              0.0  0.002828      1.0        True          heatpump   \n",
       "123              0.0  0.002828      1.0        True          heatpump   \n",
       "124              0.0  0.007071      1.0        True          heatpump   \n",
       "125              0.0  0.002828      1.0        True          heatpump   \n",
       "126              0.0  0.007071      1.0        True          heatpump   \n",
       "127              0.0  0.002828      1.0        True          heatpump   \n",
       "128              0.0  0.007071      1.0        True          heatpump   \n",
       "129              0.0  0.002828      1.0        True          heatpump   \n",
       "130              0.0  0.007071      1.0        True          heatpump   \n",
       "131              0.0  0.007071      1.0        True          heatpump   \n",
       "132              0.0  0.003700      1.0        True  charging_station   \n",
       "133              0.0  0.003700      1.0        True  charging_station   \n",
       "134              0.0  0.003700      1.0        True  charging_station   \n",
       "135              0.0  0.003700      1.0        True  charging_station   \n",
       "136              0.0  0.003700      1.0        True  charging_station   \n",
       "137              0.0  0.003700      1.0        True  charging_station   \n",
       "138              0.0  0.003700      1.0        True  charging_station   \n",
       "139              0.0  0.011000      1.0        True  charging_station   \n",
       "140              0.0  0.011000      1.0        True  charging_station   \n",
       "141              0.0  0.011000      1.0        True  charging_station   \n",
       "\n",
       "                 profile   subnet min_q_mvar min_p_mw max_q_mvar voltLvl  \\\n",
       "0                   G1-B  LV6.201        NaN      NaN        NaN       7   \n",
       "1                   H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "2                   H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "3                   H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "4                   G1-B  LV6.201        NaN      NaN        NaN       7   \n",
       "5                   H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "6                   H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "7                   H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "8                   H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "9                   H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "10                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "11                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "12                  G4-A  LV6.201        NaN      NaN        NaN       7   \n",
       "13                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "14                  G6-A  LV6.201        NaN      NaN        NaN       7   \n",
       "15                  G4-B  LV6.201        NaN      NaN        NaN       7   \n",
       "16                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "17                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "18                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "19                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "20                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "21                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "22                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "23                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "24                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "25                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "26                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "27                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "28                  G6-A  LV6.201        NaN      NaN        NaN       7   \n",
       "29                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "30                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "31                  G4-A  LV6.201        NaN      NaN        NaN       7   \n",
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       "44                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
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       "47                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "48                  G1-C  LV6.201        NaN      NaN        NaN       7   \n",
       "49                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "50                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "51                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
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       "53                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
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       "55                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "56                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
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       "60                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
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       "62                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "63                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "64                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
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       "69                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "70                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "71                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "72                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "73                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "74                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "75                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "76                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "77                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "78                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "79                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "80                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "81                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "82                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "83                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "84                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "85                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "86                  H0-B  LV6.201        NaN      NaN        NaN       7   \n",
       "87                  H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "88                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "89                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
       "90                  H0-A  LV6.201        NaN      NaN        NaN       7   \n",
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       "92                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
       "93                  H0-L  LV6.201        NaN      NaN        NaN       7   \n",
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       "97                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
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       "99                  H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "100                 H0-A  LV6.201        NaN      NaN        NaN       7   \n",
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       "102                 H0-G  LV6.201        NaN      NaN        NaN       7   \n",
       "103                 H0-A  LV6.201        NaN      NaN        NaN       7   \n",
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       "105                 H0-C  LV6.201        NaN      NaN        NaN       7   \n",
       "106                 H0-B  LV6.201        NaN      NaN        NaN       7   \n",
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       "117  Air_Semi-Parallel_2  LV6.201        NaN      NaN        NaN       7   \n",
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       "119    Air_Alternative_2  LV6.201        NaN      NaN        NaN       7   \n",
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       "130       Air_Parallel_2  LV6.201        NaN      NaN        NaN       7   \n",
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       "134            HLS_C_3.7  LV6.201        NaN      NaN        NaN       7   \n",
       "135            HLS_B_3.7  LV6.201        NaN      NaN        NaN       7   \n",
       "136            HLS_A_3.7  LV6.201        NaN      NaN        NaN       7   \n",
       "137            HLS_A_3.7  LV6.201        NaN      NaN        NaN       7   \n",
       "138            HLS_C_3.7  LV6.201        NaN      NaN        NaN       7   \n",
       "139           HLS_B_11.0  LV6.201        NaN      NaN        NaN       7   \n",
       "140           HLS_B_11.0  LV6.201        NaN      NaN        NaN       7   \n",
       "141           HLS_A_11.0  LV6.201        NaN      NaN        NaN       7   \n",
       "\n",
       "    max_p_mw  \n",
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       "23       NaN  \n",
       "24       NaN  \n",
       "25       NaN  \n",
       "26       NaN  \n",
       "27       NaN  \n",
       "28       NaN  \n",
       "29       NaN  \n",
       "30       NaN  \n",
       "31       NaN  \n",
       "32       NaN  \n",
       "33       NaN  \n",
       "34       NaN  \n",
       "35       NaN  \n",
       "36       NaN  \n",
       "37       NaN  \n",
       "38       NaN  \n",
       "39       NaN  \n",
       "40       NaN  \n",
       "41       NaN  \n",
       "42       NaN  \n",
       "43       NaN  \n",
       "44       NaN  \n",
       "45       NaN  \n",
       "46       NaN  \n",
       "47       NaN  \n",
       "48       NaN  \n",
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       "52       NaN  \n",
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       "56       NaN  \n",
       "57       NaN  \n",
       "58       NaN  \n",
       "59       NaN  \n",
       "60       NaN  \n",
       "61       NaN  \n",
       "62       NaN  \n",
       "63       NaN  \n",
       "64       NaN  \n",
       "65       NaN  \n",
       "66       NaN  \n",
       "67       NaN  \n",
       "68       NaN  \n",
       "69       NaN  \n",
       "70       NaN  \n",
       "71       NaN  \n",
       "72       NaN  \n",
       "73       NaN  \n",
       "74       NaN  \n",
       "75       NaN  \n",
       "76       NaN  \n",
       "77       NaN  \n",
       "78       NaN  \n",
       "79       NaN  \n",
       "80       NaN  \n",
       "81       NaN  \n",
       "82       NaN  \n",
       "83       NaN  \n",
       "84       NaN  \n",
       "85       NaN  \n",
       "86       NaN  \n",
       "87       NaN  \n",
       "88       NaN  \n",
       "89       NaN  \n",
       "90       NaN  \n",
       "91       NaN  \n",
       "92       NaN  \n",
       "93       NaN  \n",
       "94       NaN  \n",
       "95       NaN  \n",
       "96       NaN  \n",
       "97       NaN  \n",
       "98       NaN  \n",
       "99       NaN  \n",
       "100      NaN  \n",
       "101      NaN  \n",
       "102      NaN  \n",
       "103      NaN  \n",
       "104      NaN  \n",
       "105      NaN  \n",
       "106      NaN  \n",
       "107      NaN  \n",
       "108      NaN  \n",
       "109      NaN  \n",
       "110      NaN  \n",
       "111      NaN  \n",
       "112      NaN  \n",
       "113      NaN  \n",
       "114      NaN  \n",
       "115      NaN  \n",
       "116      NaN  \n",
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       "121      NaN  \n",
       "122      NaN  \n",
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       "125      NaN  \n",
       "126      NaN  \n",
       "127      NaN  \n",
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       "132      NaN  \n",
       "133      NaN  \n",
       "134      NaN  \n",
       "135      NaN  \n",
       "136      NaN  \n",
       "137      NaN  \n",
       "138      NaN  \n",
       "139      NaN  \n",
       "140      NaN  \n",
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       "      <th></th>\n",
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       "      <td>LV6.201 Load 16</td>\n",
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       "      <td>LV6.201 Load 7</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
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       "      <td>LV6.201 Load 28</td>\n",
       "      <td>35</td>\n",
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       "      <td>LV6.201 Load 9</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>LV6.201 Load 40</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>LV6.201 Load 39</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>LV6.201 Load 13</td>\n",
       "      <td>44</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>LV6.201 Load 18</td>\n",
       "      <td>12</td>\n",
       "      <td>0.0310</td>\n",
       "      <td>0.012252</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G4-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>LV6.201 Load 22</td>\n",
       "      <td>26</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>LV6.201 Load 17</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0120</td>\n",
       "      <td>0.004743</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.012903</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G6-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>LV6.201 Load 38</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0110</td>\n",
       "      <td>0.004347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G4-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>LV6.201 Load 20</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>LV6.201 Load 35</td>\n",
       "      <td>43</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>LV6.201 Load 26</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0060</td>\n",
       "      <td>0.002371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.006452</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>LV6.201 Load 15</td>\n",
       "      <td>15</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>LV6.201 Load 12</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>LV6.201 Load 34</td>\n",
       "      <td>41</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>LV6.201 Load 32</td>\n",
       "      <td>29</td>\n",
       "      <td>0.0060</td>\n",
       "      <td>0.002371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.006452</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>LV6.201 Load 3</td>\n",
       "      <td>31</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>LV6.201 Load 8</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>LV6.201 Load 21</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>LV6.201 Load 30</td>\n",
       "      <td>27</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>LV6.201 Load 25</td>\n",
       "      <td>38</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>LV6.201 Load 4</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0110</td>\n",
       "      <td>0.004347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G6-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>LV6.201 Load 14</td>\n",
       "      <td>37</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>LV6.201 Load 27</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>LV6.201 Load 2</td>\n",
       "      <td>39</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>0.003952</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010753</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G4-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>LV6.201 Load 10</td>\n",
       "      <td>25</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>LV6.201 Load 5</td>\n",
       "      <td>33</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>LV6.201 Load 11</td>\n",
       "      <td>30</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>LV6.201 Load 29</td>\n",
       "      <td>34</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>LV6.201 Load 23</td>\n",
       "      <td>28</td>\n",
       "      <td>0.0110</td>\n",
       "      <td>0.004347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G1-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>LV6.201 Load 6</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>LV6.201 Load 31</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>LV6.201 Load 1</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>LV6.201 Load 41</td>\n",
       "      <td>45</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>41</td>\n",
       "      <td>LV6.201 Load 42</td>\n",
       "      <td>46</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>LV6.201 Load 43</td>\n",
       "      <td>47</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>LV6.201 Load 44</td>\n",
       "      <td>48</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>LV6.201 Load 45</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45</td>\n",
       "      <td>LV6.201 Load 46</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>LV6.201 Load 47</td>\n",
       "      <td>51</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>47</td>\n",
       "      <td>LV6.201 Load 48</td>\n",
       "      <td>52</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>48</td>\n",
       "      <td>LV6.201 Load 49</td>\n",
       "      <td>53</td>\n",
       "      <td>0.0170</td>\n",
       "      <td>0.006719</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.018280</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>non-household</td>\n",
       "      <td>G1-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>LV6.201 Load 50</td>\n",
       "      <td>54</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>50</td>\n",
       "      <td>LV6.201 Load 51</td>\n",
       "      <td>54</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>51</td>\n",
       "      <td>LV6.201 Load 52</td>\n",
       "      <td>55</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>52</td>\n",
       "      <td>LV6.201 Load 53</td>\n",
       "      <td>55</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>53</td>\n",
       "      <td>LV6.201 Load 54</td>\n",
       "      <td>56</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>54</td>\n",
       "      <td>LV6.201 Load 55</td>\n",
       "      <td>56</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>55</td>\n",
       "      <td>LV6.201 Load 56</td>\n",
       "      <td>57</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>56</td>\n",
       "      <td>LV6.201 Load 57</td>\n",
       "      <td>57</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>57</td>\n",
       "      <td>LV6.201 Load 96</td>\n",
       "      <td>46</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>58</td>\n",
       "      <td>LV6.201 Load 97</td>\n",
       "      <td>47</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>59</td>\n",
       "      <td>LV6.201 Load 98</td>\n",
       "      <td>48</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>60</td>\n",
       "      <td>LV6.201 Load 99</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>61</td>\n",
       "      <td>LV6.201 Load 100</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>62</td>\n",
       "      <td>LV6.201 Load 101</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>63</td>\n",
       "      <td>LV6.201 Load 102</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>64</td>\n",
       "      <td>LV6.201 Load 103</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>65</td>\n",
       "      <td>LV6.201 Load 104</td>\n",
       "      <td>51</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>66</td>\n",
       "      <td>LV6.201 Load 74</td>\n",
       "      <td>34</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>67</td>\n",
       "      <td>LV6.201 Load 107</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>68</td>\n",
       "      <td>LV6.201 Load 95</td>\n",
       "      <td>45</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>69</td>\n",
       "      <td>LV6.201 Load 111</td>\n",
       "      <td>36</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>70</td>\n",
       "      <td>LV6.201 Load 84</td>\n",
       "      <td>43</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>71</td>\n",
       "      <td>LV6.201 Load 72</td>\n",
       "      <td>35</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>72</td>\n",
       "      <td>LV6.201 Load 73</td>\n",
       "      <td>35</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>73</td>\n",
       "      <td>LV6.201 Load 70</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>74</td>\n",
       "      <td>LV6.201 Load 67</td>\n",
       "      <td>26</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>75</td>\n",
       "      <td>LV6.201 Load 68</td>\n",
       "      <td>26</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>76</td>\n",
       "      <td>LV6.201 Load 69</td>\n",
       "      <td>26</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>77</td>\n",
       "      <td>LV6.201 Load 63</td>\n",
       "      <td>15</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>78</td>\n",
       "      <td>LV6.201 Load 78</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>79</td>\n",
       "      <td>LV6.201 Load 79</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>80</td>\n",
       "      <td>LV6.201 Load 62</td>\n",
       "      <td>44</td>\n",
       "      <td>0.0060</td>\n",
       "      <td>0.002371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.006452</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>81</td>\n",
       "      <td>LV6.201 Load 64</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>82</td>\n",
       "      <td>LV6.201 Load 65</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>83</td>\n",
       "      <td>LV6.201 Load 80</td>\n",
       "      <td>29</td>\n",
       "      <td>0.0060</td>\n",
       "      <td>0.002371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.006452</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>84</td>\n",
       "      <td>LV6.201 Load 71</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>85</td>\n",
       "      <td>LV6.201 Load 109</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>86</td>\n",
       "      <td>LV6.201 Load 110</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>87</td>\n",
       "      <td>LV6.201 Load 108</td>\n",
       "      <td>17</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.001976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005376</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>88</td>\n",
       "      <td>LV6.201 Load 66</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.001581</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.004301</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>89</td>\n",
       "      <td>LV6.201 Load 87</td>\n",
       "      <td>14</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>90</td>\n",
       "      <td>LV6.201 Load 88</td>\n",
       "      <td>14</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>91</td>\n",
       "      <td>LV6.201 Load 92</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>92</td>\n",
       "      <td>LV6.201 Load 93</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>93</td>\n",
       "      <td>LV6.201 Load 94</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>94</td>\n",
       "      <td>LV6.201 Load 75</td>\n",
       "      <td>31</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>95</td>\n",
       "      <td>LV6.201 Load 76</td>\n",
       "      <td>31</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>96</td>\n",
       "      <td>LV6.201 Load 77</td>\n",
       "      <td>31</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>97</td>\n",
       "      <td>LV6.201 Load 81</td>\n",
       "      <td>41</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>98</td>\n",
       "      <td>LV6.201 Load 82</td>\n",
       "      <td>41</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>99</td>\n",
       "      <td>LV6.201 Load 83</td>\n",
       "      <td>41</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>100</td>\n",
       "      <td>LV6.201 Load 60</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>101</td>\n",
       "      <td>LV6.201 Load 61</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>102</td>\n",
       "      <td>LV6.201 Load 58</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-G</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>103</td>\n",
       "      <td>LV6.201 Load 59</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>104</td>\n",
       "      <td>LV6.201 Load 85</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>105</td>\n",
       "      <td>LV6.201 Load 86</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-C</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>106</td>\n",
       "      <td>LV6.201 Load 89</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>107</td>\n",
       "      <td>LV6.201 Load 90</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-A</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>108</td>\n",
       "      <td>LV6.201 Load 91</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.000790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-L</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>109</td>\n",
       "      <td>LV6.201 Load 105</td>\n",
       "      <td>33</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>110</td>\n",
       "      <td>LV6.201 Load 106</td>\n",
       "      <td>33</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.001186</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003226</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>household</td>\n",
       "      <td>H0-B</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>9</td>\n",
       "      <td>LV6.201 Load 111</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>13</td>\n",
       "      <td>LV6.201 Load 112</td>\n",
       "      <td>26</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>23</td>\n",
       "      <td>LV6.201 Load 113</td>\n",
       "      <td>31</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Semi-Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>29</td>\n",
       "      <td>LV6.201 Load 114</td>\n",
       "      <td>37</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>32</td>\n",
       "      <td>LV6.201 Load 115</td>\n",
       "      <td>25</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>37</td>\n",
       "      <td>LV6.201 Load 116</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Soil_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>41</td>\n",
       "      <td>LV6.201 Load 117</td>\n",
       "      <td>46</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Semi-Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>47</td>\n",
       "      <td>LV6.201 Load 118</td>\n",
       "      <td>52</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>60</td>\n",
       "      <td>LV6.201 Load 119</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>62</td>\n",
       "      <td>LV6.201 Load 120</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Soil_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>71</td>\n",
       "      <td>LV6.201 Load 121</td>\n",
       "      <td>35</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>86</td>\n",
       "      <td>LV6.201 Load 122</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>88</td>\n",
       "      <td>LV6.201 Load 123</td>\n",
       "      <td>40</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>90</td>\n",
       "      <td>LV6.201 Load 124</td>\n",
       "      <td>14</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Semi-Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>92</td>\n",
       "      <td>LV6.201 Load 125</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>93</td>\n",
       "      <td>LV6.201 Load 126</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Semi-Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>104</td>\n",
       "      <td>LV6.201 Load 127</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Soil_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>105</td>\n",
       "      <td>LV6.201 Load 128</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>107</td>\n",
       "      <td>LV6.201 Load 129</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Soil_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>109</td>\n",
       "      <td>LV6.201 Load 130</td>\n",
       "      <td>33</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Air_Parallel_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>110</td>\n",
       "      <td>LV6.201 Load 131</td>\n",
       "      <td>33</td>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.007071</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>heatpump</td>\n",
       "      <td>Soil_Alternative_2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>27</td>\n",
       "      <td>LV6.201 Load 132</td>\n",
       "      <td>38</td>\n",
       "      <td>0.0037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003700</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>charging_station</td>\n",
       "      <td>HLS_C_3.7</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>56</td>\n",
       "      <td>LV6.201 Load 133</td>\n",
       "      <td>57</td>\n",
       "      <td>0.0037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003700</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>charging_station</td>\n",
       "      <td>HLS_A_3.7</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>81</td>\n",
       "      <td>LV6.201 Load 134</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003700</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>charging_station</td>\n",
       "      <td>HLS_C_3.7</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>110</td>\n",
       "      <td>LV6.201 Load 135</td>\n",
       "      <td>33</td>\n",
       "      <td>0.0037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003700</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>charging_station</td>\n",
       "      <td>HLS_B_3.7</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>4</td>\n",
       "      <td>LV6.201 Load 136</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003700</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>charging_station</td>\n",
       "      <td>HLS_A_3.7</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>12</td>\n",
       "      <td>LV6.201 Load 137</td>\n",
       "      <td>12</td>\n",
       "      <td>0.0037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003700</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>charging_station</td>\n",
       "      <td>HLS_A_3.7</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>15</td>\n",
       "      <td>LV6.201 Load 138</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0037</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003700</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>charging_station</td>\n",
       "      <td>HLS_C_3.7</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>28</td>\n",
       "      <td>LV6.201 Load 139</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0110</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>charging_station</td>\n",
       "      <td>HLS_B_11.0</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>36</td>\n",
       "      <td>LV6.201 Load 140</td>\n",
       "      <td>28</td>\n",
       "      <td>0.0110</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>charging_station</td>\n",
       "      <td>HLS_B_11.0</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>48</td>\n",
       "      <td>LV6.201 Load 141</td>\n",
       "      <td>53</td>\n",
       "      <td>0.0110</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.011000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>charging_station</td>\n",
       "      <td>HLS_A_11.0</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 32
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.445561Z",
     "start_time": "2024-12-27T19:36:42.437461Z"
    }
   },
   "cell_type": "code",
   "source": [
    "net['sgen'].iloc[:5, net['sgen'].columns.get_loc('agent_id')] = None\n",
    "net['sgen']['agent_id'] = net['sgen']['agent_id'].astype('Int64')"
   ],
   "id": "e3d12efb082ef04b",
   "outputs": [],
   "execution_count": 33
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.488874Z",
     "start_time": "2024-12-27T19:36:42.447113Z"
    }
   },
   "cell_type": "code",
   "source": [
    "net.sgen = net.sgen.iloc[5:].reset_index(drop=True)\n",
    "display(net.sgen)"
   ],
   "id": "259c4d590566ec6b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "    agent_id             name  bus   p_mw  q_mvar  sn_mva  scaling  \\\n",
       "0          0   LV6.201 Load 5    2  0.050     0.0   0.050      1.0   \n",
       "1          4   LV6.201 Load 6    3  0.050     0.0   0.050      1.0   \n",
       "2         14   LV6.201 Load 7   10  0.050     0.0   0.050      1.0   \n",
       "3         15   LV6.201 Load 8   22  0.050     0.0   0.050      1.0   \n",
       "4         28   LV6.201 Load 9   18  0.050     0.0   0.050      1.0   \n",
       "5         31  LV6.201 Load 10   39  0.050     0.0   0.050      1.0   \n",
       "6          1  LV6.201 Load 11   11  0.010     0.0   0.010      1.0   \n",
       "7          3  LV6.201 Load 12   17  0.015     0.0   0.015      1.0   \n",
       "8          8  LV6.201 Load 13   36  0.010     0.0   0.010      1.0   \n",
       "9          9  LV6.201 Load 14   13  0.005     0.0   0.005      1.0   \n",
       "10        18  LV6.201 Load 15    7  0.015     0.0   0.015      1.0   \n",
       "11        19  LV6.201 Load 16   15  0.010     0.0   0.010      1.0   \n",
       "12        21  LV6.201 Load 17   41  0.005     0.0   0.005      1.0   \n",
       "13        26  LV6.201 Load 18   27  0.005     0.0   0.005      1.0   \n",
       "14        29  LV6.201 Load 19   37  0.005     0.0   0.005      1.0   \n",
       "15        30  LV6.201 Load 20    4  0.015     0.0   0.015      1.0   \n",
       "16        32  LV6.201 Load 21   25  0.010     0.0   0.010      1.0   \n",
       "17        37  LV6.201 Load 22   32  0.010     0.0   0.010      1.0   \n",
       "18        38  LV6.201 Load 23    6  0.010     0.0   0.010      1.0   \n",
       "19        40  LV6.201 Load 24   45  0.005     0.0   0.005      1.0   \n",
       "20        46  LV6.201 Load 25   51  0.010     0.0   0.010      1.0   \n",
       "21        49  LV6.201 Load 26   54  0.005     0.0   0.005      1.0   \n",
       "22        51  LV6.201 Load 27   55  0.010     0.0   0.010      1.0   \n",
       "23        59  LV6.201 Load 28   48  0.010     0.0   0.010      1.0   \n",
       "24        60  LV6.201 Load 29   49  0.015     0.0   0.015      1.0   \n",
       "25        61  LV6.201 Load 30   49  0.010     0.0   0.010      1.0   \n",
       "26        63  LV6.201 Load 31   50  0.010     0.0   0.010      1.0   \n",
       "27        64  LV6.201 Load 32   50  0.010     0.0   0.010      1.0   \n",
       "28        67  LV6.201 Load 33   32  0.015     0.0   0.015      1.0   \n",
       "29        71  LV6.201 Load 34   35  0.005     0.0   0.005      1.0   \n",
       "30        75  LV6.201 Load 35   26  0.010     0.0   0.010      1.0   \n",
       "31        78  LV6.201 Load 36    6  0.015     0.0   0.015      1.0   \n",
       "32        79  LV6.201 Load 37    6  0.005     0.0   0.005      1.0   \n",
       "33        80  LV6.201 Load 38   44  0.015     0.0   0.015      1.0   \n",
       "34        87  LV6.201 Load 39   17  0.015     0.0   0.015      1.0   \n",
       "35        88  LV6.201 Load 40   40  0.015     0.0   0.015      1.0   \n",
       "36        90  LV6.201 Load 41   14  0.010     0.0   0.010      1.0   \n",
       "37        95  LV6.201 Load 42   31  0.010     0.0   0.010      1.0   \n",
       "38        98  LV6.201 Load 43   41  0.015     0.0   0.015      1.0   \n",
       "39        99  LV6.201 Load 44   41  0.015     0.0   0.015      1.0   \n",
       "40       100  LV6.201 Load 45   24  0.005     0.0   0.005      1.0   \n",
       "41       102  LV6.201 Load 46   19  0.010     0.0   0.010      1.0   \n",
       "42       105  LV6.201 Load 47    5  0.005     0.0   0.005      1.0   \n",
       "43       106  LV6.201 Load 48    8  0.015     0.0   0.015      1.0   \n",
       "44       108  LV6.201 Load 49    8  0.010     0.0   0.010      1.0   \n",
       "\n",
       "    in_service type current_source profile   subnet slack_weight min_q_mvar  \\\n",
       "0         True   PV            NaN     PV8  LV6.201          NaN        NaN   \n",
       "1         True   PV            NaN     PV5  LV6.201          NaN        NaN   \n",
       "2         True   PV            NaN     PV6  LV6.201          NaN        NaN   \n",
       "3         True   PV            NaN     PV6  LV6.201          NaN        NaN   \n",
       "4         True   PV            NaN     PV5  LV6.201          NaN        NaN   \n",
       "5         True   PV            NaN     PV8  LV6.201          NaN        NaN   \n",
       "6         True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "7         True   PV            NaN     PV8  LV6.201          NaN        NaN   \n",
       "8         True   PV            NaN     PV8  LV6.201          NaN        NaN   \n",
       "9         True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "10        True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "11        True   PV            NaN     PV5  LV6.201          NaN        NaN   \n",
       "12        True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "13        True   PV            NaN     PV5  LV6.201          NaN        NaN   \n",
       "14        True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "15        True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "16        True   PV            NaN     PV6  LV6.201          NaN        NaN   \n",
       "17        True   PV            NaN     PV6  LV6.201          NaN        NaN   \n",
       "18        True   PV            NaN     PV6  LV6.201          NaN        NaN   \n",
       "19        True   PV            NaN     PV8  LV6.201          NaN        NaN   \n",
       "20        True   PV            NaN     PV8  LV6.201          NaN        NaN   \n",
       "21        True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "22        True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "23        True   PV            NaN     PV5  LV6.201          NaN        NaN   \n",
       "24        True   PV            NaN     PV6  LV6.201          NaN        NaN   \n",
       "25        True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "26        True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "27        True   PV            NaN     PV6  LV6.201          NaN        NaN   \n",
       "28        True   PV            NaN     PV6  LV6.201          NaN        NaN   \n",
       "29        True   PV            NaN     PV8  LV6.201          NaN        NaN   \n",
       "30        True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "31        True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "32        True   PV            NaN     PV6  LV6.201          NaN        NaN   \n",
       "33        True   PV            NaN     PV8  LV6.201          NaN        NaN   \n",
       "34        True   PV            NaN     PV5  LV6.201          NaN        NaN   \n",
       "35        True   PV            NaN     PV8  LV6.201          NaN        NaN   \n",
       "36        True   PV            NaN     PV8  LV6.201          NaN        NaN   \n",
       "37        True   PV            NaN     PV6  LV6.201          NaN        NaN   \n",
       "38        True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "39        True   PV            NaN     PV8  LV6.201          NaN        NaN   \n",
       "40        True   PV            NaN     PV5  LV6.201          NaN        NaN   \n",
       "41        True   PV            NaN     PV6  LV6.201          NaN        NaN   \n",
       "42        True   PV            NaN     PV5  LV6.201          NaN        NaN   \n",
       "43        True   PV            NaN     PV8  LV6.201          NaN        NaN   \n",
       "44        True   PV            NaN     PV2  LV6.201          NaN        NaN   \n",
       "\n",
       "   min_p_mw phys_type max_q_mvar voltLvl max_p_mw  const_z_percent  \\\n",
       "0       NaN       RES        NaN       7      NaN              0.0   \n",
       "1       NaN       RES        NaN       7      NaN              0.0   \n",
       "2       NaN       RES        NaN       7      NaN              0.0   \n",
       "3       NaN       RES        NaN       7      NaN              0.0   \n",
       "4       NaN       RES        NaN       7      NaN              0.0   \n",
       "5       NaN       RES        NaN       7      NaN              0.0   \n",
       "6       NaN       RES        NaN       7      NaN              0.0   \n",
       "7       NaN       RES        NaN       7      NaN              0.0   \n",
       "8       NaN       RES        NaN       7      NaN              0.0   \n",
       "9       NaN       RES        NaN       7      NaN              0.0   \n",
       "10      NaN       RES        NaN       7      NaN              0.0   \n",
       "11      NaN       RES        NaN       7      NaN              0.0   \n",
       "12      NaN       RES        NaN       7      NaN              0.0   \n",
       "13      NaN       RES        NaN       7      NaN              0.0   \n",
       "14      NaN       RES        NaN       7      NaN              0.0   \n",
       "15      NaN       RES        NaN       7      NaN              0.0   \n",
       "16      NaN       RES        NaN       7      NaN              0.0   \n",
       "17      NaN       RES        NaN       7      NaN              0.0   \n",
       "18      NaN       RES        NaN       7      NaN              0.0   \n",
       "19      NaN       RES        NaN       7      NaN              0.0   \n",
       "20      NaN       RES        NaN       7      NaN              0.0   \n",
       "21      NaN       RES        NaN       7      NaN              0.0   \n",
       "22      NaN       RES        NaN       7      NaN              0.0   \n",
       "23      NaN       RES        NaN       7      NaN              0.0   \n",
       "24      NaN       RES        NaN       7      NaN              0.0   \n",
       "25      NaN       RES        NaN       7      NaN              0.0   \n",
       "26      NaN       RES        NaN       7      NaN              0.0   \n",
       "27      NaN       RES        NaN       7      NaN              0.0   \n",
       "28      NaN       RES        NaN       7      NaN              0.0   \n",
       "29      NaN       RES        NaN       7      NaN              0.0   \n",
       "30      NaN       RES        NaN       7      NaN              0.0   \n",
       "31      NaN       RES        NaN       7      NaN              0.0   \n",
       "32      NaN       RES        NaN       7      NaN              0.0   \n",
       "33      NaN       RES        NaN       7      NaN              0.0   \n",
       "34      NaN       RES        NaN       7      NaN              0.0   \n",
       "35      NaN       RES        NaN       7      NaN              0.0   \n",
       "36      NaN       RES        NaN       7      NaN              0.0   \n",
       "37      NaN       RES        NaN       7      NaN              0.0   \n",
       "38      NaN       RES        NaN       7      NaN              0.0   \n",
       "39      NaN       RES        NaN       7      NaN              0.0   \n",
       "40      NaN       RES        NaN       7      NaN              0.0   \n",
       "41      NaN       RES        NaN       7      NaN              0.0   \n",
       "42      NaN       RES        NaN       7      NaN              0.0   \n",
       "43      NaN       RES        NaN       7      NaN              0.0   \n",
       "44      NaN       RES        NaN       7      NaN              0.0   \n",
       "\n",
       "    const_i_percent  \n",
       "0               0.0  \n",
       "1               0.0  \n",
       "2               0.0  \n",
       "3               0.0  \n",
       "4               0.0  \n",
       "5               0.0  \n",
       "6               0.0  \n",
       "7               0.0  \n",
       "8               0.0  \n",
       "9               0.0  \n",
       "10              0.0  \n",
       "11              0.0  \n",
       "12              0.0  \n",
       "13              0.0  \n",
       "14              0.0  \n",
       "15              0.0  \n",
       "16              0.0  \n",
       "17              0.0  \n",
       "18              0.0  \n",
       "19              0.0  \n",
       "20              0.0  \n",
       "21              0.0  \n",
       "22              0.0  \n",
       "23              0.0  \n",
       "24              0.0  \n",
       "25              0.0  \n",
       "26              0.0  \n",
       "27              0.0  \n",
       "28              0.0  \n",
       "29              0.0  \n",
       "30              0.0  \n",
       "31              0.0  \n",
       "32              0.0  \n",
       "33              0.0  \n",
       "34              0.0  \n",
       "35              0.0  \n",
       "36              0.0  \n",
       "37              0.0  \n",
       "38              0.0  \n",
       "39              0.0  \n",
       "40              0.0  \n",
       "41              0.0  \n",
       "42              0.0  \n",
       "43              0.0  \n",
       "44              0.0  "
      ],
      "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>agent_id</th>\n",
       "      <th>name</th>\n",
       "      <th>bus</th>\n",
       "      <th>p_mw</th>\n",
       "      <th>q_mvar</th>\n",
       "      <th>sn_mva</th>\n",
       "      <th>scaling</th>\n",
       "      <th>in_service</th>\n",
       "      <th>type</th>\n",
       "      <th>current_source</th>\n",
       "      <th>profile</th>\n",
       "      <th>subnet</th>\n",
       "      <th>slack_weight</th>\n",
       "      <th>min_q_mvar</th>\n",
       "      <th>min_p_mw</th>\n",
       "      <th>phys_type</th>\n",
       "      <th>max_q_mvar</th>\n",
       "      <th>voltLvl</th>\n",
       "      <th>max_p_mw</th>\n",
       "      <th>const_z_percent</th>\n",
       "      <th>const_i_percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>LV6.201 Load 5</td>\n",
       "      <td>2</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV8</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>LV6.201 Load 6</td>\n",
       "      <td>3</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV5</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14</td>\n",
       "      <td>LV6.201 Load 7</td>\n",
       "      <td>10</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV6</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15</td>\n",
       "      <td>LV6.201 Load 8</td>\n",
       "      <td>22</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV6</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>LV6.201 Load 9</td>\n",
       "      <td>18</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV5</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>31</td>\n",
       "      <td>LV6.201 Load 10</td>\n",
       "      <td>39</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV8</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>LV6.201 Load 11</td>\n",
       "      <td>11</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3</td>\n",
       "      <td>LV6.201 Load 12</td>\n",
       "      <td>17</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV8</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>LV6.201 Load 13</td>\n",
       "      <td>36</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV8</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>LV6.201 Load 14</td>\n",
       "      <td>13</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>18</td>\n",
       "      <td>LV6.201 Load 15</td>\n",
       "      <td>7</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>19</td>\n",
       "      <td>LV6.201 Load 16</td>\n",
       "      <td>15</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV5</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>21</td>\n",
       "      <td>LV6.201 Load 17</td>\n",
       "      <td>41</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>26</td>\n",
       "      <td>LV6.201 Load 18</td>\n",
       "      <td>27</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV5</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>29</td>\n",
       "      <td>LV6.201 Load 19</td>\n",
       "      <td>37</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>30</td>\n",
       "      <td>LV6.201 Load 20</td>\n",
       "      <td>4</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>32</td>\n",
       "      <td>LV6.201 Load 21</td>\n",
       "      <td>25</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV6</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>37</td>\n",
       "      <td>LV6.201 Load 22</td>\n",
       "      <td>32</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV6</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>38</td>\n",
       "      <td>LV6.201 Load 23</td>\n",
       "      <td>6</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV6</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>40</td>\n",
       "      <td>LV6.201 Load 24</td>\n",
       "      <td>45</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV8</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>46</td>\n",
       "      <td>LV6.201 Load 25</td>\n",
       "      <td>51</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV8</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>49</td>\n",
       "      <td>LV6.201 Load 26</td>\n",
       "      <td>54</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>51</td>\n",
       "      <td>LV6.201 Load 27</td>\n",
       "      <td>55</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>59</td>\n",
       "      <td>LV6.201 Load 28</td>\n",
       "      <td>48</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV5</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>60</td>\n",
       "      <td>LV6.201 Load 29</td>\n",
       "      <td>49</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV6</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>61</td>\n",
       "      <td>LV6.201 Load 30</td>\n",
       "      <td>49</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>63</td>\n",
       "      <td>LV6.201 Load 31</td>\n",
       "      <td>50</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>64</td>\n",
       "      <td>LV6.201 Load 32</td>\n",
       "      <td>50</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV6</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>67</td>\n",
       "      <td>LV6.201 Load 33</td>\n",
       "      <td>32</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV6</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>71</td>\n",
       "      <td>LV6.201 Load 34</td>\n",
       "      <td>35</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV8</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>75</td>\n",
       "      <td>LV6.201 Load 35</td>\n",
       "      <td>26</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>78</td>\n",
       "      <td>LV6.201 Load 36</td>\n",
       "      <td>6</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>79</td>\n",
       "      <td>LV6.201 Load 37</td>\n",
       "      <td>6</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV6</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>80</td>\n",
       "      <td>LV6.201 Load 38</td>\n",
       "      <td>44</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV8</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>87</td>\n",
       "      <td>LV6.201 Load 39</td>\n",
       "      <td>17</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV5</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>88</td>\n",
       "      <td>LV6.201 Load 40</td>\n",
       "      <td>40</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV8</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>90</td>\n",
       "      <td>LV6.201 Load 41</td>\n",
       "      <td>14</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV8</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>95</td>\n",
       "      <td>LV6.201 Load 42</td>\n",
       "      <td>31</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV6</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>98</td>\n",
       "      <td>LV6.201 Load 43</td>\n",
       "      <td>41</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>99</td>\n",
       "      <td>LV6.201 Load 44</td>\n",
       "      <td>41</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV8</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>100</td>\n",
       "      <td>LV6.201 Load 45</td>\n",
       "      <td>24</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV5</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>102</td>\n",
       "      <td>LV6.201 Load 46</td>\n",
       "      <td>19</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV6</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>105</td>\n",
       "      <td>LV6.201 Load 47</td>\n",
       "      <td>5</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV5</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>106</td>\n",
       "      <td>LV6.201 Load 48</td>\n",
       "      <td>8</td>\n",
       "      <td>0.015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.015</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV8</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>108</td>\n",
       "      <td>LV6.201 Load 49</td>\n",
       "      <td>8</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>PV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PV2</td>\n",
       "      <td>LV6.201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 34
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.493982Z",
     "start_time": "2024-12-27T19:36:42.490423Z"
    }
   },
   "cell_type": "code",
   "source": "",
   "id": "db58324669493520",
   "outputs": [],
   "execution_count": 34
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.499554Z",
     "start_time": "2024-12-27T19:36:42.493982Z"
    }
   },
   "cell_type": "code",
   "source": [
    "load_p_mw = []\n",
    "load_q_mvar = []\n",
    "load_sn_mva = []"
   ],
   "id": "71302e38ec544650",
   "outputs": [],
   "execution_count": 35
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "We assume a peak power demand between 3 and 8 kW per household with a cosins phi of 0.95.",
   "id": "9e6200996fc85d1e"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.527727Z",
     "start_time": "2024-12-27T19:36:42.499554Z"
    }
   },
   "cell_type": "code",
   "source": [
    "cos_phi = 0.95\n",
    "phi = np.arccos(cos_phi)\n",
    "sin_phi = np.sin(phi)\n",
    "household_p_mw = [3e-3, 4e-3, 5e-3, 6e-3, 7e-3, 8e-3] a\n",
    "for index, row in net.load.iterrows():\n",
    "    if row.profile in household_profiles:\n",
    "        # compute power values\n",
    "        p_mw = random.choice(household_p_mw)\n",
    "        sn_mva = p_mw / cos_phi\n",
    "        q_mvar = sn_mva / sin_phi\n",
    "        # set values\n",
    "        net.load.at[index, 'p_mw'] = p_mw\n",
    "        net.load.at[index, 'sn_mva'] = sn_mva\n",
    "        net.load.at[index, 'q_mvar'] = q_mvar"
   ],
   "id": "93d4077208dc00e4",
   "outputs": [],
   "execution_count": 36
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "We assume a peak power demand between 20 and 50 kW per commercial building with a cosins phi of 0.95.",
   "id": "379f5cd9c1edeec2"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.541334Z",
     "start_time": "2024-12-27T19:36:42.527727Z"
    }
   },
   "cell_type": "code",
   "source": [
    "non_household_p_mw = [20e-3, 30e-3, 40e-3, 50e-3]\n",
    "for index, row in net.load.iterrows():\n",
    "    if row.profile in non_household_profiles:\n",
    "        # compute power values\n",
    "        p_mw = random.choice(non_household_p_mw)\n",
    "        sn_mva = p_mw / cos_phi\n",
    "        q_mvar = sn_mva / sin_phi\n",
    "        # set values\n",
    "        net.load.at[index, 'p_mw'] = p_mw\n",
    "        net.load.at[index, 'sn_mva'] = sn_mva\n",
    "        net.load.at[index, 'q_mvar'] = q_mvar"
   ],
   "id": "aaa39ff172b0ecde",
   "outputs": [],
   "execution_count": 37
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "Scaling time-series data",
   "id": "6d5ccd2897e070b5"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.721605Z",
     "start_time": "2024-12-27T19:36:42.545535Z"
    }
   },
   "cell_type": "code",
   "source": [
    "for index, row in net.load.iterrows():\n",
    "    ts_base = ts_load_data[f'{row.profile}_pload']\n",
    "    ts_scaled = np.clip(row.p_mw * ts_base, a_min=0, a_max=None)\n",
    "    load_p_mw.append(ts_scaled)"
   ],
   "id": "b4157c569737ecb7",
   "outputs": [],
   "execution_count": 38
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.749372Z",
     "start_time": "2024-12-27T19:36:42.721605Z"
    }
   },
   "cell_type": "code",
   "source": "load_p_mw = np.array(load_p_mw).T",
   "id": "55b9a026883735a1",
   "outputs": [],
   "execution_count": 39
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.760721Z",
     "start_time": "2024-12-27T19:36:42.749372Z"
    }
   },
   "cell_type": "code",
   "source": "load_p_mw.shape",
   "id": "f351760b672ce4a8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(35136, 142)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 40
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.974703Z",
     "start_time": "2024-12-27T19:36:42.762776Z"
    }
   },
   "cell_type": "code",
   "source": [
    "for index, row in net.load.iterrows():\n",
    "    ts_base = ts_load_data[f'{row.profile}_qload']\n",
    "    ts_scaled = np.clip(row.q_mvar * ts_base, a_min=0, a_max=None)\n",
    "    load_q_mvar.append(ts_scaled)"
   ],
   "id": "e75574abb0af99a1",
   "outputs": [],
   "execution_count": 41
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:42.999854Z",
     "start_time": "2024-12-27T19:36:42.976688Z"
    }
   },
   "cell_type": "code",
   "source": "load_q_mvar = np.array(load_q_mvar).T",
   "id": "32b59f13d4a87fbd",
   "outputs": [],
   "execution_count": 42
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:43.006496Z",
     "start_time": "2024-12-27T19:36:42.999854Z"
    }
   },
   "cell_type": "code",
   "source": "load_q_mvar.shape",
   "id": "5e0a8823656629",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(35136, 142)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 43
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:43.207836Z",
     "start_time": "2024-12-27T19:36:43.008908Z"
    }
   },
   "cell_type": "code",
   "source": [
    "for index in range(load_p_mw.shape[0]):\n",
    "    p_mw = load_p_mw[index]\n",
    "    q_mvar = load_q_mvar[index]\n",
    "    ts_scaled = np.sqrt(p_mw**2 + q_mvar**2)\n",
    "    load_sn_mva.append(ts_scaled)"
   ],
   "id": "ca539037721801b6",
   "outputs": [],
   "execution_count": 44
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:43.250573Z",
     "start_time": "2024-12-27T19:36:43.207836Z"
    }
   },
   "cell_type": "code",
   "source": "load_sn_mva = np.array(load_sn_mva)",
   "id": "18b4b52fcdfa31d4",
   "outputs": [],
   "execution_count": 45
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:43.257095Z",
     "start_time": "2024-12-27T19:36:43.251195Z"
    }
   },
   "cell_type": "code",
   "source": "sgen_p_mw = []",
   "id": "d19d3515318f8d87",
   "outputs": [],
   "execution_count": 46
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:43.303750Z",
     "start_time": "2024-12-27T19:36:43.259385Z"
    }
   },
   "cell_type": "code",
   "source": [
    "for index, row in net.sgen.iterrows():\n",
    "    ts_base = ts_sgen_data[row.profile]\n",
    "    ts_scaled = np.clip(row.p_mw * ts_base, a_min=0, a_max=None)\n",
    "    sgen_p_mw.append(ts_scaled)"
   ],
   "id": "e910c3ddcc27f913",
   "outputs": [],
   "execution_count": 47
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:43.315328Z",
     "start_time": "2024-12-27T19:36:43.303750Z"
    }
   },
   "cell_type": "code",
   "source": "sgen_p_mw = np.array(sgen_p_mw).T",
   "id": "3d76b6d1b73f90f1",
   "outputs": [],
   "execution_count": 48
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:43.323175Z",
     "start_time": "2024-12-27T19:36:43.316330Z"
    }
   },
   "cell_type": "code",
   "source": "sgen_p_mw.shape",
   "id": "ec1c2a13cb9a02b7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(35136, 45)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 49
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:59.446275Z",
     "start_time": "2024-12-27T19:36:43.325669Z"
    }
   },
   "cell_type": "code",
   "source": [
    "ts_values = {}\n",
    "ts_values[('load', 'p_mw')] = pd.DataFrame(load_p_mw)\n",
    "ts_values[('load', 'q_mvar')] = pd.DataFrame(load_q_mvar)\n",
    "ts_values[('load', 'sn_mva')] = pd.DataFrame(load_sn_mva)\n",
    "ts_values[('sgen', 'p_mw')] = pd.DataFrame(sgen_p_mw)\n",
    "\n",
    "ts_values[('load', 'p_mw')].to_csv('./data/microtopia_load_p_mw.csv', sep=';', index=False)\n",
    "ts_values[('load', 'q_mvar')].to_csv('./data/microtopia_load_q_mvar.csv', sep=';', index=False)\n",
    "ts_values[('load', 'sn_mva')].to_csv('./data/microtopia_load_sn_mva.csv', sep=';', index=False)\n",
    "ts_values[('sgen', 'p_mw')].to_csv('./data/microtopia_sgen_p_mw.csv', sep=';', index=False)"
   ],
   "id": "2e30654a238b870e",
   "outputs": [],
   "execution_count": 50
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:59.730414Z",
     "start_time": "2024-12-27T19:36:59.447259Z"
    }
   },
   "cell_type": "code",
   "source": "pp.to_json(net, filename='./data/microtopia_net.json')",
   "id": "14abf4c2d0e03bc0",
   "outputs": [],
   "execution_count": 51
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-27T19:36:59.733778Z",
     "start_time": "2024-12-27T19:36:59.731225Z"
    }
   },
   "cell_type": "code",
   "source": "",
   "id": "79dee8c111e75e0a",
   "outputs": [],
   "execution_count": 51
  }
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