api-pandas-folium.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Práctica 3- Mapa de Zaragoza"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En esta práctica vamos a utilizar los datos abiertos de la página web del Ayuntamiento de Zaragoza en relación al número de accidentes de tráficos en la ciudad maña. Nuestro propósito es crear un mapa y una base de datos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Los datos se clasifican por categorías (año, tipo, afectado, estado, vehículo). Adenás la web nos permite accede a información sobre el lugar donde ha sucedido el accidente (la dirección)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Los datos de localización también son importantes para el análisis de los datos, por loque hemos añadiado la ubicación de Zaragoza a través de sus coordenadas. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "url_zrgz = 'https://www.zaragoza.es/sede/servicio/transporte/accidentalidad-trafico/accidente.csv'\n",
    "geo_zrgz = [41.649693,-0.887712]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Instalar librerías"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A diferencia de los otros trabajos esta vez utilizaremos la libería folium que facilita la visualización de los datos manipulados en Python en un mapa intercativos de folios."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para instalar esta libería vamos a utilizar la función \"pip install\" (el motor de instalación recomendado de Python) junto a !, lo que significa que estamos ejecutando con Bash. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting folium\n",
      "  Downloading folium-0.12.1.post1-py2.py3-none-any.whl (95 kB)\n",
      "\u001b[K     |████████████████████████████████| 95 kB 1.7 MB/s eta 0:00:011\n",
      "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.8/dist-packages (from folium) (1.21.1)\n",
      "Requirement already satisfied: jinja2>=2.9 in /usr/lib/python3/dist-packages (from folium) (2.10.1)\n",
      "Requirement already satisfied: requests in /usr/local/lib/python3.8/dist-packages (from folium) (2.25.0)\n",
      "Collecting branca>=0.3.0\n",
      "  Downloading branca-0.5.0-py3-none-any.whl (24 kB)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/lib/python3/dist-packages (from requests->folium) (1.25.8)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /usr/lib/python3/dist-packages (from requests->folium) (2.8)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/lib/python3/dist-packages (from requests->folium) (3.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.8/dist-packages (from requests->folium) (2020.6.20)\n",
      "Installing collected packages: branca, folium\n",
      "Successfully installed branca-0.5.0 folium-0.12.1.post1\n"
     ]
    }
   ],
   "source": [
    "!pip install folium"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importar librería"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ahora vamos a importar la libería para activar \"pandas\" que nos sirvan para la gestión de datos y \"folium\" para la de mapas. Usamos la convención \"pd\" para pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import folium"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Crear un mapa"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos a crear el mapa de la ciudad de Zaragoza. Dentro de la librería folium escogemos la función \"Map\" en la que añadiremos las coordenadas de Zaragoza. \n",
    "\n",
    "Lo primero es crear un objeto para guardar el mapa, para visualizarlo basta con llamar al objeto.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "mapa_zrgz = folium.Map(location=geo_zrgz)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para visualizar el mapaa que acabamos de crear utilizamos el siguiente comando"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;head&gt;    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_7c301a23b78fcbb6803082afdf72eba0 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_7c301a23b78fcbb6803082afdf72eba0&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_7c301a23b78fcbb6803082afdf72eba0 = L.map(\n",
       "                &quot;map_7c301a23b78fcbb6803082afdf72eba0&quot;,\n",
       "                {\n",
       "                    center: [41.649693, -0.887712],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 10,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_73dbd34f4372a0ac48c87562c9c135f1 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_7c301a23b78fcbb6803082afdf72eba0);\n",
       "        \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7fbc907500d0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mapa_zrgz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¡Ya tenemos el mapa con las coordenadas!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Crear un dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lo primero es descargar los datos de la url del Ayuntamiento de Zaragoza. Los guardaremos como el dataframe \"df_zrgz\" utilizando pandas. \n",
    "Se pon csv porque el url acaba de esa forma."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "ParserError",
     "evalue": "Error tokenizing data. C error: Expected 4 fields in line 27, saw 5\n",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mParserError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-7f57cc47f3e5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_zrgz\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl_zrgz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/pandas/util/_decorators.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    309\u001b[0m                     \u001b[0mstacklevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstacklevel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    310\u001b[0m                 )\n\u001b[0;32m--> 311\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    312\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    313\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/pandas/io/parsers/readers.py\u001b[0m in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[1;32m    584\u001b[0m     \u001b[0mkwds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkwds_defaults\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    585\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 586\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    587\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    588\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/pandas/io/parsers/readers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m    486\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    487\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 488\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    489\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    490\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/pandas/io/parsers/readers.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m   1045\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnrows\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1046\u001b[0m         \u001b[0mnrows\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalidate_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"nrows\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1047\u001b[0;31m         \u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcol_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1048\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1049\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/pandas/io/parsers/c_parser_wrapper.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m    221\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    222\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlow_memory\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 223\u001b[0;31m                 \u001b[0mchunks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_low_memory\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    224\u001b[0m                 \u001b[0;31m# destructive to chunks\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    225\u001b[0m                 \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_concatenate_chunks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunks\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/pandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.read_low_memory\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/pandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._read_rows\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/pandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._tokenize_rows\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/pandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.raise_parser_error\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mParserError\u001b[0m: Error tokenizing data. C error: Expected 4 fields in line 27, saw 5\n"
     ]
    }
   ],
   "source": [
    "df_zrgz = pd.read_csv(url_zrgz)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nos da error de lectura. El documento que le hemos mandado leer ha sido un csv, pero en realidad no lo es. Para evitar el error añadimos un delimitados, \";\". "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_zrgz = pd.read_csv(url_zrgz,delimiter=';')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para saber si ha funcionado ponemos \"df_zrgz\" y comprobamos los resultados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "      <th>year</th>\n",
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       "      <th>afectado</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>SALIDA CALZADA</td>\n",
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       "      <td>COSTA, JOAQUIN</td>\n",
       "      <td>PERAL, ISAAC</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
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       "      <td>COLISIÓN ALCANCE</td>\n",
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       "      <td>-0.8645810716721081,41.661585829868585</td>\n",
       "      <td>DISTANCIA DE SEGURIDAD, no mantener</td>\n",
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       "      <td>BUEN ESTADO</td>\n",
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       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLISIÓN ALCANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GOMEZ AVELLANEDA, G.</td>\n",
       "      <td>CASTRO, R. (POETA)</td>\n",
       "      <td>-0.887776415002892,41.666992622958105</td>\n",
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       "      <td>2598.0</td>\n",
       "      <td>2014-10-23T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLIS FRONTOLATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MONZON</td>\n",
       "      <td>GARCIA CONDOY, H.</td>\n",
       "      <td>-0.8825260453930127,41.62957498750602</td>\n",
       "      <td>CEDA EL PASO, no respetar prioridad de paso</td>\n",
       "      <td>2555.0</td>\n",
       "      <td>2014-10-23T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>SALIDA CALZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIOJA</td>\n",
       "      <td>NAVARRA, AVENIDA DE</td>\n",
       "      <td>-0.908314757720389,41.6562121210704</td>\n",
       "      <td>PERDIDA del control por VELOCIDAD INADECUADA</td>\n",
       "      <td>2554.0</td>\n",
       "      <td>2014-10-24T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>OTRAS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUEL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8691088511672924,41.65949772773082</td>\n",
       "      <td>Caída de ocupante en Transporte Público</td>\n",
       "      <td>2578.0</td>\n",
       "      <td>2014-10-24T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>ATROPELLO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PIGNATELLI, RAMON VIA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8880337913721866,41.633353667694024</td>\n",
       "      <td>PEATÓN cruza calz SIN PREFER. fuera de paso</td>\n",
       "      <td>2606.0</td>\n",
       "      <td>2014-10-24T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>CAIDA SOBRE CALZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ALIERTA, AV. CESAREO</td>\n",
       "      <td>AULA, LUIS</td>\n",
       "      <td>-0.8708838775078237,41.6390382112928</td>\n",
       "      <td>INVADIR otro carril en el mismo sentido de cir...</td>\n",
       "      <td>2583.0</td>\n",
       "      <td>2014-10-24T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLIS. MARCHA ATRÁS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CERBUNA, PEDRO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8970649943808023,41.64083344974765</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>2556.0</td>\n",
       "      <td>2014-10-24T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN LATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASALTO</td>\n",
       "      <td>COCCI, JORGE</td>\n",
       "      <td>-0.8718525605769747,41.64904657717317</td>\n",
       "      <td>INVADIR otro carril en el mismo sentido de cir...</td>\n",
       "      <td>4657.0</td>\n",
       "      <td>2013-12-20T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>OTRAS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ARAGON (CORONA DE)</td>\n",
       "      <td>SAN ANTONIO M CLARET</td>\n",
       "      <td>-0.8964627561577849,41.64322365075108</td>\n",
       "      <td>Caída de ocupante en Transporte Público</td>\n",
       "      <td>63.0</td>\n",
       "      <td>2013-12-21T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN ALCANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FRAGUA, LA</td>\n",
       "      <td>GASSIER, PIERRE</td>\n",
       "      <td>-0.8778095796207178,41.68753087470739</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>4780.0</td>\n",
       "      <td>2013-12-22T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>SALIDA CALZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PIRINEOS, AV. DE LOS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8812157329722801,41.661646612715046</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>4661.0</td>\n",
       "      <td>2013-12-22T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN ALCANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TORRES, CAMINO DE LAS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8762000299022707,41.6454384961757</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>4667.0</td>\n",
       "      <td>2013-12-22T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>ATROPELLO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIOJA</td>\n",
       "      <td>NAVARRA, AVENIDA DE</td>\n",
       "      <td>-0.9089013552408617,41.65543768899759</td>\n",
       "      <td>PEATÓN cruza calz SIN PREFER. en PASO CON semá...</td>\n",
       "      <td>4664.0</td>\n",
       "      <td>2013-12-22T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN ALCANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ITALIA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.9004729973337304,41.65180346604993</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>4671.0</td>\n",
       "      <td>2013-12-22T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN ALCANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AGUSTIN, PASEO MARIA</td>\n",
       "      <td>MAYANDIA (GENERAL)</td>\n",
       "      <td>-0.8917562993466011,41.65233828238132</td>\n",
       "      <td>DISTANCIA DE SEGURIDAD, no mantener</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2013-12-20T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN ALCANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AGUSTIN, PASEO MARIA</td>\n",
       "      <td>SANTA ANA</td>\n",
       "      <td>-0.888856043735591,41.65040494617356</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>4718.0</td>\n",
       "      <td>2013-12-23T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN ALCANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CASPE, AV.COMPROMISO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8629911318784169,41.645335650478316</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>4723.0</td>\n",
       "      <td>2013-12-23T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN ALCANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MURANO, ISLA DE AV.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8870207060655807,41.609992514227066</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-12-23T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN LATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HISPANIDAD, RONDA DE</td>\n",
       "      <td>ALIERTA, AV. CESAREO</td>\n",
       "      <td>-0.8636325074780108,41.63379905763323</td>\n",
       "      <td>PUERTA abierta incorrectamente</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2013-12-23T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>CAIDA SOBRE CALZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ZARAGOZA LA VIEJA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8760724207544668,41.63275556609146</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>4677.0</td>\n",
       "      <td>2013-12-21T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN ALCANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASIN Y PALACIOS, MIG.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.9036852209830768,41.63808926467497</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-12-17T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLIS. MARCHA ATRÁS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ZAMBRANO, M. (POETA)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8896980442453839,41.677487884305975</td>\n",
       "      <td>MARCHA ATRÁS</td>\n",
       "      <td>4783.0</td>\n",
       "      <td>2013-12-23T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>SALIDA CALZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ALBA (DUQUE DE),PASEO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.9018264648858587,41.620591734015946</td>\n",
       "      <td>PERDIDA del control por VELOCIDAD INADECUADA</td>\n",
       "      <td>4679.0</td>\n",
       "      <td>2013-12-15T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLIS FRONTOLATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HISPANIDAD, VIA</td>\n",
       "      <td>MADRID, AVENIDA DE</td>\n",
       "      <td>-0.9187726932212442,41.64931371437485</td>\n",
       "      <td>SEMÁFORO, no respetar prioridad de paso</td>\n",
       "      <td>4773.0</td>\n",
       "      <td>2013-12-20T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN LATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PARAISO, PL.BASILIO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8855988456901538,41.646890443474554</td>\n",
       "      <td>INVADIR otro carril en el mismo sentido de cir...</td>\n",
       "      <td>4702.0</td>\n",
       "      <td>2013-12-17T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN LATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HISPANIDAD, RONDA DE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.887523212911549,41.62404668544956</td>\n",
       "      <td>PUERTA abierta incorrectamente</td>\n",
       "      <td>4701.0</td>\n",
       "      <td>2013-12-20T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN LATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SAGASTA, PASEO DE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8863120908790753,41.63964884250951</td>\n",
       "      <td>INVADIR otro carril en el mismo sentido de cir...</td>\n",
       "      <td>4700.0</td>\n",
       "      <td>2013-12-19T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN LATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CABALDOS, CAMINO DE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8689640327130923,41.638477534601776</td>\n",
       "      <td>INVADIR otro carril en el mismo sentido de cir...</td>\n",
       "      <td>4752.0</td>\n",
       "      <td>2013-12-24T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>CAIDA SOBRE CALZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GOYA,FCO.(PINTOR) AV.</td>\n",
       "      <td>TORRES MORALES, M.G.</td>\n",
       "      <td>-0.8900650666830714,41.64332496247496</td>\n",
       "      <td>DISTANCIA DE SEGURIDAD, no mantener</td>\n",
       "      <td>4751.0</td>\n",
       "      <td>2013-12-24T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>COLISIÓN LATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AGUSTIN, PASEO MARIA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8918524618079099,41.65260977469196</td>\n",
       "      <td>INVADIR otro carril en el mismo sentido de cir...</td>\n",
       "      <td>4750.0</td>\n",
       "      <td>2013-12-25T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>OTRAS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RIOJA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.9104038365599549,41.65248328671194</td>\n",
       "      <td>OTRAS CAUSAS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-12-19T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLISIÓN LATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CONSTITUCION, PASEO</td>\n",
       "      <td>PARAISO, PL.BASILIO</td>\n",
       "      <td>-0.8850103896969528,41.6474034449745</td>\n",
       "      <td>INVADIR otro carril en el mismo sentido de cir...</td>\n",
       "      <td>2682.0</td>\n",
       "      <td>2014-10-24T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLIS. MARCHA ATRÁS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TORRE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8734135018983006,41.64926981833846</td>\n",
       "      <td>MARCHA ATRÁS</td>\n",
       "      <td>2626.0</td>\n",
       "      <td>2014-10-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLISIÓN ALCANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ECHEGARAY Y CABALLERO</td>\n",
       "      <td>MATUTE HERVIAS,JULIAN</td>\n",
       "      <td>-0.8593239531218387,41.650740541708075</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>2605.0</td>\n",
       "      <td>2014-10-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLIS FRONTOLATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CABALDOS, CAMINO DE</td>\n",
       "      <td>CASTELAR, EMILIO</td>\n",
       "      <td>-0.868891092151338,41.638807389014836</td>\n",
       "      <td>INVADIR otro carril en el mismo sentido de cir...</td>\n",
       "      <td>2591.0</td>\n",
       "      <td>2014-10-25T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>ATROPELLO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ALMOZARA, AV. DE LA</td>\n",
       "      <td>PUERTA DE SANCHO, AV.</td>\n",
       "      <td>-0.9008107424460443,41.66374540604866</td>\n",
       "      <td>PEATÓN cruza calz CON PREFER. en PASO  CON sem...</td>\n",
       "      <td>2610.0</td>\n",
       "      <td>2014-10-29T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLIS. MARCHA ATRÁS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>OLIVAN, ALEJANDRO</td>\n",
       "      <td>BOSQUED, JOSE (MOSEN)</td>\n",
       "      <td>-0.9211220937948997,41.64886535549928</td>\n",
       "      <td>MARCHA ATRÁS</td>\n",
       "      <td>2594.0</td>\n",
       "      <td>2014-10-24T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLIS. MARCHA ATRÁS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ARRUPE, PADRE</td>\n",
       "      <td>VAZQUEZ DE MELLA</td>\n",
       "      <td>-0.9026681648170423,41.63265453864093</td>\n",
       "      <td>MARCHA ATRÁS</td>\n",
       "      <td>2596.0</td>\n",
       "      <td>2014-10-20T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLIS FRONTOLATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RUIZ PICASSO, PABLO</td>\n",
       "      <td>ZAMBRANO, M. (POETA)</td>\n",
       "      <td>-0.8893162332922886,41.67281318904247</td>\n",
       "      <td>OTRAS CAUSAS</td>\n",
       "      <td>2640.0</td>\n",
       "      <td>2014-10-29T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>ATROPELLO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CAMPOAMOR, CLARA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8890866503471749,41.66895757951277</td>\n",
       "      <td>PEATÓN cruza calz CON PREFER. en PASO  SIN sem...</td>\n",
       "      <td>2600.0</td>\n",
       "      <td>2014-10-29T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>SALIDA CALZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CASCAJO, CN. DEL  SJN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8439506345833918,41.71496486522088</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2014-10-29T00:00:00Z</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>SALIDA CALZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EDISON, TOMAS A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8665477541801948,41.67007665525934</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2014-10-29T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLISIÓN ALCANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CUELLAR, PASEO DE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.8848493117953854,41.63484525009101</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>2604.0</td>\n",
       "      <td>2014-10-28T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLISIÓN LATERAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HISPANIDAD, VIA</td>\n",
       "      <td>GOMEZ LAGUNA(ALCALDE)</td>\n",
       "      <td>-0.9147014503640727,41.64060309287472</td>\n",
       "      <td>INVADIR otro carril en el mismo sentido de cir...</td>\n",
       "      <td>2624.0</td>\n",
       "      <td>2014-10-29T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>COLISIÓN ALCANCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PLAN, IBON DE</td>\n",
       "      <td>AEROPUERTO, CARRETERA</td>\n",
       "      <td>-0.9388159722509236,41.66210291413718</td>\n",
       "      <td>DISTANCIA DE SEGURIDAD, no mantener</td>\n",
       "      <td>2611.0</td>\n",
       "      <td>2014-10-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2014</td>\n",
       "      <td>SALIDA CALZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FANLO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.9157439755527074,41.63348367532985</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>2631.0</td>\n",
       "      <td>2014-10-27T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>SALIDA CALZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AZNAR,ADOLFO(CINEASTA</td>\n",
       "      <td>BELTRAN,J.M.(CINEASTA</td>\n",
       "      <td>-0.8869959298557372,41.67593597602368</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>4438.0</td>\n",
       "      <td>2013-12-02T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "      <td>2013</td>\n",
       "      <td>SALIDA CALZADA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ALLENDE, SALVADOR AV.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.876909940066992,41.672106692157605</td>\n",
       "      <td>PERDIDA del control por FALTA de ATENCIÓN</td>\n",
       "      <td>4684.0</td>\n",
       "      <td>2013-12-05T00:00:00Z</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BUEN ESTADO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.zaragoza.es/sede/servicio/transpor...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   id  year  \\\n",
       "0   https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "1   https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "2   https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "3   https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "4   https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "5   https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "6   https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "7   https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "8   https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "9   https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "10  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "11  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "12  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "13  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "14  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "15  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "16  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "17  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "18  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "19  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "20  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "21  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "22  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "23  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "24  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "25  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "26  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "27  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "28  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "29  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "30  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "31  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "32  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "33  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "34  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "35  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "36  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "37  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "38  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "39  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "40  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "41  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "42  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "43  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "44  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "45  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "46  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "47  https://www.zaragoza.es/sede/servicio/transpor...  2014   \n",
       "48  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "49  https://www.zaragoza.es/sede/servicio/transpor...  2013   \n",
       "\n",
       "                   type  accidentType           firstAddress  \\\n",
       "0        SALIDA CALZADA           NaN         COSTA, JOAQUIN   \n",
       "1      COLISIÓN ALCANCE           NaN  CADENA(MARQUES DE LA)   \n",
       "2      COLISIÓN ALCANCE           NaN   GOMEZ AVELLANEDA, G.   \n",
       "3   COLIS FRONTOLATERAL           NaN                 MONZON   \n",
       "4        SALIDA CALZADA           NaN                  RIOJA   \n",
       "5                 OTRAS           NaN                   MUEL   \n",
       "6             ATROPELLO           NaN  PIGNATELLI, RAMON VIA   \n",
       "7   CAIDA SOBRE CALZADA           NaN   ALIERTA, AV. CESAREO   \n",
       "8   COLIS. MARCHA ATRÁS           NaN         CERBUNA, PEDRO   \n",
       "9      COLISIÓN LATERAL           NaN                 ASALTO   \n",
       "10                OTRAS           NaN     ARAGON (CORONA DE)   \n",
       "11     COLISIÓN ALCANCE           NaN             FRAGUA, LA   \n",
       "12       SALIDA CALZADA           NaN   PIRINEOS, AV. DE LOS   \n",
       "13     COLISIÓN ALCANCE           NaN  TORRES, CAMINO DE LAS   \n",
       "14            ATROPELLO           NaN                  RIOJA   \n",
       "15     COLISIÓN ALCANCE           NaN                 ITALIA   \n",
       "16     COLISIÓN ALCANCE           NaN   AGUSTIN, PASEO MARIA   \n",
       "17     COLISIÓN ALCANCE           NaN   AGUSTIN, PASEO MARIA   \n",
       "18     COLISIÓN ALCANCE           NaN   CASPE, AV.COMPROMISO   \n",
       "19     COLISIÓN ALCANCE           NaN    MURANO, ISLA DE AV.   \n",
       "20     COLISIÓN LATERAL           NaN   HISPANIDAD, RONDA DE   \n",
       "21  CAIDA SOBRE CALZADA           NaN      ZARAGOZA LA VIEJA   \n",
       "22     COLISIÓN ALCANCE           NaN  ASIN Y PALACIOS, MIG.   \n",
       "23  COLIS. MARCHA ATRÁS           NaN   ZAMBRANO, M. (POETA)   \n",
       "24       SALIDA CALZADA           NaN  ALBA (DUQUE DE),PASEO   \n",
       "25  COLIS FRONTOLATERAL           NaN        HISPANIDAD, VIA   \n",
       "26     COLISIÓN LATERAL           NaN    PARAISO, PL.BASILIO   \n",
       "27     COLISIÓN LATERAL           NaN   HISPANIDAD, RONDA DE   \n",
       "28     COLISIÓN LATERAL           NaN      SAGASTA, PASEO DE   \n",
       "29     COLISIÓN LATERAL           NaN    CABALDOS, CAMINO DE   \n",
       "30  CAIDA SOBRE CALZADA           NaN  GOYA,FCO.(PINTOR) AV.   \n",
       "31     COLISIÓN LATERAL           NaN   AGUSTIN, PASEO MARIA   \n",
       "32                OTRAS           NaN                  RIOJA   \n",
       "33     COLISIÓN LATERAL           NaN    CONSTITUCION, PASEO   \n",
       "34  COLIS. MARCHA ATRÁS           NaN                  TORRE   \n",
       "35     COLISIÓN ALCANCE           NaN  ECHEGARAY Y CABALLERO   \n",
       "36  COLIS FRONTOLATERAL           NaN    CABALDOS, CAMINO DE   \n",
       "37            ATROPELLO           NaN    ALMOZARA, AV. DE LA   \n",
       "38  COLIS. MARCHA ATRÁS           NaN      OLIVAN, ALEJANDRO   \n",
       "39  COLIS. MARCHA ATRÁS           NaN          ARRUPE, PADRE   \n",
       "40  COLIS FRONTOLATERAL           NaN    RUIZ PICASSO, PABLO   \n",
       "41            ATROPELLO           NaN       CAMPOAMOR, CLARA   \n",
       "42       SALIDA CALZADA           NaN  CASCAJO, CN. DEL  SJN   \n",
       "43       SALIDA CALZADA           NaN        EDISON, TOMAS A   \n",
       "44     COLISIÓN ALCANCE           NaN      CUELLAR, PASEO DE   \n",
       "45     COLISIÓN LATERAL           NaN        HISPANIDAD, VIA   \n",
       "46     COLISIÓN ALCANCE           NaN          PLAN, IBON DE   \n",
       "47       SALIDA CALZADA           NaN                  FANLO   \n",
       "48       SALIDA CALZADA           NaN  AZNAR,ADOLFO(CINEASTA   \n",
       "49       SALIDA CALZADA           NaN  ALLENDE, SALVADOR AV.   \n",
       "\n",
       "            secondAddress                                geometry  \\\n",
       "0            PERAL, ISAAC  -0.8818527060979306,41.649027473051156   \n",
       "1                     NaN  -0.8645810716721081,41.661585829868585   \n",
       "2      CASTRO, R. (POETA)   -0.887776415002892,41.666992622958105   \n",
       "3       GARCIA CONDOY, H.   -0.8825260453930127,41.62957498750602   \n",
       "4     NAVARRA, AVENIDA DE     -0.908314757720389,41.6562121210704   \n",
       "5                     NaN   -0.8691088511672924,41.65949772773082   \n",
       "6                     NaN  -0.8880337913721866,41.633353667694024   \n",
       "7              AULA, LUIS    -0.8708838775078237,41.6390382112928   \n",
       "8                     NaN   -0.8970649943808023,41.64083344974765   \n",
       "9            COCCI, JORGE   -0.8718525605769747,41.64904657717317   \n",
       "10   SAN ANTONIO M CLARET   -0.8964627561577849,41.64322365075108   \n",
       "11        GASSIER, PIERRE   -0.8778095796207178,41.68753087470739   \n",
       "12                    NaN  -0.8812157329722801,41.661646612715046   \n",
       "13                    NaN    -0.8762000299022707,41.6454384961757   \n",
       "14    NAVARRA, AVENIDA DE   -0.9089013552408617,41.65543768899759   \n",
       "15                    NaN   -0.9004729973337304,41.65180346604993   \n",
       "16     MAYANDIA (GENERAL)   -0.8917562993466011,41.65233828238132   \n",
       "17              SANTA ANA    -0.888856043735591,41.65040494617356   \n",
       "18                    NaN  -0.8629911318784169,41.645335650478316   \n",
       "19                    NaN  -0.8870207060655807,41.609992514227066   \n",
       "20   ALIERTA, AV. CESAREO   -0.8636325074780108,41.63379905763323   \n",
       "21                    NaN   -0.8760724207544668,41.63275556609146   \n",
       "22                    NaN   -0.9036852209830768,41.63808926467497   \n",
       "23                    NaN  -0.8896980442453839,41.677487884305975   \n",
       "24                    NaN  -0.9018264648858587,41.620591734015946   \n",
       "25     MADRID, AVENIDA DE   -0.9187726932212442,41.64931371437485   \n",
       "26                    NaN  -0.8855988456901538,41.646890443474554   \n",
       "27                    NaN    -0.887523212911549,41.62404668544956   \n",
       "28                    NaN   -0.8863120908790753,41.63964884250951   \n",
       "29                    NaN  -0.8689640327130923,41.638477534601776   \n",
       "30   TORRES MORALES, M.G.   -0.8900650666830714,41.64332496247496   \n",
       "31                    NaN   -0.8918524618079099,41.65260977469196   \n",
       "32                    NaN   -0.9104038365599549,41.65248328671194   \n",
       "33    PARAISO, PL.BASILIO    -0.8850103896969528,41.6474034449745   \n",
       "34                    NaN   -0.8734135018983006,41.64926981833846   \n",
       "35  MATUTE HERVIAS,JULIAN  -0.8593239531218387,41.650740541708075   \n",
       "36       CASTELAR, EMILIO   -0.868891092151338,41.638807389014836   \n",
       "37  PUERTA DE SANCHO, AV.   -0.9008107424460443,41.66374540604866   \n",
       "38  BOSQUED, JOSE (MOSEN)   -0.9211220937948997,41.64886535549928   \n",
       "39       VAZQUEZ DE MELLA   -0.9026681648170423,41.63265453864093   \n",
       "40   ZAMBRANO, M. (POETA)   -0.8893162332922886,41.67281318904247   \n",
       "41                    NaN   -0.8890866503471749,41.66895757951277   \n",
       "42                    NaN   -0.8439506345833918,41.71496486522088   \n",
       "43                    NaN   -0.8665477541801948,41.67007665525934   \n",
       "44                    NaN   -0.8848493117953854,41.63484525009101   \n",
       "45  GOMEZ LAGUNA(ALCALDE)   -0.9147014503640727,41.64060309287472   \n",
       "46  AEROPUERTO, CARRETERA   -0.9388159722509236,41.66210291413718   \n",
       "47                    NaN   -0.9157439755527074,41.63348367532985   \n",
       "48  BELTRAN,J.M.(CINEASTA   -0.8869959298557372,41.67593597602368   \n",
       "49                    NaN   -0.876909940066992,41.672106692157605   \n",
       "\n",
       "                                               reason    area  \\\n",
       "0           PERDIDA del control por FALTA de ATENCIÓN     NaN   \n",
       "1                 DISTANCIA DE SEGURIDAD, no mantener  2560.0   \n",
       "2           PERDIDA del control por FALTA de ATENCIÓN  2598.0   \n",
       "3         CEDA EL PASO, no respetar prioridad de paso  2555.0   \n",
       "4        PERDIDA del control por VELOCIDAD INADECUADA  2554.0   \n",
       "5             Caída de ocupante en Transporte Público  2578.0   \n",
       "6         PEATÓN cruza calz SIN PREFER. fuera de paso  2606.0   \n",
       "7   INVADIR otro carril en el mismo sentido de cir...  2583.0   \n",
       "8           PERDIDA del control por FALTA de ATENCIÓN  2556.0   \n",
       "9   INVADIR otro carril en el mismo sentido de cir...  4657.0   \n",
       "10            Caída de ocupante en Transporte Público    63.0   \n",
       "11          PERDIDA del control por FALTA de ATENCIÓN  4780.0   \n",
       "12          PERDIDA del control por FALTA de ATENCIÓN  4661.0   \n",
       "13          PERDIDA del control por FALTA de ATENCIÓN  4667.0   \n",
       "14  PEATÓN cruza calz SIN PREFER. en PASO CON semá...  4664.0   \n",
       "15          PERDIDA del control por FALTA de ATENCIÓN  4671.0   \n",
       "16                DISTANCIA DE SEGURIDAD, no mantener    18.0   \n",
       "17          PERDIDA del control por FALTA de ATENCIÓN  4718.0   \n",
       "18          PERDIDA del control por FALTA de ATENCIÓN  4723.0   \n",
       "19          PERDIDA del control por FALTA de ATENCIÓN     NaN   \n",
       "20                     PUERTA abierta incorrectamente    17.0   \n",
       "21          PERDIDA del control por FALTA de ATENCIÓN  4677.0   \n",
       "22          PERDIDA del control por FALTA de ATENCIÓN     NaN   \n",
       "23                                       MARCHA ATRÁS  4783.0   \n",
       "24       PERDIDA del control por VELOCIDAD INADECUADA  4679.0   \n",
       "25            SEMÁFORO, no respetar prioridad de paso  4773.0   \n",
       "26  INVADIR otro carril en el mismo sentido de cir...  4702.0   \n",
       "27                     PUERTA abierta incorrectamente  4701.0   \n",
       "28  INVADIR otro carril en el mismo sentido de cir...  4700.0   \n",
       "29  INVADIR otro carril en el mismo sentido de cir...  4752.0   \n",
       "30                DISTANCIA DE SEGURIDAD, no mantener  4751.0   \n",
       "31  INVADIR otro carril en el mismo sentido de cir...  4750.0   \n",
       "32                                       OTRAS CAUSAS     NaN   \n",
       "33  INVADIR otro carril en el mismo sentido de cir...  2682.0   \n",
       "34                                       MARCHA ATRÁS  2626.0   \n",
       "35          PERDIDA del control por FALTA de ATENCIÓN  2605.0   \n",
       "36  INVADIR otro carril en el mismo sentido de cir...  2591.0   \n",
       "37  PEATÓN cruza calz CON PREFER. en PASO  CON sem...  2610.0   \n",
       "38                                       MARCHA ATRÁS  2594.0   \n",
       "39                                       MARCHA ATRÁS  2596.0   \n",
       "40                                       OTRAS CAUSAS  2640.0   \n",
       "41  PEATÓN cruza calz CON PREFER. en PASO  SIN sem...  2600.0   \n",
       "42          PERDIDA del control por FALTA de ATENCIÓN     NaN   \n",
       "43          PERDIDA del control por FALTA de ATENCIÓN     NaN   \n",
       "44          PERDIDA del control por FALTA de ATENCIÓN  2604.0   \n",
       "45  INVADIR otro carril en el mismo sentido de cir...  2624.0   \n",
       "46                DISTANCIA DE SEGURIDAD, no mantener  2611.0   \n",
       "47          PERDIDA del control por FALTA de ATENCIÓN  2631.0   \n",
       "48          PERDIDA del control por FALTA de ATENCIÓN  4438.0   \n",
       "49          PERDIDA del control por FALTA de ATENCIÓN  4684.0   \n",
       "\n",
       "            creationDate  daniosMateriales  falloMecanico estadoPavimento  \\\n",
       "0   2014-10-09T00:00:00Z              True          False     BUEN ESTADO   \n",
       "1   2014-10-23T00:00:00Z             False          False     BUEN ESTADO   \n",
       "2   2014-10-23T00:00:00Z             False          False     BUEN ESTADO   \n",
       "3   2014-10-23T00:00:00Z             False          False     BUEN ESTADO   \n",
       "4   2014-10-24T00:00:00Z             False          False     BUEN ESTADO   \n",
       "5   2014-10-24T00:00:00Z             False          False     BUEN ESTADO   \n",
       "6   2014-10-24T00:00:00Z             False          False     BUEN ESTADO   \n",
       "7   2014-10-24T00:00:00Z             False          False     BUEN ESTADO   \n",
       "8   2014-10-24T00:00:00Z              True          False     BUEN ESTADO   \n",
       "9   2013-12-20T00:00:00Z             False          False     BUEN ESTADO   \n",
       "10  2013-12-21T00:00:00Z             False          False     BUEN ESTADO   \n",
       "11  2013-12-22T00:00:00Z              True          False     BUEN ESTADO   \n",
       "12  2013-12-22T00:00:00Z             False          False     BUEN ESTADO   \n",
       "13  2013-12-22T00:00:00Z             False          False     BUEN ESTADO   \n",
       "14  2013-12-22T00:00:00Z             False          False     BUEN ESTADO   \n",
       "15  2013-12-22T00:00:00Z              True          False     BUEN ESTADO   \n",
       "16  2013-12-20T00:00:00Z             False          False     BUEN ESTADO   \n",
       "17  2013-12-23T00:00:00Z             False          False     BUEN ESTADO   \n",
       "18  2013-12-23T00:00:00Z             False          False     BUEN ESTADO   \n",
       "19  2013-12-23T00:00:00Z              True          False     BUEN ESTADO   \n",
       "20  2013-12-23T00:00:00Z             False          False     BUEN ESTADO   \n",
       "21  2013-12-21T00:00:00Z             False          False     BUEN ESTADO   \n",
       "22  2013-12-17T00:00:00Z              True          False     BUEN ESTADO   \n",
       "23  2013-12-23T00:00:00Z              True          False     BUEN ESTADO   \n",
       "24  2013-12-15T00:00:00Z              True          False     BUEN ESTADO   \n",
       "25  2013-12-20T00:00:00Z              True          False     BUEN ESTADO   \n",
       "26  2013-12-17T00:00:00Z              True          False     BUEN ESTADO   \n",
       "27  2013-12-20T00:00:00Z              True          False     BUEN ESTADO   \n",
       "28  2013-12-19T00:00:00Z              True          False     BUEN ESTADO   \n",
       "29  2013-12-24T00:00:00Z             False          False     BUEN ESTADO   \n",
       "30  2013-12-24T00:00:00Z             False          False     BUEN ESTADO   \n",
       "31  2013-12-25T00:00:00Z             False          False     BUEN ESTADO   \n",
       "32  2013-12-19T00:00:00Z              True          False     BUEN ESTADO   \n",
       "33  2014-10-24T00:00:00Z              True          False     BUEN ESTADO   \n",
       "34  2014-10-27T00:00:00Z              True          False     BUEN ESTADO   \n",
       "35  2014-10-27T00:00:00Z              True          False     BUEN ESTADO   \n",
       "36  2014-10-25T00:00:00Z              True          False     BUEN ESTADO   \n",
       "37  2014-10-29T00:00:00Z             False          False     BUEN ESTADO   \n",
       "38  2014-10-24T00:00:00Z              True          False     BUEN ESTADO   \n",
       "39  2014-10-20T00:00:00Z              True          False     BUEN ESTADO   \n",
       "40  2014-10-29T00:00:00Z             False          False     BUEN ESTADO   \n",
       "41  2014-10-29T00:00:00Z             False          False     BUEN ESTADO   \n",
       "42  2014-10-29T00:00:00Z             False          False     BUEN ESTADO   \n",
       "43  2014-10-29T00:00:00Z              True          False     BUEN ESTADO   \n",
       "44  2014-10-28T00:00:00Z              True          False     BUEN ESTADO   \n",
       "45  2014-10-29T00:00:00Z              True          False     BUEN ESTADO   \n",
       "46  2014-10-27T00:00:00Z              True          False     BUEN ESTADO   \n",
       "47  2014-10-27T00:00:00Z              True          False     BUEN ESTADO   \n",
       "48  2013-12-02T00:00:00Z              True          False     BUEN ESTADO   \n",
       "49  2013-12-05T00:00:00Z              True          False     BUEN ESTADO   \n",
       "\n",
       "    tipoEstadoPavimento estadoAtmosfera  tipoEstadoAtmosfera  \\\n",
       "0                   NaN     BUEN ESTADO                  NaN   \n",
       "1                   NaN     BUEN ESTADO                  NaN   \n",
       "2                   NaN     BUEN ESTADO                  NaN   \n",
       "3                   NaN     BUEN ESTADO                  NaN   \n",
       "4                   NaN     BUEN ESTADO                  NaN   \n",
       "5                   NaN     BUEN ESTADO                  NaN   \n",
       "6                   NaN     BUEN ESTADO                  NaN   \n",
       "7                   NaN     BUEN ESTADO                  NaN   \n",
       "8                   NaN     BUEN ESTADO                  NaN   \n",
       "9                   NaN     BUEN ESTADO                  NaN   \n",
       "10                  NaN     BUEN ESTADO                  NaN   \n",
       "11                  NaN     BUEN ESTADO                  NaN   \n",
       "12                  NaN     BUEN ESTADO                  NaN   \n",
       "13                  NaN     BUEN ESTADO                  NaN   \n",
       "14                  NaN     BUEN ESTADO                  NaN   \n",
       "15                  NaN     BUEN ESTADO                  NaN   \n",
       "16                  NaN     BUEN ESTADO                  NaN   \n",
       "17                  NaN     BUEN ESTADO                  NaN   \n",
       "18                  NaN     BUEN ESTADO                  NaN   \n",
       "19                  NaN     BUEN ESTADO                  NaN   \n",
       "20                  NaN     BUEN ESTADO                  NaN   \n",
       "21                  NaN     BUEN ESTADO                  NaN   \n",
       "22                  NaN     BUEN ESTADO                  NaN   \n",
       "23                  NaN     BUEN ESTADO                  NaN   \n",
       "24                  NaN     BUEN ESTADO                  NaN   \n",
       "25                  NaN     BUEN ESTADO                  NaN   \n",
       "26                  NaN     BUEN ESTADO                  NaN   \n",
       "27                  NaN     BUEN ESTADO                  NaN   \n",
       "28                  NaN     BUEN ESTADO                  NaN   \n",
       "29                  NaN     BUEN ESTADO                  NaN   \n",
       "30                  NaN     BUEN ESTADO                  NaN   \n",
       "31                  NaN     BUEN ESTADO                  NaN   \n",
       "32                  NaN     BUEN ESTADO                  NaN   \n",
       "33                  NaN     BUEN ESTADO                  NaN   \n",
       "34                  NaN     BUEN ESTADO                  NaN   \n",
       "35                  NaN     BUEN ESTADO                  NaN   \n",
       "36                  NaN     BUEN ESTADO                  NaN   \n",
       "37                  NaN     BUEN ESTADO                  NaN   \n",
       "38                  NaN     BUEN ESTADO                  NaN   \n",
       "39                  NaN     BUEN ESTADO                  NaN   \n",
       "40                  NaN     BUEN ESTADO                  NaN   \n",
       "41                  NaN     BUEN ESTADO                  NaN   \n",
       "42                  NaN     BUEN ESTADO                  NaN   \n",
       "43                  NaN     BUEN ESTADO                  NaN   \n",
       "44                  NaN     BUEN ESTADO                  NaN   \n",
       "45                  NaN     BUEN ESTADO                  NaN   \n",
       "46                  NaN     BUEN ESTADO                  NaN   \n",
       "47                  NaN     BUEN ESTADO                  NaN   \n",
       "48                  NaN     BUEN ESTADO                  NaN   \n",
       "49                  NaN     BUEN ESTADO                  NaN   \n",
       "\n",
       "                                             afectado  \\\n",
       "0                                                 NaN   \n",
       "1   https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "2   https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "3   https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "4   https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "5   https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "6   https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "7   https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "8                                                 NaN   \n",
       "9   https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "10  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "11                                                NaN   \n",
       "12  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "13  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "14  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "15                                                NaN   \n",
       "16  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "17  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "18  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "19                                                NaN   \n",
       "20  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "21  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "30  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "31  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "32                                                NaN   \n",
       "33                                                NaN   \n",
       "34                                                NaN   \n",
       "35                                                NaN   \n",
       "36                                                NaN   \n",
       "37  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "41  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "42  https://www.zaragoza.es/sede/servicio/transpor...   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "\n",
       "                                             vehiculo  \n",
       "0   https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "1   https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "2   https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "3   https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "4   https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "5   https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "6   https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "7   https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "8   https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "9   https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "10  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "11  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "12  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "13  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "14  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "15  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "16  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "17  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "18  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "19  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "20  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "21  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "22  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "23  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "24  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "25  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "26  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "27  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "28  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "29  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "30  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "31  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "32  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "33  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "34  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "35  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "36  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "37  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "38  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "39  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "40  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "41  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "42  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "43  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "44  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "45  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "46  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "47  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "48  https://www.zaragoza.es/sede/servicio/transpor...  \n",
       "49  https://www.zaragoza.es/sede/servicio/transpor...  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_zrgz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ahora vamos analizar la tabla de datos y sus variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para ver las variables archivadas como columnas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'year', 'type', 'accidentType', 'firstAddress', 'secondAddress',\n",
       "       'geometry', 'reason', 'area', 'creationDate', 'daniosMateriales',\n",
       "       'falloMecanico', 'estadoPavimento', 'tipoEstadoPavimento',\n",
       "       'estadoAtmosfera', 'tipoEstadoAtmosfera', 'afectado', 'vehiculo'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_zrgz.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para conocer qué datos contiene de manera resumidad:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 50 entries, 0 to 49\n",
      "Data columns (total 18 columns):\n",
      " #   Column               Non-Null Count  Dtype  \n",
      "---  ------               --------------  -----  \n",
      " 0   id                   50 non-null     object \n",
      " 1   year                 50 non-null     int64  \n",
      " 2   type                 50 non-null     object \n",
      " 3   accidentType         0 non-null      float64\n",
      " 4   firstAddress         50 non-null     object \n",
      " 5   secondAddress        24 non-null     object \n",
      " 6   geometry             50 non-null     object \n",
      " 7   reason               50 non-null     object \n",
      " 8   area                 44 non-null     float64\n",
      " 9   creationDate         50 non-null     object \n",
      " 10  daniosMateriales     50 non-null     bool   \n",
      " 11  falloMecanico        50 non-null     bool   \n",
      " 12  estadoPavimento      50 non-null     object \n",
      " 13  tipoEstadoPavimento  0 non-null      float64\n",
      " 14  estadoAtmosfera      50 non-null     object \n",
      " 15  tipoEstadoAtmosfera  0 non-null      float64\n",
      " 16  afectado             24 non-null     object \n",
      " 17  vehiculo             50 non-null     object \n",
      "dtypes: bool(2), float64(4), int64(1), object(11)\n",
      "memory usage: 6.5+ KB\n"
     ]
    }
   ],
   "source": [
    "df_zrgz.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extraer un valor concreto (en este caso el motivo=reason): "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             PERDIDA del control por FALTA de ATENCIÓN\n",
       "1                   DISTANCIA DE SEGURIDAD, no mantener\n",
       "2             PERDIDA del control por FALTA de ATENCIÓN\n",
       "3           CEDA EL PASO, no respetar prioridad de paso\n",
       "4          PERDIDA del control por VELOCIDAD INADECUADA\n",
       "5               Caída de ocupante en Transporte Público\n",
       "6           PEATÓN cruza calz SIN PREFER. fuera de paso\n",
       "7     INVADIR otro carril en el mismo sentido de cir...\n",
       "8             PERDIDA del control por FALTA de ATENCIÓN\n",
       "9     INVADIR otro carril en el mismo sentido de cir...\n",
       "10              Caída de ocupante en Transporte Público\n",
       "11            PERDIDA del control por FALTA de ATENCIÓN\n",
       "12            PERDIDA del control por FALTA de ATENCIÓN\n",
       "13            PERDIDA del control por FALTA de ATENCIÓN\n",
       "14    PEATÓN cruza calz SIN PREFER. en PASO CON semá...\n",
       "15            PERDIDA del control por FALTA de ATENCIÓN\n",
       "16                  DISTANCIA DE SEGURIDAD, no mantener\n",
       "17            PERDIDA del control por FALTA de ATENCIÓN\n",
       "18            PERDIDA del control por FALTA de ATENCIÓN\n",
       "19            PERDIDA del control por FALTA de ATENCIÓN\n",
       "20                       PUERTA abierta incorrectamente\n",
       "21            PERDIDA del control por FALTA de ATENCIÓN\n",
       "22            PERDIDA del control por FALTA de ATENCIÓN\n",
       "23                                         MARCHA ATRÁS\n",
       "24         PERDIDA del control por VELOCIDAD INADECUADA\n",
       "25              SEMÁFORO, no respetar prioridad de paso\n",
       "26    INVADIR otro carril en el mismo sentido de cir...\n",
       "27                       PUERTA abierta incorrectamente\n",
       "28    INVADIR otro carril en el mismo sentido de cir...\n",
       "29    INVADIR otro carril en el mismo sentido de cir...\n",
       "30                  DISTANCIA DE SEGURIDAD, no mantener\n",
       "31    INVADIR otro carril en el mismo sentido de cir...\n",
       "32                                         OTRAS CAUSAS\n",
       "33    INVADIR otro carril en el mismo sentido de cir...\n",
       "34                                         MARCHA ATRÁS\n",
       "35            PERDIDA del control por FALTA de ATENCIÓN\n",
       "36    INVADIR otro carril en el mismo sentido de cir...\n",
       "37    PEATÓN cruza calz CON PREFER. en PASO  CON sem...\n",
       "38                                         MARCHA ATRÁS\n",
       "39                                         MARCHA ATRÁS\n",
       "40                                         OTRAS CAUSAS\n",
       "41    PEATÓN cruza calz CON PREFER. en PASO  SIN sem...\n",
       "42            PERDIDA del control por FALTA de ATENCIÓN\n",
       "43            PERDIDA del control por FALTA de ATENCIÓN\n",
       "44            PERDIDA del control por FALTA de ATENCIÓN\n",
       "45    INVADIR otro carril en el mismo sentido de cir...\n",
       "46                  DISTANCIA DE SEGURIDAD, no mantener\n",
       "47            PERDIDA del control por FALTA de ATENCIÓN\n",
       "48            PERDIDA del control por FALTA de ATENCIÓN\n",
       "49            PERDIDA del control por FALTA de ATENCIÓN\n",
       "Name: reason, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_zrgz['reason']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Como hay muchos casos hay moticos que se repiten. Para extraer los valores únicos de la columna utilizmos el comando \"unique\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['PERDIDA del control por FALTA de ATENCIÓN',\n",
       "       'DISTANCIA DE SEGURIDAD, no mantener',\n",
       "       'CEDA EL PASO, no respetar prioridad de paso',\n",
       "       'PERDIDA del control por VELOCIDAD INADECUADA',\n",
       "       'Caída de ocupante en Transporte Público',\n",
       "       'PEATÓN cruza calz SIN PREFER. fuera de paso',\n",
       "       'INVADIR otro carril en el mismo sentido de circulación',\n",
       "       'PEATÓN cruza calz SIN PREFER. en PASO CON semáforo',\n",
       "       'PUERTA abierta incorrectamente', 'MARCHA ATRÁS',\n",
       "       'SEMÁFORO, no respetar prioridad de paso', 'OTRAS CAUSAS',\n",
       "       'PEATÓN cruza calz CON PREFER. en PASO  CON semáforo',\n",
       "       'PEATÓN cruza calz CON PREFER. en PASO  SIN semáforo'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_zrgz['reason'].unique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['SALIDA CALZADA', 'COLISIÓN ALCANCE', 'COLIS FRONTOLATERAL',\n",
       "       'OTRAS', 'ATROPELLO', 'CAIDA SOBRE CALZADA', 'COLIS. MARCHA ATRÁS',\n",
       "       'COLISIÓN LATERAL'], dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_zrgz['type'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     -0.8818527060979306,41.649027473051156\n",
       "1     -0.8645810716721081,41.661585829868585\n",
       "2      -0.887776415002892,41.666992622958105\n",
       "3      -0.8825260453930127,41.62957498750602\n",
       "4        -0.908314757720389,41.6562121210704\n",
       "5      -0.8691088511672924,41.65949772773082\n",
       "6     -0.8880337913721866,41.633353667694024\n",
       "7       -0.8708838775078237,41.6390382112928\n",
       "8      -0.8970649943808023,41.64083344974765\n",
       "9      -0.8718525605769747,41.64904657717317\n",
       "10     -0.8964627561577849,41.64322365075108\n",
       "11     -0.8778095796207178,41.68753087470739\n",
       "12    -0.8812157329722801,41.661646612715046\n",
       "13      -0.8762000299022707,41.6454384961757\n",
       "14     -0.9089013552408617,41.65543768899759\n",
       "15     -0.9004729973337304,41.65180346604993\n",
       "16     -0.8917562993466011,41.65233828238132\n",
       "17      -0.888856043735591,41.65040494617356\n",
       "18    -0.8629911318784169,41.645335650478316\n",
       "19    -0.8870207060655807,41.609992514227066\n",
       "20     -0.8636325074780108,41.63379905763323\n",
       "21     -0.8760724207544668,41.63275556609146\n",
       "22     -0.9036852209830768,41.63808926467497\n",
       "23    -0.8896980442453839,41.677487884305975\n",
       "24    -0.9018264648858587,41.620591734015946\n",
       "25     -0.9187726932212442,41.64931371437485\n",
       "26    -0.8855988456901538,41.646890443474554\n",
       "27      -0.887523212911549,41.62404668544956\n",
       "28     -0.8863120908790753,41.63964884250951\n",
       "29    -0.8689640327130923,41.638477534601776\n",
       "30     -0.8900650666830714,41.64332496247496\n",
       "31     -0.8918524618079099,41.65260977469196\n",
       "32     -0.9104038365599549,41.65248328671194\n",
       "33      -0.8850103896969528,41.6474034449745\n",
       "34     -0.8734135018983006,41.64926981833846\n",
       "35    -0.8593239531218387,41.650740541708075\n",
       "36     -0.868891092151338,41.638807389014836\n",
       "37     -0.9008107424460443,41.66374540604866\n",
       "38     -0.9211220937948997,41.64886535549928\n",
       "39     -0.9026681648170423,41.63265453864093\n",
       "40     -0.8893162332922886,41.67281318904247\n",
       "41     -0.8890866503471749,41.66895757951277\n",
       "42     -0.8439506345833918,41.71496486522088\n",
       "43     -0.8665477541801948,41.67007665525934\n",
       "44     -0.8848493117953854,41.63484525009101\n",
       "45     -0.9147014503640727,41.64060309287472\n",
       "46     -0.9388159722509236,41.66210291413718\n",
       "47     -0.9157439755527074,41.63348367532985\n",
       "48     -0.8869959298557372,41.67593597602368\n",
       "49     -0.876909940066992,41.672106692157605\n",
       "Name: geometry, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_zrgz['geometry']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lo que nos faltaría para terminar por completar el mapa sería ejecutar esta función, lo que nos llevaría a crear coon éxito el mapa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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