tutorial-geopandas.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importar libreria\n",
    "import geopandas as gpd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Carga de archivos\n",
    "\n",
    "### geopandas.read_file()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ruta_shapefile = 'data/geologia_area.shp' # Indicar ruta del archivo\n",
    "\n",
    "geologia_shp = gpd.read_file(ruta_shapefile) # Leyendo el archivo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "geopandas.geodataframe.GeoDataFrame"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Comprobando el tipo de la información creada\n",
    "type(geologia_shp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nombre_Uni</th>\n",
       "      <th>SHAPE_Leng</th>\n",
       "      <th>SHAPE_Area</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Tonalitas Coliumo</td>\n",
       "      <td>17054.575034</td>\n",
       "      <td>9.786633e+05</td>\n",
       "      <td>POLYGON ((682142.897 5956247.079, 682188.162 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Formación Quiriquina</td>\n",
       "      <td>457.262330</td>\n",
       "      <td>8.149300e+03</td>\n",
       "      <td>POLYGON ((665590.814 5927635.114, 665594.624 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tonalitas Coliumo</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((675025.968 5921289.368, 673412.998 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Tonalitas Coliumo</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((677600.777 5921289.368, 675043.627 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Tonalitas Coliumo</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((679201.092 5921289.368, 678457.241 5...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Nombre_Uni     SHAPE_Leng    SHAPE_Area  \\\n",
       "0     Tonalitas Coliumo   17054.575034  9.786633e+05   \n",
       "1  Formación Quiriquina     457.262330  8.149300e+03   \n",
       "2     Tonalitas Coliumo  169239.769602  3.867799e+08   \n",
       "3     Tonalitas Coliumo  169239.769602  3.867799e+08   \n",
       "4     Tonalitas Coliumo  169239.769602  3.867799e+08   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((682142.897 5956247.079, 682188.162 5...  \n",
       "1  POLYGON ((665590.814 5927635.114, 665594.624 5...  \n",
       "2  POLYGON ((675025.968 5921289.368, 673412.998 5...  \n",
       "3  POLYGON ((677600.777 5921289.368, 675043.627 5...  \n",
       "4  POLYGON ((679201.092 5921289.368, 678457.241 5...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geologia_shp.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Acceder atributos\n",
    "\n",
    "#### Sistema de referencia: geodataframe.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Projected CRS: EPSG:32718>\n",
       "Name: WGS 84 / UTM zone 18S\n",
       "Axis Info [cartesian]:\n",
       "- E[east]: Easting (metre)\n",
       "- N[north]: Northing (metre)\n",
       "Area of Use:\n",
       "- name: World - S hemisphere - 78°W to 72°W - by country\n",
       "- bounds: (-78.0, -80.0, -72.0, 0.0)\n",
       "Coordinate Operation:\n",
       "- name: UTM zone 18S\n",
       "- method: Transverse Mercator\n",
       "Datum: World Geodetic System 1984\n",
       "- Ellipsoid: WGS 84\n",
       "- Prime Meridian: Greenwich"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geologia_shp.crs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Tipo de geometria: geodataframe.geom_type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      Polygon\n",
       "1      Polygon\n",
       "2      Polygon\n",
       "3      Polygon\n",
       "4      Polygon\n",
       "        ...   \n",
       "142    Polygon\n",
       "143    Polygon\n",
       "144    Polygon\n",
       "145    Polygon\n",
       "146    Polygon\n",
       "Length: 147, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geologia_shp.geom_type"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Limites: geodataframe.total_bounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 657690.9197998, 5921289.3684   ,  686260.7535   , 5956813.982    ])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geologia_shp.total_bounds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Area: geodataframe.area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      9.243204e+05\n",
       "1      8.149300e+03\n",
       "2      7.509575e+05\n",
       "3      2.973870e+06\n",
       "4      1.230947e+06\n",
       "           ...     \n",
       "142    4.009458e+05\n",
       "143    2.716139e+05\n",
       "144    1.154135e+06\n",
       "145    8.852233e+02\n",
       "146    2.132327e+03\n",
       "Length: 147, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geologia_shp.area"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ploteo rápido\n",
    "\n",
    "#### geodataframe.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ruta_shapefile = 'data/geologia_area.shp' # Ruta del archivo\n",
    "geologia_shp = gpd.read_file(ruta_shapefile) # Carga del archivo\n",
    "\n",
    "geologia_shp.plot() # Ploteo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "geologia_shp.plot(edgecolor='grey', color='white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ploteo multiples capas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Leyendo puntos a plotear sobre mapa\n",
    "puntos_campo = gpd.read_file('data/P_GPS_C2_shp.shp') # Carga de puntos\n",
    "\n",
    "base = geologia_shp.plot(color='white', edgecolor='grey', figsize=(10,10)) # Mapa base\n",
    "puntos = puntos_campo.plot(ax=base, color='blue', markersize=5) # Agregar puntos al mapa\n",
    "\n",
    "base.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reproyectar sistemas de referencia\n",
    "\n",
    "### geopandas.to_crs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sistema de referencia original: epsg:32718\n"
     ]
    }
   ],
   "source": [
    "geologia_shp = gpd.read_file('data/geologia_area.shp')\n",
    "\n",
    "print(f\"Sistema de referencia original: {geologia_shp.crs}\") # Sistema original"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sistema de referencia reproyectado: EPSG:4326\n"
     ]
    }
   ],
   "source": [
    "shape_latlon = geologia_shp.to_crs(\"EPSG:4326\") # Reproyección\n",
    "\n",
    "print(f\"Sistema de referencia reproyectado: {shape_latlon.crs}\") # Sistema posterior a la proyección"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nombre_Uni</th>\n",
       "      <th>SHAPE_Leng</th>\n",
       "      <th>SHAPE_Area</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Tonalitas Coliumo</td>\n",
       "      <td>17054.575034</td>\n",
       "      <td>9.786633e+05</td>\n",
       "      <td>POLYGON ((-72.96569 -36.52182, -72.96519 -36.5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Formación Quiriquina</td>\n",
       "      <td>457.262330</td>\n",
       "      <td>8.149300e+03</td>\n",
       "      <td>POLYGON ((-73.14429 -36.78263, -73.14425 -36.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tonalitas Coliumo</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((-73.03715 -36.83810, -73.05523 -36.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Tonalitas Coliumo</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((-73.00829 -36.83762, -73.03695 -36.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Tonalitas Coliumo</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((-72.99035 -36.83732, -72.99869 -36.8...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Nombre_Uni     SHAPE_Leng    SHAPE_Area  \\\n",
       "0     Tonalitas Coliumo   17054.575034  9.786633e+05   \n",
       "1  Formación Quiriquina     457.262330  8.149300e+03   \n",
       "2     Tonalitas Coliumo  169239.769602  3.867799e+08   \n",
       "3     Tonalitas Coliumo  169239.769602  3.867799e+08   \n",
       "4     Tonalitas Coliumo  169239.769602  3.867799e+08   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((-72.96569 -36.52182, -72.96519 -36.5...  \n",
       "1  POLYGON ((-73.14429 -36.78263, -73.14425 -36.7...  \n",
       "2  POLYGON ((-73.03715 -36.83810, -73.05523 -36.8...  \n",
       "3  POLYGON ((-73.00829 -36.83762, -73.03695 -36.8...  \n",
       "4  POLYGON ((-72.99035 -36.83732, -72.99869 -36.8...  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shape_latlon.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Geoprocesamiento\n",
    "\n",
    "### geodataframe.clip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cargando geometrias\n",
    "geologia_shp = gpd.read_file(\"data/geologia_area.shp\") # Poligonos de geologia\n",
    "puntos_campo = gpd.read_file('data/P_GPS_C2_shp.shp') # Puntos\n",
    "area_clip = gpd.read_file('data/area_clip.shp') # Area de recorte\n",
    "\n",
    "# Ploteo preliminar\n",
    "base = geologia_shp.plot(color='white', edgecolor='grey', figsize=(10,10)) # Mapa base\n",
    "puntos = puntos_campo.plot(ax=base, color='blue', markersize=5) # Puntos\n",
    "clip_plot = area_clip.plot(ax=base, color='red', alpha=0.25)\n",
    "\n",
    "base.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "gpd.clip(gdf, mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clip_geologia = gpd.clip(geologia_shp, area_clip) # Recorte\n",
    "\n",
    "# Ploteo para comprobar\n",
    "clip_geologia.plot(color='white', edgecolor='grey')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### dissolve()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nombre_Uni</th>\n",
       "      <th>SHAPE_Leng</th>\n",
       "      <th>SHAPE_Area</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Océano</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((672166.793 5933153.988, 672154.748 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Formación Cosmito</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((668397.014 5935059.294, 668401.882 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Formación Quiriquina</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((669088.085 5934301.049, 669092.847 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Depósitos Fluviales y Aluviales</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>MULTIPOLYGON (((668482.025 5936206.811, 668504...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Depósitos Litorales</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((669590.501 5938543.000, 669612.751 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Formación Quiriquina</td>\n",
       "      <td>49734.857418</td>\n",
       "      <td>3.702422e+07</td>\n",
       "      <td>POLYGON ((666514.674 5933935.617, 666476.156 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Formación Cosmito</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((668569.675 5932530.586, 668570.206 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Serie Occidental</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((668786.749 5945918.000, 668781.409 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Plutón Hualpén</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((670185.800 5942654.781, 670198.002 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Plutón Hualpén</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((669920.182 5945747.503, 669910.124 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Plutón Hualpén</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((668786.749 5945918.000, 668834.879 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Depósitos Litorales</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((667204.670 5932530.586, 667205.875 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Depósitos Fluviales y Aluviales</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((668482.025 5936206.811, 668481.707 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Depósitos Fluviales y Aluviales</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((669506.801 5938594.842, 669505.350 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Formación Quiriquina</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((668718.881 5932530.586, 668708.882 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Río</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "      <td>POLYGON ((669361.715 5933976.191, 669359.841 5...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Nombre_Uni     SHAPE_Leng    SHAPE_Area  \\\n",
       "14                            Océano  169239.769602  3.867799e+08   \n",
       "29                 Formación Cosmito  169239.769602  3.867799e+08   \n",
       "30              Formación Quiriquina  169239.769602  3.867799e+08   \n",
       "34   Depósitos Fluviales y Aluviales  169239.769602  3.867799e+08   \n",
       "49               Depósitos Litorales  169239.769602  3.867799e+08   \n",
       "50              Formación Quiriquina   49734.857418  3.702422e+07   \n",
       "70                 Formación Cosmito  169239.769602  3.867799e+08   \n",
       "71                  Serie Occidental  169239.769602  3.867799e+08   \n",
       "72                    Plutón Hualpén  169239.769602  3.867799e+08   \n",
       "73                    Plutón Hualpén  169239.769602  3.867799e+08   \n",
       "74                    Plutón Hualpén  169239.769602  3.867799e+08   \n",
       "86               Depósitos Litorales  169239.769602  3.867799e+08   \n",
       "102  Depósitos Fluviales y Aluviales  169239.769602  3.867799e+08   \n",
       "103  Depósitos Fluviales y Aluviales  169239.769602  3.867799e+08   \n",
       "109             Formación Quiriquina  169239.769602  3.867799e+08   \n",
       "134                              Río  169239.769602  3.867799e+08   \n",
       "\n",
       "                                              geometry  \n",
       "14   POLYGON ((672166.793 5933153.988, 672154.748 5...  \n",
       "29   POLYGON ((668397.014 5935059.294, 668401.882 5...  \n",
       "30   POLYGON ((669088.085 5934301.049, 669092.847 5...  \n",
       "34   MULTIPOLYGON (((668482.025 5936206.811, 668504...  \n",
       "49   POLYGON ((669590.501 5938543.000, 669612.751 5...  \n",
       "50   POLYGON ((666514.674 5933935.617, 666476.156 5...  \n",
       "70   POLYGON ((668569.675 5932530.586, 668570.206 5...  \n",
       "71   POLYGON ((668786.749 5945918.000, 668781.409 5...  \n",
       "72   POLYGON ((670185.800 5942654.781, 670198.002 5...  \n",
       "73   POLYGON ((669920.182 5945747.503, 669910.124 5...  \n",
       "74   POLYGON ((668786.749 5945918.000, 668834.879 5...  \n",
       "86   POLYGON ((667204.670 5932530.586, 667205.875 5...  \n",
       "102  POLYGON ((668482.025 5936206.811, 668481.707 5...  \n",
       "103  POLYGON ((669506.801 5938594.842, 669505.350 5...  \n",
       "109  POLYGON ((668718.881 5932530.586, 668708.882 5...  \n",
       "134  POLYGON ((669361.715 5933976.191, 669359.841 5...  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clip_geologia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "      <th>SHAPE_Leng</th>\n",
       "      <th>SHAPE_Area</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nombre_Uni</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Depósitos Fluviales y Aluviales</th>\n",
       "      <td>MULTIPOLYGON (((672018.990 5932530.586, 672018...</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Depósitos Litorales</th>\n",
       "      <td>MULTIPOLYGON (((667204.670 5932530.586, 667205...</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Formación Cosmito</th>\n",
       "      <td>MULTIPOLYGON (((668569.675 5932530.586, 668570...</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Formación Quiriquina</th>\n",
       "      <td>MULTIPOLYGON (((668718.881 5932530.586, 668708...</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Océano</th>\n",
       "      <td>POLYGON ((672166.793 5933153.988, 672154.748 5...</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Plutón Hualpén</th>\n",
       "      <td>MULTIPOLYGON (((670185.800 5942654.781, 670198...</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Río</th>\n",
       "      <td>POLYGON ((669361.715 5933976.191, 669359.841 5...</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Serie Occidental</th>\n",
       "      <td>POLYGON ((668786.749 5945918.000, 668781.409 5...</td>\n",
       "      <td>169239.769602</td>\n",
       "      <td>3.867799e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                          geometry  \\\n",
       "Nombre_Uni                                                                           \n",
       "Depósitos Fluviales y Aluviales  MULTIPOLYGON (((672018.990 5932530.586, 672018...   \n",
       "Depósitos Litorales              MULTIPOLYGON (((667204.670 5932530.586, 667205...   \n",
       "Formación Cosmito                MULTIPOLYGON (((668569.675 5932530.586, 668570...   \n",
       "Formación Quiriquina             MULTIPOLYGON (((668718.881 5932530.586, 668708...   \n",
       "Océano                           POLYGON ((672166.793 5933153.988, 672154.748 5...   \n",
       "Plutón Hualpén                   MULTIPOLYGON (((670185.800 5942654.781, 670198...   \n",
       "Río                              POLYGON ((669361.715 5933976.191, 669359.841 5...   \n",
       "Serie Occidental                 POLYGON ((668786.749 5945918.000, 668781.409 5...   \n",
       "\n",
       "                                    SHAPE_Leng    SHAPE_Area  \n",
       "Nombre_Uni                                                    \n",
       "Depósitos Fluviales y Aluviales  169239.769602  3.867799e+08  \n",
       "Depósitos Litorales              169239.769602  3.867799e+08  \n",
       "Formación Cosmito                169239.769602  3.867799e+08  \n",
       "Formación Quiriquina             169239.769602  3.867799e+08  \n",
       "Océano                           169239.769602  3.867799e+08  \n",
       "Plutón Hualpén                   169239.769602  3.867799e+08  \n",
       "Río                              169239.769602  3.867799e+08  \n",
       "Serie Occidental                 169239.769602  3.867799e+08  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geologia_dissolved = clip_geologia.dissolve(by='Nombre_Uni')\n",
    "geologia_dissolved"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exportar archivos:\n",
    "\n",
    "### geopandas.GeoDataFrame.to_file()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "clip_geologia.to_file(\"output/geologia_clip.geojson\", driver='GeoJSON')\n",
    "clip_geologia.to_file(\"output/geologia_clip.shp\", driver='ESRI Shapefile')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}