{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Centrals elèctriques a Catalunya"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.basemap import Basemap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "centrals = pd.read_csv('data/centrals.csv')\n",
    "\n",
    "lat = centrals['lat'].values\n",
    "lon = centrals['long'].values\n",
    "pot = centrals['pot'].values\n",
    "col = centrals['col'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 8))\n",
    "m = Basemap(projection='lcc', resolution='f', \n",
    "            lat_0=41.7, lon_0=1.5,\n",
    "            width=3E5, height=3E5)\n",
    "m.shadedrelief()\n",
    "m.drawcoastlines(color='gray')\n",
    "m.drawcountries(color='gray')\n",
    "m.drawrivers(color='cyan')\n",
    "\n",
    "m.scatter(lon, lat, latlon=True,\n",
    "          s=pot, c=col\n",
    "          )\n",
    "\n",
    "tipusN = ['Nuclear','Tèrmica CC','Hidràulica','H Bombeig','H Fluent','Eòlica','Fotovoltaica']\n",
    "tipusC = ['#ff7f00','#ff0000','#0000ff','#00ff00','#318CE7','#008000','#ffff00' ]\n",
    "for a in range(7):\n",
    "    plt.scatter([], [], c=tipusC[a], s=50,\n",
    "                label=tipusN[a])\n",
    "plt.legend(scatterpoints=1, frameon=False,\n",
    "           labelspacing=1, loc='lower right');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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></th>\n",
       "      <th>central</th>\n",
       "      <th>tipus</th>\n",
       "      <th>pot</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>col</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Asco I-II</td>\n",
       "      <td>N</td>\n",
       "      <td>2060.00</td>\n",
       "      <td>41.200000</td>\n",
       "      <td>0.569444</td>\n",
       "      <td>#ff7f00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Vandellos II</td>\n",
       "      <td>N</td>\n",
       "      <td>1087.00</td>\n",
       "      <td>40.951400</td>\n",
       "      <td>0.866700</td>\n",
       "      <td>#ff7f00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Besos V</td>\n",
       "      <td>CC</td>\n",
       "      <td>873.00</td>\n",
       "      <td>41.418333</td>\n",
       "      <td>2.228611</td>\n",
       "      <td>#ff0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Port Barcelona</td>\n",
       "      <td>CC</td>\n",
       "      <td>850.00</td>\n",
       "      <td>41.336667</td>\n",
       "      <td>2.159167</td>\n",
       "      <td>#ff0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Besos III-IV</td>\n",
       "      <td>CC</td>\n",
       "      <td>826.00</td>\n",
       "      <td>41.419444</td>\n",
       "      <td>2.229722</td>\n",
       "      <td>#ff0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Plana del Vent</td>\n",
       "      <td>CC</td>\n",
       "      <td>800.00</td>\n",
       "      <td>41.019170</td>\n",
       "      <td>0.832780</td>\n",
       "      <td>#ff0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Estany Gento-Sallent</td>\n",
       "      <td>HR</td>\n",
       "      <td>468.00</td>\n",
       "      <td>42.510290</td>\n",
       "      <td>1.003370</td>\n",
       "      <td>#00ff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Tarragona Power</td>\n",
       "      <td>CC</td>\n",
       "      <td>417.00</td>\n",
       "      <td>41.102141</td>\n",
       "      <td>1.225140</td>\n",
       "      <td>#ff0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Santa Anna</td>\n",
       "      <td>H</td>\n",
       "      <td>304.00</td>\n",
       "      <td>41.882708</td>\n",
       "      <td>0.580267</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Riba-roja</td>\n",
       "      <td>H</td>\n",
       "      <td>262.80</td>\n",
       "      <td>41.243400</td>\n",
       "      <td>0.432664</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Moralets</td>\n",
       "      <td>HR</td>\n",
       "      <td>222.00</td>\n",
       "      <td>42.588039</td>\n",
       "      <td>0.760375</td>\n",
       "      <td>#00ff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Tavascan</td>\n",
       "      <td>H</td>\n",
       "      <td>152.50</td>\n",
       "      <td>42.600000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Les Rotes-Monclúes-Sant Antoni</td>\n",
       "      <td>E</td>\n",
       "      <td>122.00</td>\n",
       "      <td>41.356944</td>\n",
       "      <td>0.666389</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Canelles</td>\n",
       "      <td>H</td>\n",
       "      <td>108.00</td>\n",
       "      <td>41.978611</td>\n",
       "      <td>0.612222</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Aiguamox-Arties</td>\n",
       "      <td>H</td>\n",
       "      <td>99.17</td>\n",
       "      <td>2.699814</td>\n",
       "      <td>0.876692</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Coll del Moro-Torre Madrina</td>\n",
       "      <td>E</td>\n",
       "      <td>96.00</td>\n",
       "      <td>41.052071</td>\n",
       "      <td>0.438887</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Montamara</td>\n",
       "      <td>HR</td>\n",
       "      <td>90.00</td>\n",
       "      <td>42.662420</td>\n",
       "      <td>1.259300</td>\n",
       "      <td>#00ff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Susqueda</td>\n",
       "      <td>H</td>\n",
       "      <td>86.30</td>\n",
       "      <td>41.980000</td>\n",
       "      <td>2.525600</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Ecovent-Baix Ebre-Tortosa</td>\n",
       "      <td>E</td>\n",
       "      <td>82.05</td>\n",
       "      <td>40.812500</td>\n",
       "      <td>0.521111</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Serra de Rubió</td>\n",
       "      <td>E</td>\n",
       "      <td>75.00</td>\n",
       "      <td>41.608056</td>\n",
       "      <td>1.641944</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alta Anoia-Pujalt</td>\n",
       "      <td>E</td>\n",
       "      <td>70.00</td>\n",
       "      <td>41.658333</td>\n",
       "      <td>1.489444</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Conesa II-Les Forques II-Savallà</td>\n",
       "      <td>E</td>\n",
       "      <td>64.00</td>\n",
       "      <td>41.519190</td>\n",
       "      <td>1.291390</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Mudefer</td>\n",
       "      <td>E</td>\n",
       "      <td>57.60</td>\n",
       "      <td>41.039550</td>\n",
       "      <td>0.250540</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Escambrons-Coll de Panissot</td>\n",
       "      <td>E</td>\n",
       "      <td>57.00</td>\n",
       "      <td>41.305450</td>\n",
       "      <td>0.422700</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Camarasa</td>\n",
       "      <td>H</td>\n",
       "      <td>56.00</td>\n",
       "      <td>41.908060</td>\n",
       "      <td>0.886862</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Sau</td>\n",
       "      <td>H</td>\n",
       "      <td>56.00</td>\n",
       "      <td>41.967647</td>\n",
       "      <td>2.413108</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Llavorsí</td>\n",
       "      <td>H</td>\n",
       "      <td>54.80</td>\n",
       "      <td>42.495700</td>\n",
       "      <td>1.210500</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Benos</td>\n",
       "      <td>H</td>\n",
       "      <td>53.10</td>\n",
       "      <td>42.737526</td>\n",
       "      <td>0.735291</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Serra del Tallat</td>\n",
       "      <td>E</td>\n",
       "      <td>49.50</td>\n",
       "      <td>41.525094</td>\n",
       "      <td>1.088716</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Les Calobres-Les Colladetes</td>\n",
       "      <td>E</td>\n",
       "      <td>49.38</td>\n",
       "      <td>40.875079</td>\n",
       "      <td>0.712381</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Fatarella</td>\n",
       "      <td>E</td>\n",
       "      <td>48.30</td>\n",
       "      <td>41.162280</td>\n",
       "      <td>0.473370</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Seròs II</td>\n",
       "      <td>HF</td>\n",
       "      <td>44.60</td>\n",
       "      <td>41.461667</td>\n",
       "      <td>0.411944</td>\n",
       "      <td>#318CE7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Montargull</td>\n",
       "      <td>E</td>\n",
       "      <td>44.00</td>\n",
       "      <td>41.581970</td>\n",
       "      <td>1.338480</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Flix</td>\n",
       "      <td>H</td>\n",
       "      <td>42.52</td>\n",
       "      <td>41.231043</td>\n",
       "      <td>0.550137</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Pont de Rei</td>\n",
       "      <td>H</td>\n",
       "      <td>40.70</td>\n",
       "      <td>42.836667</td>\n",
       "      <td>0.717500</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Serra de Vilobí</td>\n",
       "      <td>E</td>\n",
       "      <td>40.50</td>\n",
       "      <td>41.465000</td>\n",
       "      <td>1.025278</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Oliana</td>\n",
       "      <td>H</td>\n",
       "      <td>37.89</td>\n",
       "      <td>42.098969</td>\n",
       "      <td>1.296558</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Talarn II</td>\n",
       "      <td>H</td>\n",
       "      <td>35.20</td>\n",
       "      <td>42.185778</td>\n",
       "      <td>0.900361</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Esterri</td>\n",
       "      <td>HF</td>\n",
       "      <td>34.22</td>\n",
       "      <td>42.626997</td>\n",
       "      <td>1.126262</td>\n",
       "      <td>#318CE7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Rialb</td>\n",
       "      <td>H</td>\n",
       "      <td>34.00</td>\n",
       "      <td>41.940372</td>\n",
       "      <td>1.193775</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Caldes</td>\n",
       "      <td>H</td>\n",
       "      <td>34.00</td>\n",
       "      <td>42.600000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Terradets</td>\n",
       "      <td>H</td>\n",
       "      <td>32.50</td>\n",
       "      <td>42.055000</td>\n",
       "      <td>0.888000</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Capdella II</td>\n",
       "      <td>H</td>\n",
       "      <td>31.75</td>\n",
       "      <td>42.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Trucafort</td>\n",
       "      <td>E</td>\n",
       "      <td>30.85</td>\n",
       "      <td>41.099520</td>\n",
       "      <td>0.887460</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Sant Antoni</td>\n",
       "      <td>H</td>\n",
       "      <td>30.00</td>\n",
       "      <td>42.201950</td>\n",
       "      <td>0.949970</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Les Forques</td>\n",
       "      <td>E</td>\n",
       "      <td>30.00</td>\n",
       "      <td>41.531667</td>\n",
       "      <td>1.196944</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Barbers</td>\n",
       "      <td>E</td>\n",
       "      <td>30.00</td>\n",
       "      <td>41.180780</td>\n",
       "      <td>0.567236</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Vilalba dels Arcs</td>\n",
       "      <td>E</td>\n",
       "      <td>24.00</td>\n",
       "      <td>41.120800</td>\n",
       "      <td>0.409590</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Sant Maurici</td>\n",
       "      <td>H</td>\n",
       "      <td>15.50</td>\n",
       "      <td>42.581500</td>\n",
       "      <td>1.009750</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Ramon Escriche</td>\n",
       "      <td>S</td>\n",
       "      <td>12.00</td>\n",
       "      <td>41.247270</td>\n",
       "      <td>0.535090</td>\n",
       "      <td>#ffff00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Espot-Torrassa</td>\n",
       "      <td>H</td>\n",
       "      <td>9.76</td>\n",
       "      <td>42.575900</td>\n",
       "      <td>1.142290</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>El Pasteral</td>\n",
       "      <td>H</td>\n",
       "      <td>8.00</td>\n",
       "      <td>41.986190</td>\n",
       "      <td>2.615300</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Collet dels Feixos</td>\n",
       "      <td>E</td>\n",
       "      <td>7.92</td>\n",
       "      <td>41.145620</td>\n",
       "      <td>0.930050</td>\n",
       "      <td>#008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>La Baells</td>\n",
       "      <td>H</td>\n",
       "      <td>7.00</td>\n",
       "      <td>42.121931</td>\n",
       "      <td>1.878300</td>\n",
       "      <td>#0000ff</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             central tipus      pot        lat      long  \\\n",
       "0                          Asco I-II     N  2060.00  41.200000  0.569444   \n",
       "1                       Vandellos II     N  1087.00  40.951400  0.866700   \n",
       "2                            Besos V    CC   873.00  41.418333  2.228611   \n",
       "3                     Port Barcelona    CC   850.00  41.336667  2.159167   \n",
       "4                       Besos III-IV    CC   826.00  41.419444  2.229722   \n",
       "5                     Plana del Vent    CC   800.00  41.019170  0.832780   \n",
       "6               Estany Gento-Sallent    HR   468.00  42.510290  1.003370   \n",
       "7                    Tarragona Power    CC   417.00  41.102141  1.225140   \n",
       "8                         Santa Anna     H   304.00  41.882708  0.580267   \n",
       "9                          Riba-roja     H   262.80  41.243400  0.432664   \n",
       "10                          Moralets    HR   222.00  42.588039  0.760375   \n",
       "11                          Tavascan     H   152.50  42.600000  1.300000   \n",
       "12    Les Rotes-Monclúes-Sant Antoni     E   122.00  41.356944  0.666389   \n",
       "13                          Canelles     H   108.00  41.978611  0.612222   \n",
       "14                   Aiguamox-Arties     H    99.17   2.699814  0.876692   \n",
       "15       Coll del Moro-Torre Madrina     E    96.00  41.052071  0.438887   \n",
       "16                         Montamara    HR    90.00  42.662420  1.259300   \n",
       "17                          Susqueda     H    86.30  41.980000  2.525600   \n",
       "18         Ecovent-Baix Ebre-Tortosa     E    82.05  40.812500  0.521111   \n",
       "19                    Serra de Rubió     E    75.00  41.608056  1.641944   \n",
       "20                 Alta Anoia-Pujalt     E    70.00  41.658333  1.489444   \n",
       "21  Conesa II-Les Forques II-Savallà     E    64.00  41.519190  1.291390   \n",
       "22                           Mudefer     E    57.60  41.039550  0.250540   \n",
       "23       Escambrons-Coll de Panissot     E    57.00  41.305450  0.422700   \n",
       "24                          Camarasa     H    56.00  41.908060  0.886862   \n",
       "25                               Sau     H    56.00  41.967647  2.413108   \n",
       "26                          Llavorsí     H    54.80  42.495700  1.210500   \n",
       "27                             Benos     H    53.10  42.737526  0.735291   \n",
       "28                  Serra del Tallat     E    49.50  41.525094  1.088716   \n",
       "29       Les Calobres-Les Colladetes     E    49.38  40.875079  0.712381   \n",
       "30                         Fatarella     E    48.30  41.162280  0.473370   \n",
       "31                          Seròs II    HF    44.60  41.461667  0.411944   \n",
       "32                        Montargull     E    44.00  41.581970  1.338480   \n",
       "33                              Flix     H    42.52  41.231043  0.550137   \n",
       "34                       Pont de Rei     H    40.70  42.836667  0.717500   \n",
       "35                   Serra de Vilobí     E    40.50  41.465000  1.025278   \n",
       "36                            Oliana     H    37.89  42.098969  1.296558   \n",
       "37                         Talarn II     H    35.20  42.185778  0.900361   \n",
       "38                           Esterri    HF    34.22  42.626997  1.126262   \n",
       "39                             Rialb     H    34.00  41.940372  1.193775   \n",
       "40                            Caldes     H    34.00  42.600000  0.800000   \n",
       "41                         Terradets     H    32.50  42.055000  0.888000   \n",
       "42                       Capdella II     H    31.75  42.500000  1.000000   \n",
       "43                         Trucafort     E    30.85  41.099520  0.887460   \n",
       "44                       Sant Antoni     H    30.00  42.201950  0.949970   \n",
       "45                       Les Forques     E    30.00  41.531667  1.196944   \n",
       "46                           Barbers     E    30.00  41.180780  0.567236   \n",
       "47                 Vilalba dels Arcs     E    24.00  41.120800  0.409590   \n",
       "48                      Sant Maurici     H    15.50  42.581500  1.009750   \n",
       "49                    Ramon Escriche     S    12.00  41.247270  0.535090   \n",
       "50                    Espot-Torrassa     H     9.76  42.575900  1.142290   \n",
       "51                       El Pasteral     H     8.00  41.986190  2.615300   \n",
       "52                Collet dels Feixos     E     7.92  41.145620  0.930050   \n",
       "53                         La Baells     H     7.00  42.121931  1.878300   \n",
       "\n",
       "        col  \n",
       "0   #ff7f00  \n",
       "1   #ff7f00  \n",
       "2   #ff0000  \n",
       "3   #ff0000  \n",
       "4   #ff0000  \n",
       "5   #ff0000  \n",
       "6   #00ff00  \n",
       "7   #ff0000  \n",
       "8   #0000ff  \n",
       "9   #0000ff  \n",
       "10  #00ff00  \n",
       "11  #0000ff  \n",
       "12  #008000  \n",
       "13  #0000ff  \n",
       "14  #0000ff  \n",
       "15  #008000  \n",
       "16  #00ff00  \n",
       "17  #0000ff  \n",
       "18  #008000  \n",
       "19  #008000  \n",
       "20  #008000  \n",
       "21  #008000  \n",
       "22  #008000  \n",
       "23  #008000  \n",
       "24  #0000ff  \n",
       "25  #0000ff  \n",
       "26  #0000ff  \n",
       "27  #0000ff  \n",
       "28  #008000  \n",
       "29  #008000  \n",
       "30  #008000  \n",
       "31  #318CE7  \n",
       "32  #008000  \n",
       "33  #0000ff  \n",
       "34  #0000ff  \n",
       "35  #008000  \n",
       "36  #0000ff  \n",
       "37  #0000ff  \n",
       "38  #318CE7  \n",
       "39  #0000ff  \n",
       "40  #0000ff  \n",
       "41  #0000ff  \n",
       "42  #0000ff  \n",
       "43  #008000  \n",
       "44  #0000ff  \n",
       "45  #008000  \n",
       "46  #008000  \n",
       "47  #008000  \n",
       "48  #0000ff  \n",
       "49  #ffff00  \n",
       "50  #0000ff  \n",
       "51  #0000ff  \n",
       "52  #008000  \n",
       "53  #0000ff  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "centrals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Xarxa distribució elèctrica AMB\n",
    "\n",
    "![](img/distribucioElectricaAMB.jpg)\n",
    "\n",
    "Font: https://www.amb.cat/s/es/web/territori/infraestructures-metropolitanes/sobre-les-infraestructures/energia.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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