calliope_indonesia_tutorial.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "759bcc0e-593c-48db-8b28-99d2f0671dc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import calliope\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c3fb33a0-92fa-44be-815e-5111b732096b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/tljh/user/lib/python3.9/site-packages/calliope/exceptions.py:60: ModelWarning:\n",
      "\n",
      "This model data was created with Calliope version 0.6.8, but you are running 0.6.10. Proceed with caution!\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# For now, let's look at the system without island links. First, we load the results file\n",
    "\n",
    "solved_model_no_links = calliope.read_netcdf('system_without_island_links.nc') # loads the model results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "345238ec-616b-4544-b96b-0c2b78e26276",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Now, we extract the total installed capacity (including generation, storage, transmission, and demand)\n",
    "\n",
    "total_capacity_no_links = solved_model_no_links.get_formatted_array('energy_cap').T.to_pandas() # installed capacities in MW"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "201e0d5b-f37c-481f-bcec-784d15695e47",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>locs</th>\n",
       "      <th>Aceh</th>\n",
       "      <th>Bali</th>\n",
       "      <th>Banten</th>\n",
       "      <th>Bengkulu</th>\n",
       "      <th>Daerah_Istimewa_Yogyakarta</th>\n",
       "      <th>Daerah_Khusus_Ibukota_Jakarta</th>\n",
       "      <th>Gorontalo</th>\n",
       "      <th>Jambi</th>\n",
       "      <th>Jawa_Barat</th>\n",
       "      <th>Jawa_Tengah</th>\n",
       "      <th>...</th>\n",
       "      <th>Papua_Barat</th>\n",
       "      <th>Riau</th>\n",
       "      <th>Sulawesi_Barat</th>\n",
       "      <th>Sulawesi_Selatan</th>\n",
       "      <th>Sulawesi_Tengah</th>\n",
       "      <th>Sulawesi_Tenggara</th>\n",
       "      <th>Sulawesi_Utara</th>\n",
       "      <th>Sumatera_Barat</th>\n",
       "      <th>Sumatera_Selatan</th>\n",
       "      <th>Sumatera_Utara</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>techs</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Aceh</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.649467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Bali</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Banten</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>748.546951</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5818.097430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Bengkulu</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.743047</td>\n",
       "      <td>29.929761</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Daerah_Istimewa_Yogyakarta</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991.909017</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Daerah_Khusus_Ibukota_Jakarta</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>748.546951</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15159.334336</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Gorontalo</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.933029</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.133081</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Jambi</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99.598562</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>76.202492</td>\n",
       "      <td>113.301003</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Jawa_Barat</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5818.097430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15159.334336</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20695.192733</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Jawa_Tengah</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991.909017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20695.192733</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Jawa_Timur</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3527.375617</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15537.856214</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Kalimantan_Barat</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Kalimantan_Selatan</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Kalimantan_Tengah</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Kalimantan_Timur</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Kalimantan_Utara</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Kepulauan_Bangka_Belitung</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>175.911761</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Lampung</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.865358</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Riau</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99.598562</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.752498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>128.069866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Sulawesi_Barat</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.541869</td>\n",
       "      <td>2.647550</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Sulawesi_Selatan</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.541869</td>\n",
       "      <td>NaN</td>\n",
       "      <td>217.784837</td>\n",
       "      <td>1.000017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Sulawesi_Tengah</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.933029</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.647550</td>\n",
       "      <td>217.784837</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.128115</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Sulawesi_Tenggara</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000017</td>\n",
       "      <td>33.128115</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Sulawesi_Utara</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.133081</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Sumatera_Barat</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.743047</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>76.202492</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.752498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.404698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Sumatera_Selatan</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.929761</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>113.301003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ac_transmission:Sumatera_Utara</th>\n",
       "      <td>20.649467</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>128.069866</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.404698</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>battery</th>\n",
       "      <td>0.454092</td>\n",
       "      <td>2962.234831</td>\n",
       "      <td>934660.121520</td>\n",
       "      <td>0.417776</td>\n",
       "      <td>217.938616</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.438220</td>\n",
       "      <td>0.443330</td>\n",
       "      <td>431548.324899</td>\n",
       "      <td>33982.991455</td>\n",
       "      <td>...</td>\n",
       "      <td>0.518760</td>\n",
       "      <td>0.444131</td>\n",
       "      <td>0.456478</td>\n",
       "      <td>0.464699</td>\n",
       "      <td>0.444345</td>\n",
       "      <td>0.468523</td>\n",
       "      <td>0.426428</td>\n",
       "      <td>0.476522</td>\n",
       "      <td>0.473185</td>\n",
       "      <td>0.494034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>biomass</th>\n",
       "      <td>1136.598032</td>\n",
       "      <td>146.900780</td>\n",
       "      <td>346.502317</td>\n",
       "      <td>118.966021</td>\n",
       "      <td>183.101089</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.100281</td>\n",
       "      <td>921.032356</td>\n",
       "      <td>1979.802377</td>\n",
       "      <td>1884.102379</td>\n",
       "      <td>...</td>\n",
       "      <td>50.801771</td>\n",
       "      <td>3689.737248</td>\n",
       "      <td>197.800882</td>\n",
       "      <td>890.301128</td>\n",
       "      <td>307.399741</td>\n",
       "      <td>132.801322</td>\n",
       "      <td>150.200840</td>\n",
       "      <td>923.099591</td>\n",
       "      <td>2061.394604</td>\n",
       "      <td>2796.099192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>demand_power</th>\n",
       "      <td>2834.275000</td>\n",
       "      <td>2397.600000</td>\n",
       "      <td>10792.750000</td>\n",
       "      <td>977.250000</td>\n",
       "      <td>1460.075000</td>\n",
       "      <td>15589.725000</td>\n",
       "      <td>528.700000</td>\n",
       "      <td>1939.325000</td>\n",
       "      <td>24010.875000</td>\n",
       "      <td>12160.150000</td>\n",
       "      <td>...</td>\n",
       "      <td>893.300000</td>\n",
       "      <td>4791.525000</td>\n",
       "      <td>372.825000</td>\n",
       "      <td>5256.875000</td>\n",
       "      <td>1117.725000</td>\n",
       "      <td>935.000000</td>\n",
       "      <td>1637.525000</td>\n",
       "      <td>3307.700000</td>\n",
       "      <td>5120.975000</td>\n",
       "      <td>10796.650000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geothermal</th>\n",
       "      <td>540.002825</td>\n",
       "      <td>244.004766</td>\n",
       "      <td>323.002395</td>\n",
       "      <td>629.998199</td>\n",
       "      <td>10.004770</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.003252</td>\n",
       "      <td>372.998907</td>\n",
       "      <td>2094.802353</td>\n",
       "      <td>812.002346</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>30.000211</td>\n",
       "      <td>138.999835</td>\n",
       "      <td>295.999328</td>\n",
       "      <td>92.000227</td>\n",
       "      <td>670.003087</td>\n",
       "      <td>744.998871</td>\n",
       "      <td>369.000006</td>\n",
       "      <td>1393.398854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>large_hydro</th>\n",
       "      <td>0.045664</td>\n",
       "      <td>208.004799</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.132044</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>649.550252</td>\n",
       "      <td>2861.004805</td>\n",
       "      <td>813.004799</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.108730</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>581.429730</td>\n",
       "      <td>1032.895558</td>\n",
       "      <td>299.570274</td>\n",
       "      <td>516.950072</td>\n",
       "      <td>0.423361</td>\n",
       "      <td>721.617026</td>\n",
       "      <td>0.266605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nuclear</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>offshore_wind</th>\n",
       "      <td>0.016874</td>\n",
       "      <td>NaN</td>\n",
       "      <td>325.502244</td>\n",
       "      <td>0.015791</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.015026</td>\n",
       "      <td>34421.002964</td>\n",
       "      <td>39841.002027</td>\n",
       "      <td>...</td>\n",
       "      <td>0.047243</td>\n",
       "      <td>0.015528</td>\n",
       "      <td>0.021773</td>\n",
       "      <td>0.032621</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.017174</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>onshore_wind</th>\n",
       "      <td>0.035018</td>\n",
       "      <td>457.501773</td>\n",
       "      <td>702.501818</td>\n",
       "      <td>0.031991</td>\n",
       "      <td>2170.001643</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.044180</td>\n",
       "      <td>0.031691</td>\n",
       "      <td>11087.500676</td>\n",
       "      <td>19514.997809</td>\n",
       "      <td>...</td>\n",
       "      <td>0.067624</td>\n",
       "      <td>0.031141</td>\n",
       "      <td>0.046026</td>\n",
       "      <td>0.046712</td>\n",
       "      <td>0.034332</td>\n",
       "      <td>0.046932</td>\n",
       "      <td>0.042131</td>\n",
       "      <td>0.026844</td>\n",
       "      <td>0.025898</td>\n",
       "      <td>0.022294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otec</th>\n",
       "      <td>0.024312</td>\n",
       "      <td>2040.004701</td>\n",
       "      <td>3808.002358</td>\n",
       "      <td>0.027016</td>\n",
       "      <td>3536.004657</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.031795</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5712.002190</td>\n",
       "      <td>1360.002378</td>\n",
       "      <td>...</td>\n",
       "      <td>0.053164</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.032144</td>\n",
       "      <td>0.034927</td>\n",
       "      <td>0.030398</td>\n",
       "      <td>0.035390</td>\n",
       "      <td>0.031145</td>\n",
       "      <td>0.030249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.029843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pumped_hydro</th>\n",
       "      <td>2072.261385</td>\n",
       "      <td>23309.965256</td>\n",
       "      <td>1997.993863</td>\n",
       "      <td>284.083106</td>\n",
       "      <td>4329.002366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>799.251718</td>\n",
       "      <td>202.351661</td>\n",
       "      <td>198800.954309</td>\n",
       "      <td>122876.992519</td>\n",
       "      <td>...</td>\n",
       "      <td>2076.314004</td>\n",
       "      <td>723.042279</td>\n",
       "      <td>329.771382</td>\n",
       "      <td>9382.689324</td>\n",
       "      <td>312.813131</td>\n",
       "      <td>1286.020045</td>\n",
       "      <td>1455.373657</td>\n",
       "      <td>3229.705417</td>\n",
       "      <td>4697.490962</td>\n",
       "      <td>14680.206153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>small_hydro</th>\n",
       "      <td>0.028865</td>\n",
       "      <td>16.004798</td>\n",
       "      <td>53.604781</td>\n",
       "      <td>0.053412</td>\n",
       "      <td>120.202392</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.064484</td>\n",
       "      <td>0.070559</td>\n",
       "      <td>1292.004795</td>\n",
       "      <td>903.004801</td>\n",
       "      <td>...</td>\n",
       "      <td>0.489465</td>\n",
       "      <td>0.067549</td>\n",
       "      <td>0.105523</td>\n",
       "      <td>0.073813</td>\n",
       "      <td>0.072946</td>\n",
       "      <td>0.072691</td>\n",
       "      <td>0.069600</td>\n",
       "      <td>0.062107</td>\n",
       "      <td>0.086758</td>\n",
       "      <td>0.067065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>solar</th>\n",
       "      <td>5594.439146</td>\n",
       "      <td>10721.002009</td>\n",
       "      <td>3395.004700</td>\n",
       "      <td>701.922239</td>\n",
       "      <td>30.204657</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2198.620628</td>\n",
       "      <td>749.442385</td>\n",
       "      <td>5557.004755</td>\n",
       "      <td>4044.004763</td>\n",
       "      <td>...</td>\n",
       "      <td>5850.429966</td>\n",
       "      <td>3299.399954</td>\n",
       "      <td>924.530011</td>\n",
       "      <td>24065.061602</td>\n",
       "      <td>8.668165</td>\n",
       "      <td>3330.205659</td>\n",
       "      <td>2424.700820</td>\n",
       "      <td>8709.379631</td>\n",
       "      <td>13050.343154</td>\n",
       "      <td>38671.756260</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>39 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "locs                                                  Aceh          Bali  \\\n",
       "techs                                                                      \n",
       "ac_transmission:Aceh                                   NaN           NaN   \n",
       "ac_transmission:Bali                                   NaN           NaN   \n",
       "ac_transmission:Banten                                 NaN           NaN   \n",
       "ac_transmission:Bengkulu                               NaN           NaN   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta             NaN           NaN   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta          NaN           NaN   \n",
       "ac_transmission:Gorontalo                              NaN           NaN   \n",
       "ac_transmission:Jambi                                  NaN           NaN   \n",
       "ac_transmission:Jawa_Barat                             NaN           NaN   \n",
       "ac_transmission:Jawa_Tengah                            NaN           NaN   \n",
       "ac_transmission:Jawa_Timur                             NaN   3527.375617   \n",
       "ac_transmission:Kalimantan_Barat                       NaN           NaN   \n",
       "ac_transmission:Kalimantan_Selatan                     NaN           NaN   \n",
       "ac_transmission:Kalimantan_Tengah                      NaN           NaN   \n",
       "ac_transmission:Kalimantan_Timur                       NaN           NaN   \n",
       "ac_transmission:Kalimantan_Utara                       NaN           NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung              NaN           NaN   \n",
       "ac_transmission:Lampung                                NaN           NaN   \n",
       "ac_transmission:Riau                                   NaN           NaN   \n",
       "ac_transmission:Sulawesi_Barat                         NaN           NaN   \n",
       "ac_transmission:Sulawesi_Selatan                       NaN           NaN   \n",
       "ac_transmission:Sulawesi_Tengah                        NaN           NaN   \n",
       "ac_transmission:Sulawesi_Tenggara                      NaN           NaN   \n",
       "ac_transmission:Sulawesi_Utara                         NaN           NaN   \n",
       "ac_transmission:Sumatera_Barat                         NaN           NaN   \n",
       "ac_transmission:Sumatera_Selatan                       NaN           NaN   \n",
       "ac_transmission:Sumatera_Utara                   20.649467           NaN   \n",
       "battery                                           0.454092   2962.234831   \n",
       "biomass                                        1136.598032    146.900780   \n",
       "demand_power                                   2834.275000   2397.600000   \n",
       "geothermal                                      540.002825    244.004766   \n",
       "large_hydro                                       0.045664    208.004799   \n",
       "nuclear                                                NaN           NaN   \n",
       "offshore_wind                                     0.016874           NaN   \n",
       "onshore_wind                                      0.035018    457.501773   \n",
       "otec                                              0.024312   2040.004701   \n",
       "pumped_hydro                                   2072.261385  23309.965256   \n",
       "small_hydro                                       0.028865     16.004798   \n",
       "solar                                          5594.439146  10721.002009   \n",
       "\n",
       "locs                                                  Banten    Bengkulu  \\\n",
       "techs                                                                      \n",
       "ac_transmission:Aceh                                     NaN         NaN   \n",
       "ac_transmission:Bali                                     NaN         NaN   \n",
       "ac_transmission:Banten                                   NaN         NaN   \n",
       "ac_transmission:Bengkulu                                 NaN         NaN   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta               NaN         NaN   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta     748.546951         NaN   \n",
       "ac_transmission:Gorontalo                                NaN         NaN   \n",
       "ac_transmission:Jambi                                    NaN         NaN   \n",
       "ac_transmission:Jawa_Barat                       5818.097430         NaN   \n",
       "ac_transmission:Jawa_Tengah                              NaN         NaN   \n",
       "ac_transmission:Jawa_Timur                               NaN         NaN   \n",
       "ac_transmission:Kalimantan_Barat                         NaN         NaN   \n",
       "ac_transmission:Kalimantan_Selatan                       NaN         NaN   \n",
       "ac_transmission:Kalimantan_Tengah                        NaN         NaN   \n",
       "ac_transmission:Kalimantan_Timur                         NaN         NaN   \n",
       "ac_transmission:Kalimantan_Utara                         NaN         NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung                NaN         NaN   \n",
       "ac_transmission:Lampung                                  NaN         NaN   \n",
       "ac_transmission:Riau                                     NaN         NaN   \n",
       "ac_transmission:Sulawesi_Barat                           NaN         NaN   \n",
       "ac_transmission:Sulawesi_Selatan                         NaN         NaN   \n",
       "ac_transmission:Sulawesi_Tengah                          NaN         NaN   \n",
       "ac_transmission:Sulawesi_Tenggara                        NaN         NaN   \n",
       "ac_transmission:Sulawesi_Utara                           NaN         NaN   \n",
       "ac_transmission:Sumatera_Barat                           NaN   21.743047   \n",
       "ac_transmission:Sumatera_Selatan                         NaN   29.929761   \n",
       "ac_transmission:Sumatera_Utara                           NaN         NaN   \n",
       "battery                                        934660.121520    0.417776   \n",
       "biomass                                           346.502317  118.966021   \n",
       "demand_power                                    10792.750000  977.250000   \n",
       "geothermal                                        323.002395  629.998199   \n",
       "large_hydro                                         0.000000    0.132044   \n",
       "nuclear                                                  NaN         NaN   \n",
       "offshore_wind                                     325.502244    0.015791   \n",
       "onshore_wind                                      702.501818    0.031991   \n",
       "otec                                             3808.002358    0.027016   \n",
       "pumped_hydro                                     1997.993863  284.083106   \n",
       "small_hydro                                        53.604781    0.053412   \n",
       "solar                                            3395.004700  701.922239   \n",
       "\n",
       "locs                                           Daerah_Istimewa_Yogyakarta  \\\n",
       "techs                                                                       \n",
       "ac_transmission:Aceh                                                  NaN   \n",
       "ac_transmission:Bali                                                  NaN   \n",
       "ac_transmission:Banten                                                NaN   \n",
       "ac_transmission:Bengkulu                                              NaN   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta                            NaN   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta                         NaN   \n",
       "ac_transmission:Gorontalo                                             NaN   \n",
       "ac_transmission:Jambi                                                 NaN   \n",
       "ac_transmission:Jawa_Barat                                            NaN   \n",
       "ac_transmission:Jawa_Tengah                                   1991.909017   \n",
       "ac_transmission:Jawa_Timur                                            NaN   \n",
       "ac_transmission:Kalimantan_Barat                                      NaN   \n",
       "ac_transmission:Kalimantan_Selatan                                    NaN   \n",
       "ac_transmission:Kalimantan_Tengah                                     NaN   \n",
       "ac_transmission:Kalimantan_Timur                                      NaN   \n",
       "ac_transmission:Kalimantan_Utara                                      NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung                             NaN   \n",
       "ac_transmission:Lampung                                               NaN   \n",
       "ac_transmission:Riau                                                  NaN   \n",
       "ac_transmission:Sulawesi_Barat                                        NaN   \n",
       "ac_transmission:Sulawesi_Selatan                                      NaN   \n",
       "ac_transmission:Sulawesi_Tengah                                       NaN   \n",
       "ac_transmission:Sulawesi_Tenggara                                     NaN   \n",
       "ac_transmission:Sulawesi_Utara                                        NaN   \n",
       "ac_transmission:Sumatera_Barat                                        NaN   \n",
       "ac_transmission:Sumatera_Selatan                                      NaN   \n",
       "ac_transmission:Sumatera_Utara                                        NaN   \n",
       "battery                                                        217.938616   \n",
       "biomass                                                        183.101089   \n",
       "demand_power                                                  1460.075000   \n",
       "geothermal                                                      10.004770   \n",
       "large_hydro                                                      0.000000   \n",
       "nuclear                                                               NaN   \n",
       "offshore_wind                                                         NaN   \n",
       "onshore_wind                                                  2170.001643   \n",
       "otec                                                          3536.004657   \n",
       "pumped_hydro                                                  4329.002366   \n",
       "small_hydro                                                    120.202392   \n",
       "solar                                                           30.204657   \n",
       "\n",
       "locs                                           Daerah_Khusus_Ibukota_Jakarta  \\\n",
       "techs                                                                          \n",
       "ac_transmission:Aceh                                                     NaN   \n",
       "ac_transmission:Bali                                                     NaN   \n",
       "ac_transmission:Banten                                            748.546951   \n",
       "ac_transmission:Bengkulu                                                 NaN   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta                               NaN   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta                            NaN   \n",
       "ac_transmission:Gorontalo                                                NaN   \n",
       "ac_transmission:Jambi                                                    NaN   \n",
       "ac_transmission:Jawa_Barat                                      15159.334336   \n",
       "ac_transmission:Jawa_Tengah                                              NaN   \n",
       "ac_transmission:Jawa_Timur                                               NaN   \n",
       "ac_transmission:Kalimantan_Barat                                         NaN   \n",
       "ac_transmission:Kalimantan_Selatan                                       NaN   \n",
       "ac_transmission:Kalimantan_Tengah                                        NaN   \n",
       "ac_transmission:Kalimantan_Timur                                         NaN   \n",
       "ac_transmission:Kalimantan_Utara                                         NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung                                NaN   \n",
       "ac_transmission:Lampung                                                  NaN   \n",
       "ac_transmission:Riau                                                     NaN   \n",
       "ac_transmission:Sulawesi_Barat                                           NaN   \n",
       "ac_transmission:Sulawesi_Selatan                                         NaN   \n",
       "ac_transmission:Sulawesi_Tengah                                          NaN   \n",
       "ac_transmission:Sulawesi_Tenggara                                        NaN   \n",
       "ac_transmission:Sulawesi_Utara                                           NaN   \n",
       "ac_transmission:Sumatera_Barat                                           NaN   \n",
       "ac_transmission:Sumatera_Selatan                                         NaN   \n",
       "ac_transmission:Sumatera_Utara                                           NaN   \n",
       "battery                                                                  NaN   \n",
       "biomass                                                                  NaN   \n",
       "demand_power                                                    15589.725000   \n",
       "geothermal                                                               NaN   \n",
       "large_hydro                                                              NaN   \n",
       "nuclear                                                                  NaN   \n",
       "offshore_wind                                                            NaN   \n",
       "onshore_wind                                                             NaN   \n",
       "otec                                                                     NaN   \n",
       "pumped_hydro                                                             NaN   \n",
       "small_hydro                                                              NaN   \n",
       "solar                                                                    NaN   \n",
       "\n",
       "locs                                             Gorontalo        Jambi  \\\n",
       "techs                                                                     \n",
       "ac_transmission:Aceh                                   NaN          NaN   \n",
       "ac_transmission:Bali                                   NaN          NaN   \n",
       "ac_transmission:Banten                                 NaN          NaN   \n",
       "ac_transmission:Bengkulu                               NaN          NaN   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta             NaN          NaN   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta          NaN          NaN   \n",
       "ac_transmission:Gorontalo                              NaN          NaN   \n",
       "ac_transmission:Jambi                                  NaN          NaN   \n",
       "ac_transmission:Jawa_Barat                             NaN          NaN   \n",
       "ac_transmission:Jawa_Tengah                            NaN          NaN   \n",
       "ac_transmission:Jawa_Timur                             NaN          NaN   \n",
       "ac_transmission:Kalimantan_Barat                       NaN          NaN   \n",
       "ac_transmission:Kalimantan_Selatan                     NaN          NaN   \n",
       "ac_transmission:Kalimantan_Tengah                      NaN          NaN   \n",
       "ac_transmission:Kalimantan_Timur                       NaN          NaN   \n",
       "ac_transmission:Kalimantan_Utara                       NaN          NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung              NaN          NaN   \n",
       "ac_transmission:Lampung                                NaN          NaN   \n",
       "ac_transmission:Riau                                   NaN    99.598562   \n",
       "ac_transmission:Sulawesi_Barat                         NaN          NaN   \n",
       "ac_transmission:Sulawesi_Selatan                       NaN          NaN   \n",
       "ac_transmission:Sulawesi_Tengah                  13.933029          NaN   \n",
       "ac_transmission:Sulawesi_Tenggara                      NaN          NaN   \n",
       "ac_transmission:Sulawesi_Utara                   35.133081          NaN   \n",
       "ac_transmission:Sumatera_Barat                         NaN    76.202492   \n",
       "ac_transmission:Sumatera_Selatan                       NaN   113.301003   \n",
       "ac_transmission:Sumatera_Utara                         NaN          NaN   \n",
       "battery                                           0.438220     0.443330   \n",
       "biomass                                         119.100281   921.032356   \n",
       "demand_power                                    528.700000  1939.325000   \n",
       "geothermal                                       20.003252   372.998907   \n",
       "large_hydro                                       0.000000   649.550252   \n",
       "nuclear                                                NaN          NaN   \n",
       "offshore_wind                                          NaN     0.015026   \n",
       "onshore_wind                                      0.044180     0.031691   \n",
       "otec                                              0.031795          NaN   \n",
       "pumped_hydro                                    799.251718   202.351661   \n",
       "small_hydro                                       0.064484     0.070559   \n",
       "solar                                          2198.620628   749.442385   \n",
       "\n",
       "locs                                              Jawa_Barat    Jawa_Tengah  \\\n",
       "techs                                                                         \n",
       "ac_transmission:Aceh                                     NaN            NaN   \n",
       "ac_transmission:Bali                                     NaN            NaN   \n",
       "ac_transmission:Banten                           5818.097430            NaN   \n",
       "ac_transmission:Bengkulu                                 NaN            NaN   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta               NaN    1991.909017   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta   15159.334336            NaN   \n",
       "ac_transmission:Gorontalo                                NaN            NaN   \n",
       "ac_transmission:Jambi                                    NaN            NaN   \n",
       "ac_transmission:Jawa_Barat                               NaN   20695.192733   \n",
       "ac_transmission:Jawa_Tengah                     20695.192733            NaN   \n",
       "ac_transmission:Jawa_Timur                               NaN   15537.856214   \n",
       "ac_transmission:Kalimantan_Barat                         NaN            NaN   \n",
       "ac_transmission:Kalimantan_Selatan                       NaN            NaN   \n",
       "ac_transmission:Kalimantan_Tengah                        NaN            NaN   \n",
       "ac_transmission:Kalimantan_Timur                         NaN            NaN   \n",
       "ac_transmission:Kalimantan_Utara                         NaN            NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung                NaN            NaN   \n",
       "ac_transmission:Lampung                                  NaN            NaN   \n",
       "ac_transmission:Riau                                     NaN            NaN   \n",
       "ac_transmission:Sulawesi_Barat                           NaN            NaN   \n",
       "ac_transmission:Sulawesi_Selatan                         NaN            NaN   \n",
       "ac_transmission:Sulawesi_Tengah                          NaN            NaN   \n",
       "ac_transmission:Sulawesi_Tenggara                        NaN            NaN   \n",
       "ac_transmission:Sulawesi_Utara                           NaN            NaN   \n",
       "ac_transmission:Sumatera_Barat                           NaN            NaN   \n",
       "ac_transmission:Sumatera_Selatan                         NaN            NaN   \n",
       "ac_transmission:Sumatera_Utara                           NaN            NaN   \n",
       "battery                                        431548.324899   33982.991455   \n",
       "biomass                                          1979.802377    1884.102379   \n",
       "demand_power                                    24010.875000   12160.150000   \n",
       "geothermal                                       2094.802353     812.002346   \n",
       "large_hydro                                      2861.004805     813.004799   \n",
       "nuclear                                                  NaN            NaN   \n",
       "offshore_wind                                   34421.002964   39841.002027   \n",
       "onshore_wind                                    11087.500676   19514.997809   \n",
       "otec                                             5712.002190    1360.002378   \n",
       "pumped_hydro                                   198800.954309  122876.992519   \n",
       "small_hydro                                      1292.004795     903.004801   \n",
       "solar                                            5557.004755    4044.004763   \n",
       "\n",
       "locs                                           ...  Papua_Barat         Riau  \\\n",
       "techs                                          ...                             \n",
       "ac_transmission:Aceh                           ...          NaN          NaN   \n",
       "ac_transmission:Bali                           ...          NaN          NaN   \n",
       "ac_transmission:Banten                         ...          NaN          NaN   \n",
       "ac_transmission:Bengkulu                       ...          NaN          NaN   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta     ...          NaN          NaN   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta  ...          NaN          NaN   \n",
       "ac_transmission:Gorontalo                      ...          NaN          NaN   \n",
       "ac_transmission:Jambi                          ...          NaN    99.598562   \n",
       "ac_transmission:Jawa_Barat                     ...          NaN          NaN   \n",
       "ac_transmission:Jawa_Tengah                    ...          NaN          NaN   \n",
       "ac_transmission:Jawa_Timur                     ...          NaN          NaN   \n",
       "ac_transmission:Kalimantan_Barat               ...          NaN          NaN   \n",
       "ac_transmission:Kalimantan_Selatan             ...          NaN          NaN   \n",
       "ac_transmission:Kalimantan_Tengah              ...          NaN          NaN   \n",
       "ac_transmission:Kalimantan_Timur               ...          NaN          NaN   \n",
       "ac_transmission:Kalimantan_Utara               ...          NaN          NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung      ...          NaN          NaN   \n",
       "ac_transmission:Lampung                        ...          NaN          NaN   \n",
       "ac_transmission:Riau                           ...          NaN          NaN   \n",
       "ac_transmission:Sulawesi_Barat                 ...          NaN          NaN   \n",
       "ac_transmission:Sulawesi_Selatan               ...          NaN          NaN   \n",
       "ac_transmission:Sulawesi_Tengah                ...          NaN          NaN   \n",
       "ac_transmission:Sulawesi_Tenggara              ...          NaN          NaN   \n",
       "ac_transmission:Sulawesi_Utara                 ...          NaN          NaN   \n",
       "ac_transmission:Sumatera_Barat                 ...          NaN     1.752498   \n",
       "ac_transmission:Sumatera_Selatan               ...          NaN          NaN   \n",
       "ac_transmission:Sumatera_Utara                 ...          NaN   128.069866   \n",
       "battery                                        ...     0.518760     0.444131   \n",
       "biomass                                        ...    50.801771  3689.737248   \n",
       "demand_power                                   ...   893.300000  4791.525000   \n",
       "geothermal                                     ...     0.000000     0.000000   \n",
       "large_hydro                                    ...     0.000000     1.108730   \n",
       "nuclear                                        ...          NaN          NaN   \n",
       "offshore_wind                                  ...     0.047243     0.015528   \n",
       "onshore_wind                                   ...     0.067624     0.031141   \n",
       "otec                                           ...     0.053164          NaN   \n",
       "pumped_hydro                                   ...  2076.314004   723.042279   \n",
       "small_hydro                                    ...     0.489465     0.067549   \n",
       "solar                                          ...  5850.429966  3299.399954   \n",
       "\n",
       "locs                                           Sulawesi_Barat  \\\n",
       "techs                                                           \n",
       "ac_transmission:Aceh                                      NaN   \n",
       "ac_transmission:Bali                                      NaN   \n",
       "ac_transmission:Banten                                    NaN   \n",
       "ac_transmission:Bengkulu                                  NaN   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta                NaN   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta             NaN   \n",
       "ac_transmission:Gorontalo                                 NaN   \n",
       "ac_transmission:Jambi                                     NaN   \n",
       "ac_transmission:Jawa_Barat                                NaN   \n",
       "ac_transmission:Jawa_Tengah                               NaN   \n",
       "ac_transmission:Jawa_Timur                                NaN   \n",
       "ac_transmission:Kalimantan_Barat                          NaN   \n",
       "ac_transmission:Kalimantan_Selatan                        NaN   \n",
       "ac_transmission:Kalimantan_Tengah                         NaN   \n",
       "ac_transmission:Kalimantan_Timur                          NaN   \n",
       "ac_transmission:Kalimantan_Utara                          NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung                 NaN   \n",
       "ac_transmission:Lampung                                   NaN   \n",
       "ac_transmission:Riau                                      NaN   \n",
       "ac_transmission:Sulawesi_Barat                            NaN   \n",
       "ac_transmission:Sulawesi_Selatan                    28.541869   \n",
       "ac_transmission:Sulawesi_Tengah                      2.647550   \n",
       "ac_transmission:Sulawesi_Tenggara                         NaN   \n",
       "ac_transmission:Sulawesi_Utara                            NaN   \n",
       "ac_transmission:Sumatera_Barat                            NaN   \n",
       "ac_transmission:Sumatera_Selatan                          NaN   \n",
       "ac_transmission:Sumatera_Utara                            NaN   \n",
       "battery                                              0.456478   \n",
       "biomass                                            197.800882   \n",
       "demand_power                                       372.825000   \n",
       "geothermal                                          30.000211   \n",
       "large_hydro                                          0.000000   \n",
       "nuclear                                                   NaN   \n",
       "offshore_wind                                        0.021773   \n",
       "onshore_wind                                         0.046026   \n",
       "otec                                                 0.032144   \n",
       "pumped_hydro                                       329.771382   \n",
       "small_hydro                                          0.105523   \n",
       "solar                                              924.530011   \n",
       "\n",
       "locs                                           Sulawesi_Selatan  \\\n",
       "techs                                                             \n",
       "ac_transmission:Aceh                                        NaN   \n",
       "ac_transmission:Bali                                        NaN   \n",
       "ac_transmission:Banten                                      NaN   \n",
       "ac_transmission:Bengkulu                                    NaN   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta                  NaN   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta               NaN   \n",
       "ac_transmission:Gorontalo                                   NaN   \n",
       "ac_transmission:Jambi                                       NaN   \n",
       "ac_transmission:Jawa_Barat                                  NaN   \n",
       "ac_transmission:Jawa_Tengah                                 NaN   \n",
       "ac_transmission:Jawa_Timur                                  NaN   \n",
       "ac_transmission:Kalimantan_Barat                            NaN   \n",
       "ac_transmission:Kalimantan_Selatan                          NaN   \n",
       "ac_transmission:Kalimantan_Tengah                           NaN   \n",
       "ac_transmission:Kalimantan_Timur                            NaN   \n",
       "ac_transmission:Kalimantan_Utara                            NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung                   NaN   \n",
       "ac_transmission:Lampung                                     NaN   \n",
       "ac_transmission:Riau                                        NaN   \n",
       "ac_transmission:Sulawesi_Barat                        28.541869   \n",
       "ac_transmission:Sulawesi_Selatan                            NaN   \n",
       "ac_transmission:Sulawesi_Tengah                      217.784837   \n",
       "ac_transmission:Sulawesi_Tenggara                      1.000017   \n",
       "ac_transmission:Sulawesi_Utara                              NaN   \n",
       "ac_transmission:Sumatera_Barat                              NaN   \n",
       "ac_transmission:Sumatera_Selatan                            NaN   \n",
       "ac_transmission:Sumatera_Utara                              NaN   \n",
       "battery                                                0.464699   \n",
       "biomass                                              890.301128   \n",
       "demand_power                                        5256.875000   \n",
       "geothermal                                           138.999835   \n",
       "large_hydro                                          581.429730   \n",
       "nuclear                                                     NaN   \n",
       "offshore_wind                                          0.032621   \n",
       "onshore_wind                                           0.046712   \n",
       "otec                                                   0.034927   \n",
       "pumped_hydro                                        9382.689324   \n",
       "small_hydro                                            0.073813   \n",
       "solar                                              24065.061602   \n",
       "\n",
       "locs                                           Sulawesi_Tengah  \\\n",
       "techs                                                            \n",
       "ac_transmission:Aceh                                       NaN   \n",
       "ac_transmission:Bali                                       NaN   \n",
       "ac_transmission:Banten                                     NaN   \n",
       "ac_transmission:Bengkulu                                   NaN   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta                 NaN   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta              NaN   \n",
       "ac_transmission:Gorontalo                            13.933029   \n",
       "ac_transmission:Jambi                                      NaN   \n",
       "ac_transmission:Jawa_Barat                                 NaN   \n",
       "ac_transmission:Jawa_Tengah                                NaN   \n",
       "ac_transmission:Jawa_Timur                                 NaN   \n",
       "ac_transmission:Kalimantan_Barat                           NaN   \n",
       "ac_transmission:Kalimantan_Selatan                         NaN   \n",
       "ac_transmission:Kalimantan_Tengah                          NaN   \n",
       "ac_transmission:Kalimantan_Timur                           NaN   \n",
       "ac_transmission:Kalimantan_Utara                           NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung                  NaN   \n",
       "ac_transmission:Lampung                                    NaN   \n",
       "ac_transmission:Riau                                       NaN   \n",
       "ac_transmission:Sulawesi_Barat                        2.647550   \n",
       "ac_transmission:Sulawesi_Selatan                    217.784837   \n",
       "ac_transmission:Sulawesi_Tengah                            NaN   \n",
       "ac_transmission:Sulawesi_Tenggara                    33.128115   \n",
       "ac_transmission:Sulawesi_Utara                             NaN   \n",
       "ac_transmission:Sumatera_Barat                             NaN   \n",
       "ac_transmission:Sumatera_Selatan                           NaN   \n",
       "ac_transmission:Sumatera_Utara                             NaN   \n",
       "battery                                               0.444345   \n",
       "biomass                                             307.399741   \n",
       "demand_power                                       1117.725000   \n",
       "geothermal                                          295.999328   \n",
       "large_hydro                                        1032.895558   \n",
       "nuclear                                                    NaN   \n",
       "offshore_wind                                              NaN   \n",
       "onshore_wind                                          0.034332   \n",
       "otec                                                  0.030398   \n",
       "pumped_hydro                                        312.813131   \n",
       "small_hydro                                           0.072946   \n",
       "solar                                                 8.668165   \n",
       "\n",
       "locs                                           Sulawesi_Tenggara  \\\n",
       "techs                                                              \n",
       "ac_transmission:Aceh                                         NaN   \n",
       "ac_transmission:Bali                                         NaN   \n",
       "ac_transmission:Banten                                       NaN   \n",
       "ac_transmission:Bengkulu                                     NaN   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta                   NaN   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta                NaN   \n",
       "ac_transmission:Gorontalo                                    NaN   \n",
       "ac_transmission:Jambi                                        NaN   \n",
       "ac_transmission:Jawa_Barat                                   NaN   \n",
       "ac_transmission:Jawa_Tengah                                  NaN   \n",
       "ac_transmission:Jawa_Timur                                   NaN   \n",
       "ac_transmission:Kalimantan_Barat                             NaN   \n",
       "ac_transmission:Kalimantan_Selatan                           NaN   \n",
       "ac_transmission:Kalimantan_Tengah                            NaN   \n",
       "ac_transmission:Kalimantan_Timur                             NaN   \n",
       "ac_transmission:Kalimantan_Utara                             NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung                    NaN   \n",
       "ac_transmission:Lampung                                      NaN   \n",
       "ac_transmission:Riau                                         NaN   \n",
       "ac_transmission:Sulawesi_Barat                               NaN   \n",
       "ac_transmission:Sulawesi_Selatan                        1.000017   \n",
       "ac_transmission:Sulawesi_Tengah                        33.128115   \n",
       "ac_transmission:Sulawesi_Tenggara                            NaN   \n",
       "ac_transmission:Sulawesi_Utara                               NaN   \n",
       "ac_transmission:Sumatera_Barat                               NaN   \n",
       "ac_transmission:Sumatera_Selatan                             NaN   \n",
       "ac_transmission:Sumatera_Utara                               NaN   \n",
       "battery                                                 0.468523   \n",
       "biomass                                               132.801322   \n",
       "demand_power                                          935.000000   \n",
       "geothermal                                             92.000227   \n",
       "large_hydro                                           299.570274   \n",
       "nuclear                                                      NaN   \n",
       "offshore_wind                                                NaN   \n",
       "onshore_wind                                            0.046932   \n",
       "otec                                                    0.035390   \n",
       "pumped_hydro                                         1286.020045   \n",
       "small_hydro                                             0.072691   \n",
       "solar                                                3330.205659   \n",
       "\n",
       "locs                                           Sulawesi_Utara  Sumatera_Barat  \\\n",
       "techs                                                                           \n",
       "ac_transmission:Aceh                                      NaN             NaN   \n",
       "ac_transmission:Bali                                      NaN             NaN   \n",
       "ac_transmission:Banten                                    NaN             NaN   \n",
       "ac_transmission:Bengkulu                                  NaN       21.743047   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta                NaN             NaN   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta             NaN             NaN   \n",
       "ac_transmission:Gorontalo                           35.133081             NaN   \n",
       "ac_transmission:Jambi                                     NaN       76.202492   \n",
       "ac_transmission:Jawa_Barat                                NaN             NaN   \n",
       "ac_transmission:Jawa_Tengah                               NaN             NaN   \n",
       "ac_transmission:Jawa_Timur                                NaN             NaN   \n",
       "ac_transmission:Kalimantan_Barat                          NaN             NaN   \n",
       "ac_transmission:Kalimantan_Selatan                        NaN             NaN   \n",
       "ac_transmission:Kalimantan_Tengah                         NaN             NaN   \n",
       "ac_transmission:Kalimantan_Timur                          NaN             NaN   \n",
       "ac_transmission:Kalimantan_Utara                          NaN             NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung                 NaN             NaN   \n",
       "ac_transmission:Lampung                                   NaN             NaN   \n",
       "ac_transmission:Riau                                      NaN        1.752498   \n",
       "ac_transmission:Sulawesi_Barat                            NaN             NaN   \n",
       "ac_transmission:Sulawesi_Selatan                          NaN             NaN   \n",
       "ac_transmission:Sulawesi_Tengah                           NaN             NaN   \n",
       "ac_transmission:Sulawesi_Tenggara                         NaN             NaN   \n",
       "ac_transmission:Sulawesi_Utara                            NaN             NaN   \n",
       "ac_transmission:Sumatera_Barat                            NaN             NaN   \n",
       "ac_transmission:Sumatera_Selatan                          NaN             NaN   \n",
       "ac_transmission:Sumatera_Utara                            NaN       15.404698   \n",
       "battery                                              0.426428        0.476522   \n",
       "biomass                                            150.200840      923.099591   \n",
       "demand_power                                      1637.525000     3307.700000   \n",
       "geothermal                                         670.003087      744.998871   \n",
       "large_hydro                                        516.950072        0.423361   \n",
       "nuclear                                                   NaN             NaN   \n",
       "offshore_wind                                             NaN             NaN   \n",
       "onshore_wind                                         0.042131        0.026844   \n",
       "otec                                                 0.031145        0.030249   \n",
       "pumped_hydro                                      1455.373657     3229.705417   \n",
       "small_hydro                                          0.069600        0.062107   \n",
       "solar                                             2424.700820     8709.379631   \n",
       "\n",
       "locs                                           Sumatera_Selatan  \\\n",
       "techs                                                             \n",
       "ac_transmission:Aceh                                        NaN   \n",
       "ac_transmission:Bali                                        NaN   \n",
       "ac_transmission:Banten                                      NaN   \n",
       "ac_transmission:Bengkulu                              29.929761   \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta                  NaN   \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta               NaN   \n",
       "ac_transmission:Gorontalo                                   NaN   \n",
       "ac_transmission:Jambi                                113.301003   \n",
       "ac_transmission:Jawa_Barat                                  NaN   \n",
       "ac_transmission:Jawa_Tengah                                 NaN   \n",
       "ac_transmission:Jawa_Timur                                  NaN   \n",
       "ac_transmission:Kalimantan_Barat                            NaN   \n",
       "ac_transmission:Kalimantan_Selatan                          NaN   \n",
       "ac_transmission:Kalimantan_Tengah                           NaN   \n",
       "ac_transmission:Kalimantan_Timur                            NaN   \n",
       "ac_transmission:Kalimantan_Utara                            NaN   \n",
       "ac_transmission:Kepulauan_Bangka_Belitung            175.911761   \n",
       "ac_transmission:Lampung                               12.865358   \n",
       "ac_transmission:Riau                                        NaN   \n",
       "ac_transmission:Sulawesi_Barat                              NaN   \n",
       "ac_transmission:Sulawesi_Selatan                            NaN   \n",
       "ac_transmission:Sulawesi_Tengah                             NaN   \n",
       "ac_transmission:Sulawesi_Tenggara                           NaN   \n",
       "ac_transmission:Sulawesi_Utara                              NaN   \n",
       "ac_transmission:Sumatera_Barat                              NaN   \n",
       "ac_transmission:Sumatera_Selatan                            NaN   \n",
       "ac_transmission:Sumatera_Utara                              NaN   \n",
       "battery                                                0.473185   \n",
       "biomass                                             2061.394604   \n",
       "demand_power                                        5120.975000   \n",
       "geothermal                                           369.000006   \n",
       "large_hydro                                          721.617026   \n",
       "nuclear                                                     NaN   \n",
       "offshore_wind                                          0.017174   \n",
       "onshore_wind                                           0.025898   \n",
       "otec                                                        NaN   \n",
       "pumped_hydro                                        4697.490962   \n",
       "small_hydro                                            0.086758   \n",
       "solar                                              13050.343154   \n",
       "\n",
       "locs                                           Sumatera_Utara  \n",
       "techs                                                          \n",
       "ac_transmission:Aceh                                20.649467  \n",
       "ac_transmission:Bali                                      NaN  \n",
       "ac_transmission:Banten                                    NaN  \n",
       "ac_transmission:Bengkulu                                  NaN  \n",
       "ac_transmission:Daerah_Istimewa_Yogyakarta                NaN  \n",
       "ac_transmission:Daerah_Khusus_Ibukota_Jakarta             NaN  \n",
       "ac_transmission:Gorontalo                                 NaN  \n",
       "ac_transmission:Jambi                                     NaN  \n",
       "ac_transmission:Jawa_Barat                                NaN  \n",
       "ac_transmission:Jawa_Tengah                               NaN  \n",
       "ac_transmission:Jawa_Timur                                NaN  \n",
       "ac_transmission:Kalimantan_Barat                          NaN  \n",
       "ac_transmission:Kalimantan_Selatan                        NaN  \n",
       "ac_transmission:Kalimantan_Tengah                         NaN  \n",
       "ac_transmission:Kalimantan_Timur                          NaN  \n",
       "ac_transmission:Kalimantan_Utara                          NaN  \n",
       "ac_transmission:Kepulauan_Bangka_Belitung                 NaN  \n",
       "ac_transmission:Lampung                                   NaN  \n",
       "ac_transmission:Riau                               128.069866  \n",
       "ac_transmission:Sulawesi_Barat                            NaN  \n",
       "ac_transmission:Sulawesi_Selatan                          NaN  \n",
       "ac_transmission:Sulawesi_Tengah                           NaN  \n",
       "ac_transmission:Sulawesi_Tenggara                         NaN  \n",
       "ac_transmission:Sulawesi_Utara                            NaN  \n",
       "ac_transmission:Sumatera_Barat                      15.404698  \n",
       "ac_transmission:Sumatera_Selatan                          NaN  \n",
       "ac_transmission:Sumatera_Utara                            NaN  \n",
       "battery                                              0.494034  \n",
       "biomass                                           2796.099192  \n",
       "demand_power                                     10796.650000  \n",
       "geothermal                                        1393.398854  \n",
       "large_hydro                                          0.266605  \n",
       "nuclear                                                   NaN  \n",
       "offshore_wind                                             NaN  \n",
       "onshore_wind                                         0.022294  \n",
       "otec                                                 0.029843  \n",
       "pumped_hydro                                     14680.206153  \n",
       "small_hydro                                          0.067065  \n",
       "solar                                            38671.756260  \n",
       "\n",
       "[39 rows x 34 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_capacity_no_links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e875a846-500d-4fce-b4bc-3f986977b7ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "# let's look at generation capacity first, so let's remove demand, transmission, and storage from the dataset.\n",
    "# (filler_gen is used if demand cannot be fully met by renewables and nuclear)\n",
    "# also, let's convert the capacities from MW to GW\n",
    "\n",
    "capacity_gen_no_links = total_capacity_no_links[(total_capacity_no_links.index.str.contains('demand_power')==False) &\n",
    "                                                  (total_capacity_no_links.index.str.contains('transmission')==False) &\n",
    "                                                  (total_capacity_no_links.index.str.contains('battery')==False) &\n",
    "                                                  (total_capacity_no_links.index.str.contains('pumped_hydro')==False) &\n",
    "                                                  (total_capacity_no_links.index.str.contains('filler_gen')==False)]/1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0a4d61d5-0a2c-42d9-8ec0-cda7dbe83a38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>locs</th>\n",
       "      <th>Aceh</th>\n",
       "      <th>Bali</th>\n",
       "      <th>Banten</th>\n",
       "      <th>Bengkulu</th>\n",
       "      <th>Daerah_Istimewa_Yogyakarta</th>\n",
       "      <th>Daerah_Khusus_Ibukota_Jakarta</th>\n",
       "      <th>Gorontalo</th>\n",
       "      <th>Jambi</th>\n",
       "      <th>Jawa_Barat</th>\n",
       "      <th>Jawa_Tengah</th>\n",
       "      <th>...</th>\n",
       "      <th>Papua_Barat</th>\n",
       "      <th>Riau</th>\n",
       "      <th>Sulawesi_Barat</th>\n",
       "      <th>Sulawesi_Selatan</th>\n",
       "      <th>Sulawesi_Tengah</th>\n",
       "      <th>Sulawesi_Tenggara</th>\n",
       "      <th>Sulawesi_Utara</th>\n",
       "      <th>Sumatera_Barat</th>\n",
       "      <th>Sumatera_Selatan</th>\n",
       "      <th>Sumatera_Utara</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>techs</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>biomass</th>\n",
       "      <td>1.136598</td>\n",
       "      <td>0.146901</td>\n",
       "      <td>0.346502</td>\n",
       "      <td>0.118966</td>\n",
       "      <td>0.183101</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.119100</td>\n",
       "      <td>0.921032</td>\n",
       "      <td>1.979802</td>\n",
       "      <td>1.884102</td>\n",
       "      <td>...</td>\n",
       "      <td>0.050802</td>\n",
       "      <td>3.689737</td>\n",
       "      <td>0.197801</td>\n",
       "      <td>0.890301</td>\n",
       "      <td>0.307400</td>\n",
       "      <td>0.132801</td>\n",
       "      <td>0.150201</td>\n",
       "      <td>0.923100</td>\n",
       "      <td>2.061395</td>\n",
       "      <td>2.796099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geothermal</th>\n",
       "      <td>0.540003</td>\n",
       "      <td>0.244005</td>\n",
       "      <td>0.323002</td>\n",
       "      <td>0.629998</td>\n",
       "      <td>0.010005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.020003</td>\n",
       "      <td>0.372999</td>\n",
       "      <td>2.094802</td>\n",
       "      <td>0.812002</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.139000</td>\n",
       "      <td>0.295999</td>\n",
       "      <td>0.092000</td>\n",
       "      <td>0.670003</td>\n",
       "      <td>0.744999</td>\n",
       "      <td>0.369000</td>\n",
       "      <td>1.393399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>large_hydro</th>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.208005</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000132</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.649550</td>\n",
       "      <td>2.861005</td>\n",
       "      <td>0.813005</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001109</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.581430</td>\n",
       "      <td>1.032896</td>\n",
       "      <td>0.299570</td>\n",
       "      <td>0.516950</td>\n",
       "      <td>0.000423</td>\n",
       "      <td>0.721617</td>\n",
       "      <td>0.000267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nuclear</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>offshore_wind</th>\n",
       "      <td>0.000017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.325502</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>34.421003</td>\n",
       "      <td>39.841002</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>onshore_wind</th>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.457502</td>\n",
       "      <td>0.702502</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>2.170002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000044</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>11.087501</td>\n",
       "      <td>19.514998</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>0.000022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otec</th>\n",
       "      <td>0.000024</td>\n",
       "      <td>2.040005</td>\n",
       "      <td>3.808002</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>3.536005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.712002</td>\n",
       "      <td>1.360002</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>small_hydro</th>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.016005</td>\n",
       "      <td>0.053605</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>0.120202</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000064</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>1.292005</td>\n",
       "      <td>0.903005</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000489</td>\n",
       "      <td>0.000068</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000074</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>0.000073</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>0.000087</td>\n",
       "      <td>0.000067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>solar</th>\n",
       "      <td>5.594439</td>\n",
       "      <td>10.721002</td>\n",
       "      <td>3.395005</td>\n",
       "      <td>0.701922</td>\n",
       "      <td>0.030205</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.198621</td>\n",
       "      <td>0.749442</td>\n",
       "      <td>5.557005</td>\n",
       "      <td>4.044005</td>\n",
       "      <td>...</td>\n",
       "      <td>5.850430</td>\n",
       "      <td>3.299400</td>\n",
       "      <td>0.924530</td>\n",
       "      <td>24.065062</td>\n",
       "      <td>0.008668</td>\n",
       "      <td>3.330206</td>\n",
       "      <td>2.424701</td>\n",
       "      <td>8.709380</td>\n",
       "      <td>13.050343</td>\n",
       "      <td>38.671756</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "locs               Aceh       Bali    Banten  Bengkulu  \\\n",
       "techs                                                    \n",
       "biomass        1.136598   0.146901  0.346502  0.118966   \n",
       "geothermal     0.540003   0.244005  0.323002  0.629998   \n",
       "large_hydro    0.000046   0.208005  0.000000  0.000132   \n",
       "nuclear             NaN        NaN       NaN       NaN   \n",
       "offshore_wind  0.000017        NaN  0.325502  0.000016   \n",
       "onshore_wind   0.000035   0.457502  0.702502  0.000032   \n",
       "otec           0.000024   2.040005  3.808002  0.000027   \n",
       "small_hydro    0.000029   0.016005  0.053605  0.000053   \n",
       "solar          5.594439  10.721002  3.395005  0.701922   \n",
       "\n",
       "locs           Daerah_Istimewa_Yogyakarta  Daerah_Khusus_Ibukota_Jakarta  \\\n",
       "techs                                                                      \n",
       "biomass                          0.183101                            NaN   \n",
       "geothermal                       0.010005                            NaN   \n",
       "large_hydro                      0.000000                            NaN   \n",
       "nuclear                               NaN                            NaN   \n",
       "offshore_wind                         NaN                            NaN   \n",
       "onshore_wind                     2.170002                            NaN   \n",
       "otec                             3.536005                            NaN   \n",
       "small_hydro                      0.120202                            NaN   \n",
       "solar                            0.030205                            NaN   \n",
       "\n",
       "locs           Gorontalo     Jambi  Jawa_Barat  Jawa_Tengah  ...  Papua_Barat  \\\n",
       "techs                                                        ...                \n",
       "biomass         0.119100  0.921032    1.979802     1.884102  ...     0.050802   \n",
       "geothermal      0.020003  0.372999    2.094802     0.812002  ...     0.000000   \n",
       "large_hydro     0.000000  0.649550    2.861005     0.813005  ...     0.000000   \n",
       "nuclear              NaN       NaN         NaN          NaN  ...          NaN   \n",
       "offshore_wind        NaN  0.000015   34.421003    39.841002  ...     0.000047   \n",
       "onshore_wind    0.000044  0.000032   11.087501    19.514998  ...     0.000068   \n",
       "otec            0.000032       NaN    5.712002     1.360002  ...     0.000053   \n",
       "small_hydro     0.000064  0.000071    1.292005     0.903005  ...     0.000489   \n",
       "solar           2.198621  0.749442    5.557005     4.044005  ...     5.850430   \n",
       "\n",
       "locs               Riau  Sulawesi_Barat  Sulawesi_Selatan  Sulawesi_Tengah  \\\n",
       "techs                                                                        \n",
       "biomass        3.689737        0.197801          0.890301         0.307400   \n",
       "geothermal     0.000000        0.030000          0.139000         0.295999   \n",
       "large_hydro    0.001109        0.000000          0.581430         1.032896   \n",
       "nuclear             NaN             NaN               NaN              NaN   \n",
       "offshore_wind  0.000016        0.000022          0.000033              NaN   \n",
       "onshore_wind   0.000031        0.000046          0.000047         0.000034   \n",
       "otec                NaN        0.000032          0.000035         0.000030   \n",
       "small_hydro    0.000068        0.000106          0.000074         0.000073   \n",
       "solar          3.299400        0.924530         24.065062         0.008668   \n",
       "\n",
       "locs           Sulawesi_Tenggara  Sulawesi_Utara  Sumatera_Barat  \\\n",
       "techs                                                              \n",
       "biomass                 0.132801        0.150201        0.923100   \n",
       "geothermal              0.092000        0.670003        0.744999   \n",
       "large_hydro             0.299570        0.516950        0.000423   \n",
       "nuclear                      NaN             NaN             NaN   \n",
       "offshore_wind                NaN             NaN             NaN   \n",
       "onshore_wind            0.000047        0.000042        0.000027   \n",
       "otec                    0.000035        0.000031        0.000030   \n",
       "small_hydro             0.000073        0.000070        0.000062   \n",
       "solar                   3.330206        2.424701        8.709380   \n",
       "\n",
       "locs           Sumatera_Selatan  Sumatera_Utara  \n",
       "techs                                            \n",
       "biomass                2.061395        2.796099  \n",
       "geothermal             0.369000        1.393399  \n",
       "large_hydro            0.721617        0.000267  \n",
       "nuclear                     NaN             NaN  \n",
       "offshore_wind          0.000017             NaN  \n",
       "onshore_wind           0.000026        0.000022  \n",
       "otec                        NaN        0.000030  \n",
       "small_hydro            0.000087        0.000067  \n",
       "solar                 13.050343       38.671756  \n",
       "\n",
       "[9 rows x 34 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "capacity_gen_no_links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "748a3cc3-4ccf-4c14-b7c6-df670d328a22",
   "metadata": {},
   "outputs": [],
   "source": [
    "# let's show the capacities on the national level\n",
    "capacity_gen_national_no_links = capacity_gen_no_links.T.sum()\n",
    "capacity_gen_national_no_links  = capacity_gen_national_no_links .rename('Without island links')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1b62dcfa-4e1c-4bac-b6ad-1aee1a669d51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "techs\n",
       "biomass           28.169093\n",
       "geothermal        12.204741\n",
       "large_hydro       12.075706\n",
       "nuclear            0.000058\n",
       "offshore_wind     95.967501\n",
       "onshore_wind      64.066199\n",
       "otec              26.928696\n",
       "small_hydro        2.933593\n",
       "solar            287.314453\n",
       "Name: Without island links, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "capacity_gen_national_no_links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "58adb69e-5526-4cdc-b9a2-9cdb6cf9d8d8",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# let's do the same thing for installed storage capacity, generation, and levelised cost\n",
    "\n",
    "# installed storage capacity\n",
    "\n",
    "capacity_stor_no_links = total_capacity_no_links[(total_capacity_no_links.index.str.contains('battery')==True) |\n",
    "                                               (total_capacity_no_links.index.str.contains('pumped_hydro')==True)]/1000 # conversion from MW to GW\n",
    "\n",
    "capacity_stor_national_no_links = capacity_stor_no_links.T.sum()  \n",
    "capacity_stor_national_no_links = capacity_stor_national_no_links.rename('Without island links')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c3c2fab4-e6be-499e-9cdc-43e50641f11a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "techs\n",
       "battery         1421.854572\n",
       "pumped_hydro     595.209813\n",
       "Name: Without island links, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "capacity_stor_national_no_links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5f9531d3-7bb1-4567-b761-e783b421428c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# generation in MWh\n",
    "\n",
    "generation_no_links = solved_model_no_links.get_formatted_array('carrier_prod').loc[{'carriers':'power'}].sum('locs').to_pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "511a9eeb-ba99-421c-9547-9c6622d64869",
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove demand, transmission, and storage\n",
    "# also, convert from MWh to TWh\n",
    "\n",
    "generation_no_links = generation_no_links[(generation_no_links.index.str.contains('demand_power')==False) & \n",
    "                                        (generation_no_links.index.str.contains('transmission')==False) &\n",
    "                                        (generation_no_links.index.str.contains('battery')==False) &\n",
    "                                        (generation_no_links.index.str.contains('pumped_hydro')==False) &\n",
    "                                        (generation_no_links.index.str.contains('filler_gen')==False)].T/1000000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0f3344fd-c55d-4870-993e-79d7aa723ef0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>techs</th>\n",
       "      <th>biomass</th>\n",
       "      <th>geothermal</th>\n",
       "      <th>large_hydro</th>\n",
       "      <th>nuclear</th>\n",
       "      <th>offshore_wind</th>\n",
       "      <th>onshore_wind</th>\n",
       "      <th>otec</th>\n",
       "      <th>small_hydro</th>\n",
       "      <th>solar</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timesteps</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2050-01-01 00:00:00</th>\n",
       "      <td>0.055449</td>\n",
       "      <td>0.047851</td>\n",
       "      <td>0.024208</td>\n",
       "      <td>2.157226e-07</td>\n",
       "      <td>0.080452</td>\n",
       "      <td>0.023670</td>\n",
       "      <td>0.078234</td>\n",
       "      <td>0.005936</td>\n",
       "      <td>0.285877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2050-01-01 04:00:00</th>\n",
       "      <td>0.050249</td>\n",
       "      <td>0.047823</td>\n",
       "      <td>0.031180</td>\n",
       "      <td>2.157068e-07</td>\n",
       "      <td>0.091591</td>\n",
       "      <td>0.045889</td>\n",
       "      <td>0.078234</td>\n",
       "      <td>0.007474</td>\n",
       "      <td>0.502275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2050-01-01 08:00:00</th>\n",
       "      <td>0.064902</td>\n",
       "      <td>0.048818</td>\n",
       "      <td>0.029948</td>\n",
       "      <td>2.157367e-07</td>\n",
       "      <td>0.090132</td>\n",
       "      <td>0.046521</td>\n",
       "      <td>0.078234</td>\n",
       "      <td>0.007789</td>\n",
       "      <td>0.169106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2050-01-01 12:00:00</th>\n",
       "      <td>0.091058</td>\n",
       "      <td>0.048818</td>\n",
       "      <td>0.024895</td>\n",
       "      <td>2.231515e-07</td>\n",
       "      <td>0.123982</td>\n",
       "      <td>0.029881</td>\n",
       "      <td>0.078331</td>\n",
       "      <td>0.006093</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2050-01-01 16:00:00</th>\n",
       "      <td>0.088990</td>\n",
       "      <td>0.048818</td>\n",
       "      <td>0.023401</td>\n",
       "      <td>2.231534e-07</td>\n",
       "      <td>0.092461</td>\n",
       "      <td>0.031477</td>\n",
       "      <td>0.078331</td>\n",
       "      <td>0.005734</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2050-12-31 04:00:00</th>\n",
       "      <td>0.056950</td>\n",
       "      <td>0.047868</td>\n",
       "      <td>0.031009</td>\n",
       "      <td>2.165006e-07</td>\n",
       "      <td>0.090622</td>\n",
       "      <td>0.040288</td>\n",
       "      <td>0.077928</td>\n",
       "      <td>0.007687</td>\n",
       "      <td>0.505819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2050-12-31 08:00:00</th>\n",
       "      <td>0.076177</td>\n",
       "      <td>0.048818</td>\n",
       "      <td>0.030417</td>\n",
       "      <td>2.165425e-07</td>\n",
       "      <td>0.112265</td>\n",
       "      <td>0.039217</td>\n",
       "      <td>0.077928</td>\n",
       "      <td>0.008083</td>\n",
       "      <td>0.164632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2050-12-31 12:00:00</th>\n",
       "      <td>0.091167</td>\n",
       "      <td>0.048818</td>\n",
       "      <td>0.024947</td>\n",
       "      <td>2.231758e-07</td>\n",
       "      <td>0.136947</td>\n",
       "      <td>0.027474</td>\n",
       "      <td>0.077980</td>\n",
       "      <td>0.006543</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2050-12-31 16:00:00</th>\n",
       "      <td>0.090469</td>\n",
       "      <td>0.048818</td>\n",
       "      <td>0.023515</td>\n",
       "      <td>2.231771e-07</td>\n",
       "      <td>0.107168</td>\n",
       "      <td>0.031017</td>\n",
       "      <td>0.077980</td>\n",
       "      <td>0.006156</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2050-12-31 20:00:00</th>\n",
       "      <td>0.088412</td>\n",
       "      <td>0.048818</td>\n",
       "      <td>0.022827</td>\n",
       "      <td>2.175949e-07</td>\n",
       "      <td>0.089785</td>\n",
       "      <td>0.029854</td>\n",
       "      <td>0.077980</td>\n",
       "      <td>0.005939</td>\n",
       "      <td>0.006310</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2190 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "techs                 biomass  geothermal  large_hydro       nuclear  \\\n",
       "timesteps                                                              \n",
       "2050-01-01 00:00:00  0.055449    0.047851     0.024208  2.157226e-07   \n",
       "2050-01-01 04:00:00  0.050249    0.047823     0.031180  2.157068e-07   \n",
       "2050-01-01 08:00:00  0.064902    0.048818     0.029948  2.157367e-07   \n",
       "2050-01-01 12:00:00  0.091058    0.048818     0.024895  2.231515e-07   \n",
       "2050-01-01 16:00:00  0.088990    0.048818     0.023401  2.231534e-07   \n",
       "...                       ...         ...          ...           ...   \n",
       "2050-12-31 04:00:00  0.056950    0.047868     0.031009  2.165006e-07   \n",
       "2050-12-31 08:00:00  0.076177    0.048818     0.030417  2.165425e-07   \n",
       "2050-12-31 12:00:00  0.091167    0.048818     0.024947  2.231758e-07   \n",
       "2050-12-31 16:00:00  0.090469    0.048818     0.023515  2.231771e-07   \n",
       "2050-12-31 20:00:00  0.088412    0.048818     0.022827  2.175949e-07   \n",
       "\n",
       "techs                offshore_wind  onshore_wind      otec  small_hydro  \\\n",
       "timesteps                                                                 \n",
       "2050-01-01 00:00:00       0.080452      0.023670  0.078234     0.005936   \n",
       "2050-01-01 04:00:00       0.091591      0.045889  0.078234     0.007474   \n",
       "2050-01-01 08:00:00       0.090132      0.046521  0.078234     0.007789   \n",
       "2050-01-01 12:00:00       0.123982      0.029881  0.078331     0.006093   \n",
       "2050-01-01 16:00:00       0.092461      0.031477  0.078331     0.005734   \n",
       "...                            ...           ...       ...          ...   \n",
       "2050-12-31 04:00:00       0.090622      0.040288  0.077928     0.007687   \n",
       "2050-12-31 08:00:00       0.112265      0.039217  0.077928     0.008083   \n",
       "2050-12-31 12:00:00       0.136947      0.027474  0.077980     0.006543   \n",
       "2050-12-31 16:00:00       0.107168      0.031017  0.077980     0.006156   \n",
       "2050-12-31 20:00:00       0.089785      0.029854  0.077980     0.005939   \n",
       "\n",
       "techs                   solar  \n",
       "timesteps                      \n",
       "2050-01-01 00:00:00  0.285877  \n",
       "2050-01-01 04:00:00  0.502275  \n",
       "2050-01-01 08:00:00  0.169106  \n",
       "2050-01-01 12:00:00  0.000000  \n",
       "2050-01-01 16:00:00  0.000000  \n",
       "...                       ...  \n",
       "2050-12-31 04:00:00  0.505819  \n",
       "2050-12-31 08:00:00  0.164632  \n",
       "2050-12-31 12:00:00  0.000000  \n",
       "2050-12-31 16:00:00  0.000000  \n",
       "2050-12-31 20:00:00  0.006310  \n",
       "\n",
       "[2190 rows x 9 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "generation_no_links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "92987d44-2a52-4d40-929f-ae1fc02850fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "generation_national_no_links = generation_no_links.sum()\n",
    "generation_national_no_links = generation_national_no_links.rename('Without island links')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fded17e3-588e-4342-ac61-507c141a1a50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "techs\n",
       "biomass          180.139443\n",
       "geothermal       105.717709\n",
       "large_hydro       46.094023\n",
       "nuclear            0.000479\n",
       "offshore_wind    224.042392\n",
       "onshore_wind      67.457010\n",
       "otec             161.816024\n",
       "small_hydro        9.770306\n",
       "solar            395.204488\n",
       "Name: Without island links, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "generation_national_no_links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a232abc4-eb5d-42b0-804c-36bfdd699249",
   "metadata": {},
   "outputs": [],
   "source": [
    "system_cost_no_links = float(solved_model_no_links.results.total_levelised_cost.loc[{'carriers':'power','costs':'monetary'}])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d342eecc-1fbd-4178-a08e-9f180d8387a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "145.21315403658625"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "system_cost_no_links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ee517ac9-5652-4e85-ba54-c0100f492fe5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/tljh/user/lib/python3.9/site-packages/calliope/exceptions.py:60: ModelWarning:\n",
      "\n",
      "This model data was created with Calliope version 0.6.8, but you are running 0.6.10. Proceed with caution!\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Now, we do all of the things above again, but for the system with island links\n",
    "\n",
    "solved_model_with_links = calliope.read_netcdf('system_with_island_links.nc') # loads the model results\n",
    "\n",
    "total_capacity_with_links = solved_model_with_links.get_formatted_array('energy_cap').T.to_pandas() # installed capacities in MW\n",
    "\n",
    "capacity_gen_with_links = total_capacity_with_links[(total_capacity_with_links.index.str.contains('demand_power')==False) &\n",
    "                                                  (total_capacity_with_links.index.str.contains('transmission')==False) &\n",
    "                                                  (total_capacity_with_links.index.str.contains('battery')==False) &\n",
    "                                                  (total_capacity_with_links.index.str.contains('pumped_hydro')==False) &\n",
    "                                                  (total_capacity_with_links.index.str.contains('filler_gen')==False)]/1000\n",
    "capacity_gen_national_with_links = capacity_gen_with_links.T.sum()\n",
    "capacity_gen_national_with_links = capacity_gen_national_with_links.rename('With island links')\n",
    "\n",
    "capacity_stor_with_links = total_capacity_with_links[(total_capacity_with_links.index.str.contains('battery')==True) |\n",
    "                                                   (total_capacity_with_links.index.str.contains('pumped_hydro')==True)]/1000 # conversion from MW to GW\n",
    "capacity_stor_national_with_links = capacity_stor_with_links.T.sum()  \n",
    "capacity_stor_national_with_links = capacity_stor_national_with_links.rename('With island links')\n",
    "\n",
    "generation_with_links = solved_model_with_links.get_formatted_array('carrier_prod').loc[{'carriers':'power'}].sum('locs').to_pandas()\n",
    "generation_with_links = generation_with_links[(generation_with_links.index.str.contains('demand_power')==False) & \n",
    "                        (generation_with_links.index.str.contains('transmission')==False) &\n",
    "                        (generation_with_links.index.str.contains('battery')==False) &\n",
    "                        (generation_with_links.index.str.contains('pumped_hydro')==False) &\n",
    "                        (generation_with_links.index.str.contains('filler_gen')==False)].T/1000000\n",
    "generation_national_with_links = generation_with_links.sum()\n",
    "generation_national_with_links = generation_national_with_links.rename('With island links')\n",
    "\n",
    "system_cost_with_links = float(solved_model_with_links.results.total_levelised_cost.loc[{'carriers':'power','costs':'monetary'}])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "4e17d81e-0f16-44e2-b6c5-7266a7e6c4a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Here, we merge the results from the two networks into one dataset\n",
    "\n",
    "capacity_gen_national_both = pd.concat([capacity_gen_national_no_links,capacity_gen_national_with_links],axis=1)\n",
    "capacity_stor_national_both = pd.concat([capacity_stor_national_no_links,capacity_stor_national_with_links],axis=1)\n",
    "generation_national_both = pd.concat([generation_national_no_links,generation_national_with_links],axis=1)\n",
    "\n",
    "system_cost_both = pd.DataFrame([system_cost_no_links,system_cost_with_links]).T\n",
    "system_cost_both.columns = ['No island links','Without island links']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "dbae59ce-5aff-4132-8992-63b9096cfde6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Without island links</th>\n",
       "      <th>With island links</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>techs</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>biomass</th>\n",
       "      <td>28.169093</td>\n",
       "      <td>29.543620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geothermal</th>\n",
       "      <td>12.204741</td>\n",
       "      <td>12.204702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>large_hydro</th>\n",
       "      <td>12.075706</td>\n",
       "      <td>13.978951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nuclear</th>\n",
       "      <td>0.000058</td>\n",
       "      <td>0.000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>offshore_wind</th>\n",
       "      <td>95.967501</td>\n",
       "      <td>0.334062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>onshore_wind</th>\n",
       "      <td>64.066199</td>\n",
       "      <td>0.000176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>otec</th>\n",
       "      <td>26.928696</td>\n",
       "      <td>2.690766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>small_hydro</th>\n",
       "      <td>2.933593</td>\n",
       "      <td>0.012874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>solar</th>\n",
       "      <td>287.314453</td>\n",
       "      <td>643.823168</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Without island links  With island links\n",
       "techs                                                 \n",
       "biomass                   28.169093          29.543620\n",
       "geothermal                12.204741          12.204702\n",
       "large_hydro               12.075706          13.978951\n",
       "nuclear                    0.000058           0.000006\n",
       "offshore_wind             95.967501           0.334062\n",
       "onshore_wind              64.066199           0.000176\n",
       "otec                      26.928696           2.690766\n",
       "small_hydro                2.933593           0.012874\n",
       "solar                    287.314453         643.823168"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "capacity_gen_national_both"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b5193517-f7ce-4448-bab3-ce93405f87e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now, let's plot some nice graphs. \n",
    "\n",
    "# First, we plot the installed generation capacity. Here, we define the used colours and labels\n",
    "\n",
    "colours_gen = ['#008E00',\n",
    "               '#FF0000',\n",
    "               '#FF8E00',\n",
    "               '#FF6599',\n",
    "               '#00C0C0',\n",
    "               '#400098',\n",
    "               '#8E008E',\n",
    "               '#CD66FF',\n",
    "               '#FFCC00']\n",
    "\n",
    "colours_stor = ['#1f77b4',\n",
    "                '#d62728']\n",
    "\n",
    "labels_gen = ['Biomass',\n",
    "             'Geothermal',\n",
    "             'Large hydro',\n",
    "             'Nuclear',\n",
    "             'Offshore wind',\n",
    "             'Onshore wind',\n",
    "             'OTEC',\n",
    "             'Small hydro',\n",
    "             'Solar PV']\n",
    "\n",
    "labels_stor = ['Battery',\n",
    "                'Pumped hydro']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ea7f8184-1c92-41ae-b3c5-f4300c17f95e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'System [US$(2021)/MWh]')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Here, we create the plots, consisting of 4 rows and 1 column (hence (4,1))\n",
    "\n",
    "fig, ax = plt.subplots(4,1, figsize=(6,12))\n",
    "      \n",
    "# We use stacked bar charts to show the shares per technology\n",
    "\n",
    "ax[0] = capacity_gen_national_both.T.plot.bar(ax=ax[0], stacked=True, width=0.1, legend=True, color=colours_gen,rot=0)\n",
    "ax[1] = capacity_stor_national_both.T.plot.bar(ax=ax[1], stacked=True, width=0.1, legend=True, color=colours_stor,rot=0)\n",
    "ax[2] = generation_national_both.T.plot.bar(ax=ax[2], stacked=True, width=0.1, legend=False, color=colours_gen,rot=0)\n",
    "ax[3] = system_cost_both.T.plot.bar(ax=ax[3], width=0.1, legend=False, rot=0)\n",
    "\n",
    "# Settings for figure legends\n",
    "\n",
    "ax[0].legend(labels=labels_gen,ncol=2,loc='best',fontsize=9)\n",
    "ax[1].legend(labels=labels_stor,loc='best',fontsize=9)\n",
    "\n",
    "# Labels and thousands separators\n",
    "            \n",
    "ax[0].set_ylabel('Installed generation\\ncapacity [GW]')\n",
    "ax[0].get_yaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ',')))\n",
    "\n",
    "ax[1].set_ylabel('Installed storage\\ncapacity [GW]')\n",
    "ax[1].get_yaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ',')))\n",
    "\n",
    "ax[2].set_ylabel('Electricity generation\\n[TWh/year]')\n",
    "ax[2].get_yaxis().set_major_formatter(matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ',')))\n",
    "\n",
    "ax[3].set_ylabel('System [US$(2021)/MWh]')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8bb6ae57-5dcc-4f9b-a081-fbe7caa23d71",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}