filtrado_nodos.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": [],
      "mount_file_id": "1pULAUq6hAgn5eqWEnbdG5u-mboREeemk",
      "authorship_tag": "ABX9TyOras01pnHFOYYkslcRRe60",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/JorgeICS/Primeos_Analisis_Geopandas/blob/filtro-por-Nodos-simplificado/filtrado_nodos.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install geopandas pandas matplotlib"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fsNpcQrY942L",
        "outputId": "95f159cf-1027-4766-ae72-906ab913d76d"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: geopandas in /usr/local/lib/python3.10/dist-packages (0.13.2)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (2.0.3)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.7.1)\n",
            "Requirement already satisfied: fiona>=1.8.19 in /usr/local/lib/python3.10/dist-packages (from geopandas) (1.9.6)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from geopandas) (24.1)\n",
            "Requirement already satisfied: pyproj>=3.0.1 in /usr/local/lib/python3.10/dist-packages (from geopandas) (3.6.1)\n",
            "Requirement already satisfied: shapely>=1.7.1 in /usr/local/lib/python3.10/dist-packages (from geopandas) (2.0.5)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas) (2023.4)\n",
            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas) (2024.1)\n",
            "Requirement already satisfied: numpy>=1.21.0 in /usr/local/lib/python3.10/dist-packages (from pandas) (1.25.2)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.2.1)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (4.53.1)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.4.5)\n",
            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (9.4.0)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (3.1.2)\n",
            "Requirement already satisfied: attrs>=19.2.0 in /usr/local/lib/python3.10/dist-packages (from fiona>=1.8.19->geopandas) (23.2.0)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.10/dist-packages (from fiona>=1.8.19->geopandas) (2024.7.4)\n",
            "Requirement already satisfied: click~=8.0 in /usr/local/lib/python3.10/dist-packages (from fiona>=1.8.19->geopandas) (8.1.7)\n",
            "Requirement already satisfied: click-plugins>=1.0 in /usr/local/lib/python3.10/dist-packages (from fiona>=1.8.19->geopandas) (1.1.1)\n",
            "Requirement already satisfied: cligj>=0.5 in /usr/local/lib/python3.10/dist-packages (from fiona>=1.8.19->geopandas) (0.7.2)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from fiona>=1.8.19->geopandas) (1.16.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import geopandas as gpd\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt"
      ],
      "metadata": {
        "id": "NsxAnpxE-2i4"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_todas_simp = gpd.read_file('/content/drive/MyDrive/Carreteras/filtradas/CF_todas_simp.geojson')"
      ],
      "metadata": {
        "id": "Z6g-fMFonVKL"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = gpd.read_file('/content/drive/MyDrive/Carreteras/filtradas/Carreteras_con_ID (2).geojson')"
      ],
      "metadata": {
        "id": "QQa4Ers4k7cK"
      },
      "execution_count": 237,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_nombre = gpd.read_file('/content/drive/MyDrive/Carreteras/filtradas/carreteras_sin_Nombre (1).geojson')"
      ],
      "metadata": {
        "id": "D-fu3eoCnoDz"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = CF_todas_simp.loc[(CF_todas_simp['NOMBRE']=='nd')]"
      ],
      "metadata": {
        "id": "nmw6N6fUoFMV"
      },
      "execution_count": 238,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YC3DayCpowfT",
        "outputId": "37804aac-8d5f-434e-d0d9-6153d96ec8e0"
      },
      "execution_count": 239,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1000, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 239
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#  QUITAR TODOS LOS DATOS QUE SON =  'nd' de la columna NOMBRE en CF_todas_simp Y poneros en la variable CF_con_ID\n",
        "\n",
        "CF_con_ID = CF_todas_simp.loc[(CF_todas_simp['NOMBRE']!='nd')]\n"
      ],
      "metadata": {
        "id": "b5tWm_3tuN-M"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WduekhJ1r5Hl",
        "outputId": "91aac797-e3d1-403f-c9b1-1116b0d2fe30"
      },
      "execution_count": 240,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(114586, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 240
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Etiqueta y filtro por nodos"
      ],
      "metadata": {
        "id": "OleCill1xhYn"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Iteracion 1 conex inicial - conex final"
      ],
      "metadata": {
        "id": "QWr3xaOiwm9o"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "columna_df1 = 'UNION_INI'\n",
        "columna_df2 = 'UNION_FIN'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df1] in CF_con_ID[columna_df2].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df2] == row[columna_df1], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_ini'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_ini'] = 'nd'"
      ],
      "metadata": {
        "id": "Nqz_kRozBxto",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3b6edce3-426d-4bda-b4d4-a5cece7e9df3"
      },
      "execution_count": 241,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/geopandas/geodataframe.py:1538: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  super().__setitem__(key, value)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df2] in CF_con_ID[columna_df1].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df1] == row[columna_df2], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_fin'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_fin'] = 'nd'"
      ],
      "metadata": {
        "id": "UW7mjQYjCN31",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7e737801-1fea-4bd8-e70e-a2980b223e7e"
      },
      "execution_count": 242,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/geopandas/geodataframe.py:1538: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  super().__setitem__(key, value)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.loc[(sin_ID['conex_ini'] == sin_ID['conex_fin']) & (sin_ID['conex_ini'].str.len() > 2), 'NOMBRE'] = sin_ID['conex_ini']"
      ],
      "metadata": {
        "id": "qBzWCXYfCvq_"
      },
      "execution_count": 243,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[sin_ID['NOMBRE']!='nd']"
      ],
      "metadata": {
        "id": "RwqDjgEVwYIU"
      },
      "execution_count": 244,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=sin_ID.loc[sin_ID['NOMBRE']!='nd']"
      ],
      "metadata": {
        "id": "_Wt0EZWOB0m8"
      },
      "execution_count": 245,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]"
      ],
      "metadata": {
        "id": "OQiUaD9vz9ck"
      },
      "execution_count": 246,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir = añadir.drop(['conex_ini', 'conex_fin'], axis=1)\n"
      ],
      "metadata": {
        "id": "1wj_Pbwj0meS"
      },
      "execution_count": 247,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "ivs3hK_b3stL"
      },
      "execution_count": 248,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CgXc9l1c30iF",
        "outputId": "2d7e6c60-d48e-427e-cd2e-b04e5ecef46f"
      },
      "execution_count": 249,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(114606, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 249
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZnIspexl-V0G",
        "outputId": "2e2970d7-4c0e-4586-8b09-a1cbb1d86caf"
      },
      "execution_count": 250,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(980, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 250
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_AcLCqwtDLaJ",
        "outputId": "4a571d5c-2d0d-400b-f51a-41512702e5ab"
      },
      "execution_count": 251,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(20, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 251
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Iteracion 2 conex inicial - conex final"
      ],
      "metadata": {
        "id": "d_I7hQB2wtAP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "columna_df1 = 'UNION_INI'\n",
        "columna_df2 = 'UNION_FIN'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df1] in CF_con_ID[columna_df2].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df2] == row[columna_df1], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_ini'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_ini'] = 'nd'"
      ],
      "metadata": {
        "id": "sE1y6Zd-yVSx"
      },
      "execution_count": 252,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df2] in CF_con_ID[columna_df1].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df1] == row[columna_df2], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_fin'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_fin'] = 'nd'"
      ],
      "metadata": {
        "id": "anDL83VCyVSy"
      },
      "execution_count": 253,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.loc[(sin_ID['conex_ini'] == sin_ID['conex_fin']) & (sin_ID['conex_ini'].str.len() > 2), 'NOMBRE'] = sin_ID['conex_ini']"
      ],
      "metadata": {
        "id": "aDuyrm33yVSz"
      },
      "execution_count": 254,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[sin_ID['NOMBRE']!='nd']"
      ],
      "metadata": {
        "id": "kbtepxBvyVS0"
      },
      "execution_count": 255,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)"
      ],
      "metadata": {
        "id": "XsrNaoNmCbfO"
      },
      "execution_count": 256,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "outputId": "b92e9a7e-b730-4fcf-ba63-eb2d5a8dca25",
        "id": "L15-5_mHyVS1"
      },
      "execution_count": 257,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         ID_RED  TIPO_VIAL              NOMBRE CODIGO       COND_PAV  \\\n",
              "5394      92720  Carretera      mexico-cuautla    N/D  Con pavimento   \n",
              "72874    889249  Carretera   guadalajara-tepic     15  Con pavimento   \n",
              "104672  2340349  Carretera  hermosillo-nogales    N/D  Con pavimento   \n",
              "\n",
              "         RECUBRI CARRILES     ESTATUS     CONDICION  NIVEL  ... VELOCIDAD  \\\n",
              "5394     Asfalto        2  Habilitado  En operación      0  ...        80   \n",
              "72874   Concreto        2  Habilitado  En operación      0  ...        60   \n",
              "104672  Concreto        1  Habilitado  En operación      0  ...        90   \n",
              "\n",
              "       UNION_INI UNION_FIN    LONGITUD  ANCHO           FECHA_ACT  CALIREPR  \\\n",
              "5394     1541406   1539617  385.048185    8.0 2021-04-23 09:40:20  Definida   \n",
              "72874    1636214   1797127  437.914555    7.0 2023-07-05 13:18:24  Definida   \n",
              "104672   1415009   1415203  103.738753    3.5 2019-08-29 11:42:08  Definida   \n",
              "\n",
              "                                                 geometry           conex_ini  \\\n",
              "5394    LINESTRING (-98.83183 19.22225, -98.83187 19.2...      mexico-cuautla   \n",
              "72874   LINESTRING (-103.60436 20.73253, -103.60489 20...   guadalajara-tepic   \n",
              "104672  LINESTRING (-110.99516 30.61871, -110.99499 30...  hermosillo-nogales   \n",
              "\n",
              "                 conex_fin  \n",
              "5394        mexico-cuautla  \n",
              "72874    guadalajara-tepic  \n",
              "104672  hermosillo-nogales  \n",
              "\n",
              "[3 rows x 25 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-30defe65-1809-44ae-b6e3-b041f9dcf91e\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID_RED</th>\n",
              "      <th>TIPO_VIAL</th>\n",
              "      <th>NOMBRE</th>\n",
              "      <th>CODIGO</th>\n",
              "      <th>COND_PAV</th>\n",
              "      <th>RECUBRI</th>\n",
              "      <th>CARRILES</th>\n",
              "      <th>ESTATUS</th>\n",
              "      <th>CONDICION</th>\n",
              "      <th>NIVEL</th>\n",
              "      <th>...</th>\n",
              "      <th>VELOCIDAD</th>\n",
              "      <th>UNION_INI</th>\n",
              "      <th>UNION_FIN</th>\n",
              "      <th>LONGITUD</th>\n",
              "      <th>ANCHO</th>\n",
              "      <th>FECHA_ACT</th>\n",
              "      <th>CALIREPR</th>\n",
              "      <th>geometry</th>\n",
              "      <th>conex_ini</th>\n",
              "      <th>conex_fin</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>5394</th>\n",
              "      <td>92720</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1541406</td>\n",
              "      <td>1539617</td>\n",
              "      <td>385.048185</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2021-04-23 09:40:20</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.83183 19.22225, -98.83187 19.2...</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72874</th>\n",
              "      <td>889249</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>guadalajara-tepic</td>\n",
              "      <td>15</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1636214</td>\n",
              "      <td>1797127</td>\n",
              "      <td>437.914555</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2023-07-05 13:18:24</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.60436 20.73253, -103.60489 20...</td>\n",
              "      <td>guadalajara-tepic</td>\n",
              "      <td>guadalajara-tepic</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>104672</th>\n",
              "      <td>2340349</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>hermosillo-nogales</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>1</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>90</td>\n",
              "      <td>1415009</td>\n",
              "      <td>1415203</td>\n",
              "      <td>103.738753</td>\n",
              "      <td>3.5</td>\n",
              "      <td>2019-08-29 11:42:08</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-110.99516 30.61871, -110.99499 30...</td>\n",
              "      <td>hermosillo-nogales</td>\n",
              "      <td>hermosillo-nogales</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3 rows × 25 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-30defe65-1809-44ae-b6e3-b041f9dcf91e')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-30defe65-1809-44ae-b6e3-b041f9dcf91e button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-30defe65-1809-44ae-b6e3-b041f9dcf91e');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-5bab6dd8-ef8d-4692-bc7b-1bb443bed0c5\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-5bab6dd8-ef8d-4692-bc7b-1bb443bed0c5')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-5bab6dd8-ef8d-4692-bc7b-1bb443bed0c5 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_d4baacf6-6d3f-4d1c-bb05-d59996bec3a7\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('añadir')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_d4baacf6-6d3f-4d1c-bb05-d59996bec3a7 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('añadir');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "añadir"
            }
          },
          "metadata": {},
          "execution_count": 257
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]"
      ],
      "metadata": {
        "id": "dIjWJGejyVS3"
      },
      "execution_count": 258,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir = añadir.drop(['conex_ini', 'conex_fin'], axis=1)\n"
      ],
      "metadata": {
        "id": "ZlO6A2LxyVS4"
      },
      "execution_count": 259,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "Ty-q1cLQyVS5"
      },
      "execution_count": 260,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "32v1BSia4ZQB",
        "outputId": "1343377c-843d-4e2c-e7f6-10302fcdf2df"
      },
      "execution_count": 261,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(114609, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 261
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oHwLY99B-nVG",
        "outputId": "3b3d1785-c92c-4dd8-e02d-7d956a6b47cd"
      },
      "execution_count": 262,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(977, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 262
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fbWyHpTxDZ5-",
        "outputId": "1df6d4c5-9fb0-4f92-9315-0a4580216314"
      },
      "execution_count": 263,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(23, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 263
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Menos 23 resultados despues de la iteracion 1 y 2"
      ],
      "metadata": {
        "id": "i-6mSEPtxPIq"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Filtrado por CODIGO"
      ],
      "metadata": {
        "id": "voJ30V4Ryzj4"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "5LS57krzMKd4"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# FILTRO UNA CONEXION\n",
        "# Columnas de una conexion\n",
        "columna_df1 = 'conex_ini'\n",
        "columna2_df1 = 'conex_fin'\n",
        "columna3_df1 = 'CODIGO'\n",
        "# Columnas CF_con_ID\n",
        "columna_df2 = 'NOMBRE'\n",
        "columna2_df2 = 'CODIGO'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if len(row[columna_df1]) > len(row[columna2_df1]):\n",
        "        valor = 'conex_ini'\n",
        "    elif len(row[columna_df1]) < len(row[columna2_df1]):\n",
        "        valor = 'conex_fin'\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']\n",
        "\n",
        "    if valor == 'conex_ini' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_INI'] in CF_con_ID['UNION_FIN'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_ini']\n",
        "\n",
        "    elif valor == 'conex_fin' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_FIN'] in CF_con_ID['UNION_INI'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_fin']\n",
        "\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']"
      ],
      "metadata": {
        "id": "zVLNwmKNMKw0"
      },
      "execution_count": 264,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[(sin_ID['NOMBRE'].str.len()>2)]\n",
        "añadir"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "7a526393-9311-41b9-ca37-ddd2d383d115",
        "id": "LtsbifEjMKw1"
      },
      "execution_count": 265,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         ID_RED  TIPO_VIAL                                    NOMBRE CODIGO  \\\n",
              "348       12282  Carretera                       zihuatanejo-la_mira    N/D   \n",
              "504       13235  Carretera                       zihuatanejo-la_mira    N/D   \n",
              "599       13708  Carretera                       zihuatanejo-la_mira    N/D   \n",
              "686       14142  Carretera  ciudad_altamirano-tc_zihuatanejo-la_mira    N/D   \n",
              "692       14176  Carretera                       zihuatanejo-la_mira    N/D   \n",
              "...         ...        ...                                       ...    ...   \n",
              "110033  2566405  Carretera    san_jose_del_cabo-aeropuerto_los_cabos      1   \n",
              "110034  2566412  Carretera    san_jose_del_cabo-aeropuerto_los_cabos      1   \n",
              "110751  2588971  Carretera         venta_de_carpio-tc_pachuca-tuxpam    N/D   \n",
              "111868  2626908  Carretera                        las_varas-vallarta    N/D   \n",
              "115410  3361843  Carretera                        malpaso-el_bellote    N/D   \n",
              "\n",
              "             COND_PAV   RECUBRI CARRILES     ESTATUS     CONDICION  NIVEL  \\\n",
              "348     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "504     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "599     Con pavimento   Asfalto        1  Habilitado  En operación      0   \n",
              "686     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "692     Con pavimento   Asfalto        1  Habilitado  En operación      0   \n",
              "...               ...       ...      ...         ...           ...    ...   \n",
              "110033  Con pavimento  Concreto        2  Habilitado  En operación      0   \n",
              "110034  Con pavimento  Concreto        2  Habilitado  En operación      0   \n",
              "110751  Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "111868  Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "115410  Con pavimento   Asfalto        1  Habilitado  En operación      0   \n",
              "\n",
              "        ... VELOCIDAD UNION_INI UNION_FIN    LONGITUD  ANCHO  \\\n",
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              "504     ...        60   1491011   1491012  128.940923    6.5   \n",
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              "692     ...        60      2938      2939  272.670374    4.5   \n",
              "...     ...       ...       ...       ...         ...    ...   \n",
              "110033  ...        60    344488    344486  267.645030    7.0   \n",
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              "110751  ...        80    386524    386525  375.087376    6.0   \n",
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              "115410  ...        60   1136015   1136027   67.679722    3.5   \n",
              "\n",
              "                 FECHA_ACT    CALIREPR  \\\n",
              "348    2019-08-20 09:30:40    Definida   \n",
              "504    2020-10-12 11:07:39    Definida   \n",
              "599    2020-10-12 12:42:38    Definida   \n",
              "686    2020-10-12 13:34:28    Definida   \n",
              "692    2020-10-12 12:28:38    Definida   \n",
              "...                    ...         ...   \n",
              "110033 2022-08-02 17:53:52  Aproximada   \n",
              "110034 2023-07-05 13:18:24  Aproximada   \n",
              "110751 2021-09-10 10:33:49    Definida   \n",
              "111868 2022-05-13 17:18:52  Aproximada   \n",
              "115410 2023-08-08 16:44:06  Aproximada   \n",
              "\n",
              "                                                 geometry  \\\n",
              "348     LINESTRING (-101.71389 17.83510, -101.71389 17...   \n",
              "504     LINESTRING (-101.70545 17.80985, -101.70532 17...   \n",
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              "692     LINESTRING (-101.88435 17.96702, -101.88487 17...   \n",
              "...                                                   ...   \n",
              "110033  LINESTRING (-109.74676 23.06859, -109.74658 23...   \n",
              "110034  LINESTRING (-109.74619 23.06724, -109.74621 23...   \n",
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              "\n",
              "                                       conex_ini  \\\n",
              "348                                           nd   \n",
              "504                                           nd   \n",
              "599                          zihuatanejo-la_mira   \n",
              "686     ciudad_altamirano-tc_zihuatanejo-la_mira   \n",
              "692                                           nd   \n",
              "...                                          ...   \n",
              "110033                                        nd   \n",
              "110034    san_jose_del_cabo-aeropuerto_los_cabos   \n",
              "110751                                        nd   \n",
              "111868                                        nd   \n",
              "115410                                        nd   \n",
              "\n",
              "                                     conex_fin  \n",
              "348                        zihuatanejo-la_mira  \n",
              "504                        zihuatanejo-la_mira  \n",
              "599                                         nd  \n",
              "686                                         nd  \n",
              "692                        zihuatanejo-la_mira  \n",
              "...                                        ...  \n",
              "110033  san_jose_del_cabo-aeropuerto_los_cabos  \n",
              "110034                                      nd  \n",
              "110751       venta_de_carpio-tc_pachuca-tuxpam  \n",
              "111868                      las_varas-vallarta  \n",
              "115410                      malpaso-el_bellote  \n",
              "\n",
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              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-9e79c9a0-aa85-49ee-9309-e5a844663781\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-9e79c9a0-aa85-49ee-9309-e5a844663781')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-9e79c9a0-aa85-49ee-9309-e5a844663781 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_e2597e03-4e60-41f2-9587-07fec26011d7\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('añadir')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_e2597e03-4e60-41f2-9587-07fec26011d7 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('añadir');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "añadir"
            }
          },
          "metadata": {},
          "execution_count": 265
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]"
      ],
      "metadata": {
        "id": "tejqE9tLMKw2"
      },
      "execution_count": 266,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)"
      ],
      "metadata": {
        "id": "E7_JbOGBMKw3"
      },
      "execution_count": 267,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=añadir.drop(['conex_ini', 'conex_fin'], axis=1)"
      ],
      "metadata": {
        "id": "-WXZQm8ZMKw3"
      },
      "execution_count": 268,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "1CjQq9g6MKw4"
      },
      "execution_count": 269,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "29220b48-25be-43d0-947d-4784f6d5b5ba",
        "id": "ytT7al1kMKw5"
      },
      "execution_count": 270,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(114766, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 270
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e4a99e40-e1a8-414a-d197-894ee2c82229",
        "id": "MOnfc8jxMKw6"
      },
      "execution_count": 271,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(820, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 271
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ede332e0-0bd0-43e3-e5d7-0544ec71a7ad",
        "id": "R-SSe6R_MKw6"
      },
      "execution_count": 272,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(180, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 272
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Iteracion 3 conex inicial - conex final"
      ],
      "metadata": {
        "id": "K1ZwvyLY0pkE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "columna_df1 = 'UNION_INI'\n",
        "columna_df2 = 'UNION_FIN'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df1] in CF_con_ID[columna_df2].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df2] == row[columna_df1], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_ini'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_ini'] = 'nd'"
      ],
      "metadata": {
        "id": "vaQY2zKN0pkb"
      },
      "execution_count": 273,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df2] in CF_con_ID[columna_df1].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df1] == row[columna_df2], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_fin'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_fin'] = 'nd'"
      ],
      "metadata": {
        "id": "LJx926W30pkc"
      },
      "execution_count": 274,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.loc[(sin_ID['conex_ini'] == sin_ID['conex_fin']) & (sin_ID['conex_ini'].str.len() > 2), 'NOMBRE'] = sin_ID['conex_ini']"
      ],
      "metadata": {
        "id": "iGHW1tuO0pkd"
      },
      "execution_count": 275,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[sin_ID['NOMBRE']!='nd']\n",
        "añadir"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "hnNFpcjL0pke",
        "outputId": "04573686-60be-408e-d6f8-20f423d7766e"
      },
      "execution_count": 276,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         ID_RED  TIPO_VIAL                       NOMBRE CODIGO       COND_PAV  \\\n",
              "855       15020  Carretera          zihuatanejo-la_mira    N/D  Con pavimento   \n",
              "4807      81316  Carretera               mexico-cuautla    N/D  Con pavimento   \n",
              "4875      82257  Carretera               mexico-cuautla    N/D  Con pavimento   \n",
              "5081      85629  Carretera               mexico-cuautla    N/D  Con pavimento   \n",
              "5368      92304  Carretera                mexico-puebla    N/D  Con pavimento   \n",
              "6590     113164  Carretera              pachuca-tempoal    N/D  Con pavimento   \n",
              "10227    162918  Carretera          los_reyes-zacatepec    N/D  Con pavimento   \n",
              "27264    306325  Carretera      valladolid-rio_lagartos    295  Con pavimento   \n",
              "27265    306326  Carretera      valladolid-rio_lagartos    295  Con pavimento   \n",
              "27267    306328  Carretera      valladolid-rio_lagartos    N/D  Con pavimento   \n",
              "27270    306331  Carretera      valladolid-rio_lagartos    N/D  Con pavimento   \n",
              "34707    377410  Carretera  nuevo_laredo-piedras_negras    N/D  Con pavimento   \n",
              "40355    420595  Carretera    gonzalez-llera_de_canales    N/D  Con pavimento   \n",
              "93713   1584790  Carretera         merida-puerto_juarez    N/D  Con pavimento   \n",
              "115405  3361811  Carretera           malpaso-el_bellote    N/D  Con pavimento   \n",
              "\n",
              "         RECUBRI CARRILES     ESTATUS     CONDICION  NIVEL  ... VELOCIDAD  \\\n",
              "855      Asfalto        2  Habilitado  En operación      0  ...        60   \n",
              "4807     Asfalto        2  Habilitado  En operación      0  ...        80   \n",
              "4875     Asfalto        2  Habilitado  En operación      0  ...        80   \n",
              "5081     Asfalto        2  Habilitado  En operación      0  ...        80   \n",
              "5368     Asfalto        2  Habilitado  En operación      1  ...        80   \n",
              "6590     Asfalto        2  Habilitado  En operación      0  ...        60   \n",
              "10227    Asfalto        1  Habilitado  En operación      0  ...        60   \n",
              "27264    Asfalto        2  Habilitado  En operación      0  ...        40   \n",
              "27265    Asfalto        2  Habilitado  En operación      0  ...        40   \n",
              "27267    Asfalto        2  Habilitado  En operación      0  ...        40   \n",
              "27270    Asfalto        2  Habilitado  En operación      0  ...        40   \n",
              "34707    Asfalto        1  Habilitado  En operación      0  ...        40   \n",
              "40355    Asfalto        2  Habilitado  En operación      0  ...        40   \n",
              "93713   Concreto        1  Habilitado  En operación      0  ...        70   \n",
              "115405   Asfalto        2  Habilitado  En operación      0  ...        60   \n",
              "\n",
              "       UNION_INI UNION_FIN     LONGITUD  ANCHO           FECHA_ACT  \\\n",
              "855         2984   1490451    45.877789    7.0 2020-10-12 11:37:18   \n",
              "4807     1537809   1537810   274.361010    8.0 2021-04-23 14:37:38   \n",
              "4875     1538237   1538238    58.518570    8.0 2021-04-23 09:49:57   \n",
              "5081     1539301   1537271   285.492227    8.0 2021-04-23 15:29:47   \n",
              "5368        8417      8415    78.225324    7.0 2013-10-11 10:28:28   \n",
              "6590     1530551   1531527   155.321183    9.0 2021-06-23 12:10:47   \n",
              "10227      88748     88749    66.292856    4.0 2018-03-21 14:26:32   \n",
              "27264    1266091   1266092    33.538006   10.0 2017-06-09 13:40:09   \n",
              "27265    1266093   1266094    35.838300   10.0 2017-06-09 14:39:35   \n",
              "27267    1265660   1265933    14.927584   10.0 2014-03-11 13:46:17   \n",
              "27270    1265389   1264325    13.502204   10.0 2014-03-11 09:54:10   \n",
              "34707    1378595   1378596    48.144901    6.0 2021-05-09 12:02:55   \n",
              "40355    1358709   1358708  1584.686874    7.0 2019-04-08 11:37:39   \n",
              "93713     863426    863427   362.099020    5.0 2019-05-09 12:42:38   \n",
              "115405   1135997   1136015   208.558040    8.0 2023-08-08 16:43:27   \n",
              "\n",
              "          CALIREPR                                           geometry  \\\n",
              "855       Definida  LINESTRING (-101.71402 17.83549, -101.71397 17...   \n",
              "4807      Definida  LINESTRING (-98.84116 19.22904, -98.83943 19.2...   \n",
              "4875      Definida  LINESTRING (-98.85135 19.23681, -98.85117 19.2...   \n",
              "5081      Definida  LINESTRING (-98.83896 19.22767, -98.83927 19.2...   \n",
              "5368      Definida  LINESTRING (-98.79832 19.31746, -98.79902 19.3...   \n",
              "6590      Definida  LINESTRING (-98.69265 20.14113, -98.69276 20.1...   \n",
              "10227     Definida  LINESTRING (-97.82090 19.31036, -97.82152 19.3...   \n",
              "27264     Definida  LINESTRING (-88.20281 20.72503, -88.20279 20.7...   \n",
              "27265     Definida  LINESTRING (-88.20314 20.72532, -88.20317 20.7...   \n",
              "27267     Definida  LINESTRING (-88.20306 20.72495, -88.20302 20.7...   \n",
              "27270     Definida  LINESTRING (-88.20292 20.72536, -88.20295 20.7...   \n",
              "34707     Definida  LINESTRING (-100.54443 28.62902, -100.54474 28...   \n",
              "40355     Definida  LINESTRING (-98.77264 23.18812, -98.76866 23.1...   \n",
              "93713     Definida  LINESTRING (-89.32820 20.87808, -89.32764 20.8...   \n",
              "115405  Aproximada  LINESTRING (-93.53443 17.59251, -93.53430 17.5...   \n",
              "\n",
              "                          conex_ini                    conex_fin  \n",
              "855             zihuatanejo-la_mira          zihuatanejo-la_mira  \n",
              "4807                 mexico-cuautla               mexico-cuautla  \n",
              "4875                 mexico-cuautla               mexico-cuautla  \n",
              "5081                 mexico-cuautla               mexico-cuautla  \n",
              "5368                  mexico-puebla                mexico-puebla  \n",
              "6590                pachuca-tempoal              pachuca-tempoal  \n",
              "10227           los_reyes-zacatepec          los_reyes-zacatepec  \n",
              "27264       valladolid-rio_lagartos      valladolid-rio_lagartos  \n",
              "27265       valladolid-rio_lagartos      valladolid-rio_lagartos  \n",
              "27267       valladolid-rio_lagartos      valladolid-rio_lagartos  \n",
              "27270       valladolid-rio_lagartos      valladolid-rio_lagartos  \n",
              "34707   nuevo_laredo-piedras_negras  nuevo_laredo-piedras_negras  \n",
              "40355     gonzalez-llera_de_canales    gonzalez-llera_de_canales  \n",
              "93713          merida-puerto_juarez         merida-puerto_juarez  \n",
              "115405           malpaso-el_bellote           malpaso-el_bellote  \n",
              "\n",
              "[15 rows x 25 columns]"
            ],
            "text/html": [
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              "      <td>66.292856</td>\n",
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              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
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              "      <td>1358709</td>\n",
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              "      <td>1584.686874</td>\n",
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              "      <td>863426</td>\n",
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              "      <td>2019-05-09 12:42:38</td>\n",
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              "      <td>1135997</td>\n",
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              "</table>\n",
              "<p>15 rows × 25 columns</p>\n",
              "</div>\n",
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              "    .colab-df-convert:hover {\n",
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              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
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              "\n",
              "\n",
              "<div id=\"df-9ad71d05-33e8-4b22-ad58-cbff8b71ee48\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-9ad71d05-33e8-4b22-ad58-cbff8b71ee48')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-9ad71d05-33e8-4b22-ad58-cbff8b71ee48 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_237b9d52-bef8-49ec-b67e-c87b9adcbabf\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('añadir')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_237b9d52-bef8-49ec-b67e-c87b9adcbabf button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('añadir');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "añadir"
            }
          },
          "metadata": {},
          "execution_count": 276
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)"
      ],
      "metadata": {
        "id": "5Jzkjg1y0pke"
      },
      "execution_count": 277,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H6M26zsG0pkf",
        "outputId": "d3d91ceb-5a00-463c-ffc6-a033644ab0ef"
      },
      "execution_count": 278,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(805, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 278
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "añadir = añadir.drop(['conex_ini', 'conex_fin'], axis=1)"
      ],
      "metadata": {
        "id": "CihBhnvv0pkg"
      },
      "execution_count": 279,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "QiMRYl3r0pkh"
      },
      "execution_count": 280,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "44561d29-df2e-45cc-98db-d8b3b9083c5d",
        "id": "IBnZ9Zwe0pki"
      },
      "execution_count": 281,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(114781, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 281
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H_19WmAlE7pJ",
        "outputId": "f842492d-4378-4d4d-b838-2371cdaa41e6"
      },
      "execution_count": 282,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(805, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 282
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mSW40QddE-Tm",
        "outputId": "6d73662e-dbdf-499d-fac4-40c99584ab8a"
      },
      "execution_count": 283,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(195, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 283
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "195 resultados identificados hasta la iteracion 3"
      ],
      "metadata": {
        "id": "ize0FE2e0pkj"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Filtrado por CODIGO 2"
      ],
      "metadata": {
        "id": "h_Wsa3oJ4eP9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# FILTRO UNA CONEXION\n",
        "# Columnas de una conexion\n",
        "columna_df1 = 'conex_ini'\n",
        "columna2_df1 = 'conex_fin'\n",
        "columna3_df1 = 'CODIGO'\n",
        "# Columnas CF_con_ID\n",
        "columna_df2 = 'NOMBRE'\n",
        "columna2_df2 = 'CODIGO'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if len(row[columna_df1]) > len(row[columna2_df1]):\n",
        "        valor = 'conex_ini'\n",
        "    elif len(row[columna_df1]) < len(row[columna2_df1]):\n",
        "        valor = 'conex_fin'\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']\n",
        "\n",
        "    if valor == 'conex_ini' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_INI'] in CF_con_ID['UNION_FIN'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_ini']\n",
        "\n",
        "    elif valor == 'conex_fin' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_FIN'] in CF_con_ID['UNION_INI'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_fin']\n",
        "\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']"
      ],
      "metadata": {
        "id": "JeTtaF8SLlXB"
      },
      "execution_count": 284,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[(sin_ID['NOMBRE'].str.len()>2)]\n",
        "añadir"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "38a658ff-5f4d-4bff-f94b-eee56ad7cc84",
        "id": "k1BIKaBtLlXC"
      },
      "execution_count": 285,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         ID_RED  TIPO_VIAL                                    NOMBRE CODIGO  \\\n",
              "475       13067  Carretera                       zihuatanejo-la_mira    N/D   \n",
              "878       15151  Carretera  ciudad_altamirano-tc_zihuatanejo-la_mira    N/D   \n",
              "973       15759  Carretera                       zihuatanejo-la_mira    N/D   \n",
              "1044      16771  Carretera                       zihuatanejo-la_mira    N/D   \n",
              "1135      18440  Carretera                       zihuatanejo-la_mira    N/D   \n",
              "...         ...        ...                                       ...    ...   \n",
              "108626  2502626  Carretera             reforma_agraria-puerto_juarez    N/D   \n",
              "111869  2626918  Carretera                        las_varas-vallarta    N/D   \n",
              "114743  3273627  Carretera                  portezuelo-ciudad_valles    N/D   \n",
              "114744  3273628  Carretera                  portezuelo-ciudad_valles    N/D   \n",
              "115403  3361780  Carretera                        malpaso-el_bellote    N/D   \n",
              "\n",
              "             COND_PAV   RECUBRI CARRILES     ESTATUS     CONDICION  NIVEL  \\\n",
              "475     Con pavimento   Asfalto        1  Habilitado  En operación      0   \n",
              "878     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "973     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "1044    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "1135    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "...               ...       ...      ...         ...           ...    ...   \n",
              "108626  Con pavimento  Concreto        1  Habilitado  En operación      0   \n",
              "111869  Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "114743  Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "114744  Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "115403  Con pavimento   Asfalto        4  Habilitado  En operación      0   \n",
              "\n",
              "        ... VELOCIDAD UNION_INI UNION_FIN     LONGITUD  ANCHO  \\\n",
              "475     ...        60   1490918      2938    18.497015    4.5   \n",
              "878     ...        80      3081      3082   464.850842    6.5   \n",
              "973     ...        60   1491615   1491011    48.620386    6.5   \n",
              "1044    ...        60   1492319   1047125   168.769454    6.5   \n",
              "1135    ...        60   1474645   1474648    36.488189    6.5   \n",
              "...     ...       ...       ...       ...          ...    ...   \n",
              "108626  ...        60    371821    371891    32.891262    3.5   \n",
              "111869  ...        90    459410    459407   289.846709    7.0   \n",
              "114743  ...        80    282963   1014375   114.989158    8.0   \n",
              "114744  ...        80   1014375    365379    26.818776    8.0   \n",
              "115403  ...        80   1135997   1135998  2902.241156   14.0   \n",
              "\n",
              "                 FECHA_ACT    CALIREPR  \\\n",
              "475    2020-10-12 09:31:31    Definida   \n",
              "878    2020-10-12 09:37:16    Definida   \n",
              "973    2020-10-12 14:45:29    Definida   \n",
              "1044   2020-10-12 13:44:44    Definida   \n",
              "1135   2020-10-12 14:09:17    Definida   \n",
              "...                    ...         ...   \n",
              "108626 2020-08-21 11:27:24    Definida   \n",
              "111869 2022-04-22 21:23:49  Aproximada   \n",
              "114743 2023-07-19 16:01:45  Aproximada   \n",
              "114744 2023-07-19 16:01:23  Aproximada   \n",
              "115403 2023-08-08 16:06:31  Aproximada   \n",
              "\n",
              "                                                 geometry  \\\n",
              "475     LINESTRING (-101.88423 17.96690, -101.88435 17...   \n",
              "878     LINESTRING (-101.60680 17.72762, -101.60614 17...   \n",
              "973     LINESTRING (-101.70575 17.81019, -101.70561 17...   \n",
              "1044    LINESTRING (-101.69962 17.79986, -101.69956 17...   \n",
              "1135    LINESTRING (-101.70079 17.80375, -101.70072 17...   \n",
              "...                                                   ...   \n",
              "108626  LINESTRING (-87.22869 20.50655, -87.22853 20.5...   \n",
              "111869  LINESTRING (-105.24061 21.01564, -105.24076 21...   \n",
              "114743  LINESTRING (-98.95275 21.92640, -98.95278 21.9...   \n",
              "114744  LINESTRING (-98.95368 21.92634, -98.95378 21.9...   \n",
              "115403  LINESTRING (-93.53443 17.59251, -93.53516 17.5...   \n",
              "\n",
              "                                       conex_ini  \\\n",
              "475                                           nd   \n",
              "878     ciudad_altamirano-tc_zihuatanejo-la_mira   \n",
              "973                                           nd   \n",
              "1044                                          nd   \n",
              "1135                         zihuatanejo-la_mira   \n",
              "...                                          ...   \n",
              "108626                                        nd   \n",
              "111869                                        nd   \n",
              "114743                  portezuelo-ciudad_valles   \n",
              "114744                                        nd   \n",
              "115403                        malpaso-el_bellote   \n",
              "\n",
              "                            conex_fin  \n",
              "475               zihuatanejo-la_mira  \n",
              "878                                nd  \n",
              "973               zihuatanejo-la_mira  \n",
              "1044              zihuatanejo-la_mira  \n",
              "1135                               nd  \n",
              "...                               ...  \n",
              "108626  reforma_agraria-puerto_juarez  \n",
              "111869             las_varas-vallarta  \n",
              "114743                             nd  \n",
              "114744       portezuelo-ciudad_valles  \n",
              "115403                             nd  \n",
              "\n",
              "[104 rows x 25 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-620b89b2-843a-493b-b8a7-8e89dbcd201f\" class=\"colab-df-container\">\n",
              "    <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>ID_RED</th>\n",
              "      <th>TIPO_VIAL</th>\n",
              "      <th>NOMBRE</th>\n",
              "      <th>CODIGO</th>\n",
              "      <th>COND_PAV</th>\n",
              "      <th>RECUBRI</th>\n",
              "      <th>CARRILES</th>\n",
              "      <th>ESTATUS</th>\n",
              "      <th>CONDICION</th>\n",
              "      <th>NIVEL</th>\n",
              "      <th>...</th>\n",
              "      <th>VELOCIDAD</th>\n",
              "      <th>UNION_INI</th>\n",
              "      <th>UNION_FIN</th>\n",
              "      <th>LONGITUD</th>\n",
              "      <th>ANCHO</th>\n",
              "      <th>FECHA_ACT</th>\n",
              "      <th>CALIREPR</th>\n",
              "      <th>geometry</th>\n",
              "      <th>conex_ini</th>\n",
              "      <th>conex_fin</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>475</th>\n",
              "      <td>13067</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>1</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1490918</td>\n",
              "      <td>2938</td>\n",
              "      <td>18.497015</td>\n",
              "      <td>4.5</td>\n",
              "      <td>2020-10-12 09:31:31</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-101.88423 17.96690, -101.88435 17...</td>\n",
              "      <td>nd</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>878</th>\n",
              "      <td>15151</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ciudad_altamirano-tc_zihuatanejo-la_mira</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>3081</td>\n",
              "      <td>3082</td>\n",
              "      <td>464.850842</td>\n",
              "      <td>6.5</td>\n",
              "      <td>2020-10-12 09:37:16</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-101.60680 17.72762, -101.60614 17...</td>\n",
              "      <td>ciudad_altamirano-tc_zihuatanejo-la_mira</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>973</th>\n",
              "      <td>15759</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1491615</td>\n",
              "      <td>1491011</td>\n",
              "      <td>48.620386</td>\n",
              "      <td>6.5</td>\n",
              "      <td>2020-10-12 14:45:29</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-101.70575 17.81019, -101.70561 17...</td>\n",
              "      <td>nd</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1044</th>\n",
              "      <td>16771</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1492319</td>\n",
              "      <td>1047125</td>\n",
              "      <td>168.769454</td>\n",
              "      <td>6.5</td>\n",
              "      <td>2020-10-12 13:44:44</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-101.69962 17.79986, -101.69956 17...</td>\n",
              "      <td>nd</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1135</th>\n",
              "      <td>18440</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1474645</td>\n",
              "      <td>1474648</td>\n",
              "      <td>36.488189</td>\n",
              "      <td>6.5</td>\n",
              "      <td>2020-10-12 14:09:17</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-101.70079 17.80375, -101.70072 17...</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>108626</th>\n",
              "      <td>2502626</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>reforma_agraria-puerto_juarez</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>1</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>371821</td>\n",
              "      <td>371891</td>\n",
              "      <td>32.891262</td>\n",
              "      <td>3.5</td>\n",
              "      <td>2020-08-21 11:27:24</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-87.22869 20.50655, -87.22853 20.5...</td>\n",
              "      <td>nd</td>\n",
              "      <td>reforma_agraria-puerto_juarez</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>111869</th>\n",
              "      <td>2626918</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>las_varas-vallarta</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>90</td>\n",
              "      <td>459410</td>\n",
              "      <td>459407</td>\n",
              "      <td>289.846709</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-04-22 21:23:49</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-105.24061 21.01564, -105.24076 21...</td>\n",
              "      <td>nd</td>\n",
              "      <td>las_varas-vallarta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>114743</th>\n",
              "      <td>3273627</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>portezuelo-ciudad_valles</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>282963</td>\n",
              "      <td>1014375</td>\n",
              "      <td>114.989158</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2023-07-19 16:01:45</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-98.95275 21.92640, -98.95278 21.9...</td>\n",
              "      <td>portezuelo-ciudad_valles</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>114744</th>\n",
              "      <td>3273628</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>portezuelo-ciudad_valles</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1014375</td>\n",
              "      <td>365379</td>\n",
              "      <td>26.818776</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2023-07-19 16:01:23</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-98.95368 21.92634, -98.95378 21.9...</td>\n",
              "      <td>nd</td>\n",
              "      <td>portezuelo-ciudad_valles</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>115403</th>\n",
              "      <td>3361780</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>malpaso-el_bellote</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1135997</td>\n",
              "      <td>1135998</td>\n",
              "      <td>2902.241156</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2023-08-08 16:06:31</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-93.53443 17.59251, -93.53516 17.5...</td>\n",
              "      <td>malpaso-el_bellote</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>104 rows × 25 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-620b89b2-843a-493b-b8a7-8e89dbcd201f')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-620b89b2-843a-493b-b8a7-8e89dbcd201f button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-620b89b2-843a-493b-b8a7-8e89dbcd201f');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-2c54aee1-1bff-41de-9c48-3fba11c38577\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2c54aee1-1bff-41de-9c48-3fba11c38577')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-2c54aee1-1bff-41de-9c48-3fba11c38577 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_9bfcb6a4-f967-4ea7-9d1c-3170709d1f54\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('añadir')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_9bfcb6a4-f967-4ea7-9d1c-3170709d1f54 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('añadir');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "añadir"
            }
          },
          "metadata": {},
          "execution_count": 285
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]"
      ],
      "metadata": {
        "id": "fTCQppnfLlXE"
      },
      "execution_count": 286,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)"
      ],
      "metadata": {
        "id": "8z6v8ta-LlXF"
      },
      "execution_count": 287,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=añadir.drop(['conex_ini', 'conex_fin'], axis=1)"
      ],
      "metadata": {
        "id": "vVM9NgQZLlXG"
      },
      "execution_count": 288,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "H1dw7lkTLlXH"
      },
      "execution_count": 289,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "034500fc-74d5-4794-f55d-b41cc7f89508",
        "id": "W8B5Tg_QLlXI"
      },
      "execution_count": 290,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(114885, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 290
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "575eb745-0d92-43e9-96a7-a7a837f12af5",
        "id": "y6wl5ycZLlXJ"
      },
      "execution_count": 291,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(701, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 291
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7ebf5392-96e0-4c21-a393-02a11b097c6d",
        "id": "A_hA35bFLlXJ"
      },
      "execution_count": 292,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(299, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 292
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "299 identificados"
      ],
      "metadata": {
        "id": "BP8DVqe8O7fW"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Iteracion 4 conex inicial - conex final"
      ],
      "metadata": {
        "id": "2_o1LdUg6SAA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "columna_df1 = 'UNION_INI'\n",
        "columna_df2 = 'UNION_FIN'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df1] in CF_con_ID[columna_df2].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df2] == row[columna_df1], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_ini'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_ini'] = 'nd'"
      ],
      "metadata": {
        "id": "lgqHTXPJ6SAW"
      },
      "execution_count": 293,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df2] in CF_con_ID[columna_df1].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df1] == row[columna_df2], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_fin'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_fin'] = 'nd'"
      ],
      "metadata": {
        "id": "Uhbdw8Qu6SAX"
      },
      "execution_count": 294,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.loc[(sin_ID['conex_ini'] == sin_ID['conex_fin']) & (sin_ID['conex_ini'].str.len() > 2), 'NOMBRE'] = sin_ID['conex_ini']"
      ],
      "metadata": {
        "id": "-HDgRIxr6SAY"
      },
      "execution_count": 295,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[sin_ID['NOMBRE']!='nd']\n",
        "añadir"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 602
        },
        "id": "izcIMROk6SAY",
        "outputId": "eafd3944-7f36-4122-c2e9-5b93328de79e"
      },
      "execution_count": 296,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         ID_RED  TIPO_VIAL                          NOMBRE CODIGO  \\\n",
              "5335      91927  Carretera                  mexico-cuautla    N/D   \n",
              "40222    417986  Carretera  ciudad_victoria-soto_la_marina    N/D   \n",
              "80931   1092322  Carretera   reforma_agraria-puerto_juarez    N/D   \n",
              "85599   1190434  Carretera                  mexico-cuautla    N/D   \n",
              "106713  2420808  Carretera           cordoba-ent_boticaria    N/D   \n",
              "\n",
              "             COND_PAV   RECUBRI CARRILES     ESTATUS     CONDICION  NIVEL  \\\n",
              "5335    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "40222   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "80931   Con pavimento   Asfalto        1  Habilitado  En operación      0   \n",
              "85599   Con pavimento  Concreto        2  Habilitado  En operación      0   \n",
              "106713  Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "\n",
              "        ... VELOCIDAD UNION_INI UNION_FIN   LONGITUD  ANCHO  \\\n",
              "5335    ...        80   1541007   1541008  87.097572    8.0   \n",
              "40222   ...        40   1356665   1355185  92.259755    7.0   \n",
              "80931   ...        60   1542527   1833933  46.342322    3.5   \n",
              "85599   ...        60   1858831   1853426  34.501323    7.0   \n",
              "106713  ...        60    226442    166977  37.724550    7.0   \n",
              "\n",
              "                 FECHA_ACT  CALIREPR  \\\n",
              "5335   2017-12-15 12:34:37  Definida   \n",
              "40222  2014-04-30 15:31:07  Definida   \n",
              "80931  2018-02-26 09:02:38  Definida   \n",
              "85599  2022-03-07 21:46:04  Definida   \n",
              "106713 2020-02-20 08:54:32  Definida   \n",
              "\n",
              "                                                 geometry  \\\n",
              "5335    LINESTRING (-98.77614 19.13846, -98.77594 19.1...   \n",
              "40222   LINESTRING (-98.95606 23.71659, -98.95605 23.7...   \n",
              "80931   LINESTRING (-87.23105 20.50590, -87.23101 20.5...   \n",
              "85599   LINESTRING (-98.77896 19.13133, -98.77907 19.1...   \n",
              "106713  LINESTRING (-96.70422 18.79718, -96.70422 18.7...   \n",
              "\n",
              "                             conex_ini                       conex_fin  \n",
              "5335                    mexico-cuautla                  mexico-cuautla  \n",
              "40222   ciudad_victoria-soto_la_marina  ciudad_victoria-soto_la_marina  \n",
              "80931    reforma_agraria-puerto_juarez   reforma_agraria-puerto_juarez  \n",
              "85599                   mexico-cuautla                  mexico-cuautla  \n",
              "106713           cordoba-ent_boticaria           cordoba-ent_boticaria  \n",
              "\n",
              "[5 rows x 25 columns]"
            ],
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID_RED</th>\n",
              "      <th>TIPO_VIAL</th>\n",
              "      <th>NOMBRE</th>\n",
              "      <th>CODIGO</th>\n",
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              "      <th>LONGITUD</th>\n",
              "      <th>ANCHO</th>\n",
              "      <th>FECHA_ACT</th>\n",
              "      <th>CALIREPR</th>\n",
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              "  <tbody>\n",
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              "      <th>5335</th>\n",
              "      <td>91927</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
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              "      <td>80</td>\n",
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              "      <td>mexico-cuautla</td>\n",
              "      <td>mexico-cuautla</td>\n",
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              "      <th>40222</th>\n",
              "      <td>417986</td>\n",
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              "      <td>ciudad_victoria-soto_la_marina</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
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              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1356665</td>\n",
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              "      <td>92.259755</td>\n",
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              "      <td>2014-04-30 15:31:07</td>\n",
              "      <td>Definida</td>\n",
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              "      <td>ciudad_victoria-soto_la_marina</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>80931</th>\n",
              "      <td>1092322</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>reforma_agraria-puerto_juarez</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>1</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1542527</td>\n",
              "      <td>1833933</td>\n",
              "      <td>46.342322</td>\n",
              "      <td>3.5</td>\n",
              "      <td>2018-02-26 09:02:38</td>\n",
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              "      <td>reforma_agraria-puerto_juarez</td>\n",
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              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
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              "      <th>106713</th>\n",
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              "      <td>cordoba-ent_boticaria</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
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              "        const element = document.querySelector('#df-49ac2e62-3749-4746-bf24-ab61cd29a1b7');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-607c2c38-8809-49de-b33c-79c24651cfa1\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-607c2c38-8809-49de-b33c-79c24651cfa1')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-607c2c38-8809-49de-b33c-79c24651cfa1 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_f48267fc-1581-497c-9909-f9581f715168\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('añadir')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_f48267fc-1581-497c-9909-f9581f715168 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('añadir');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "añadir"
            }
          },
          "metadata": {},
          "execution_count": 296
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)"
      ],
      "metadata": {
        "id": "XYNWGuZb6SAZ"
      },
      "execution_count": 297,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]"
      ],
      "metadata": {
        "id": "Zj2xH8LA6SAb"
      },
      "execution_count": 298,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir = añadir.drop(['conex_ini', 'conex_fin'], axis=1)\n"
      ],
      "metadata": {
        "id": "Ez4m4nAZ6SAc"
      },
      "execution_count": 299,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "Ok7D0-OF6SAc"
      },
      "execution_count": 300,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3d9b8969-902d-4799-a856-fb23b56dd021",
        "id": "g-mne0sO6SAd"
      },
      "execution_count": 301,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(114890, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 301
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fzWmzqQoJdtr",
        "outputId": "62bd4adf-36fa-4c32-a6fb-ff7c0f899ab6"
      },
      "execution_count": 302,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(696, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 302
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1r-Vnv2mJguS",
        "outputId": "9c4390be-f2f1-45ff-9794-1e06170ed181"
      },
      "execution_count": 303,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(304, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 303
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "304 resultados identificados"
      ],
      "metadata": {
        "id": "rk1sfygz6SAe"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "kBJRtMA48HB2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Filtrado por CODIGO 3"
      ],
      "metadata": {
        "id": "L8JJyfqD8XV5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# FILTRO UNA CONEXION\n",
        "# Columnas de una conexion\n",
        "columna_df1 = 'conex_ini'\n",
        "columna2_df1 = 'conex_fin'\n",
        "columna3_df1 = 'CODIGO'\n",
        "# Columnas CF_con_ID\n",
        "columna_df2 = 'NOMBRE'\n",
        "columna2_df2 = 'CODIGO'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if len(row[columna_df1]) > len(row[columna2_df1]):\n",
        "        valor = 'conex_ini'\n",
        "    elif len(row[columna_df1]) < len(row[columna2_df1]):\n",
        "        valor = 'conex_fin'\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']\n",
        "\n",
        "    if valor == 'conex_ini' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_INI'] in CF_con_ID['UNION_FIN'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_ini']\n",
        "\n",
        "    elif valor == 'conex_fin' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_FIN'] in CF_con_ID['UNION_INI'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_fin']\n",
        "\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']"
      ],
      "metadata": {
        "id": "SIVfZIOQ8XV6"
      },
      "execution_count": 304,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[(sin_ID['NOMBRE'].str.len()>2)]\n",
        "añadir"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "46cb7a07-7b60-49be-dacc-ab2b0f1e2bbc",
        "id": "e3xKYcG28XV7"
      },
      "execution_count": 305,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         ID_RED  TIPO_VIAL                         NOMBRE CODIGO  \\\n",
              "603       13727  Carretera            zihuatanejo-la_mira    N/D   \n",
              "696       14197  Carretera            zihuatanejo-la_mira    N/D   \n",
              "892       15246  Carretera            zihuatanejo-la_mira    N/D   \n",
              "955       15659  Carretera            zihuatanejo-la_mira    N/D   \n",
              "978       15806  Carretera            zihuatanejo-la_mira    N/D   \n",
              "...         ...        ...                            ...    ...   \n",
              "91928   1500025  Carretera               agua_fria-maconi    N/D   \n",
              "104972  2352684  Carretera     libramiento_sur_cuauhtemoc    N/D   \n",
              "108622  2502525  Carretera  reforma_agraria-puerto_juarez    N/D   \n",
              "110087  2569057  Carretera          libramiento_de_conkal    N/D   \n",
              "111870  2626919  Carretera             las_varas-vallarta    N/D   \n",
              "\n",
              "             COND_PAV   RECUBRI CARRILES     ESTATUS     CONDICION  NIVEL  \\\n",
              "603     Con pavimento   Asfalto        1  Habilitado  En operación      0   \n",
              "696     Con pavimento   Asfalto        1  Habilitado  En operación      0   \n",
              "892     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "955     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "978     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "...               ...       ...      ...         ...           ...    ...   \n",
              "91928   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "104972  Con pavimento   Asfalto        4  Habilitado  En operación      1   \n",
              "108622  Con pavimento  Concreto        1  Habilitado  En operación      0   \n",
              "110087  Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "111870  Con pavimento   Asfalto        2  Habilitado  En operación      1   \n",
              "\n",
              "        ... VELOCIDAD UNION_INI UNION_FIN    LONGITUD  ANCHO  \\\n",
              "603     ...        60   1491238   1491239   10.640202    4.5   \n",
              "696     ...        60   1491406   1490918   60.434981    4.5   \n",
              "892     ...        80   1491155   1491655  191.121841    6.5   \n",
              "955     ...        60   1490384   1491615  169.399744    6.5   \n",
              "978     ...        60   1490451   1491767  985.565945    7.0   \n",
              "...     ...       ...       ...       ...         ...    ...   \n",
              "91928   ...        60    747627    747628  727.534704    7.0   \n",
              "104972  ...        60   1459516    478901  262.604028   14.0   \n",
              "108622  ...        60    371820    371821   74.961323    3.5   \n",
              "110087  ...        60    346366    346367   54.308691    7.0   \n",
              "111870  ...        90    459411    459410  253.362501    7.0   \n",
              "\n",
              "                 FECHA_ACT    CALIREPR  \\\n",
              "603    2020-10-12 13:03:06    Definida   \n",
              "696    2020-10-12 14:09:58    Definida   \n",
              "892    2020-10-12 14:00:29    Definida   \n",
              "955    2020-10-12 08:37:50    Definida   \n",
              "978    2020-10-12 14:03:07    Definida   \n",
              "...                    ...         ...   \n",
              "91928  2018-05-17 12:38:00  Aproximada   \n",
              "104972 2022-07-26 18:13:32  Aproximada   \n",
              "108622 2020-08-21 14:28:58    Definida   \n",
              "110087 2021-06-16 16:29:49    Definida   \n",
              "111870 2022-04-22 21:24:04  Aproximada   \n",
              "\n",
              "                                                 geometry  \\\n",
              "603     LINESTRING (-101.86683 17.95612, -101.86691 17...   \n",
              "696     LINESTRING (-101.88384 17.96650, -101.88423 17...   \n",
              "892     LINESTRING (-101.60119 17.72391, -101.60141 17...   \n",
              "955     LINESTRING (-101.70689 17.81126, -101.70648 17...   \n",
              "978     LINESTRING (-101.71389 17.83510, -101.71385 17...   \n",
              "...                                                   ...   \n",
              "91928   LINESTRING (-99.53698 20.83504, -99.53687 20.8...   \n",
              "104972  LINESTRING (-106.75969 28.38243, -106.75942 28...   \n",
              "108622  LINESTRING (-87.22930 20.50618, -87.22869 20.5...   \n",
              "110087  LINESTRING (-89.52678 21.13503, -89.52730 21.1...   \n",
              "111870  LINESTRING (-105.23909 21.01743, -105.23915 21...   \n",
              "\n",
              "                         conex_ini                      conex_fin  \n",
              "603            zihuatanejo-la_mira                             nd  \n",
              "696                             nd            zihuatanejo-la_mira  \n",
              "892                             nd            zihuatanejo-la_mira  \n",
              "955                             nd            zihuatanejo-la_mira  \n",
              "978            zihuatanejo-la_mira                             nd  \n",
              "...                            ...                            ...  \n",
              "91928             agua_fria-maconi                             nd  \n",
              "104972  libramiento_sur_cuauhtemoc                             nd  \n",
              "108622                          nd  reforma_agraria-puerto_juarez  \n",
              "110087                          nd          libramiento_de_conkal  \n",
              "111870                          nd             las_varas-vallarta  \n",
              "\n",
              "[71 rows x 25 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4d2d503a-2f3b-49c2-a359-f0108da672b2\" class=\"colab-df-container\">\n",
              "    <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",
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              "    .dataframe thead th {\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID_RED</th>\n",
              "      <th>TIPO_VIAL</th>\n",
              "      <th>NOMBRE</th>\n",
              "      <th>CODIGO</th>\n",
              "      <th>COND_PAV</th>\n",
              "      <th>RECUBRI</th>\n",
              "      <th>CARRILES</th>\n",
              "      <th>ESTATUS</th>\n",
              "      <th>CONDICION</th>\n",
              "      <th>NIVEL</th>\n",
              "      <th>...</th>\n",
              "      <th>VELOCIDAD</th>\n",
              "      <th>UNION_INI</th>\n",
              "      <th>UNION_FIN</th>\n",
              "      <th>LONGITUD</th>\n",
              "      <th>ANCHO</th>\n",
              "      <th>FECHA_ACT</th>\n",
              "      <th>CALIREPR</th>\n",
              "      <th>geometry</th>\n",
              "      <th>conex_ini</th>\n",
              "      <th>conex_fin</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>603</th>\n",
              "      <td>13727</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>1</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1491238</td>\n",
              "      <td>1491239</td>\n",
              "      <td>10.640202</td>\n",
              "      <td>4.5</td>\n",
              "      <td>2020-10-12 13:03:06</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-101.86683 17.95612, -101.86691 17...</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>696</th>\n",
              "      <td>14197</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>1</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1491406</td>\n",
              "      <td>1490918</td>\n",
              "      <td>60.434981</td>\n",
              "      <td>4.5</td>\n",
              "      <td>2020-10-12 14:09:58</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-101.88384 17.96650, -101.88423 17...</td>\n",
              "      <td>nd</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>892</th>\n",
              "      <td>15246</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1491155</td>\n",
              "      <td>1491655</td>\n",
              "      <td>191.121841</td>\n",
              "      <td>6.5</td>\n",
              "      <td>2020-10-12 14:00:29</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-101.60119 17.72391, -101.60141 17...</td>\n",
              "      <td>nd</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>955</th>\n",
              "      <td>15659</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1490384</td>\n",
              "      <td>1491615</td>\n",
              "      <td>169.399744</td>\n",
              "      <td>6.5</td>\n",
              "      <td>2020-10-12 08:37:50</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-101.70689 17.81126, -101.70648 17...</td>\n",
              "      <td>nd</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>978</th>\n",
              "      <td>15806</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1490451</td>\n",
              "      <td>1491767</td>\n",
              "      <td>985.565945</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2020-10-12 14:03:07</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-101.71389 17.83510, -101.71385 17...</td>\n",
              "      <td>zihuatanejo-la_mira</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>91928</th>\n",
              "      <td>1500025</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>agua_fria-maconi</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>747627</td>\n",
              "      <td>747628</td>\n",
              "      <td>727.534704</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2018-05-17 12:38:00</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-99.53698 20.83504, -99.53687 20.8...</td>\n",
              "      <td>agua_fria-maconi</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>104972</th>\n",
              "      <td>2352684</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>libramiento_sur_cuauhtemoc</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>1</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1459516</td>\n",
              "      <td>478901</td>\n",
              "      <td>262.604028</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2022-07-26 18:13:32</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.75969 28.38243, -106.75942 28...</td>\n",
              "      <td>libramiento_sur_cuauhtemoc</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>108622</th>\n",
              "      <td>2502525</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>reforma_agraria-puerto_juarez</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>1</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>371820</td>\n",
              "      <td>371821</td>\n",
              "      <td>74.961323</td>\n",
              "      <td>3.5</td>\n",
              "      <td>2020-08-21 14:28:58</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-87.22930 20.50618, -87.22869 20.5...</td>\n",
              "      <td>nd</td>\n",
              "      <td>reforma_agraria-puerto_juarez</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>110087</th>\n",
              "      <td>2569057</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>libramiento_de_conkal</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>346366</td>\n",
              "      <td>346367</td>\n",
              "      <td>54.308691</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2021-06-16 16:29:49</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-89.52678 21.13503, -89.52730 21.1...</td>\n",
              "      <td>nd</td>\n",
              "      <td>libramiento_de_conkal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>111870</th>\n",
              "      <td>2626919</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>las_varas-vallarta</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>1</td>\n",
              "      <td>...</td>\n",
              "      <td>90</td>\n",
              "      <td>459411</td>\n",
              "      <td>459410</td>\n",
              "      <td>253.362501</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-04-22 21:24:04</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-105.23909 21.01743, -105.23915 21...</td>\n",
              "      <td>nd</td>\n",
              "      <td>las_varas-vallarta</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>71 rows × 25 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4d2d503a-2f3b-49c2-a359-f0108da672b2')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-4d2d503a-2f3b-49c2-a359-f0108da672b2 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-4d2d503a-2f3b-49c2-a359-f0108da672b2');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-0b2c1336-f965-4fa0-863a-ed8ddf23768b\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-0b2c1336-f965-4fa0-863a-ed8ddf23768b')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-0b2c1336-f965-4fa0-863a-ed8ddf23768b button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_36ff761b-8ee9-4ef3-92be-443dbd4a2b9b\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('añadir')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_36ff761b-8ee9-4ef3-92be-443dbd4a2b9b button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('añadir');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "añadir"
            }
          },
          "metadata": {},
          "execution_count": 305
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]"
      ],
      "metadata": {
        "id": "cr0rih0-KzK6"
      },
      "execution_count": 306,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)"
      ],
      "metadata": {
        "id": "x8kbNv5uKU7w"
      },
      "execution_count": 307,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=añadir.drop(['conex_ini', 'conex_fin'], axis=1)"
      ],
      "metadata": {
        "id": "ILN_GU4P8XV8"
      },
      "execution_count": 308,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "qInvRGtY8XV8"
      },
      "execution_count": 309,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "65348353-d15d-41ff-d220-82e6b0ad8c30",
        "id": "z-OXsQ768XV9"
      },
      "execution_count": 310,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(114961, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 310
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "667e39ef-791c-4124-a44e-8752462a76f1",
        "id": "GvbdJafS8XV-"
      },
      "execution_count": 311,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(625, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 311
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EK-yhvOyKtIy",
        "outputId": "4f452d4e-b635-41fb-f196-19244930de06"
      },
      "execution_count": 312,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(375, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 312
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "375 tramos identificados"
      ],
      "metadata": {
        "id": "2SzenXzR8XV_"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "fIg6tm4mPG8b"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Iteracion 5 conex inicial - conex final"
      ],
      "metadata": {
        "id": "kExe16GPPHQO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "columna_df1 = 'UNION_INI'\n",
        "columna_df2 = 'UNION_FIN'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df1] in CF_con_ID[columna_df2].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df2] == row[columna_df1], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_ini'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_ini'] = 'nd'"
      ],
      "metadata": {
        "id": "G3o2oKdYPHQP"
      },
      "execution_count": 313,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df2] in CF_con_ID[columna_df1].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df1] == row[columna_df2], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_fin'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_fin'] = 'nd'"
      ],
      "metadata": {
        "id": "4cJvxEKoPHQQ"
      },
      "execution_count": 314,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.loc[(sin_ID['conex_ini'] == sin_ID['conex_fin']) & (sin_ID['conex_ini'].str.len() > 2), 'NOMBRE'] = sin_ID['conex_ini']"
      ],
      "metadata": {
        "id": "Fu0o1aB4PHQQ"
      },
      "execution_count": 315,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[sin_ID['NOMBRE']!='nd']\n",
        "añadir"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "outputId": "eb0552ba-f69f-4b94-b354-24324409f5ce",
        "id": "UULa-bBsPHQR"
      },
      "execution_count": 316,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        ID_RED  TIPO_VIAL          NOMBRE CODIGO       COND_PAV   RECUBRI  \\\n",
              "5270     89054  Carretera  mexico-cuautla    N/D  Con pavimento   Asfalto   \n",
              "85600  1190451  Carretera  mexico-cuautla    N/D  Con pavimento  Concreto   \n",
              "\n",
              "      CARRILES     ESTATUS     CONDICION  NIVEL  ... VELOCIDAD UNION_INI  \\\n",
              "5270         1  Habilitado  En operación      0  ...        80   1539789   \n",
              "85600        2  Habilitado  En operación      0  ...        60   1541001   \n",
              "\n",
              "      UNION_FIN    LONGITUD  ANCHO           FECHA_ACT  CALIREPR  \\\n",
              "5270    1539790  977.185285    4.0 2018-01-15 11:19:25  Definida   \n",
              "85600   1541004   31.138424    7.0 2022-03-07 21:50:36  Definida   \n",
              "\n",
              "                                                geometry       conex_ini  \\\n",
              "5270   LINESTRING (-98.78915 19.17487, -98.78908 19.1...  mexico-cuautla   \n",
              "85600  LINESTRING (-98.77868 19.13125, -98.77858 19.1...  mexico-cuautla   \n",
              "\n",
              "            conex_fin  \n",
              "5270   mexico-cuautla  \n",
              "85600  mexico-cuautla  \n",
              "\n",
              "[2 rows x 25 columns]"
            ],
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              "\n",
              "  <div id=\"df-a8cc65f6-9fe7-4a56-90cc-850ad8619cf5\" class=\"colab-df-container\">\n",
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              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID_RED</th>\n",
              "      <th>TIPO_VIAL</th>\n",
              "      <th>NOMBRE</th>\n",
              "      <th>CODIGO</th>\n",
              "      <th>COND_PAV</th>\n",
              "      <th>RECUBRI</th>\n",
              "      <th>CARRILES</th>\n",
              "      <th>ESTATUS</th>\n",
              "      <th>CONDICION</th>\n",
              "      <th>NIVEL</th>\n",
              "      <th>...</th>\n",
              "      <th>VELOCIDAD</th>\n",
              "      <th>UNION_INI</th>\n",
              "      <th>UNION_FIN</th>\n",
              "      <th>LONGITUD</th>\n",
              "      <th>ANCHO</th>\n",
              "      <th>FECHA_ACT</th>\n",
              "      <th>CALIREPR</th>\n",
              "      <th>geometry</th>\n",
              "      <th>conex_ini</th>\n",
              "      <th>conex_fin</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>5270</th>\n",
              "      <td>89054</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>1</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1539789</td>\n",
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              "      <td>977.185285</td>\n",
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              "      <td>LINESTRING (-98.78915 19.17487, -98.78908 19.1...</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>85600</th>\n",
              "      <td>1190451</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
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              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.77868 19.13125, -98.77858 19.1...</td>\n",
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              "      <td>mexico-cuautla</td>\n",
              "    </tr>\n",
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              "<p>2 rows × 25 columns</p>\n",
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              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "    .colab-df-convert {\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
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              "      border-bottom-color: var(--fill-color);\n",
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              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-ca51c238-6828-4654-8c59-4ce2837d1879 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_56a72970-e580-4edb-b479-4e4600db0b46\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('añadir')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_56a72970-e580-4edb-b479-4e4600db0b46 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('añadir');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "añadir"
            }
          },
          "metadata": {},
          "execution_count": 316
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)"
      ],
      "metadata": {
        "id": "CZg4N7qOPHQS"
      },
      "execution_count": 317,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]"
      ],
      "metadata": {
        "id": "rpTaDjrhPHQS"
      },
      "execution_count": 318,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir = añadir.drop(['conex_ini', 'conex_fin'], axis=1)\n"
      ],
      "metadata": {
        "id": "g86-E6bkPHQT"
      },
      "execution_count": 319,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "Ku2w1PNEPHQU"
      },
      "execution_count": 320,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1c042525-b927-46d7-ede2-1f70a5e4e582",
        "id": "v_fepx7BPHQU"
      },
      "execution_count": 321,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(114963, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 321
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "92a43e73-aaf0-46c0-9632-63fba2d9b6f5",
        "id": "DBKAtbpqPHQV"
      },
      "execution_count": 322,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(623, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 322
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4692f6bc-4e0f-4d7d-8826-99f2ff20fae4",
        "id": "9-umBk3HPHQW"
      },
      "execution_count": 323,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(377, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 323
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "377 resultados identificados"
      ],
      "metadata": {
        "id": "Tk7g61YxPHQX"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "tf9XZkFpPuam"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Filtrado por CODIGO 4"
      ],
      "metadata": {
        "id": "Cflp1W1jPuyW"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# FILTRO UNA CONEXION\n",
        "# Columnas de una conexion\n",
        "columna_df1 = 'conex_ini'\n",
        "columna2_df1 = 'conex_fin'\n",
        "columna3_df1 = 'CODIGO'\n",
        "# Columnas CF_con_ID\n",
        "columna_df2 = 'NOMBRE'\n",
        "columna2_df2 = 'CODIGO'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if len(row[columna_df1]) > len(row[columna2_df1]):\n",
        "        valor = 'conex_ini'\n",
        "    elif len(row[columna_df1]) < len(row[columna2_df1]):\n",
        "        valor = 'conex_fin'\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']\n",
        "\n",
        "    if valor == 'conex_ini' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_INI'] in CF_con_ID['UNION_FIN'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_ini']\n",
        "\n",
        "    elif valor == 'conex_fin' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_FIN'] in CF_con_ID['UNION_INI'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_fin']\n",
        "\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']"
      ],
      "metadata": {
        "id": "Rg2UhalrPuyX"
      },
      "execution_count": 324,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[(sin_ID['NOMBRE'].str.len()>2)]\n",
        "añadir"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "7791efc9-7c5a-4a0c-ccf4-a25dbc9431b9",
        "id": "Sx_D65ebPuyY"
      },
      "execution_count": 325,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         ID_RED  TIPO_VIAL                                    NOMBRE CODIGO  \\\n",
              "326       12182  Carretera                       zihuatanejo-la_mira    N/D   \n",
              "566       13541  Carretera  ciudad_altamirano-tc_zihuatanejo-la_mira    N/D   \n",
              "625       13828  Carretera                       zihuatanejo-la_mira    N/D   \n",
              "979       15807  Carretera                       zihuatanejo-la_mira    N/D   \n",
              "3064      39511  Carretera                     san_gregorio-oaxtepec    N/D   \n",
              "4165      68093  Carretera                            toluca-morelia    N/D   \n",
              "4252      69235  Carretera                   el_monumento-tingambato    N/D   \n",
              "4274      69499  Carretera                   el_monumento-tingambato    N/D   \n",
              "4578      77435  Carretera                            mexico-cuautla    N/D   \n",
              "4615      77996  Carretera                            mexico-cuautla    N/D   \n",
              "4828      81690  Carretera                       los_reyes-zacatepec    N/D   \n",
              "4894      82552  Carretera         venta_de_carpio-tc_pachuca-tuxpam    N/D   \n",
              "4975      83816  Carretera                            mexico-cuautla    N/D   \n",
              "5077      85587  Carretera                            mexico-cuautla    N/D   \n",
              "5214      88158  Carretera                            mexico-cuautla    N/D   \n",
              "5255      88828  Carretera                            mexico-cuautla    N/D   \n",
              "5297      89672  Carretera         venta_de_carpio-tc_pachuca-tuxpam    N/D   \n",
              "7108     117804  Carretera                          ent_jorobas-tula    N/D   \n",
              "7687     125387  Carretera                   alamo-huejutla_de_reyes    N/D   \n",
              "24911    293096  Carretera                           campeche-merida    N/D   \n",
              "26698    301958  Carretera                 ramal_a_aeropuerto_cancun    N/D   \n",
              "28247    315957  Carretera                     libramiento_de_conkal    N/D   \n",
              "29612    329097  Carretera                           ramal_a_moritas    N/D   \n",
              "30778    340780  Carretera                       ramal_a_santa_clara     49   \n",
              "30837    341054  Carretera                       ramal_a_santa_clara     49   \n",
              "53908    545448  Carretera                      ciudad_guzman-colima    N/D   \n",
              "64228    688752  Carretera                 ramal_a_subteniente_lopez    186   \n",
              "67743    768081  Carretera                          agua_fria-maconi    N/D   \n",
              "70410    836758  Carretera                                    quinta    N/D   \n",
              "73758    909157  Carretera                        malpaso-el_bellote    N/D   \n",
              "84360   1158676  Carretera                    ciudad_juarez-porvenir    N/D   \n",
              "84429   1159459  Carretera                    ciudad_juarez-porvenir    N/D   \n",
              "84449   1159845  Carretera                    ciudad_juarez-porvenir    N/D   \n",
              "85288   1181076  Carretera                           campeche-merida    N/D   \n",
              "87734   1291323  Carretera                 ramal_a_aeropuerto_cancun    N/D   \n",
              "88639   1344760  Carretera                libramiento_sur_cuauhtemoc    N/D   \n",
              "102380  2170360  Carretera                           campeche-merida    N/D   \n",
              "102763  2215798  Carretera                hidalgo_del_parral-jimenez    N/D   \n",
              "109916  2561203  Carretera                                    quinta    N/D   \n",
              "111871  2626946  Carretera                        las_varas-vallarta    N/D   \n",
              "\n",
              "             COND_PAV   RECUBRI CARRILES     ESTATUS     CONDICION  NIVEL  \\\n",
              "326     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "566     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "625     Con pavimento   Asfalto        1  Habilitado  En operación      0   \n",
              "979     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "3064    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4165    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4252    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4274    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4578    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4615    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4828    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4894    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4975    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "5077    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "5214    Con pavimento   Asfalto        1  Habilitado  En operación      0   \n",
              "5255    Con pavimento   Asfalto        1  Habilitado  En operación      0   \n",
              "5297    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "7108    Con pavimento   Asfalto        2  Habilitado  En operación      1   \n",
              "7687    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "24911   Con pavimento  Concreto        2  Habilitado  En operación      0   \n",
              "26698   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "28247   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "29612   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "30778   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "30837   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "53908   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "64228   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "67743   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "70410   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "73758   Con pavimento   Asfalto        4  Habilitado  En operación      0   \n",
              "84360   Con pavimento   Asfalto        4  Habilitado  En operación      0   \n",
              "84429   Con pavimento   Asfalto        4  Habilitado  En operación      0   \n",
              "84449   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "85288   Con pavimento  Concreto        1  Habilitado  En operación      0   \n",
              "87734   Con pavimento   Asfalto        3  Habilitado  En operación      0   \n",
              "88639   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "102380  Con pavimento  Concreto        2  Habilitado  En operación      0   \n",
              "102763  Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "109916  Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "111871  Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "\n",
              "        ... VELOCIDAD UNION_INI UNION_FIN     LONGITUD  ANCHO  \\\n",
              "326     ...        60   1490216   1490384   463.046785    7.0   \n",
              "566     ...        80   1491154   1491155   348.481657    6.5   \n",
              "625     ...        60   1491239   1491283    28.046871    4.5   \n",
              "979     ...        60   1491767   1490696   586.041966    7.0   \n",
              "3064    ...        60   1498832   1499669   142.649602    7.0   \n",
              "4165    ...        80   1516600   1516065   207.030881    7.0   \n",
              "4252    ...        40      7444      7445    27.955732    7.0   \n",
              "4274    ...        40   1516325   1515973    46.692797    7.0   \n",
              "4578    ...        80   1535355   1535356    36.120069    8.0   \n",
              "4615    ...        80   1535776   1535602    42.775352    8.0   \n",
              "4828    ...        80   1537978   1537979   360.918562    8.0   \n",
              "4894    ...        80   1535745   1538341   218.893860    8.0   \n",
              "4975    ...        80   1537899   1538138    34.479417    8.0   \n",
              "5077    ...        80   1539287   1537556    35.212745    8.0   \n",
              "5214    ...        80   1539456   1536843   219.556022    4.0   \n",
              "5255    ...        80   1539553   1539456    52.954989    4.0   \n",
              "5297    ...        80   1537352   1537031  1175.352039    8.0   \n",
              "7108    ...        40   1924214   1140166    61.253832    9.0   \n",
              "7687    ...        40     18836     18837  1134.337918    7.0   \n",
              "24911   ...        40   1239973   1239974   181.463997    6.0   \n",
              "26698   ...        40   1260832   1263155   233.952410    6.0   \n",
              "28247   ...        60    346363    346366   155.792185    7.0   \n",
              "29612   ...        80   1278680   1278681    76.860583    7.0   \n",
              "30778   ...        80   1284486   1284598   165.155677    7.0   \n",
              "30837   ...        80   1284742   1284182    78.001174    7.0   \n",
              "53908   ...        50   1637720   1637912     4.335643    9.0   \n",
              "64228   ...        40   1263434   1260494    22.123876    7.0   \n",
              "67743   ...        60    747628   1722422  1023.812954    7.0   \n",
              "70410   ...        60   1751530   1689683   235.684076    6.0   \n",
              "73758   ...        80   1757432   1757433  3681.284075   14.0   \n",
              "84360   ...        50   1879235   1879348    50.248725   14.0   \n",
              "84429   ...        40   1879707   1879708    40.221251   14.0   \n",
              "84449   ...        40    757309    757292    34.171574    7.0   \n",
              "85288   ...        40   1467095   1682432   262.352684    3.5   \n",
              "87734   ...        40    249880    249881    98.997706    9.0   \n",
              "88639   ...        60    128813    128695   205.292727    7.0   \n",
              "102380  ...        40    294879    294880    93.896878    6.0   \n",
              "102763  ...        80   1598262   1598263  1277.989285    7.0   \n",
              "109916  ...        60    340785    340787    11.814519    6.0   \n",
              "111871  ...        90    459426    459411   318.890782    7.0   \n",
              "\n",
              "                 FECHA_ACT    CALIREPR  \\\n",
              "326    2020-10-12 16:21:38    Definida   \n",
              "566    2020-10-12 16:10:04    Definida   \n",
              "625    2020-10-12 14:03:10    Definida   \n",
              "979    2020-10-12 13:01:43    Definida   \n",
              "3064   2014-03-12 15:30:43    Definida   \n",
              "4165   2014-03-06 13:57:36    Definida   \n",
              "4252   2013-04-11 15:17:02    Definida   \n",
              "4274   2013-04-11 14:29:39    Definida   \n",
              "4578   2013-09-27 09:45:41    Definida   \n",
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              "64228  2020-08-21 16:20:19    Definida   \n",
              "67743  2018-05-16 13:52:56  Aproximada   \n",
              "70410  2016-09-20 10:59:02    Definida   \n",
              "73758  2023-08-08 16:06:36  Aproximada   \n",
              "84360  2017-08-25 10:43:37  Aproximada   \n",
              "84429  2017-08-24 13:34:28  Aproximada   \n",
              "84449  2017-09-11 14:42:58  Aproximada   \n",
              "85288  2020-07-27 14:35:39    Definida   \n",
              "87734  2018-03-05 14:52:37    Definida   \n",
              "88639  2022-08-02 18:11:56    Definida   \n",
              "102380 2020-07-27 13:36:14    Definida   \n",
              "102763 2022-04-22 19:34:48  Aproximada   \n",
              "109916 2021-06-08 16:02:23    Definida   \n",
              "111871 2022-04-22 21:24:28  Aproximada   \n",
              "\n",
              "                                                 geometry  \\\n",
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              "53908                                  nd  \n",
              "64228                                  nd  \n",
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              "102763                                 nd  \n",
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              "      <td>mexico-cuautla</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4828</th>\n",
              "      <td>81690</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>los_reyes-zacatepec</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1537978</td>\n",
              "      <td>1537979</td>\n",
              "      <td>360.918562</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2022-06-09 16:09:53</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.74033 19.55196, -98.73756 19.5...</td>\n",
              "      <td>nd</td>\n",
              "      <td>los_reyes-zacatepec</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4894</th>\n",
              "      <td>82552</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>venta_de_carpio-tc_pachuca-tuxpam</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1535745</td>\n",
              "      <td>1538341</td>\n",
              "      <td>218.893860</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2021-09-10 10:44:27</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.67302 19.86299, -98.67378 19.8...</td>\n",
              "      <td>nd</td>\n",
              "      <td>venta_de_carpio-tc_pachuca-tuxpam</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4975</th>\n",
              "      <td>83816</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1537899</td>\n",
              "      <td>1538138</td>\n",
              "      <td>34.479417</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2013-09-27 11:02:58</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.85659 19.24087, -98.85686 19.2...</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5077</th>\n",
              "      <td>85587</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1539287</td>\n",
              "      <td>1537556</td>\n",
              "      <td>35.212745</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2021-04-23 10:34:07</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.85702 19.24085, -98.85674 19.2...</td>\n",
              "      <td>nd</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5214</th>\n",
              "      <td>88158</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>1</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1539456</td>\n",
              "      <td>1536843</td>\n",
              "      <td>219.556022</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2018-01-15 10:31:44</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.78270 19.16745, -98.78287 19.1...</td>\n",
              "      <td>nd</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5255</th>\n",
              "      <td>88828</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>1</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1539553</td>\n",
              "      <td>1539456</td>\n",
              "      <td>52.954989</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2012-11-23 13:03:26</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.78254 19.16699, -98.78270 19.1...</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5297</th>\n",
              "      <td>89672</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>venta_de_carpio-tc_pachuca-tuxpam</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1537352</td>\n",
              "      <td>1537031</td>\n",
              "      <td>1175.352039</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2022-03-29 22:02:11</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.64644 19.87230, -98.64643 19.8...</td>\n",
              "      <td>nd</td>\n",
              "      <td>venta_de_carpio-tc_pachuca-tuxpam</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7108</th>\n",
              "      <td>117804</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ent_jorobas-tula</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>1</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1924214</td>\n",
              "      <td>1140166</td>\n",
              "      <td>61.253832</td>\n",
              "      <td>9.0</td>\n",
              "      <td>2021-05-14 11:01:13</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-99.33497 20.05067, -99.33501 20.0...</td>\n",
              "      <td>ent_jorobas-tula</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7687</th>\n",
              "      <td>125387</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>alamo-huejutla_de_reyes</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>18836</td>\n",
              "      <td>18837</td>\n",
              "      <td>1134.337918</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2019-12-10 10:41:07</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.17795 20.94204, -98.17797 20.9...</td>\n",
              "      <td>nd</td>\n",
              "      <td>alamo-huejutla_de_reyes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24911</th>\n",
              "      <td>293096</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>campeche-merida</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1239973</td>\n",
              "      <td>1239974</td>\n",
              "      <td>181.463997</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2020-07-27 09:09:15</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-90.04030 20.36477, -90.04016 20.3...</td>\n",
              "      <td>campeche-merida</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26698</th>\n",
              "      <td>301958</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ramal_a_aeropuerto_cancun</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1260832</td>\n",
              "      <td>1263155</td>\n",
              "      <td>233.952410</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2023-07-05 13:18:24</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-86.87791 21.04343, -86.87599 21.0...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ramal_a_aeropuerto_cancun</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28247</th>\n",
              "      <td>315957</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>libramiento_de_conkal</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>346363</td>\n",
              "      <td>346366</td>\n",
              "      <td>155.792185</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2021-06-16 08:55:38</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-89.52529 21.13527, -89.52567 21.1...</td>\n",
              "      <td>nd</td>\n",
              "      <td>libramiento_de_conkal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29612</th>\n",
              "      <td>329097</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ramal_a_moritas</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1278680</td>\n",
              "      <td>1278681</td>\n",
              "      <td>76.860583</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2016-05-31 15:03:53</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-105.45748 27.05019, -105.45698 27...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ramal_a_moritas</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30778</th>\n",
              "      <td>340780</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ramal_a_santa_clara</td>\n",
              "      <td>49</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1284486</td>\n",
              "      <td>1284598</td>\n",
              "      <td>165.155677</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2021-06-23 12:52:21</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.36623 24.47558, -103.36647 24...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ramal_a_santa_clara</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30837</th>\n",
              "      <td>341054</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ramal_a_santa_clara</td>\n",
              "      <td>49</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1284742</td>\n",
              "      <td>1284182</td>\n",
              "      <td>78.001174</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2021-06-23 13:47:39</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.36863 24.47556, -103.36843 24...</td>\n",
              "      <td>ramal_a_santa_clara</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53908</th>\n",
              "      <td>545448</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ciudad_guzman-colima</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>50</td>\n",
              "      <td>1637720</td>\n",
              "      <td>1637912</td>\n",
              "      <td>4.335643</td>\n",
              "      <td>9.0</td>\n",
              "      <td>2014-05-29 11:45:53</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.51056 19.43880, -103.51056 19...</td>\n",
              "      <td>ciudad_guzman-colima</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64228</th>\n",
              "      <td>688752</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ramal_a_subteniente_lopez</td>\n",
              "      <td>186</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1263434</td>\n",
              "      <td>1260494</td>\n",
              "      <td>22.123876</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2020-08-21 16:20:19</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-88.39607 18.49226, -88.39619 18.4...</td>\n",
              "      <td>ramal_a_subteniente_lopez</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67743</th>\n",
              "      <td>768081</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>agua_fria-maconi</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>747628</td>\n",
              "      <td>1722422</td>\n",
              "      <td>1023.812954</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2018-05-16 13:52:56</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-99.53740 20.83112, -99.53741 20.8...</td>\n",
              "      <td>agua_fria-maconi</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70410</th>\n",
              "      <td>836758</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>quinta</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1751530</td>\n",
              "      <td>1689683</td>\n",
              "      <td>235.684076</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2016-09-20 10:59:02</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-116.64073 32.54554, -116.64118 32...</td>\n",
              "      <td>quinta</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>73758</th>\n",
              "      <td>909157</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>malpaso-el_bellote</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1757432</td>\n",
              "      <td>1757433</td>\n",
              "      <td>3681.284075</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2023-08-08 16:06:36</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-93.56412 17.56792, -93.56422 17.5...</td>\n",
              "      <td>malpaso-el_bellote</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84360</th>\n",
              "      <td>1158676</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>50</td>\n",
              "      <td>1879235</td>\n",
              "      <td>1879348</td>\n",
              "      <td>50.248725</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2017-08-25 10:43:37</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15773 31.43009, -106.15768 31...</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84429</th>\n",
              "      <td>1159459</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1879707</td>\n",
              "      <td>1879708</td>\n",
              "      <td>40.221251</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2017-08-24 13:34:28</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15731 31.42988, -106.15728 31...</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84449</th>\n",
              "      <td>1159845</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>757309</td>\n",
              "      <td>757292</td>\n",
              "      <td>34.171574</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2017-09-11 14:42:58</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15822 31.43044, -106.15810 31...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>85288</th>\n",
              "      <td>1181076</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>campeche-merida</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>1</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1467095</td>\n",
              "      <td>1682432</td>\n",
              "      <td>262.352684</td>\n",
              "      <td>3.5</td>\n",
              "      <td>2020-07-27 14:35:39</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-90.06579 20.29496, -90.06652 20.2...</td>\n",
              "      <td>nd</td>\n",
              "      <td>campeche-merida</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>87734</th>\n",
              "      <td>1291323</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ramal_a_aeropuerto_cancun</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>3</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>249880</td>\n",
              "      <td>249881</td>\n",
              "      <td>98.997706</td>\n",
              "      <td>9.0</td>\n",
              "      <td>2018-03-05 14:52:37</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-86.87413 21.04032, -86.87358 21.0...</td>\n",
              "      <td>ramal_a_aeropuerto_cancun</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88639</th>\n",
              "      <td>1344760</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>libramiento_sur_cuauhtemoc</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>128813</td>\n",
              "      <td>128695</td>\n",
              "      <td>205.292727</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-08-02 18:11:56</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-106.91108 28.36508, -106.91305 28...</td>\n",
              "      <td>libramiento_sur_cuauhtemoc</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>102380</th>\n",
              "      <td>2170360</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>campeche-merida</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>294879</td>\n",
              "      <td>294880</td>\n",
              "      <td>93.896878</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2020-07-27 13:36:14</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-90.03973 20.37031, -90.03964 20.3...</td>\n",
              "      <td>nd</td>\n",
              "      <td>campeche-merida</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>102763</th>\n",
              "      <td>2215798</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>hidalgo_del_parral-jimenez</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1598262</td>\n",
              "      <td>1598263</td>\n",
              "      <td>1277.989285</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-04-22 19:34:48</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-104.93430 27.14274, -104.93373 27...</td>\n",
              "      <td>hidalgo_del_parral-jimenez</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>109916</th>\n",
              "      <td>2561203</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>quinta</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>340785</td>\n",
              "      <td>340787</td>\n",
              "      <td>11.814519</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2021-06-08 16:02:23</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-116.62448 32.54727, -116.62460 32...</td>\n",
              "      <td>nd</td>\n",
              "      <td>quinta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>111871</th>\n",
              "      <td>2626946</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>las_varas-vallarta</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>90</td>\n",
              "      <td>459426</td>\n",
              "      <td>459411</td>\n",
              "      <td>318.890782</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-04-22 21:24:28</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-105.23754 21.01993, -105.23757 21...</td>\n",
              "      <td>nd</td>\n",
              "      <td>las_varas-vallarta</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>40 rows × 25 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b740ea52-2665-4b56-af32-6c08fee9dd68')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-b740ea52-2665-4b56-af32-6c08fee9dd68 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-b740ea52-2665-4b56-af32-6c08fee9dd68');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-f1016f82-b27b-4b6f-83f8-af62f77aab2f\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f1016f82-b27b-4b6f-83f8-af62f77aab2f')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-f1016f82-b27b-4b6f-83f8-af62f77aab2f button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_c139bad6-e4c9-498c-926d-3ca5ca9eb296\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('añadir')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('añadir');\n",
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              "\n",
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              "  </div>\n"
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "añadir"
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          },
          "metadata": {},
          "execution_count": 325
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]"
      ],
      "metadata": {
        "id": "cT8-Dw7QPuyZ"
      },
      "execution_count": 326,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)"
      ],
      "metadata": {
        "id": "OyLg4IzBPuya"
      },
      "execution_count": 327,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=añadir.drop(['conex_ini', 'conex_fin'], axis=1)"
      ],
      "metadata": {
        "id": "XCYUepHtPuyb"
      },
      "execution_count": 328,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "PLkhil2tPuyb"
      },
      "execution_count": 329,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c9168ae2-d67a-4836-b88f-7192157b386a",
        "id": "NCnNjdpOPuyc"
      },
      "execution_count": 330,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(115003, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 330
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a3112580-cdd0-40f1-aee8-80a08535f871",
        "id": "kmDqyMMfPuyd"
      },
      "execution_count": 331,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(583, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 331
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5af3a219-ffc4-47bd-f159-a88c3e866486",
        "id": "2CUNpKNqPuye"
      },
      "execution_count": 332,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(417, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 332
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "417 tramos identificados"
      ],
      "metadata": {
        "id": "DqECAzPGPuyf"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Rvj6Lp_iV5yw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Iteracion 6 conex inicial - conex final"
      ],
      "metadata": {
        "id": "4Qv4SVi8V6LB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "columna_df1 = 'UNION_INI'\n",
        "columna_df2 = 'UNION_FIN'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df1] in CF_con_ID[columna_df2].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df2] == row[columna_df1], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_ini'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_ini'] = 'nd'"
      ],
      "metadata": {
        "id": "r4YAyDbaV6LC"
      },
      "execution_count": 360,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df2] in CF_con_ID[columna_df1].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df1] == row[columna_df2], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_fin'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_fin'] = 'nd'"
      ],
      "metadata": {
        "id": "nb5hZYISV6LD"
      },
      "execution_count": 361,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.loc[(sin_ID['conex_ini'] == sin_ID['conex_fin']) & (sin_ID['conex_ini'].str.len() > 2), 'NOMBRE'] = sin_ID['conex_ini']"
      ],
      "metadata": {
        "id": "KnZS4DX_V6LE"
      },
      "execution_count": 362,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[sin_ID['NOMBRE']!='nd']\n",
        "añadir"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 89
        },
        "outputId": "2b8d7e85-1f6c-4375-8342-9daf94a931ea",
        "id": "4M0ohbO7V6LE"
      },
      "execution_count": 363,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Empty GeoDataFrame\n",
              "Columns: [ID_RED, TIPO_VIAL, NOMBRE, CODIGO, COND_PAV, RECUBRI, CARRILES, ESTATUS, CONDICION, NIVEL, PEAJE, ADMINISTRA, JURISDI, CIRCULA, ESCALA_VIS, VELOCIDAD, UNION_INI, UNION_FIN, LONGITUD, ANCHO, FECHA_ACT, CALIREPR, geometry, conex_ini, conex_fin]\n",
              "Index: []\n",
              "\n",
              "[0 rows x 25 columns]"
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              "      <th>ID_RED</th>\n",
              "      <th>TIPO_VIAL</th>\n",
              "      <th>NOMBRE</th>\n",
              "      <th>CODIGO</th>\n",
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              "      <th>NIVEL</th>\n",
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              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "        element.innerHTML = '';\n",
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              "        width: 32px;\n",
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              "\n",
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              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('añadir')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
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              "        document.querySelector('#id_272223f4-5471-4918-8501-53ec90043843 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('añadir');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "añadir"
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          },
          "metadata": {},
          "execution_count": 363
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)"
      ],
      "metadata": {
        "id": "NqkwSmWNV6LF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]"
      ],
      "metadata": {
        "id": "-DrzRmhuV6LG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir = añadir.drop(['conex_ini', 'conex_fin'], axis=1)\n"
      ],
      "metadata": {
        "id": "PYS3Jq_PV6LH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "ihWemd_yV6LH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1c042525-b927-46d7-ede2-1f70a5e4e582",
        "id": "dN1zVfT4V6LI"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(114963, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 321
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "92a43e73-aaf0-46c0-9632-63fba2d9b6f5",
        "id": "TmvCr-nlV6LJ"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(623, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 322
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4692f6bc-4e0f-4d7d-8826-99f2ff20fae4",
        "id": "dFxroYjXV6LK"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(377, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 323
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "0 resultados identificados en esta iteracion"
      ],
      "metadata": {
        "id": "AwhwFM2AV6LK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.loc[(sin_ID['conex_ini'].str.len()>2)|(sin_ID['conex_fin'].str.len()>2)]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "G0ZGIE_9Wj-N",
        "outputId": "3233ad37-5d83-4c2e-d41d-a77915b729a0"
      },
      "execution_count": 364,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         ID_RED  TIPO_VIAL NOMBRE CODIGO       COND_PAV   RECUBRI CARRILES  \\\n",
              "283       11940  Carretera     nd    N/D  Con pavimento   Asfalto        2   \n",
              "410       12707  Carretera     nd    N/D  Con pavimento   Asfalto        2   \n",
              "779       14655  Carretera     nd    N/D  Con pavimento   Asfalto        1   \n",
              "2963      38478  Carretera     nd    N/D  Con pavimento   Asfalto        2   \n",
              "4153      67884  Carretera     nd    N/D  Con pavimento   Asfalto        2   \n",
              "4602      77772  Carretera     nd    N/D  Con pavimento   Asfalto        2   \n",
              "4611      77961  Carretera     nd    N/D  Con pavimento   Asfalto        2   \n",
              "4758      80408  Carretera     nd    N/D  Con pavimento   Asfalto        2   \n",
              "4795      81066  Carretera     nd    N/D  Con pavimento   Asfalto        2   \n",
              "4854      81993  Carretera     nd    N/D  Con pavimento   Asfalto        2   \n",
              "5221      88290  Carretera     nd    N/D  Con pavimento   Asfalto        2   \n",
              "6792     115571  Carretera     nd    N/D  Con pavimento   Asfalto        2   \n",
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              "25767   Habilitado  En operación      0  ...        40   1260494   1260495   \n",
              "25984   Habilitado  En operación      0  ...        40    249881   1261342   \n",
              "30679   Habilitado  En operación      0  ...        80   1284182   1284183   \n",
              "30750   Habilitado  En operación      0  ...        80   1284067   1284486   \n",
              "54065   Habilitado  En operación      0  ...        50   1637912   1638081   \n",
              "60638   Habilitado  En operación      0  ...        40   1556138    294879   \n",
              "66564   Habilitado  En operación      0  ...        80   1278844   1278680   \n",
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              "84364   Habilitado  En operación      0  ...        50   1879348   1878980   \n",
              "84444   Habilitado  En operación      0  ...        40   1879708    757288   \n",
              "88626   Habilitado  En operación      0  ...        60    128695    128696   \n",
              "103591  Habilitado  En operación      0  ...        80   1598263    301884   \n",
              "110086  Habilitado  En operación      0  ...        60    346362    346363   \n",
              "111872  Habilitado  En operación      1  ...        90    459454    459426   \n",
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              "           LONGITUD  ANCHO           FECHA_ACT    CALIREPR  \\\n",
              "283      662.507612    7.0 2020-10-12 10:38:06    Definida   \n",
              "410      129.583719    7.0 2020-10-12 14:41:24    Definida   \n",
              "779       26.932180    4.5 2020-10-12 11:00:52    Definida   \n",
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              "4758    1271.897659    8.0 2022-03-30 15:17:28    Definida   \n",
              "4795      69.049889    8.0 2013-09-27 09:09:20    Definida   \n",
              "4854      33.072997    8.0 2021-04-23 13:28:13    Definida   \n",
              "5221      33.081433    8.0 2021-04-23 16:20:05    Definida   \n",
              "6792      60.855011    9.0 2023-08-08 16:13:43    Definida   \n",
              "25409    183.044646    6.0 2020-07-27 14:18:23    Definida   \n",
              "25767     26.886543    7.0 2020-08-21 13:53:29    Definida   \n",
              "25984     14.924373    7.0 2020-08-26 09:47:50    Definida   \n",
              "30679    163.248863    7.0 2021-06-23 16:26:08    Definida   \n",
              "30750    114.573475    7.0 2021-06-23 11:12:19    Definida   \n",
              "54065      9.713965    9.0 2014-05-29 16:06:46    Definida   \n",
              "60638    165.540013    6.0 2020-07-27 09:59:34    Definida   \n",
              "66564     50.571579    7.0 2023-07-05 13:18:24    Definida   \n",
              "67746    269.940981    7.0 2018-05-04 10:10:29  Aproximada   \n",
              "73763   1068.570243   14.0 2023-08-08 16:06:31  Aproximada   \n",
              "74959    162.818924    7.0 2019-12-10 14:47:48    Definida   \n",
              "77674    375.966479    7.0 2017-04-07 09:24:56  Aproximada   \n",
              "84362     48.714971    7.0 2017-09-11 09:08:34  Aproximada   \n",
              "84364     48.429913   14.0 2017-08-25 12:39:07  Aproximada   \n",
              "84444     39.650807   14.0 2017-08-24 12:46:21  Aproximada   \n",
              "88626     36.923585    7.0 2022-08-02 18:11:06    Definida   \n",
              "103591    26.782242    7.0 2022-04-22 19:34:42  Aproximada   \n",
              "110086   108.106699    7.0 2021-06-16 12:38:17    Definida   \n",
              "111872    96.500569    7.0 2022-04-22 21:25:02  Aproximada   \n",
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              "410            zihuatanejo-la_mira                                 nd  \n",
              "779            zihuatanejo-la_mira                                 nd  \n",
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              "84364       ciudad_juarez-porvenir                                 nd  \n",
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              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1537351</td>\n",
              "      <td>1537352</td>\n",
              "      <td>1271.897659</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2022-03-30 15:17:28</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.65654 19.86780, -98.65618 19.8...</td>\n",
              "      <td>nd</td>\n",
              "      <td>venta_de_carpio-tc_pachuca-tuxpam</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4795</th>\n",
              "      <td>81066</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1537699</td>\n",
              "      <td>1535355</td>\n",
              "      <td>69.049889</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2013-09-27 09:09:20</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.85788 19.24170, -98.85788 19.2...</td>\n",
              "      <td>nd</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4854</th>\n",
              "      <td>81993</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1538138</td>\n",
              "      <td>1538095</td>\n",
              "      <td>33.072997</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2021-04-23 13:28:13</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.85686 19.24105, -98.85712 19.2...</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5221</th>\n",
              "      <td>88290</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1538328</td>\n",
              "      <td>1539287</td>\n",
              "      <td>33.081433</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2021-04-23 16:20:05</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.85728 19.24102, -98.85702 19.2...</td>\n",
              "      <td>nd</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6792</th>\n",
              "      <td>115571</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1140166</td>\n",
              "      <td>1140275</td>\n",
              "      <td>60.855011</td>\n",
              "      <td>9.0</td>\n",
              "      <td>2023-08-08 16:13:43</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-99.33501 20.05011, -99.33502 20.0...</td>\n",
              "      <td>ent_jorobas-tula</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25409</th>\n",
              "      <td>295492</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1239974</td>\n",
              "      <td>1255067</td>\n",
              "      <td>183.044646</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2020-07-27 14:18:23</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-90.04016 20.36641, -90.03997 20.3...</td>\n",
              "      <td>campeche-merida</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25767</th>\n",
              "      <td>297883</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>186</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1260494</td>\n",
              "      <td>1260495</td>\n",
              "      <td>26.886543</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2020-08-21 13:53:29</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-88.39619 18.49210, -88.39634 18.4...</td>\n",
              "      <td>ramal_a_subteniente_lopez</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25984</th>\n",
              "      <td>298921</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>249881</td>\n",
              "      <td>1261342</td>\n",
              "      <td>14.924373</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2020-08-26 09:47:50</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-86.87332 21.03993, -86.87327 21.0...</td>\n",
              "      <td>ramal_a_aeropuerto_cancun</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30679</th>\n",
              "      <td>340256</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>49</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1284182</td>\n",
              "      <td>1284183</td>\n",
              "      <td>163.248863</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2021-06-23 16:26:08</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.36785 24.47561, -103.36769 24...</td>\n",
              "      <td>ramal_a_santa_clara</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30750</th>\n",
              "      <td>340575</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>49</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1284067</td>\n",
              "      <td>1284486</td>\n",
              "      <td>114.573475</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2021-06-23 11:12:19</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.36515 24.47526, -103.36550 24...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ramal_a_santa_clara</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54065</th>\n",
              "      <td>546478</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>50</td>\n",
              "      <td>1637912</td>\n",
              "      <td>1638081</td>\n",
              "      <td>9.713965</td>\n",
              "      <td>9.0</td>\n",
              "      <td>2014-05-29 16:06:46</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.51056 19.43884, -103.51055 19...</td>\n",
              "      <td>ciudad_guzman-colima</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60638</th>\n",
              "      <td>625700</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1556138</td>\n",
              "      <td>294879</td>\n",
              "      <td>165.540013</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2020-07-27 09:59:34</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-90.03988 20.36882, -90.03973 20.3...</td>\n",
              "      <td>nd</td>\n",
              "      <td>campeche-merida</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>66564</th>\n",
              "      <td>746105</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1278844</td>\n",
              "      <td>1278680</td>\n",
              "      <td>50.571579</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2023-07-05 13:18:24</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-105.45782 27.05054, -105.45748 27...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ramal_a_moritas</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67746</th>\n",
              "      <td>768102</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1722422</td>\n",
              "      <td>1647233</td>\n",
              "      <td>269.940981</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2018-05-04 10:10:29</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-99.54408 20.82747, -99.54417 20.8...</td>\n",
              "      <td>agua_fria-maconi</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>73763</th>\n",
              "      <td>909347</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1757433</td>\n",
              "      <td>1140559</td>\n",
              "      <td>1068.570243</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2023-08-08 16:06:31</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-93.59127 17.54733, -93.59181 17.5...</td>\n",
              "      <td>malpaso-el_bellote</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>74959</th>\n",
              "      <td>937576</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>20394</td>\n",
              "      <td>18836</td>\n",
              "      <td>162.818924</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2019-12-10 14:47:48</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.17876 20.94323, -98.17868 20.9...</td>\n",
              "      <td>nd</td>\n",
              "      <td>alamo-huejutla_de_reyes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77674</th>\n",
              "      <td>1012410</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1263155</td>\n",
              "      <td>1811383</td>\n",
              "      <td>375.966479</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2017-04-07 09:24:56</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-86.87599 21.04230, -86.87590 21.0...</td>\n",
              "      <td>ramal_a_aeropuerto_cancun</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84362</th>\n",
              "      <td>1158687</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>757210</td>\n",
              "      <td>757309</td>\n",
              "      <td>48.714971</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2017-09-11 09:08:34</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15834 31.43086, -106.15822 31...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84364</th>\n",
              "      <td>1158689</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>50</td>\n",
              "      <td>1879348</td>\n",
              "      <td>1878980</td>\n",
              "      <td>48.429913</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2017-08-25 12:39:07</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15766 31.43054, -106.15763 31...</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84444</th>\n",
              "      <td>1159775</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1879708</td>\n",
              "      <td>757288</td>\n",
              "      <td>39.650807</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2017-08-24 12:46:21</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15692 31.43002, -106.15652 31...</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88626</th>\n",
              "      <td>1344430</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>128695</td>\n",
              "      <td>128696</td>\n",
              "      <td>36.923585</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-08-02 18:11:06</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-106.91305 28.36571, -106.91312 28...</td>\n",
              "      <td>libramiento_sur_cuauhtemoc</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>103591</th>\n",
              "      <td>2299439</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1598263</td>\n",
              "      <td>301884</td>\n",
              "      <td>26.782242</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-04-22 19:34:42</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-104.93047 27.13187, -104.93035 27...</td>\n",
              "      <td>hidalgo_del_parral-jimenez</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>110086</th>\n",
              "      <td>2569055</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>346362</td>\n",
              "      <td>346363</td>\n",
              "      <td>108.106699</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2021-06-16 12:38:17</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-89.52429 21.13555, -89.52529 21.1...</td>\n",
              "      <td>nd</td>\n",
              "      <td>libramiento_de_conkal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>111872</th>\n",
              "      <td>2626947</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>1</td>\n",
              "      <td>...</td>\n",
              "      <td>90</td>\n",
              "      <td>459454</td>\n",
              "      <td>459426</td>\n",
              "      <td>96.500569</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-04-22 21:25:02</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-105.23717 21.02073, -105.23719 21...</td>\n",
              "      <td>nd</td>\n",
              "      <td>las_varas-vallarta</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>31 rows × 25 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6d5cb59b-9372-484b-af5f-a53caa234c7d')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-6d5cb59b-9372-484b-af5f-a53caa234c7d button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-6d5cb59b-9372-484b-af5f-a53caa234c7d');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-fb0b9512-8c4b-46bf-aaa0-b4472de33c9f\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-fb0b9512-8c4b-46bf-aaa0-b4472de33c9f')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-fb0b9512-8c4b-46bf-aaa0-b4472de33c9f button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {},
          "execution_count": 364
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "RUhW14LfWxRZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Filtrado por CODIGO 5"
      ],
      "metadata": {
        "id": "ttLkY1I8XGgX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# FILTRO UNA CONEXION\n",
        "# Columnas de una conexion\n",
        "columna_df1 = 'conex_ini'\n",
        "columna2_df1 = 'conex_fin'\n",
        "columna3_df1 = 'CODIGO'\n",
        "# Columnas CF_con_ID\n",
        "columna_df2 = 'NOMBRE'\n",
        "columna2_df2 = 'CODIGO'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if len(row[columna_df1]) > len(row[columna2_df1]):\n",
        "        valor = 'conex_ini'\n",
        "    elif len(row[columna_df1]) < len(row[columna2_df1]):\n",
        "        valor = 'conex_fin'\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']\n",
        "\n",
        "    if valor == 'conex_ini' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_INI'] in CF_con_ID['UNION_FIN'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_ini']\n",
        "\n",
        "    elif valor == 'conex_fin' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_FIN'] in CF_con_ID['UNION_INI'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_fin']\n",
        "\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']"
      ],
      "metadata": {
        "id": "UuK12tECXGgu"
      },
      "execution_count": 365,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[(sin_ID['NOMBRE'].str.len()>2)]\n",
        "añadir"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "f6564da1-9303-4b52-97f4-eccd993b3f29",
        "id": "d17cwR8nXGgv"
      },
      "execution_count": 366,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         ID_RED  TIPO_VIAL                             NOMBRE CODIGO  \\\n",
              "283       11940  Carretera                zihuatanejo-la_mira    N/D   \n",
              "410       12707  Carretera                zihuatanejo-la_mira    N/D   \n",
              "779       14655  Carretera                zihuatanejo-la_mira    N/D   \n",
              "2963      38478  Carretera              san_gregorio-oaxtepec    N/D   \n",
              "4153      67884  Carretera            el_monumento-tingambato    N/D   \n",
              "4602      77772  Carretera                     mexico-cuautla    N/D   \n",
              "4611      77961  Carretera  venta_de_carpio-tc_pachuca-tuxpam    N/D   \n",
              "4758      80408  Carretera  venta_de_carpio-tc_pachuca-tuxpam    N/D   \n",
              "4795      81066  Carretera                     mexico-cuautla    N/D   \n",
              "4854      81993  Carretera                     mexico-cuautla    N/D   \n",
              "5221      88290  Carretera                     mexico-cuautla    N/D   \n",
              "6792     115571  Carretera                   ent_jorobas-tula    N/D   \n",
              "25409    295492  Carretera                    campeche-merida    N/D   \n",
              "25767    297883  Carretera          ramal_a_subteniente_lopez    186   \n",
              "25984    298921  Carretera          ramal_a_aeropuerto_cancun    N/D   \n",
              "30679    340256  Carretera                ramal_a_santa_clara     49   \n",
              "30750    340575  Carretera                ramal_a_santa_clara     49   \n",
              "54065    546478  Carretera               ciudad_guzman-colima    N/D   \n",
              "60638    625700  Carretera                    campeche-merida    N/D   \n",
              "66564    746105  Carretera                    ramal_a_moritas    N/D   \n",
              "67746    768102  Carretera                   agua_fria-maconi    N/D   \n",
              "73763    909347  Carretera                 malpaso-el_bellote    N/D   \n",
              "74959    937576  Carretera            alamo-huejutla_de_reyes    N/D   \n",
              "77674   1012410  Carretera          ramal_a_aeropuerto_cancun    N/D   \n",
              "84362   1158687  Carretera             ciudad_juarez-porvenir    N/D   \n",
              "84364   1158689  Carretera             ciudad_juarez-porvenir    N/D   \n",
              "84444   1159775  Carretera             ciudad_juarez-porvenir    N/D   \n",
              "88626   1344430  Carretera         libramiento_sur_cuauhtemoc    N/D   \n",
              "103591  2299439  Carretera         hidalgo_del_parral-jimenez    N/D   \n",
              "110086  2569055  Carretera              libramiento_de_conkal    N/D   \n",
              "111872  2626947  Carretera                 las_varas-vallarta    N/D   \n",
              "\n",
              "             COND_PAV   RECUBRI CARRILES     ESTATUS     CONDICION  NIVEL  \\\n",
              "283     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "410     Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "779     Con pavimento   Asfalto        1  Habilitado  En operación      0   \n",
              "2963    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4153    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4602    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4611    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4758    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4795    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "4854    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "5221    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "6792    Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "25409   Con pavimento  Concreto        2  Habilitado  En operación      0   \n",
              "25767   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "25984   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "30679   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "30750   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "54065   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "60638   Con pavimento  Concreto        2  Habilitado  En operación      0   \n",
              "66564   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "67746   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "73763   Con pavimento   Asfalto        4  Habilitado  En operación      0   \n",
              "74959   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "77674   Con pavimento  Concreto        2  Habilitado  En operación      0   \n",
              "84362   Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "84364   Con pavimento   Asfalto        4  Habilitado  En operación      0   \n",
              "84444   Con pavimento   Asfalto        4  Habilitado  En operación      0   \n",
              "88626   Con pavimento  Concreto        2  Habilitado  En operación      0   \n",
              "103591  Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "110086  Con pavimento   Asfalto        2  Habilitado  En operación      0   \n",
              "111872  Con pavimento   Asfalto        2  Habilitado  En operación      1   \n",
              "\n",
              "        ... VELOCIDAD UNION_INI UNION_FIN     LONGITUD  ANCHO  \\\n",
              "283     ...        60   1490215   1490216   662.507612    7.0   \n",
              "410     ...        60   1490696   1490215   129.583719    7.0   \n",
              "779     ...        60   1491283   1491310    26.932180    4.5   \n",
              "2963    ...        60   1498831   1498832   171.615157    7.0   \n",
              "4153    ...        40   1516368      7444    62.058555    7.0   \n",
              "4602    ...        80   1535602   1535118    35.518052    8.0   \n",
              "4611    ...        80   1535744   1535745   683.706052    8.0   \n",
              "4758    ...        80   1537351   1537352  1271.897659    8.0   \n",
              "4795    ...        80   1537699   1535355    69.049889    8.0   \n",
              "4854    ...        80   1538138   1538095    33.072997    8.0   \n",
              "5221    ...        80   1538328   1539287    33.081433    8.0   \n",
              "6792    ...        40   1140166   1140275    60.855011    9.0   \n",
              "25409   ...        40   1239974   1255067   183.044646    6.0   \n",
              "25767   ...        40   1260494   1260495    26.886543    7.0   \n",
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              "                 FECHA_ACT    CALIREPR  \\\n",
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              "410    2020-10-12 14:41:24    Definida   \n",
              "779    2020-10-12 11:00:52    Definida   \n",
              "2963   2014-03-12 08:38:12    Definida   \n",
              "4153   2013-04-11 13:59:43    Definida   \n",
              "4602   2013-09-27 11:41:02    Definida   \n",
              "4611   2022-03-30 15:23:20    Definida   \n",
              "4758   2022-03-30 15:17:28    Definida   \n",
              "4795   2013-09-27 09:09:20    Definida   \n",
              "4854   2021-04-23 13:28:13    Definida   \n",
              "5221   2021-04-23 16:20:05    Definida   \n",
              "6792   2023-08-08 16:13:43    Definida   \n",
              "25409  2020-07-27 14:18:23    Definida   \n",
              "25767  2020-08-21 13:53:29    Definida   \n",
              "25984  2020-08-26 09:47:50    Definida   \n",
              "30679  2021-06-23 16:26:08    Definida   \n",
              "30750  2021-06-23 11:12:19    Definida   \n",
              "54065  2014-05-29 16:06:46    Definida   \n",
              "60638  2020-07-27 09:59:34    Definida   \n",
              "66564  2023-07-05 13:18:24    Definida   \n",
              "67746  2018-05-04 10:10:29  Aproximada   \n",
              "73763  2023-08-08 16:06:31  Aproximada   \n",
              "74959  2019-12-10 14:47:48    Definida   \n",
              "77674  2017-04-07 09:24:56  Aproximada   \n",
              "84362  2017-09-11 09:08:34  Aproximada   \n",
              "84364  2017-08-25 12:39:07  Aproximada   \n",
              "84444  2017-08-24 12:46:21  Aproximada   \n",
              "88626  2022-08-02 18:11:06    Definida   \n",
              "103591 2022-04-22 19:34:42  Aproximada   \n",
              "110086 2021-06-16 12:38:17    Definida   \n",
              "111872 2022-04-22 21:25:02  Aproximada   \n",
              "\n",
              "                                                 geometry  \\\n",
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              "410            zihuatanejo-la_mira                                 nd  \n",
              "779            zihuatanejo-la_mira                                 nd  \n",
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              "84362                           nd             ciudad_juarez-porvenir  \n",
              "84364       ciudad_juarez-porvenir                                 nd  \n",
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              "88626   libramiento_sur_cuauhtemoc                                 nd  \n",
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              "      <td>2021-04-23 16:20:05</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.85728 19.24102, -98.85702 19.2...</td>\n",
              "      <td>nd</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6792</th>\n",
              "      <td>115571</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ent_jorobas-tula</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1140166</td>\n",
              "      <td>1140275</td>\n",
              "      <td>60.855011</td>\n",
              "      <td>9.0</td>\n",
              "      <td>2023-08-08 16:13:43</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-99.33501 20.05011, -99.33502 20.0...</td>\n",
              "      <td>ent_jorobas-tula</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25409</th>\n",
              "      <td>295492</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>campeche-merida</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1239974</td>\n",
              "      <td>1255067</td>\n",
              "      <td>183.044646</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2020-07-27 14:18:23</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-90.04016 20.36641, -90.03997 20.3...</td>\n",
              "      <td>campeche-merida</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25767</th>\n",
              "      <td>297883</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ramal_a_subteniente_lopez</td>\n",
              "      <td>186</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1260494</td>\n",
              "      <td>1260495</td>\n",
              "      <td>26.886543</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2020-08-21 13:53:29</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-88.39619 18.49210, -88.39634 18.4...</td>\n",
              "      <td>ramal_a_subteniente_lopez</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25984</th>\n",
              "      <td>298921</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ramal_a_aeropuerto_cancun</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>249881</td>\n",
              "      <td>1261342</td>\n",
              "      <td>14.924373</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2020-08-26 09:47:50</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-86.87332 21.03993, -86.87327 21.0...</td>\n",
              "      <td>ramal_a_aeropuerto_cancun</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30679</th>\n",
              "      <td>340256</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ramal_a_santa_clara</td>\n",
              "      <td>49</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1284182</td>\n",
              "      <td>1284183</td>\n",
              "      <td>163.248863</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2021-06-23 16:26:08</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.36785 24.47561, -103.36769 24...</td>\n",
              "      <td>ramal_a_santa_clara</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30750</th>\n",
              "      <td>340575</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ramal_a_santa_clara</td>\n",
              "      <td>49</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1284067</td>\n",
              "      <td>1284486</td>\n",
              "      <td>114.573475</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2021-06-23 11:12:19</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.36515 24.47526, -103.36550 24...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ramal_a_santa_clara</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54065</th>\n",
              "      <td>546478</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ciudad_guzman-colima</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>50</td>\n",
              "      <td>1637912</td>\n",
              "      <td>1638081</td>\n",
              "      <td>9.713965</td>\n",
              "      <td>9.0</td>\n",
              "      <td>2014-05-29 16:06:46</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.51056 19.43884, -103.51055 19...</td>\n",
              "      <td>ciudad_guzman-colima</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60638</th>\n",
              "      <td>625700</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>campeche-merida</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1556138</td>\n",
              "      <td>294879</td>\n",
              "      <td>165.540013</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2020-07-27 09:59:34</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-90.03988 20.36882, -90.03973 20.3...</td>\n",
              "      <td>nd</td>\n",
              "      <td>campeche-merida</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>66564</th>\n",
              "      <td>746105</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ramal_a_moritas</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1278844</td>\n",
              "      <td>1278680</td>\n",
              "      <td>50.571579</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2023-07-05 13:18:24</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-105.45782 27.05054, -105.45748 27...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ramal_a_moritas</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67746</th>\n",
              "      <td>768102</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>agua_fria-maconi</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1722422</td>\n",
              "      <td>1647233</td>\n",
              "      <td>269.940981</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2018-05-04 10:10:29</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-99.54408 20.82747, -99.54417 20.8...</td>\n",
              "      <td>agua_fria-maconi</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>73763</th>\n",
              "      <td>909347</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>malpaso-el_bellote</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1757433</td>\n",
              "      <td>1140559</td>\n",
              "      <td>1068.570243</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2023-08-08 16:06:31</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-93.59127 17.54733, -93.59181 17.5...</td>\n",
              "      <td>malpaso-el_bellote</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>74959</th>\n",
              "      <td>937576</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>alamo-huejutla_de_reyes</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>20394</td>\n",
              "      <td>18836</td>\n",
              "      <td>162.818924</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2019-12-10 14:47:48</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.17876 20.94323, -98.17868 20.9...</td>\n",
              "      <td>nd</td>\n",
              "      <td>alamo-huejutla_de_reyes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77674</th>\n",
              "      <td>1012410</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ramal_a_aeropuerto_cancun</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1263155</td>\n",
              "      <td>1811383</td>\n",
              "      <td>375.966479</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2017-04-07 09:24:56</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-86.87599 21.04230, -86.87590 21.0...</td>\n",
              "      <td>ramal_a_aeropuerto_cancun</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84362</th>\n",
              "      <td>1158687</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>757210</td>\n",
              "      <td>757309</td>\n",
              "      <td>48.714971</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2017-09-11 09:08:34</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15834 31.43086, -106.15822 31...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84364</th>\n",
              "      <td>1158689</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>50</td>\n",
              "      <td>1879348</td>\n",
              "      <td>1878980</td>\n",
              "      <td>48.429913</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2017-08-25 12:39:07</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15766 31.43054, -106.15763 31...</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84444</th>\n",
              "      <td>1159775</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1879708</td>\n",
              "      <td>757288</td>\n",
              "      <td>39.650807</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2017-08-24 12:46:21</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15692 31.43002, -106.15652 31...</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88626</th>\n",
              "      <td>1344430</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>libramiento_sur_cuauhtemoc</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>128695</td>\n",
              "      <td>128696</td>\n",
              "      <td>36.923585</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-08-02 18:11:06</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-106.91305 28.36571, -106.91312 28...</td>\n",
              "      <td>libramiento_sur_cuauhtemoc</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>103591</th>\n",
              "      <td>2299439</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>hidalgo_del_parral-jimenez</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1598263</td>\n",
              "      <td>301884</td>\n",
              "      <td>26.782242</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-04-22 19:34:42</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-104.93047 27.13187, -104.93035 27...</td>\n",
              "      <td>hidalgo_del_parral-jimenez</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>110086</th>\n",
              "      <td>2569055</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>libramiento_de_conkal</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>346362</td>\n",
              "      <td>346363</td>\n",
              "      <td>108.106699</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2021-06-16 12:38:17</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-89.52429 21.13555, -89.52529 21.1...</td>\n",
              "      <td>nd</td>\n",
              "      <td>libramiento_de_conkal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>111872</th>\n",
              "      <td>2626947</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>las_varas-vallarta</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>1</td>\n",
              "      <td>...</td>\n",
              "      <td>90</td>\n",
              "      <td>459454</td>\n",
              "      <td>459426</td>\n",
              "      <td>96.500569</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-04-22 21:25:02</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-105.23717 21.02073, -105.23719 21...</td>\n",
              "      <td>nd</td>\n",
              "      <td>las_varas-vallarta</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>31 rows × 25 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f4d395b5-4d24-4003-9c9a-84eb7cc0cc60')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-f4d395b5-4d24-4003-9c9a-84eb7cc0cc60 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-f4d395b5-4d24-4003-9c9a-84eb7cc0cc60');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-cabe02a1-244c-4927-9329-a05f7213e821\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-cabe02a1-244c-4927-9329-a05f7213e821')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-cabe02a1-244c-4927-9329-a05f7213e821 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_1594712e-ed55-4cfe-b02e-e577501e5b4f\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('añadir')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_1594712e-ed55-4cfe-b02e-e577501e5b4f button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('añadir');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "añadir"
            }
          },
          "metadata": {},
          "execution_count": 366
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]"
      ],
      "metadata": {
        "id": "CH6ce54XXGgx"
      },
      "execution_count": 367,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)"
      ],
      "metadata": {
        "id": "4eom1EgwXGgy"
      },
      "execution_count": 368,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=añadir.drop(['conex_ini', 'conex_fin'], axis=1)"
      ],
      "metadata": {
        "id": "hked1rRuXGgz"
      },
      "execution_count": 369,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "NAcAlb4sXGg0"
      },
      "execution_count": 370,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8c38b1bf-7e67-4840-f302-f97e20b3258e",
        "id": "a8ZO4FEFXGg1"
      },
      "execution_count": 371,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(115034, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 371
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "45750608-d3e2-4a1c-a34b-669b3dfe6f2e",
        "id": "vkkrJhJZXGg2"
      },
      "execution_count": 372,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(552, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 372
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "595a10b4-3a05-455d-9930-bd9e2e9ba83e",
        "id": "VzItiuLVXGg3"
      },
      "execution_count": 373,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(448, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 373
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "448 tramos identificados"
      ],
      "metadata": {
        "id": "FkNVEWijXGg4"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "PqDvXb05XjaE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Iteracion 7 conex inicial - conex final"
      ],
      "metadata": {
        "id": "XhHXi3LzX4dE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "columna_df1 = 'UNION_INI'\n",
        "columna_df2 = 'UNION_FIN'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df1] in CF_con_ID[columna_df2].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df2] == row[columna_df1], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_ini'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_ini'] = 'nd'"
      ],
      "metadata": {
        "id": "rML43S14X4dS"
      },
      "execution_count": 374,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df2] in CF_con_ID[columna_df1].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df1] == row[columna_df2], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_fin'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_fin'] = 'nd'"
      ],
      "metadata": {
        "id": "zecv38zGX4dT"
      },
      "execution_count": 375,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.loc[(sin_ID['conex_ini'] == sin_ID['conex_fin']) & (sin_ID['conex_ini'].str.len() > 2), 'NOMBRE'] = sin_ID['conex_ini']"
      ],
      "metadata": {
        "id": "bs9yH2LbX4dT"
      },
      "execution_count": 376,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[sin_ID['NOMBRE']!='nd']\n",
        "añadir"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 199
        },
        "outputId": "67b6c21d-9447-44b1-cc7d-97d485983f18",
        "id": "Wff1VFJXX4dU"
      },
      "execution_count": 377,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         ID_RED  TIPO_VIAL           NOMBRE CODIGO       COND_PAV   RECUBRI  \\\n",
              "102381  2170511  Carretera  campeche-merida    N/D  Con pavimento  Concreto   \n",
              "\n",
              "       CARRILES     ESTATUS     CONDICION  NIVEL  ... VELOCIDAD UNION_INI  \\\n",
              "102381        2  Habilitado  En operación      0  ...        40   1255067   \n",
              "\n",
              "       UNION_FIN   LONGITUD  ANCHO           FECHA_ACT  CALIREPR  \\\n",
              "102381   1556138  84.303518    6.0 2020-07-27 11:30:06  Definida   \n",
              "\n",
              "                                                 geometry        conex_ini  \\\n",
              "102381  LINESTRING (-90.03997 20.36806, -90.03988 20.3...  campeche-merida   \n",
              "\n",
              "              conex_fin  \n",
              "102381  campeche-merida  \n",
              "\n",
              "[1 rows x 25 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-5de0d75f-c36e-4ba7-a9a1-699bb92834a6\" class=\"colab-df-container\">\n",
              "    <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>ID_RED</th>\n",
              "      <th>TIPO_VIAL</th>\n",
              "      <th>NOMBRE</th>\n",
              "      <th>CODIGO</th>\n",
              "      <th>COND_PAV</th>\n",
              "      <th>RECUBRI</th>\n",
              "      <th>CARRILES</th>\n",
              "      <th>ESTATUS</th>\n",
              "      <th>CONDICION</th>\n",
              "      <th>NIVEL</th>\n",
              "      <th>...</th>\n",
              "      <th>VELOCIDAD</th>\n",
              "      <th>UNION_INI</th>\n",
              "      <th>UNION_FIN</th>\n",
              "      <th>LONGITUD</th>\n",
              "      <th>ANCHO</th>\n",
              "      <th>FECHA_ACT</th>\n",
              "      <th>CALIREPR</th>\n",
              "      <th>geometry</th>\n",
              "      <th>conex_ini</th>\n",
              "      <th>conex_fin</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>102381</th>\n",
              "      <td>2170511</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>campeche-merida</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Concreto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1255067</td>\n",
              "      <td>1556138</td>\n",
              "      <td>84.303518</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2020-07-27 11:30:06</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-90.03997 20.36806, -90.03988 20.3...</td>\n",
              "      <td>campeche-merida</td>\n",
              "      <td>campeche-merida</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1 rows × 25 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5de0d75f-c36e-4ba7-a9a1-699bb92834a6')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
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              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "        document.querySelector('#df-5de0d75f-c36e-4ba7-a9a1-699bb92834a6 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-5de0d75f-c36e-4ba7-a9a1-699bb92834a6');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "        width: 32px;\n",
              "      }\n",
              "\n",
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              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
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              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('añadir')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
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              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
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              "    </button>\n",
              "    <script>\n",
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              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('añadir');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "añadir"
            }
          },
          "metadata": {},
          "execution_count": 377
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)"
      ],
      "metadata": {
        "id": "oECpjZqzX4dV"
      },
      "execution_count": 378,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]"
      ],
      "metadata": {
        "id": "dDXm5j7GX4dV"
      },
      "execution_count": 379,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir = añadir.drop(['conex_ini', 'conex_fin'], axis=1)\n"
      ],
      "metadata": {
        "id": "Bt5BZJ8tX4dW"
      },
      "execution_count": 380,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "PH8L0iVoX4dW"
      },
      "execution_count": 381,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5d3a9dfa-1700-4b0b-8e43-19a3671ebd63",
        "id": "q8Q8d9LgX4dX"
      },
      "execution_count": 382,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(115035, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 382
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fae31192-eabf-4f8e-db89-887644131274",
        "id": "MCLl6-uaX4dX"
      },
      "execution_count": 383,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(551, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 383
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3563e499-284c-4ad6-da93-4b504f7e241f",
        "id": "HBxjn9ZWX4dY"
      },
      "execution_count": 384,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(449, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 384
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "1 resultados identificados en esta iteracion"
      ],
      "metadata": {
        "id": "bIg7xDtpX4dY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.loc[(sin_ID['conex_ini'].str.len()>2)|(sin_ID['conex_fin'].str.len()>2)]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ecak7g3fYGJ2",
        "outputId": "52b043fc-a717-45fb-d117-b7d2801f6aee"
      },
      "execution_count": 385,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         ID_RED  TIPO_VIAL NOMBRE CODIGO       COND_PAV  RECUBRI CARRILES  \\\n",
              "3179      40775  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "4569      77194  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "4843      81881  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "4892      82528  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "5238      88537  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "5243      88602  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "6929     116548  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "7961     127292  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "25937    298659  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "29680    329534  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "30699    340341  Carretera     nd     49  Con pavimento  Asfalto        2   \n",
              "30730    340483  Carretera     nd     49  Con pavimento  Asfalto        2   \n",
              "53931    545621  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "55325    560075  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "63380    666503  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "84346   1158604  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "84446   1159809  Carretera     nd    N/D  Con pavimento  Asfalto        4   \n",
              "84447   1159812  Carretera     nd    N/D  Con pavimento  Asfalto        4   \n",
              "84903   1170457  Carretera     nd    N/D  Con pavimento  Asfalto        4   \n",
              "88633   1344573  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "111875  2626976  Carretera     nd    N/D  Con pavimento  Asfalto        2   \n",
              "115437  3369067  Carretera     nd    N/D  Con pavimento  Asfalto        4   \n",
              "\n",
              "           ESTATUS     CONDICION  NIVEL  ... VELOCIDAD UNION_INI UNION_FIN  \\\n",
              "3179    Habilitado  En operación      0  ...        60   1500190   1498831   \n",
              "4569    Habilitado  En operación      0  ...        80   1535118   1535119   \n",
              "4843    Habilitado  En operación      0  ...        80   1538095   1538096   \n",
              "4892    Habilitado  En operación      0  ...        80   1535119   1538328   \n",
              "5238    Habilitado  En operación      0  ...        80   1539730   1537351   \n",
              "5243    Habilitado  En operación      0  ...        80   1538096   1537699   \n",
              "6929    Habilitado  En operación      0  ...        40   1140275   1139844   \n",
              "7961    Habilitado  En operación      0  ...        40     17924     20394   \n",
              "25937   Habilitado  En operación      0  ...        40   1261342   1261255   \n",
              "29680   Habilitado  En operación      0  ...        80   1278843   1278844   \n",
              "30699   Habilitado  En operación      0  ...        80   1284183   1284230   \n",
              "30730   Habilitado  En operación      0  ...        80   1284231   1284067   \n",
              "53931   Habilitado  En operación      0  ...        50   1638081   1638035   \n",
              "55325   Habilitado  En operación      0  ...        60   1647233   1647234   \n",
              "63380   Habilitado  En operación      0  ...        80    301884    479723   \n",
              "84346   Habilitado  En operación      0  ...        40    757209    757210   \n",
              "84446   Habilitado  En operación      0  ...        40    757288    757289   \n",
              "84447   Habilitado  En operación      0  ...        40    757288   1879834   \n",
              "84903   Habilitado  En operación      0  ...        50   1878980   1878981   \n",
              "88633   Habilitado  En operación      0  ...        60    128696    128795   \n",
              "111875  Habilitado  En operación      0  ...        90    459453    459454   \n",
              "115437  Habilitado  En operación      0  ...        80   1140559   1140558   \n",
              "\n",
              "           LONGITUD  ANCHO           FECHA_ACT    CALIREPR  \\\n",
              "3179      94.245392    7.0 2014-03-12 16:09:00    Definida   \n",
              "4569      53.891107    8.0 2021-04-23 15:58:05    Definida   \n",
              "4843      44.530486    8.0 2021-04-23 12:52:47    Definida   \n",
              "4892      40.484476    8.0 2021-04-23 11:34:53    Definida   \n",
              "5238     315.885164    8.0 2022-03-30 15:17:28    Definida   \n",
              "5243      51.003251    8.0 2021-04-23 09:58:54    Definida   \n",
              "6929      63.547789    9.0 2023-08-08 16:13:43    Definida   \n",
              "7961     244.227475    7.0 2019-12-10 12:22:43    Definida   \n",
              "25937     46.303177    8.0 2013-10-02 14:55:31    Definida   \n",
              "29680     56.675795    7.0 2019-08-26 11:44:47    Definida   \n",
              "30699    113.726987    7.0 2021-06-23 15:26:11    Definida   \n",
              "30730    104.327982    7.0 2021-06-23 09:44:41    Definida   \n",
              "53931      4.982637    9.0 2014-05-29 12:27:10    Definida   \n",
              "55325   6516.850776    7.0 2016-10-06 10:00:47  Aproximada   \n",
              "63380    107.603093    7.0 2022-04-22 19:35:01  Aproximada   \n",
              "84346    152.661459    7.0 2017-09-11 14:43:53  Aproximada   \n",
              "84446    129.182535   14.0 2017-08-24 11:53:56  Aproximada   \n",
              "84447     42.514912   14.0 2017-08-24 10:13:07  Aproximada   \n",
              "84903    149.628482   14.0 2017-09-11 09:40:45  Aproximada   \n",
              "88633    536.915343    7.0 2022-08-02 18:09:59    Definida   \n",
              "111875   327.132694    7.0 2022-04-22 21:25:18  Aproximada   \n",
              "115437   111.263777   14.0 2023-08-08 16:06:34  Aproximada   \n",
              "\n",
              "                                                 geometry  \\\n",
              "3179    LINESTRING (-98.94172 19.00195, -98.94133 19.0...   \n",
              "4569    LINESTRING (-98.85800 19.24152, -98.85760 19.2...   \n",
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              "5243    LINESTRING (-98.85747 19.24145, -98.85788 19.2...   \n",
              "6929    LINESTRING (-99.33503 20.04956, -99.33503 20.0...   \n",
              "7961    LINESTRING (-98.17954 20.94532, -98.17944 20.9...   \n",
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              "84446   LINESTRING (-106.15652 31.43011, -106.15645 31...   \n",
              "84447   LINESTRING (-106.15652 31.43011, -106.15652 31...   \n",
              "84903   LINESTRING (-106.15758 31.43097, -106.15749 31...   \n",
              "88633   LINESTRING (-106.91341 28.36582, -106.91857 28...   \n",
              "111875  LINESTRING (-105.23625 21.02357, -105.23626 21...   \n",
              "115437  LINESTRING (-93.59843 17.54056, -93.59847 17.5...   \n",
              "\n",
              "                         conex_ini                          conex_fin  \n",
              "3179                            nd              san_gregorio-oaxtepec  \n",
              "4569                mexico-cuautla                                 nd  \n",
              "4843                mexico-cuautla                                 nd  \n",
              "4892                            nd                     mexico-cuautla  \n",
              "5238                            nd  venta_de_carpio-tc_pachuca-tuxpam  \n",
              "5243                            nd                     mexico-cuautla  \n",
              "6929              ent_jorobas-tula                                 nd  \n",
              "7961                            nd            alamo-huejutla_de_reyes  \n",
              "25937    ramal_a_aeropuerto_cancun                                 nd  \n",
              "29680                           nd                    ramal_a_moritas  \n",
              "30699          ramal_a_santa_clara                                 nd  \n",
              "30730                           nd                ramal_a_santa_clara  \n",
              "53931         ciudad_guzman-colima                                 nd  \n",
              "55325             agua_fria-maconi                                 nd  \n",
              "63380   hidalgo_del_parral-jimenez                                 nd  \n",
              "84346                           nd             ciudad_juarez-porvenir  \n",
              "84446       ciudad_juarez-porvenir                                 nd  \n",
              "84447       ciudad_juarez-porvenir                                 nd  \n",
              "84903       ciudad_juarez-porvenir                                 nd  \n",
              "88633   libramiento_sur_cuauhtemoc                                 nd  \n",
              "111875                          nd                 las_varas-vallarta  \n",
              "115437          malpaso-el_bellote                                 nd  \n",
              "\n",
              "[22 rows x 25 columns]"
            ],
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              "\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID_RED</th>\n",
              "      <th>TIPO_VIAL</th>\n",
              "      <th>NOMBRE</th>\n",
              "      <th>CODIGO</th>\n",
              "      <th>COND_PAV</th>\n",
              "      <th>RECUBRI</th>\n",
              "      <th>CARRILES</th>\n",
              "      <th>ESTATUS</th>\n",
              "      <th>CONDICION</th>\n",
              "      <th>NIVEL</th>\n",
              "      <th>...</th>\n",
              "      <th>VELOCIDAD</th>\n",
              "      <th>UNION_INI</th>\n",
              "      <th>UNION_FIN</th>\n",
              "      <th>LONGITUD</th>\n",
              "      <th>ANCHO</th>\n",
              "      <th>FECHA_ACT</th>\n",
              "      <th>CALIREPR</th>\n",
              "      <th>geometry</th>\n",
              "      <th>conex_ini</th>\n",
              "      <th>conex_fin</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>3179</th>\n",
              "      <td>40775</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1500190</td>\n",
              "      <td>1498831</td>\n",
              "      <td>94.245392</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2014-03-12 16:09:00</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.94172 19.00195, -98.94133 19.0...</td>\n",
              "      <td>nd</td>\n",
              "      <td>san_gregorio-oaxtepec</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4569</th>\n",
              "      <td>77194</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1535118</td>\n",
              "      <td>1535119</td>\n",
              "      <td>53.891107</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2021-04-23 15:58:05</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.85800 19.24152, -98.85760 19.2...</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4843</th>\n",
              "      <td>81881</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1538095</td>\n",
              "      <td>1538096</td>\n",
              "      <td>44.530486</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2021-04-23 12:52:47</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.85712 19.24122, -98.85747 19.2...</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4892</th>\n",
              "      <td>82528</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1535119</td>\n",
              "      <td>1538328</td>\n",
              "      <td>40.484476</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2021-04-23 11:34:53</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.85760 19.24121, -98.85728 19.2...</td>\n",
              "      <td>nd</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5238</th>\n",
              "      <td>88537</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1539730</td>\n",
              "      <td>1537351</td>\n",
              "      <td>315.885164</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2022-03-30 15:17:28</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.65955 19.86746, -98.65905 19.8...</td>\n",
              "      <td>nd</td>\n",
              "      <td>venta_de_carpio-tc_pachuca-tuxpam</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5243</th>\n",
              "      <td>88602</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1538096</td>\n",
              "      <td>1537699</td>\n",
              "      <td>51.003251</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2021-04-23 09:58:54</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.85747 19.24145, -98.85788 19.2...</td>\n",
              "      <td>nd</td>\n",
              "      <td>mexico-cuautla</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6929</th>\n",
              "      <td>116548</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1140275</td>\n",
              "      <td>1139844</td>\n",
              "      <td>63.547789</td>\n",
              "      <td>9.0</td>\n",
              "      <td>2023-08-08 16:13:43</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-99.33503 20.04956, -99.33503 20.0...</td>\n",
              "      <td>ent_jorobas-tula</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7961</th>\n",
              "      <td>127292</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>17924</td>\n",
              "      <td>20394</td>\n",
              "      <td>244.227475</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2019-12-10 12:22:43</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-98.17954 20.94532, -98.17944 20.9...</td>\n",
              "      <td>nd</td>\n",
              "      <td>alamo-huejutla_de_reyes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25937</th>\n",
              "      <td>298659</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>1261342</td>\n",
              "      <td>1261255</td>\n",
              "      <td>46.303177</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2013-10-02 14:55:31</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-86.87322 21.04002, -86.87298 21.0...</td>\n",
              "      <td>ramal_a_aeropuerto_cancun</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29680</th>\n",
              "      <td>329534</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1278843</td>\n",
              "      <td>1278844</td>\n",
              "      <td>56.675795</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2019-08-26 11:44:47</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-105.45817 27.05094, -105.45782 27...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ramal_a_moritas</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30699</th>\n",
              "      <td>340341</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>49</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1284183</td>\n",
              "      <td>1284230</td>\n",
              "      <td>113.726987</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2021-06-23 15:26:11</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.36625 24.47549, -103.36591 24...</td>\n",
              "      <td>ramal_a_santa_clara</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30730</th>\n",
              "      <td>340483</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>49</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1284231</td>\n",
              "      <td>1284067</td>\n",
              "      <td>104.327982</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2021-06-23 09:44:41</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.36420 24.47490, -103.36428 24...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ramal_a_santa_clara</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53931</th>\n",
              "      <td>545621</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>50</td>\n",
              "      <td>1638081</td>\n",
              "      <td>1638035</td>\n",
              "      <td>4.982637</td>\n",
              "      <td>9.0</td>\n",
              "      <td>2014-05-29 12:27:10</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-103.51055 19.43893, -103.51055 19...</td>\n",
              "      <td>ciudad_guzman-colima</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>55325</th>\n",
              "      <td>560075</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>1647233</td>\n",
              "      <td>1647234</td>\n",
              "      <td>6516.850776</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2016-10-06 10:00:47</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-99.54544 20.82621, -99.54523 20.8...</td>\n",
              "      <td>agua_fria-maconi</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63380</th>\n",
              "      <td>666503</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>301884</td>\n",
              "      <td>479723</td>\n",
              "      <td>107.603093</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-04-22 19:35:01</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-104.93035 27.13165, -104.93015 27...</td>\n",
              "      <td>hidalgo_del_parral-jimenez</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84346</th>\n",
              "      <td>1158604</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>757209</td>\n",
              "      <td>757210</td>\n",
              "      <td>152.661459</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2017-09-11 14:43:53</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15779 31.43213, -106.15799 31...</td>\n",
              "      <td>nd</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84446</th>\n",
              "      <td>1159809</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>757288</td>\n",
              "      <td>757289</td>\n",
              "      <td>129.182535</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2017-08-24 11:53:56</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15652 31.43011, -106.15645 31...</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84447</th>\n",
              "      <td>1159812</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>757288</td>\n",
              "      <td>1879834</td>\n",
              "      <td>42.514912</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2017-08-24 10:13:07</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15652 31.43011, -106.15652 31...</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84903</th>\n",
              "      <td>1170457</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>50</td>\n",
              "      <td>1878980</td>\n",
              "      <td>1878981</td>\n",
              "      <td>149.628482</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2017-09-11 09:40:45</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15758 31.43097, -106.15749 31...</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88633</th>\n",
              "      <td>1344573</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>128696</td>\n",
              "      <td>128795</td>\n",
              "      <td>536.915343</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-08-02 18:09:59</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-106.91341 28.36582, -106.91857 28...</td>\n",
              "      <td>libramiento_sur_cuauhtemoc</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>111875</th>\n",
              "      <td>2626976</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>90</td>\n",
              "      <td>459453</td>\n",
              "      <td>459454</td>\n",
              "      <td>327.132694</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-04-22 21:25:18</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-105.23625 21.02357, -105.23626 21...</td>\n",
              "      <td>nd</td>\n",
              "      <td>las_varas-vallarta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>115437</th>\n",
              "      <td>3369067</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>nd</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1140559</td>\n",
              "      <td>1140558</td>\n",
              "      <td>111.263777</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2023-08-08 16:06:34</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-93.59843 17.54056, -93.59847 17.5...</td>\n",
              "      <td>malpaso-el_bellote</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>22 rows × 25 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c565c2b0-ace9-45b2-9fa9-04b214f95326')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-c565c2b0-ace9-45b2-9fa9-04b214f95326 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-c565c2b0-ace9-45b2-9fa9-04b214f95326');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-269b40a0-07fd-4a07-8a10-a15e9259ff64\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-269b40a0-07fd-4a07-8a10-a15e9259ff64')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-269b40a0-07fd-4a07-8a10-a15e9259ff64 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {},
          "execution_count": 385
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "TPDjuat6Yixz"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Filtrado por CODIGO 6"
      ],
      "metadata": {
        "id": "iwMT1JflYop3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# FILTRO UNA CONEXION\n",
        "# Columnas de una conexion\n",
        "columna_df1 = 'conex_ini'\n",
        "columna2_df1 = 'conex_fin'\n",
        "columna3_df1 = 'CODIGO'\n",
        "# Columnas CF_con_ID\n",
        "columna_df2 = 'NOMBRE'\n",
        "columna2_df2 = 'CODIGO'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if len(row[columna_df1]) > len(row[columna2_df1]):\n",
        "        valor = 'conex_ini'\n",
        "    elif len(row[columna_df1]) < len(row[columna2_df1]):\n",
        "        valor = 'conex_fin'\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']\n",
        "\n",
        "    if valor == 'conex_ini' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_INI'] in CF_con_ID['UNION_FIN'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_ini']\n",
        "\n",
        "    elif valor == 'conex_fin' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_FIN'] in CF_con_ID['UNION_INI'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_fin']\n",
        "\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']"
      ],
      "metadata": {
        "id": "dSM2-jiDYoqH"
      },
      "execution_count": 386,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[(sin_ID['NOMBRE'].str.len()>2)]\n",
        "añadir"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c3dacbb9-6334-4715-adad-17e77094c697",
        "id": "I_eO-YyqYoqI"
      },
      "execution_count": 387,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         ID_RED  TIPO_VIAL                             NOMBRE CODIGO  \\\n",
              "3179      40775  Carretera              san_gregorio-oaxtepec    N/D   \n",
              "4569      77194  Carretera                     mexico-cuautla    N/D   \n",
              "4843      81881  Carretera                     mexico-cuautla    N/D   \n",
              "4892      82528  Carretera                     mexico-cuautla    N/D   \n",
              "5238      88537  Carretera  venta_de_carpio-tc_pachuca-tuxpam    N/D   \n",
              "5243      88602  Carretera                     mexico-cuautla    N/D   \n",
              "6929     116548  Carretera                   ent_jorobas-tula    N/D   \n",
              "7961     127292  Carretera            alamo-huejutla_de_reyes    N/D   \n",
              "25937    298659  Carretera          ramal_a_aeropuerto_cancun    N/D   \n",
              "29680    329534  Carretera                    ramal_a_moritas    N/D   \n",
              "30699    340341  Carretera                ramal_a_santa_clara     49   \n",
              "30730    340483  Carretera                ramal_a_santa_clara     49   \n",
              "53931    545621  Carretera               ciudad_guzman-colima    N/D   \n",
              "55325    560075  Carretera                   agua_fria-maconi    N/D   \n",
              "63380    666503  Carretera         hidalgo_del_parral-jimenez    N/D   \n",
              "84346   1158604  Carretera             ciudad_juarez-porvenir    N/D   \n",
              "84446   1159809  Carretera             ciudad_juarez-porvenir    N/D   \n",
              "84447   1159812  Carretera             ciudad_juarez-porvenir    N/D   \n",
              "84903   1170457  Carretera             ciudad_juarez-porvenir    N/D   \n",
              "88633   1344573  Carretera         libramiento_sur_cuauhtemoc    N/D   \n",
              "111875  2626976  Carretera                 las_varas-vallarta    N/D   \n",
              "115437  3369067  Carretera                 malpaso-el_bellote    N/D   \n",
              "\n",
              "             COND_PAV  RECUBRI CARRILES     ESTATUS     CONDICION  NIVEL  ...  \\\n",
              "3179    Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "4569    Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "4843    Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "4892    Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "5238    Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "5243    Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "6929    Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "7961    Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "25937   Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "29680   Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "30699   Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "30730   Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "53931   Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "55325   Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "63380   Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "84346   Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "84446   Con pavimento  Asfalto        4  Habilitado  En operación      0  ...   \n",
              "84447   Con pavimento  Asfalto        4  Habilitado  En operación      0  ...   \n",
              "84903   Con pavimento  Asfalto        4  Habilitado  En operación      0  ...   \n",
              "88633   Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "111875  Con pavimento  Asfalto        2  Habilitado  En operación      0  ...   \n",
              "115437  Con pavimento  Asfalto        4  Habilitado  En operación      0  ...   \n",
              "\n",
              "       VELOCIDAD UNION_INI UNION_FIN     LONGITUD  ANCHO           FECHA_ACT  \\\n",
              "3179          60   1500190   1498831    94.245392    7.0 2014-03-12 16:09:00   \n",
              "4569          80   1535118   1535119    53.891107    8.0 2021-04-23 15:58:05   \n",
              "4843          80   1538095   1538096    44.530486    8.0 2021-04-23 12:52:47   \n",
              "4892          80   1535119   1538328    40.484476    8.0 2021-04-23 11:34:53   \n",
              "5238          80   1539730   1537351   315.885164    8.0 2022-03-30 15:17:28   \n",
              "5243          80   1538096   1537699    51.003251    8.0 2021-04-23 09:58:54   \n",
              "6929          40   1140275   1139844    63.547789    9.0 2023-08-08 16:13:43   \n",
              "7961          40     17924     20394   244.227475    7.0 2019-12-10 12:22:43   \n",
              "25937         40   1261342   1261255    46.303177    8.0 2013-10-02 14:55:31   \n",
              "29680         80   1278843   1278844    56.675795    7.0 2019-08-26 11:44:47   \n",
              "30699         80   1284183   1284230   113.726987    7.0 2021-06-23 15:26:11   \n",
              "30730         80   1284231   1284067   104.327982    7.0 2021-06-23 09:44:41   \n",
              "53931         50   1638081   1638035     4.982637    9.0 2014-05-29 12:27:10   \n",
              "55325         60   1647233   1647234  6516.850776    7.0 2016-10-06 10:00:47   \n",
              "63380         80    301884    479723   107.603093    7.0 2022-04-22 19:35:01   \n",
              "84346         40    757209    757210   152.661459    7.0 2017-09-11 14:43:53   \n",
              "84446         40    757288    757289   129.182535   14.0 2017-08-24 11:53:56   \n",
              "84447         40    757288   1879834    42.514912   14.0 2017-08-24 10:13:07   \n",
              "84903         50   1878980   1878981   149.628482   14.0 2017-09-11 09:40:45   \n",
              "88633         60    128696    128795   536.915343    7.0 2022-08-02 18:09:59   \n",
              "111875        90    459453    459454   327.132694    7.0 2022-04-22 21:25:18   \n",
              "115437        80   1140559   1140558   111.263777   14.0 2023-08-08 16:06:34   \n",
              "\n",
              "          CALIREPR                                           geometry  \\\n",
              "3179      Definida  LINESTRING (-98.94172 19.00195, -98.94133 19.0...   \n",
              "4569      Definida  LINESTRING (-98.85800 19.24152, -98.85760 19.2...   \n",
              "4843      Definida  LINESTRING (-98.85712 19.24122, -98.85747 19.2...   \n",
              "4892      Definida  LINESTRING (-98.85760 19.24121, -98.85728 19.2...   \n",
              "5238      Definida  LINESTRING (-98.65955 19.86746, -98.65905 19.8...   \n",
              "5243      Definida  LINESTRING (-98.85747 19.24145, -98.85788 19.2...   \n",
              "6929      Definida  LINESTRING (-99.33503 20.04956, -99.33503 20.0...   \n",
              "7961      Definida  LINESTRING (-98.17954 20.94532, -98.17944 20.9...   \n",
              "25937     Definida  LINESTRING (-86.87322 21.04002, -86.87298 21.0...   \n",
              "29680     Definida  LINESTRING (-105.45817 27.05094, -105.45782 27...   \n",
              "30699     Definida  LINESTRING (-103.36625 24.47549, -103.36591 24...   \n",
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              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>757288</td>\n",
              "      <td>757289</td>\n",
              "      <td>129.182535</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2017-08-24 11:53:56</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15652 31.43011, -106.15645 31...</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84447</th>\n",
              "      <td>1159812</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>40</td>\n",
              "      <td>757288</td>\n",
              "      <td>1879834</td>\n",
              "      <td>42.514912</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2017-08-24 10:13:07</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15652 31.43011, -106.15652 31...</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84903</th>\n",
              "      <td>1170457</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>50</td>\n",
              "      <td>1878980</td>\n",
              "      <td>1878981</td>\n",
              "      <td>149.628482</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2017-09-11 09:40:45</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-106.15758 31.43097, -106.15749 31...</td>\n",
              "      <td>ciudad_juarez-porvenir</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88633</th>\n",
              "      <td>1344573</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>libramiento_sur_cuauhtemoc</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>60</td>\n",
              "      <td>128696</td>\n",
              "      <td>128795</td>\n",
              "      <td>536.915343</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-08-02 18:09:59</td>\n",
              "      <td>Definida</td>\n",
              "      <td>LINESTRING (-106.91341 28.36582, -106.91857 28...</td>\n",
              "      <td>libramiento_sur_cuauhtemoc</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>111875</th>\n",
              "      <td>2626976</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>las_varas-vallarta</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>2</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>90</td>\n",
              "      <td>459453</td>\n",
              "      <td>459454</td>\n",
              "      <td>327.132694</td>\n",
              "      <td>7.0</td>\n",
              "      <td>2022-04-22 21:25:18</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-105.23625 21.02357, -105.23626 21...</td>\n",
              "      <td>nd</td>\n",
              "      <td>las_varas-vallarta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>115437</th>\n",
              "      <td>3369067</td>\n",
              "      <td>Carretera</td>\n",
              "      <td>malpaso-el_bellote</td>\n",
              "      <td>N/D</td>\n",
              "      <td>Con pavimento</td>\n",
              "      <td>Asfalto</td>\n",
              "      <td>4</td>\n",
              "      <td>Habilitado</td>\n",
              "      <td>En operación</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>80</td>\n",
              "      <td>1140559</td>\n",
              "      <td>1140558</td>\n",
              "      <td>111.263777</td>\n",
              "      <td>14.0</td>\n",
              "      <td>2023-08-08 16:06:34</td>\n",
              "      <td>Aproximada</td>\n",
              "      <td>LINESTRING (-93.59843 17.54056, -93.59847 17.5...</td>\n",
              "      <td>malpaso-el_bellote</td>\n",
              "      <td>nd</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>22 rows × 25 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4ad4b9c9-f5a2-45ad-87c1-057b9f5acbc6')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
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              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "\n",
              "    .colab-df-buttons div {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "      fill: #D2E3FC;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-4ad4b9c9-f5a2-45ad-87c1-057b9f5acbc6 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-4ad4b9c9-f5a2-45ad-87c1-057b9f5acbc6');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        element.appendChild(docLink);\n",
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              "\n",
              "\n",
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              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
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              "      --hover-bg-color: #E2EBFA;\n",
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              "      --disabled-fill-color: #AAA;\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
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              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
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              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-03022a62-e5a3-4465-a15a-c56d8f4ce28f button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_2621a377-e4d3-436a-816b-3957e6760a90\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('añadir')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_2621a377-e4d3-436a-816b-3957e6760a90 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('añadir');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "añadir"
            }
          },
          "metadata": {},
          "execution_count": 387
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]"
      ],
      "metadata": {
        "id": "LqGBDEJ9YoqJ"
      },
      "execution_count": 388,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)"
      ],
      "metadata": {
        "id": "8mrRUf1IYoqJ"
      },
      "execution_count": 389,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=añadir.drop(['conex_ini', 'conex_fin'], axis=1)"
      ],
      "metadata": {
        "id": "h1GlslcWYoqK"
      },
      "execution_count": 390,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)"
      ],
      "metadata": {
        "id": "qRJ0ByHsYoqK"
      },
      "execution_count": 391,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "CF_con_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f5aae5e5-d441-449a-e236-3186e0cff3d9",
        "id": "ZQjfvOEfYoqL"
      },
      "execution_count": 392,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(115057, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 392
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "59080be9-41ab-4af5-fe43-39d8f4922051",
        "id": "ifkj9WADYoqM"
      },
      "execution_count": 393,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(529, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 393
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "69761f10-c811-4339-f4eb-7b05b0fca955",
        "id": "fyIYEY4IYoqN"
      },
      "execution_count": 394,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(471, 25)"
            ]
          },
          "metadata": {},
          "execution_count": 394
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "471 tramos identificados"
      ],
      "metadata": {
        "id": "cHDlFA9cYoqO"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "H-hTbTcGY_a9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Iteracion 8 conex inicial - conex final"
      ],
      "metadata": {
        "id": "bsWxGFNIcvFU"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 395,
      "metadata": {
        "id": "LCpFi1WpZrn5"
      },
      "outputs": [],
      "source": [
        "columna_df1 = 'UNION_INI'\n",
        "columna_df2 = 'UNION_FIN'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df1] in CF_con_ID[columna_df2].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df2] == row[columna_df1], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_ini'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_ini'] = 'nd'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df2] in CF_con_ID[columna_df1].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df1] == row[columna_df2], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_fin'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_fin'] = 'nd'"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.loc[(sin_ID['conex_ini'] == sin_ID['conex_fin']) & (sin_ID['conex_ini'].str.len() > 2), 'NOMBRE'] = sin_ID['conex_ini']\n",
        "añadir=sin_ID.loc[sin_ID['NOMBRE']!='nd']\n",
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)\n",
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]\n",
        "añadir = añadir.drop(['conex_ini', 'conex_fin'], axis=1)\n",
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)\n",
        "print(añadir.shape)\n",
        "print(CF_con_ID.shape)\n",
        "print(sin_ID.shape)\n",
        "print(nuevos_ID.shape)"
      ],
      "metadata": {
        "id": "RWiHjdutaZnj",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0edebe9e-f13b-4072-ae9b-8196d48d1c43"
      },
      "execution_count": 396,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(1, 23)\n",
            "(115058, 23)\n",
            "(528, 25)\n",
            "(472, 25)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "BIHsG2ttdAPv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Filtrado por CODIGO 7"
      ],
      "metadata": {
        "id": "AKq5lV_ndEpg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# FILTRO UNA CONEXION\n",
        "# Columnas de una conexion\n",
        "columna_df1 = 'conex_ini'\n",
        "columna2_df1 = 'conex_fin'\n",
        "columna3_df1 = 'CODIGO'\n",
        "# Columnas CF_con_ID\n",
        "columna_df2 = 'NOMBRE'\n",
        "columna2_df2 = 'CODIGO'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if len(row[columna_df1]) > len(row[columna2_df1]):\n",
        "        valor = 'conex_ini'\n",
        "    elif len(row[columna_df1]) < len(row[columna2_df1]):\n",
        "        valor = 'conex_fin'\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']\n",
        "\n",
        "    if valor == 'conex_ini' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_INI'] in CF_con_ID['UNION_FIN'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_ini']\n",
        "\n",
        "    elif valor == 'conex_fin' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_FIN'] in CF_con_ID['UNION_INI'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_fin']\n",
        "\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']"
      ],
      "metadata": {
        "id": "8lsZyezUdEp7"
      },
      "execution_count": 397,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[(sin_ID['NOMBRE'].str.len()>2)]\n",
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]\n",
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)\n",
        "añadir=añadir.drop(['conex_ini', 'conex_fin'], axis=1)\n",
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)\n",
        "print(añadir.shape)\n",
        "print(CF_con_ID.shape)\n",
        "print(sin_ID.shape)\n",
        "print(nuevos_ID.shape)"
      ],
      "metadata": {
        "id": "vcOPc8wWcR5P",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "861c8481-7b3a-4e0d-b3b1-8a81d25a4a58"
      },
      "execution_count": 398,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(16, 23)\n",
            "(115074, 23)\n",
            "(512, 25)\n",
            "(488, 25)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Iteracion 9 conex inicial - conex final"
      ],
      "metadata": {
        "id": "EETTKA4RdRAe"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 399,
      "metadata": {
        "id": "FyyT2WFgdRAf"
      },
      "outputs": [],
      "source": [
        "columna_df1 = 'UNION_INI'\n",
        "columna_df2 = 'UNION_FIN'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df1] in CF_con_ID[columna_df2].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df2] == row[columna_df1], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_ini'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_ini'] = 'nd'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df2] in CF_con_ID[columna_df1].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df1] == row[columna_df2], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_fin'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_fin'] = 'nd'"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.loc[(sin_ID['conex_ini'] == sin_ID['conex_fin']) & (sin_ID['conex_ini'].str.len() > 2), 'NOMBRE'] = sin_ID['conex_ini']\n",
        "añadir=sin_ID.loc[sin_ID['NOMBRE']!='nd']\n",
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)\n",
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]\n",
        "añadir = añadir.drop(['conex_ini', 'conex_fin'], axis=1)\n",
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)\n",
        "print(añadir.shape)\n",
        "print(CF_con_ID.shape)\n",
        "print(sin_ID.shape)\n",
        "print(nuevos_ID.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b0ae9d9d-5203-4dbb-b3c0-1f0808dc951d",
        "id": "5bDPdeiWdRAf"
      },
      "execution_count": 400,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(0, 23)\n",
            "(115074, 23)\n",
            "(512, 25)\n",
            "(488, 25)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Filtrado por CODIGO 8"
      ],
      "metadata": {
        "id": "NpXo45aJdbIR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# FILTRO UNA CONEXION\n",
        "# Columnas de una conexion\n",
        "columna_df1 = 'conex_ini'\n",
        "columna2_df1 = 'conex_fin'\n",
        "columna3_df1 = 'CODIGO'\n",
        "# Columnas CF_con_ID\n",
        "columna_df2 = 'NOMBRE'\n",
        "columna2_df2 = 'CODIGO'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if len(row[columna_df1]) > len(row[columna2_df1]):\n",
        "        valor = 'conex_ini'\n",
        "    elif len(row[columna_df1]) < len(row[columna2_df1]):\n",
        "        valor = 'conex_fin'\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']\n",
        "\n",
        "    if valor == 'conex_ini' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_INI'] in CF_con_ID['UNION_FIN'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_ini']\n",
        "\n",
        "    elif valor == 'conex_fin' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_FIN'] in CF_con_ID['UNION_INI'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_fin']\n",
        "\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']"
      ],
      "metadata": {
        "id": "njYrNyuEdbIS"
      },
      "execution_count": 401,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[(sin_ID['NOMBRE'].str.len()>2)]\n",
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]\n",
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)\n",
        "añadir=añadir.drop(['conex_ini', 'conex_fin'], axis=1)\n",
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)\n",
        "print(añadir.shape)\n",
        "print(CF_con_ID.shape)\n",
        "print(sin_ID.shape)\n",
        "print(nuevos_ID.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b7741dc0-6f5d-422b-c897-72025201e15c",
        "id": "ydRcRgthdbIT"
      },
      "execution_count": 402,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(15, 23)\n",
            "(115089, 23)\n",
            "(497, 25)\n",
            "(503, 25)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "budyVOA8dsuB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Iteracion 10 conex inicial - conex final"
      ],
      "metadata": {
        "id": "fZGlEWkVdwHa"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 403,
      "metadata": {
        "id": "UABqEPbkdwHb"
      },
      "outputs": [],
      "source": [
        "columna_df1 = 'UNION_INI'\n",
        "columna_df2 = 'UNION_FIN'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df1] in CF_con_ID[columna_df2].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df2] == row[columna_df1], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_ini'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_ini'] = 'nd'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if row[columna_df2] in CF_con_ID[columna_df1].values:\n",
        "        nombre_df2 = CF_con_ID.loc[CF_con_ID[columna_df1] == row[columna_df2], 'NOMBRE'].values[0]\n",
        "        sin_ID.loc[idx, 'conex_fin'] = nombre_df2\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'conex_fin'] = 'nd'"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sin_ID.loc[(sin_ID['conex_ini'] == sin_ID['conex_fin']) & (sin_ID['conex_ini'].str.len() > 2), 'NOMBRE'] = sin_ID['conex_ini']\n",
        "añadir=sin_ID.loc[sin_ID['NOMBRE']!='nd']\n",
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)\n",
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]\n",
        "añadir = añadir.drop(['conex_ini', 'conex_fin'], axis=1)\n",
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)\n",
        "print(añadir.shape)\n",
        "print(CF_con_ID.shape)\n",
        "print(sin_ID.shape)\n",
        "print(nuevos_ID.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "559fe3b9-4a05-457b-b60a-bc83e7b4c290",
        "id": "yISgPXRrdwHc"
      },
      "execution_count": 404,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(0, 23)\n",
            "(115089, 23)\n",
            "(497, 25)\n",
            "(503, 25)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "kDWHlYabd7yA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Filtrado por CODIGO 9"
      ],
      "metadata": {
        "id": "n1X_ovsid8F5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# FILTRO UNA CONEXION\n",
        "# Columnas de una conexion\n",
        "columna_df1 = 'conex_ini'\n",
        "columna2_df1 = 'conex_fin'\n",
        "columna3_df1 = 'CODIGO'\n",
        "# Columnas CF_con_ID\n",
        "columna_df2 = 'NOMBRE'\n",
        "columna2_df2 = 'CODIGO'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    if len(row[columna_df1]) > len(row[columna2_df1]):\n",
        "        valor = 'conex_ini'\n",
        "    elif len(row[columna_df1]) < len(row[columna2_df1]):\n",
        "        valor = 'conex_fin'\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']\n",
        "\n",
        "    if valor == 'conex_ini' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_INI'] in CF_con_ID['UNION_FIN'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_ini']\n",
        "\n",
        "    elif valor == 'conex_fin' and (row[columna3_df1] in CF_con_ID[columna2_df2].values) and row['UNION_FIN'] in CF_con_ID['UNION_INI'].values:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_fin']\n",
        "\n",
        "    else:\n",
        "        sin_ID.loc[idx, 'NOMBRE'] = sin_ID.loc[idx, 'NOMBRE']"
      ],
      "metadata": {
        "id": "ALQ6x--nd8F7"
      },
      "execution_count": 405,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "añadir=sin_ID.loc[(sin_ID['NOMBRE'].str.len()>2)]\n",
        "sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]\n",
        "nuevos_ID=pd.concat([nuevos_ID,añadir],ignore_index=False)\n",
        "añadir=añadir.drop(['conex_ini', 'conex_fin'], axis=1)\n",
        "CF_con_ID = pd.concat([añadir, CF_con_ID],ignore_index=False)\n",
        "print(añadir.shape)\n",
        "print(CF_con_ID.shape)\n",
        "print(sin_ID.shape)\n",
        "print(nuevos_ID.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "469ee441-61a5-4ba7-e3a8-b2ca1f0f7642",
        "id": "NeSe5cDVd8F8"
      },
      "execution_count": 406,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(16, 23)\n",
            "(115105, 23)\n",
            "(481, 25)\n",
            "(519, 25)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "CF_agrupadas = CF_con_ID.groupby('NOMBRE').agg({\n",
        "    'UNION_INI': ['max', 'min'],\n",
        "    'UNION_FIN': ['max', 'min']\n",
        "})\n",
        "CF_agrupadas"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 486
        },
        "id": "k01gr80F9L6O",
        "outputId": "481a5475-4489-48c7-83ae-d968335d7fff"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                  UNION_INI          UNION_FIN         \n",
              "                                        max      min       max      min\n",
              "NOMBRE                                                                 \n",
              "4_caminos-cercalisa                 1848756   334956   1848756   334956\n",
              "a_aguascalientes                    1622846   502178   1622846   502464\n",
              "a_cerro_gordo                       1734409   255333   1734409   255333\n",
              "a_ent_maxipista_guadalajara-tepic   1634164  1602121   1634164  1602121\n",
              "a_guadalajara                       1653287   395149   1653287   395136\n",
              "...                                     ...      ...       ...      ...\n",
              "zapotlanejo-lagos_de_moreno         1855225   127694   1855225   127694\n",
              "zaragoza-la_encantada-la_bolsa      1017822  1017822   1018586  1018586\n",
              "zihuatanejo-la_mira                 1842104     2678   1842104     2811\n",
              "zihuatanejo-playa_azul              1818733   208625   1818733   208625\n",
              "zitacuaro-ciudad_altamirano         1910458      588   1910458      788\n",
              "\n",
              "[990 rows x 4 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-7d2081da-167d-4dc6-999c-e3b23dd566bb\" class=\"colab-df-container\">\n",
              "    <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 tr th {\n",
              "        text-align: left;\n",
              "    }\n",
              "\n",
              "    .dataframe thead tr:last-of-type th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th colspan=\"2\" halign=\"left\">UNION_INI</th>\n",
              "      <th colspan=\"2\" halign=\"left\">UNION_FIN</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th></th>\n",
              "      <th>max</th>\n",
              "      <th>min</th>\n",
              "      <th>max</th>\n",
              "      <th>min</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>NOMBRE</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>4_caminos-cercalisa</th>\n",
              "      <td>1848756</td>\n",
              "      <td>334956</td>\n",
              "      <td>1848756</td>\n",
              "      <td>334956</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>a_aguascalientes</th>\n",
              "      <td>1622846</td>\n",
              "      <td>502178</td>\n",
              "      <td>1622846</td>\n",
              "      <td>502464</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>a_cerro_gordo</th>\n",
              "      <td>1734409</td>\n",
              "      <td>255333</td>\n",
              "      <td>1734409</td>\n",
              "      <td>255333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>a_ent_maxipista_guadalajara-tepic</th>\n",
              "      <td>1634164</td>\n",
              "      <td>1602121</td>\n",
              "      <td>1634164</td>\n",
              "      <td>1602121</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>a_guadalajara</th>\n",
              "      <td>1653287</td>\n",
              "      <td>395149</td>\n",
              "      <td>1653287</td>\n",
              "      <td>395136</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>zapotlanejo-lagos_de_moreno</th>\n",
              "      <td>1855225</td>\n",
              "      <td>127694</td>\n",
              "      <td>1855225</td>\n",
              "      <td>127694</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>zaragoza-la_encantada-la_bolsa</th>\n",
              "      <td>1017822</td>\n",
              "      <td>1017822</td>\n",
              "      <td>1018586</td>\n",
              "      <td>1018586</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>zihuatanejo-la_mira</th>\n",
              "      <td>1842104</td>\n",
              "      <td>2678</td>\n",
              "      <td>1842104</td>\n",
              "      <td>2811</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>zihuatanejo-playa_azul</th>\n",
              "      <td>1818733</td>\n",
              "      <td>208625</td>\n",
              "      <td>1818733</td>\n",
              "      <td>208625</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>zitacuaro-ciudad_altamirano</th>\n",
              "      <td>1910458</td>\n",
              "      <td>588</td>\n",
              "      <td>1910458</td>\n",
              "      <td>788</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>990 rows × 4 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7d2081da-167d-4dc6-999c-e3b23dd566bb')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-7d2081da-167d-4dc6-999c-e3b23dd566bb button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-7d2081da-167d-4dc6-999c-e3b23dd566bb');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-5702757f-6bbb-4a80-99ee-803f9b28eef1\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-5702757f-6bbb-4a80-99ee-803f9b28eef1')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-5702757f-6bbb-4a80-99ee-803f9b28eef1 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_f3e4dc19-d5b2-4799-99d7-92eb9fe6b98d\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('CF_agrupadas')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_f3e4dc19-d5b2-4799-99d7-92eb9fe6b98d button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('CF_agrupadas');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "CF_agrupadas",
              "summary": "{\n  \"name\": \"CF_agrupadas\",\n  \"rows\": 990,\n  \"fields\": [\n    {\n      \"column\": [\n        \"NOMBRE\",\n        \"\"\n      ],\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 990,\n        \"samples\": [\n          \"el_monumento-tingambato\",\n          \"janos-agua_prieta\",\n          \"maravatio-acambaro\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": [\n        \"UNION_INI\",\n        \"max\"\n      ],\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 460275,\n        \"min\": 3114,\n        \"max\": 1937097,\n        \"num_unique_values\": 990,\n        \"samples\": [\n          1873971,\n          1892668,\n          1665811\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": [\n        \"UNION_INI\",\n        \"min\"\n      ],\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 451421,\n        \"min\": 61,\n        \"max\": 1881230,\n        \"num_unique_values\": 989,\n        \"samples\": [\n          7194,\n          213458,\n          153947\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": [\n        \"UNION_FIN\",\n        \"max\"\n      ],\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 453628,\n        \"min\": 16161,\n        \"max\": 1937097,\n        \"num_unique_values\": 989,\n        \"samples\": [\n          1873971,\n          1892668,\n          1665811\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": [\n        \"UNION_FIN\",\n        \"min\"\n      ],\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 457793,\n        \"min\": 61,\n        \"max\": 1895840,\n        \"num_unique_values\": 990,\n        \"samples\": [\n          7194,\n          213458,\n          153947\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 94
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "CF_agrupadas.columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NdWM6xRXA76K",
        "outputId": "917c5127-1bd3-4cf7-f86e-7bbcfcb81379"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "MultiIndex([('UNION_INI', 'max'),\n",
              "            ('UNION_INI', 'min'),\n",
              "            ('UNION_FIN', 'max'),\n",
              "            ('UNION_FIN', 'min')],\n",
              "           )"
            ]
          },
          "metadata": {},
          "execution_count": 95
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Prueba\n",
        "columna_df1 = 'UNION_INI'\n",
        "columna_df2 = 'UNION_FIN'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    # Actualizar conex_ini\n",
        "    if row[columna_df1] in CF_con_ID[columna_df2].values:\n",
        "        nombre_df2_ini = CF_con_ID.loc[CF_con_ID[columna_df2] == row[columna_df1], 'NOMBRE'].values[0]\n",
        "        sin_ID.at[idx, 'conex_ini'] = nombre_df2_ini\n",
        "    else:\n",
        "        sin_ID.at[idx, 'conex_ini'] = 'nd'\n",
        "\n",
        "    # Actualizar conex_fin\n",
        "    if row[columna_df2] in CF_con_ID[columna_df1].values:\n",
        "        nombre_df2_fin = CF_con_ID.loc[CF_con_ID[columna_df1] == row[columna_df2], 'NOMBRE'].values[0]\n",
        "        sin_ID.at[idx, 'conex_fin'] = nombre_df2_fin\n",
        "    else:\n",
        "        sin_ID.at[idx, 'conex_fin'] = 'nd'\n",
        "\n",
        "    # Actualizar NOMBRE si conex_ini y conex_fin son iguales y no son 'nd'\n",
        "    if sin_ID.at[idx, 'conex_ini'] == sin_ID.at[idx, 'conex_fin'] and len(sin_ID.at[idx, 'conex_ini']) > 2:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'conex_ini']"
      ],
      "metadata": {
        "id": "1lrbA2e2DPG4"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Prueba 2\n",
        "columna_df1 = 'UNION_INI'\n",
        "columna_df2 = 'UNION_FIN'\n",
        "\n",
        "for idx, row in sin_ID.iterrows():\n",
        "    # Actualizar conex_ini\n",
        "    if row[columna_df1] in CF_con_ID[columna_df2].values:\n",
        "        nombre_df2_ini = CF_con_ID.loc[CF_con_ID[columna_df2] == row[columna_df1], 'NOMBRE'].values[0]\n",
        "        #sin_ID.at[idx, 'conex_ini'] = nombre_df2_ini\n",
        "    else:\n",
        "        nombre_df2_ini = 'nd'\n",
        "\n",
        "    # Actualizar conex_fin\n",
        "    if row[columna_df2] in CF_con_ID[columna_df1].values:\n",
        "        nombre_df2_fin = CF_con_ID.loc[CF_con_ID[columna_df1] == row[columna_df2], 'NOMBRE'].values[0]\n",
        "        #sin_ID.at[idx, 'conex_fin'] = nombre_df2_fin\n",
        "    else:\n",
        "        nombre_df2_fin = 'nd'\n",
        "    # Actualizar NOMBRE si conex_ini y conex_fin son iguales\n",
        "    if nombre_df2_ini == nombre_df2_fin and len(nombre_df2_ini) > 2:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = nombre_df2_ini\n",
        "        añadido = sin_ID.loc[sin_ID['NOMBRE']!='nd']\n",
        "        CF_con_ID = pd.concat([añadido, CF_con_ID],ignore_index=False)\n",
        "        sin_ID = sin_ID.loc[sin_ID['NOMBRE'].str.len()==2]\n",
        "    else:\n",
        "        sin_ID.at[idx, 'NOMBRE'] = sin_ID.at[idx, 'NOMBRE']\n"
      ],
      "metadata": {
        "id": "mq0OEPKQMJAC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nuevos_ID.plot()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 403
        },
        "id": "pg4Z7bFkRkUC",
        "outputId": "e3e7c056-e5b6-4a21-b431-d4e61849d377"
      },
      "execution_count": 333,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 333
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cmexico_cuautla= CF_con_ID.loc[CF_con_ID['NOMBRE']=='mexico-cuautla']"
      ],
      "metadata": {
        "id": "mq3fGTMAR1pq"
      },
      "execution_count": 354,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ax=cmexico_cuautla.plot(colormap='tab20')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "id": "1wiELWMFScCs",
        "outputId": "475ed14b-5883-4ce6-812b-b99b1da617d0"
      },
      "execution_count": 348,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/geopandas/plotting.py:644: FutureWarning: 'colormap' is deprecated, please use 'cmap' instead (for consistency with matplotlib)\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "original_CF_con_ID = CF_todas_simp.loc[(CF_todas_simp['NOMBRE']!='nd')]"
      ],
      "metadata": {
        "id": "7cLyCZUoSeFv"
      },
      "execution_count": 338,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "cmexico_cuautla2= original_CF_con_ID.loc[original_CF_con_ID['NOMBRE']=='mexico-cuautla']"
      ],
      "metadata": {
        "id": "Ywcw_hDiTJdJ"
      },
      "execution_count": 355,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "cmexico_cuautla2.plot(axi,)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 345
        },
        "id": "T3P3TrxwTPwl",
        "outputId": "fda2a792-ffee-46c7-a8a3-8c0f1b24a1e3"
      },
      "execution_count": 346,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 346
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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Qzpg6oL3J0R0iogYJNUePHkVsbCz8/PwQHx+PGTNmQKVSmRxpaWhz5841Ofqj0+ng6+vbaN9PZEk8nBQY1k2BYd08Hzy4ATjKrbFy8iOYvfUMdiZp8M9fLiL2TBYWRPZE7z/cuk5ELVu9hprS0lK89957iImJwciRIwEAvXr1glqtxmeffVZjqPHy8kJOTo7JupycHHh5eRm3313n7e1tMqZ3797VzimXyyGX83QKkaVQ2Fhh6fggDOrkhoU7k3Huhg6Ry37HUz29ED2mF2//JqL6faFlZWUlKisrIZOZTmtlZQWDwVDDXkBISAji4uJM1u3duxchISEAgPbt28PLy8tkjE6nw7Fjx4xjiMjyCYKAFx5pi32zB2NsHx8IAvDL2Wy8vvE0Wsgjt4joPswONUVFRVCr1VCr1QDuXMSrVquRkZEBZ2dnDB48GHPmzMGBAweQlpaG1atXY+3atXjmmWeMc0ycOBFz5841fn7jjTewe/dufP7557h48SI+/PBDnDhxAq+99hqAO/8imzlzJhYsWIDY2FicPXsWEydOhEqlMrnziohaBg8nBT5/PhDbXh0AubUMBy/dxFf7LsNgYLAhatFEM+3fv18EcM8yadIkURRFUaPRiJMnTxZVKpWoUCjEzp07i59//rloMBiMcwwePNg4/q4tW7aIAQEBoq2trdi9e3dx586dJtsNBoM4b9480dPTU5TL5eLQoUPFlJSUWtet1WpFAKJWqzW3ZSJqwtYfTRf93tkh+r2zQ4xYckg8fPmm1CURUT0y5/ebr0kgomZv9e9pWLwnBcUVegDAoAB3vPdUF3Tha0CImj1zfr95PyQRNXuTB7THwbeHYHL/drCxEhB/6SZGLf0dcck5D96ZiCwGQw0RWQQ3Rzk+HNUd+2YNxuAAd1RUGfC3dSexIylL6tKIqJEw1BCRRfFr7YDvJ/VFZG8VqgwiXt94GtvVN6Qui4gaAUMNEVkcGysZvni+N57v6wODCCyJu4yNxzKg591RRBaNFwoTkcUyGEQs/OUCdp/LwY2CUrRysEWIf2uE9/BC/45uaOVgK3WJRPQAvFCYiAiATCbg/ZHdMOGxtnBWWONWcQV2ntVg3dFreCw6Dt/Gp/KhfUQWhEdqiKhFqNQbcOZ6AY5ezcehy3k4lnYLADCimycWPxsIpT1fs0DUFJnz+81QQ0QtjiiK+OFYBj7++QIq9AY4K6zxwiO+eOkxP/i1dpC6PCL6A4aaajDUENGfJWUWYPaWM7icW2RcF+LfGp7OcgiCYHJqytXBFmWVeihsrOCtVMDDSQF3JzncHOXwd3eAjRXP5hM1BIaaajDUEFF19AYRBy/lYvWRa4i/dLPGcV28nJBbWI5bxRX3bGvlYIvXn+yIiSHtIJMJDVkuUYvDUFMNhhoiepD0vGL8npqHknI9hD9lExtrGSoq9cgrrkCOtgy5heXILSxHjrYMheVVAIBH27fC588FwreVvQTVE1kmhppqMNQQUUOo0huwMfE6on9JRkmFHo+2a4WI3iq81K8thD8nIyIyG2/pJiJqJNZWMvzlMT/sfmMQnuzsgUu5hdh5Jgsf/XyBt4sTNTKGGiKietC2tT2+n9QX0x/3x5nMAly5WYhfz2dLXRZRi8JQQ0RUT2QyAa8O6Yi3w7qgvNKAH09m8mgNUSNiqCEiqmdj+vggV1eGvcm5OHQ5T+pyiFoMhhoionqmtLPBkC6eAIAVh9Mkroao5WCoISJqAFMHtIcgAAcv3cTx/3slAxE1LGupCyAiskRtW9vjmaA2+OnUDUz4/igeadcKPdoo0c3bGT19lGjf2oEP6iOqZww1REQN5JPRPVBYVoW9F3JwJDUfR1Lzjdsc5dYY2NENwX4uGNrVA/7uThJWSmQZzD79FB8fj4iICKhUKgiCgG3btplsFwSh2mXx4sU1zllYWIiZM2fCz88PdnZ26N+/PxITE03GTJ48+Z45w8LCzC2fiKjROMit8d3Evtg3axCix/TExBA/BPu5Qm4tQ2lFFeIv38Te5By889+zmLYmEcfT8h88KRHVyOwjNcXFxQgMDMTUqVMxZsyYe7ZrNBqTz7t27UJUVBTGjh1b45zTpk3DuXPnsG7dOqhUKqxfvx7Dhg3DhQsX0KZNG+O4sLAwrFq1yvhZLpebWz4RUaPr6OGEjh7/OxJTqTcgPa8YSZkFuJClw5lMLfYl56KgtBLWMgFvDOuEfu1a8/QUkZke6jUJgiAgJiYGkZGRNY6JjIxEYWEh4uLiqt1eWloKJycnbN++HSNHjjSuDw4ORnh4OBYsWADgzpGagoKCe44M1RZfk0BETdW1/GKsPJyGH09lQgagQi/CzVGO0b1VeCaoDTp58tQUtVxN5jUJOTk52LlzJ6KiomocU1VVBb1eD4VCYbLezs4Ohw8fNll34MABeHh4oHPnznjllVeQn1/zodry8nLodDqThYioKfJr7YCPRvfA3jcHY+pAf9hayXCjoBT/PpCK4V/G4+klh7DmSDoqqgxSl0rUpDVoqFmzZg2cnJyqPU11l5OTE0JCQvDJJ58gKysLer0e69evR0JCgsmprLCwMKxduxZxcXFYtGgRDh48iPDwcOj1+mrnjY6OhlKpNC6+vr713h8RUX1SudjhzeEBSHx/GP49oQ+GdfWEtUzAuRs6fBB7HuH/Lx4JqXyYH1FNGvT0U5cuXTB8+HAsWbLkvvOkpqZi6tSpiI+Ph5WVFfr06YOAgACcPHkSycnJ1e5z9epVdOjQAfv27cPQoUPv2V5eXo7y8nLjZ51OB19fX55+IqJmJb+oHLFnsrD0tyuwsZIhv7gcz/f1xetPdoKnUvHgCYiauSZx+unQoUNISUnBtGnTHji2Q4cOOHjwIIqKinD9+nUcP34clZWV8Pf3r3Eff39/uLm54cqVK9Vul8vlcHZ2NlmIiJqb1o5yTBnQHr+99QReeMQXQb6uuKjRYegXB/HNwVSUV1V/tJqoJWqwULNixQoEBwcjMDCw1vs4ODjA29sbt2/fxp49ezB69Ogax2ZmZiI/Px/e3t71US4RUZOmtLPBm8MDMO/prnCQW6OovAr/2nURI76Mx48nMxluiFCHUFNUVAS1Wg21Wg0ASEtLg1qtRkZGhnGMTqfD1q1bazxKM3ToUCxdutT4ec+ePdi9ezfS0tKwd+9eDBkyBF26dMGUKVOM3zlnzhwcPXoU6enpiIuLw+jRo9GxY0eEhoaa2wIRUbPV08cFq6c8is+eC4S7kxzX8kvw1tYzeHRhHN7fdhbq6wVSl0gkGbNDzYkTJxAUFISgoCAAwKxZsxAUFIT58+cbx2zatAmiKGL8+PHVzpGamoq8vP9d7KbVajFjxgx06dIFEydOxMCBA7Fnzx7Y2NgAAKysrJCUlIRRo0YhICAAUVFRCA4OxqFDh/isGiJqcWQyAc8G++DAW0/gnbAu8FYqoC2txPqjGYhc9jte23CKd0pRi/RQFwo3J3xODRFZKr1BxJHUPPz3ZCZ2ntWgUi9icv92+HBUd6lLI3poTeJCYSIiahxWMgGPd3LHV+OCsHxCMADggkaH/RdzJK6MqHEx1BARWZBh3Tzx1ogA2FrJsO7oNeQVlT94JyILwVBDRGRhpj3uD0EAfrt4Ewt2XJC6HKJGw1BDRGRhFDZWmD2iM2QCEHcxF69vPIXSCt7yTZaPoYaIyAL19nXBm8MCUFxehdgzGjz1dTw+3nEeutJKqUsjajAMNUREFuqVJzqgZxslACAtrwTrjlzDlNXHka0tlbgyoobBUENEZKGsrWSIeXUAop/pAWeFFSoNIk5eK8CgTw8gMS1f6vKI6h1DDRGRBZPJBIzv54eEucMwMcQPAgAnhTVm/HAKF7N1UpdHVK8YaoiIWgAHuTU+Ht0Dv858HG6OtsgtqsBz3yTg2FUesSHLwVBDRNSCdPJyxua/haCvnysKy6rwl5XHsfucRuqyiOoFQw0RUQvjYm+L9dP6YXg3T1RUGfDKD6ew7ug1qcsiemgMNURELZDCxgrLJ/TBi/3aQhSBedvO4fNfU9BCXgdIFoqhhoiohbK2kmFhZA+8OSwAALDktyuYuPI4ruQWSlwZUd0w1BARtWCCIOCNYZ3wrzE9YWslw6HLeQj96hCW778CXWmF1OURmYWhhoiIMO7Rtvj1zUEY3s0TNjIBCVfzMX3dSSRlFkhdGlGtMdQQEREAoJ2bA76b2Bf/mRgMbWklrt4sxrPfJCDmdKbUpRHVCkMNERGZGBzggbVRj6KXjxIVVQa8ufkMFu2+CIOBFxFT08ZQQ0RE91Da2eLbv/TFq090AAAsP5CK6etOoqi8SuLKiGomiC3k/j2dTgelUgmtVgtnZ2epyyEiaja2nb6Bt/+bhIoqAx7v1Bo9vJV4spsn+rR1hZVMkLo8snDm/H7zSA0REd1XZFAbbJ7+GNq42EFhbYXl8Vfx3DcJeHzRb/j1fLbU5REZmR1q4uPjERERAZVKBUEQsG3bNpPtgiBUuyxevLjGOQsLCzFz5kz4+fnBzs4O/fv3R2JioskYURQxf/58eHt7w87ODsOGDcPly5fNLZ+IiOogqK0r4mYPxrN9fBARqIKzwhpZ2jL8bf1JrDycJnV5RADqEGqKi4sRGBiIZcuWVbtdo9GYLCtXroQgCBg7dmyNc06bNg179+7FunXrcPbsWYwYMQLDhg3DjRs3jGM+/fRTfP311/jmm29w7NgxODg4IDQ0FGVlZea2QEREdaCwsUJoT28sGR+E4/8Yhpceu/M04o93XMA/f0nmhcQkuYe6pkYQBMTExCAyMrLGMZGRkSgsLERcXFy120tLS+Hk5ITt27dj5MiRxvXBwcEIDw/HggULIIoiVCoVZs+ejbfeegsAoNVq4enpidWrV2PcuHEPrJXX1BAR1S9RFLH8YCo+3Z0CABjZyxsfjeoON0e5xJWRJWky19Tk5ORg586diIqKqnFMVVUV9Ho9FAqFyXo7OzscPnwYAJCWlobs7GwMGzbMuF2pVKJfv35ISEiodt7y8nLodDqThYiI6o8gCHj1iY74/LlAWMsE7EzSYOCi3/Bh7Hlcv1UidXnUAjVoqFmzZg2cnJwwZsyYGsc4OTkhJCQEn3zyCbKysqDX67F+/XokJCRAo9EAALKz71yI5unpabKvp6encdufRUdHQ6lUGhdfX9966oqIiP5obLAPNv/tMQT6KFFWacDqI+kYvHg/Xt94Gml5xVKXRy1Ig4aalStXYsKECfcchfmzdevWQRRFtGnTBnK5HF9//TXGjx8Pmazu5c2dOxdarda4XL9+vc5zERHR/QX7tcK2GQOwPqofHu/kBoMIxJ7JQuhX8diSyH//UuNosFBz6NAhpKSkYNq0aQ8c26FDBxw8eBBFRUW4fv06jh8/jsrKSvj7+wMAvLy8ANw5nfVHOTk5xm1/JpfL4ezsbLIQEVHDEQQBAzu5YV1UP+z4+0A83skNFVUGvP3fJPx0iq9aoIbXYKFmxYoVCA4ORmBgYK33cXBwgLe3N27fvo09e/Zg9OjRAID27dvDy8vL5GJjnU6HY8eOISQkpN5rJyKih9OjjRJrpz6KaQPbo7vKGR//fAEJqflSl0UWzuxQU1RUBLVaDbVaDeDORbxqtRoZGRnGMTqdDlu3bq3xKM3QoUOxdOlS4+c9e/Zg9+7dSEtLw969ezFkyBB06dIFU6ZMAXAn/c+cORMLFixAbGwszp49i4kTJ0KlUt33zisiIpKOIAh476mu6ODugILSSry8/iSvsaEGZW3uDidOnMCQIUOMn2fNmgUAmDRpElavXg0A2LRpE0RRxPjx46udIzU1FXl5ecbPWq0Wc+fORWZmJlq1aoWxY8di4cKFsLGxMY55++23UVxcjOnTp6OgoAADBw7E7t27H3i9DhERSUcmE/Dps4HIuFUK9fUCRK1ORMyrA6C0t3nwzkRm4rufiIioweUWliFy6e/I0pbhiQB3fDepL2ys+KYeerAm85waIiIiAPBwUmDF5Efg62oHja4Mn+1JgZ5PIKZ6xlBDRESNoqu3Mz4c1R0yAfhP/FVELDmMk9duSV0WWRCGGiIiajRDu3ri7092grPCGhc0OoxdnoA3Np3GreIKqUsjC8BQQ0REjeqpnt7Y/9YTeKGvLwQB2K7OQuSy33H1ZpHUpVEzx1BDRESNrrWjHIue7YXtMwbAt5UdMm6VYMzyIziextNRVHcMNUREJJlePi6IeXUAAn1dUFBSiZe+P4bt6htSl0XNFEMNERFJys1Rjk1/fQyh3T1RoTfgh6PXsPJwGlrIE0eoHjHUEBGR5OxsrfDvCcF4O7QzDCLw8Y4LeOe/SajUG6QujZoRhhoiImoSrGQCXh3SEZFBbSATgC0nMjHhu2O4kKWTujRqJvhEYSIianLiknPw+sbTKK7QQxCAp3p4Y3g3Twzs5AY3R7nU5VEjMuf3m6GGiIiapOu3SrBo90XsSNKYrO/k4YjJA9rhhb6+sOarFiweQ001GGqIiJqncze0+PlMFuIv5yFZ879TUc/0boOXn+iAzl5OElZHDc2c32+z39JNRETUmHq0UaJHGyXmAtCWVOK/pzKx/cwNbD9zAwWlFRgU4I5JIe0gkwlSl0oSY6ghIqJmQ2lvg6kD2+Opnl744tdLSEzPx+nrBUjLK8bHo3tIXR5JjCcjiYio2fFS2mHRs73w9ycDoC2txNqEazibqZW6LJIYQw0RETVLgiBgTLAPnurpDQD45ZzmAXuQpWOoISKiZm1EN08Ad24Dp5aNoYaIiJq1JwI8YCUTcCmnCOl5xVKXQxJiqCEiomZNaW+DAR3dAAArDqdJXA1JiaGGiIiavZcH+wMAfjh2DUmZBdIWQ5IxO9TEx8cjIiICKpUKgiBg27ZtJtsFQah2Wbx4cY1z6vV6zJs3D+3bt4ednR06dOiATz75xOQNrZMnT75nzrCwMHPLJyIiC9S/gxtGBapgEIF3/nuWL8JsocwONcXFxQgMDMSyZcuq3a7RaEyWlStXQhAEjB07tsY5Fy1ahOXLl2Pp0qVITk7GokWL8Omnn2LJkiUm48LCwkzm3rhxo7nlExGRhZof0Q0u9jZI1uiwLuGa1OWQBMx++F54eDjCw8Nr3O7l5WXyefv27RgyZAj8/f1r3OfIkSMYPXo0Ro4cCQBo164dNm7ciOPHj5uMk8vl98xPREQEAG6Ocswc2gkf/nwBu89nY+rA9lKXRI2sQa+pycnJwc6dOxEVFXXfcf3790dcXBwuXboEADhz5gwOHz58T3g6cOAAPDw80LlzZ7zyyivIz8+vcc7y8nLodDqThYiILFsfP1cAQBrvgmqRGvQ1CWvWrIGTkxPGjBlz33HvvvsudDodunTpAisrK+j1eixcuBATJkwwjgkLC8OYMWPQvn17pKam4r333kN4eDgSEhJgZWV1z5zR0dH46KOP6r0nIiJqunxc7QEANwvLUVaph8Lm3t8HslwNGmpWrlyJCRMmQKFQ3Hfcli1b8MMPP2DDhg3o3r071Go1Zs6cCZVKhUmTJgEAxo0bZxzfs2dP9OrVCx06dMCBAwcwdOjQe+acO3cuZs2aZfys0+ng6+tbT50REVFT5GpvA2eFNXRlVbiWX8I3eLcwDRZqDh06hJSUFGzevPmBY+fMmYN3333XGFx69uyJa9euITo62hhq/szf3x9ubm64cuVKtaFGLpdDLpc/XBNERNSsCIKAdm4OSMrUIi2vmKGmhWmwa2pWrFiB4OBgBAYGPnBsSUkJZDLTUqysrGAw1HxLXmZmJvLz8+Ht7f3QtRIRkeUI8LwTZHad05g8GoQsn9mhpqioCGq1Gmq1GgCQlpYGtVqNjIwM4xidToetW7di2rRp1c4xdOhQLF261Pg5IiICCxcuxM6dO5Geno6YmBh88cUXeOaZZ4zfOWfOHBw9ehTp6emIi4vD6NGj0bFjR4SGhprbAhERWbAX+7WFIADb1Vl8wnALY3aoOXHiBIKCghAUFAQAmDVrFoKCgjB//nzjmE2bNkEURYwfP77aOVJTU5GXl2f8vGTJEjz77LN49dVX0bVrV7z11lv429/+hk8++QTAnaM2SUlJGDVqFAICAhAVFYXg4GAcOnSIp5iIiMhEn7aueC+8KwBg4S/J2H0uW+KKqLEIYgs5NqfT6aBUKqHVauHs7Cx1OURE1IBEUcS87eew/mgGFDYybJ4egkBfF6nLojow5/eb734iIiKLIwgCPozojsEB7iirNGDhzmQka7RSl0UNjKGGiIgskrWVDMsm9EFk7zbIKijGv/dfgaagVOqyqAEx1BARkcVylFvjo1Hd0adtK+QVVeD1TaeRX1QudVnUQBhqiIjIointbTAnrDM02jLIBAFTVieiuLxK6rKoATDUEBGRxfNt5YDvJvbFpZxCJGVq8bd1J1FepZe6LKpnDDVERNQidPJ0wqopj8Le1gqHr+ThtQ2nUaWv+SGv1Pww1BARUYvR29cF30/sC1trGfZeyMH/i7ssdUlUjxhqiIioRenf0Q2fP3fnFT7fxl+FtrRS4oqovjDUEBFRi/N0L290dHeAX2t7XNTopC6H6glDDRERtTiCICC4nSuUdjbI4y3eFoOhhoiIWqSCkkoUl+thZ2sldSlUTxhqiIioRcq8XYoLGh0EQZC6FKonDDVERNQiVenvvM/ZRsafQkvBv0kiImqRSivvPHzPzpY/hZaCf5NERNQilVTcCTX2ttYSV0L1haGGiIhapLLKu6GGFwpbCoYaIiJqke6eflLYMNRYCh5zIyKiFunJzu4oLKtCjq4Uns4KqcuhesAjNURE1CK1c3NAlSjix5M3pC6F6glDDRERtUijAlUoLK3C2oRr2HaawcYSmB1q4uPjERERAZVKBUEQsG3bNpPtgiBUuyxevLjGOfV6PebNm4f27dvDzs4OHTp0wCeffAJRFI1jRFHE/Pnz4e3tDTs7OwwbNgyXL/PtqkREVDc9fVwQ2sMLADD3p7O4klsocUX0sMwONcXFxQgMDMSyZcuq3a7RaEyWlStXQhAEjB07tsY5Fy1ahOXLl2Pp0qVITk7GokWL8Omnn2LJkiXGMZ9++im+/vprfPPNNzh27BgcHBwQGhqKsrIyc1sgIiICALwxtBMGdnRDn7ZK/OdAKkr/7zZvap4E8Y+HQ8zdWRAQExODyMjIGsdERkaisLAQcXFxNY55+umn4enpiRUrVhjXjR07FnZ2dli/fj1EUYRKpcLs2bPx1ltvAQC0Wi08PT2xevVqjBs37oG16nQ6KJVKaLVaODs7175JIiKyaLmFpXjvp3PYl5yLCf3aYuEzPaUuif7AnN/vBr2mJicnBzt37kRUVNR9x/Xv3x9xcXG4dOkSAODMmTM4fPgwwsPDAQBpaWnIzs7GsGHDjPsolUr069cPCQkJ1c5ZXl4OnU5nshAREf2Zh5MdJvVvBwD44VgGdiZppC2I6qxBQ82aNWvg5OSEMWPG3Hfcu+++i3HjxqFLly6wsbFBUFAQZs6ciQkTJgAAsrOzAQCenp4m+3l6ehq3/Vl0dDSUSqVx8fX1rYeOiIjIEj3eyR0vD+4AAHhr6xnsOqtBeRVPRTU3DRpqVq5ciQkTJkChuP/9/1u2bMEPP/yADRs24NSpU1izZg0+++wzrFmzps7fPXfuXGi1WuNy/fr1Os9FRESW760RARgU4I7SSj0+/Pk8HvtnHL4/dBUPcZUGNbIGe/jeoUOHkJKSgs2bNz9w7Jw5c4xHawCgZ8+euHbtGqKjozFp0iR4ed25Oj0nJwfe3t7G/XJyctC7d+9q55TL5ZDL5Q/fCBERtQjWVjIsn9AHq35Pw5qEa7hdUokFO5Nx6HIePojoBn93R6lLpAdosCM1K1asQHBwMAIDAx84tqSkBLI/vfrdysoKBoMBANC+fXt4eXmZXGys0+lw7NgxhISE1G/hRETUYjnIrfHak52Q8O6T+DCiGwQBOHjpJsYuP4LLObzlu6kzO9QUFRVBrVZDrVYDuHMRr1qtRkZGhnGMTqfD1q1bMW3atGrnGDp0KJYuXWr8HBERgYULF2Lnzp1IT09HTEwMvvjiCzzzzDMA7txlNXPmTCxYsACxsbE4e/YsJk6cCJVKdd87r4iIiOrC2kqGyQPa49eZgxDoo4RBBL7ad5mnopo4s08/nThxAkOGDDF+njVrFgBg0qRJWL16NQBg06ZNEEUR48ePr3aO1NRU5OXlGT8vWbIE8+bNw6uvvorc3FyoVCr87W9/w/z5841j3n77bRQXF2P69OkoKCjAwIEDsXv37gder0NERFRXnTydsGryIwj/+hB2ntXg7zkd0cWLjwVpqh7qOTXNCZ9TQ0REdfWXFcdw6HIePozohskD2ktdTovSZJ5TQ0REZAkGdHQDAKxNuIZsLZ9k31Qx1BARET3A83194eWswNW8Yoxedhgn0m9JXRJVg6GGiIjoAVo52GLryyHo5OGItq3sMWV1IuKSc6Qui/6EoYaIiKgWfFvZI/a1AXCUW6OwrAp/XXsCG45lPHhHajQMNURERLVkZ2uNbyf2xfN9fWAQgfe3ncWFLL5bsKlgqCEiIjKDjZUMi8b2Qlh3L7g7ynEgJVfqkuj/NNhrEoiIiCyVIAgI8HRAcUUlZDw80GTwr4KIiKgO9ibfxKHL+fBy5kNgmwqGGiIiIjPdKq5AsubOtTQDOrpLXA3dxVBDRERkpiOpd17108XLCe5OcomrobsYaoiIiMz0+5U7oebuk4apaWCoISIiMlNi+m0AQP8OrSWuhP6IoYaIiMhMZZV6AICtNX9GmxL+bRAREZlp4P+ddpq15Qx+PJkJvUGUuCICGGqIiIjMNie0MwI8HXGzsBxvbT2DkV8fwsFLN6Uuq8VjqCEiIjJTa0c5Yl8biHfDu8BJYY2L2YWYtPI4Xvr+GM7d0EpdXosliKLYIo6Z6XQ6KJVKaLVaODs7S10OERFZiNvFFVi6/wrWJVxDhd4AAHi8kxse828Nv9b2ULnYwcfFDu5OcgiCIHG1zY85v98MNURERPXg+q0SfPZrCmLPZKG6X1ZPZzkm9PPD3wb5Q25j1fgFNlMMNdVgqCEiosZwLb8Ye85nI1lTiOu3SpBVUIpsXRkM4p2H9bna2+LfE/rA1cFW6lKbBYaaajDUEBGRVMoq9dh1VoMv911Gxq0SeCsVmDU8AP3at0IbV3tYyXhaqibm/H6bfaFwfHw8IiIioFKpIAgCtm3bZrJdEIRql8WLF9c4Z7t27ardZ8aMGcYxTzzxxD3bX375ZXPLJyIianQKGys808cH30/qi3at7aHRlmHxnhS8vP4Uun+wG7O3qDH3p7P48WQmTl27jaLyKqlLbpaszd2huLgYgYGBmDp1KsaMGXPPdo1GY/J5165diIqKwtixY2ucMzExEXq93vj53LlzGD58OJ577jmTcX/961/x8ccfGz/b29ubWz4REZFkAjyd8Msbj2PV7+lIyixAYtotlFUacDWvGKczCpCs0SItrxja0ir4uzlgZC9v/HWQP5wVNlKX3iyYHWrCw8MRHh5e43YvLy+Tz9u3b8eQIUPg7+9f4z7u7qZvOP3Xv/6FDh06YPDgwSbr7e3t75mfiIioObG3tcaMIR0BAHqDiLS8YlzKLsR5jRa5unJotGXQllbhal4xlvx2BT+duoE1Ux9FRw9HiStv+swONebIycnBzp07sWbNmlrvU1FRgfXr12PWrFn33Pr2ww8/YP369fDy8kJERATmzZtX49Ga8vJylJeXGz/rdLq6NUFERNRArGQCOno4oqOHI57q5W1cX1BSgfjLefj81xRcyy/B1NWJ+PnvA6G04xGb+2nQh++tWbMGTk5O1Z6mqsm2bdtQUFCAyZMnm6x/8cUXsX79euzfvx9z587FunXr8NJLL9U4T3R0NJRKpXHx9fWtaxtERESNysXeFqMCVYh5dQB8Xe3g6azAgh3npS6ryXuou58EQUBMTAwiIyOr3d6lSxcMHz4cS5YsqfWcoaGhsLW1xc8//3zfcb/99huGDh2KK1euoEOHDvdsr+5Ija+vL+9+IiKiZuXM9QLMjz2PbG0pPhrVHWE9vB+8kwVp0LufauvQoUNISUnBtGnTar3PtWvXsG/fvlrt069fPwDAlStXqt0ul8vh7OxsshARETU3gb4uGNChNXJ05Xgv5hxyC8ukLqnJarBQs2LFCgQHByMwMLDW+6xatQoeHh4YOXLkA8eq1WoAgLd3y0qsRETU8swcFoBu3s64VVyBf/x0Fi3kEXNmMzvUFBUVQa1WG0NFWloa1Go1MjIyjGN0Oh22bt1a4xGXoUOHYunSpSbrDAYDVq1ahUmTJsHa2vT65dTUVHzyySc4efIk0tPTERsbi4kTJ2LQoEHo1auXuS0QERE1K7bWMnw1rjdUSgUybpVg/vazUpfUJJl999OJEycwZMgQ4+dZs2YBACZNmoTVq1cDADZt2gRRFDF+/Phq50hNTUVeXp7Jun379iEjIwNTp069Z7ytrS327duHr776CsXFxfD19cXYsWPx/vvvm1s+ERFRsxTg6YQ+vkrsOJcDjbYMTrbWePupblKX1aTwNQlERETNRGWVHs/8+3ek55egqFyPsUFt8N7IrmjtKJe6tAbTJC4UJiIiovplY22FzdND4O/mAEe5NS7n6vDEZwewYMcFHEjJRXpeMSqqDFKXKRkeqSEiImqGDl++iW8OXsXhK6aXcwgC4OmkgI+rHdq42qG7yhnPBvuiVTN9Kzjf0l0NhhoiIrI0eoOI/RdzsSMpC+ezdLh+uwRllfceqWnlYItVkx9BoK9L4xf5kBhqqsFQQ0RElk4UReQVVeBGQSlu3C5Fxq0SbDt9Ayk5hfBtZYffZj8BG6vmdeWJOb/fDfruJyIiImo8giDA3UkOdyc5ev/fUZm/hPjh6a8PwdvFDr8l5yDUgp9I3LziGhEREZnFUW6NF/u1xbGr+fhP/FWpy2lQDDVEREQWLrJ3G1jLZDiVUYCT125LXU6DYaghIiKycB7OCjz/iA8eaeeKhKt5D96hmWKoISIiagEGdXJHYvpt7EzSSF1Kg2GoISIiagF6+ijRXeWErIJSlFXqpS6nQTDUEBERtQC3iysgEwR0dHfExexCqctpELylm4iIyELpDSK2nb6BXec0iLuYi3at7ZGWV4LzWVrjLd+WhKGGiIjIAl3JLcRbW5Ogvl5gXKewsQIAJF3XYkI/iQprQAw1REREFiZZo8O4b49CW1oJR7k1/vq4P0Z098S1/GK8vP4Uzmu0UpfYIBhqiIiILMjlnEL8ZcUxaEsr0dvXBd+8FAwvpQIA4GB752f/UnYRKqoMsLW2rEtrLasbIiKiFuxASi5GL/sdHk5ydFc5Y83UR42BBgB8W9nBxd4GFXoDLmbrJKy0YTDUEBERWYC8onKsPJyGkgo92rZ2wNqpj0JpZ2MyRhAE9PJxAQCcybS8U1AMNURERBbg1/M5iL+ch7AeXvh6XBBaO8qrHXf3rqfTFvi6BF5TQ0REZAHCenjBzdEWChur+14rE+znCgA4ejUfoihCEITGKrHBMdQQERFZgFYOthjR3euB4x5t1wr2tlbI0pYh4Wo++ndwa4TqGofZp5/i4+MREREBlUoFQRCwbds2k+2CIFS7LF68uMY527VrV+0+M2bMMI4pKyvDjBkz0Lp1azg6OmLs2LHIyckxt3wiIqIWzc7WCs8EtQEALN6TAoNBlLii+mN2qCkuLkZgYCCWLVtW7XaNRmOyrFy5EoIgYOzYsTXOmZiYaLLP3r17AQDPPfecccybb76Jn3/+GVu3bsXBgweRlZWFMWPGmFs+ERFRi/f3JzvBUW6N0xkF+E/8VanLqTeCKIp1jmiCICAmJgaRkZE1jomMjERhYSHi4uJqPe/MmTOxY8cOXL58GYIgQKvVwt3dHRs2bMCzzz4LALh48SK6du2KhIQEPPbYYw+cU6fTQalUQqvVwtnZuda1EBERWaLNiRl4579nIROAFZMfwZDOHlKXVC1zfr8b9O6nnJwc7Ny5E1FRUbXep6KiAuvXr8fUqVONFy+dPHkSlZWVGDZsmHFcly5d0LZtWyQkJFQ7T3l5OXQ6nclCREREdzzf1xfjHvGFQQRe33gaqTeLpC7poTVoqFmzZg2cnJzMOk20bds2FBQUYPLkycZ12dnZsLW1hYuLi8lYT09PZGdnVztPdHQ0lEqlcfH19a1LC0RERBZJEAR8PLoHgv1cUVhWhajViSgoqZC6rIfSoKFm5cqVmDBhAhQKxYMH/58VK1YgPDwcKpXqob577ty50Gq1xuX69esPNR8REZGlsbWW4T9/CUYbFzuk55dgxoZTqNQbpC6rzhos1Bw6dAgpKSmYNm1arfe5du0a9u3bd88+Xl5eqKioQEFBgcn6nJwceHlVf/uaXC6Hs7OzyUJERESm3Bzl+H5SX9jbWuH3K/n4+OcLUpdUZw0WalasWIHg4GAEBgbWep9Vq1bBw8MDI0eONFkfHBwMGxsbk4uNU1JSkJGRgZCQkHqrmYiIqCXq6u2Mr17oDUEA1h29hnVHr0ldUp2YHWqKioqgVquhVqsBAGlpaVCr1cjIyDCO0el02Lp1a41HaYYOHYqlS5earDMYDFi1ahUmTZoEa2vTZwIqlUpERUVh1qxZ2L9/P06ePIkpU6YgJCSkVnc+ERER0f2N6O6Ft0Z0BgB8GHseR1LzJK7IfGaHmhMnTiAoKAhBQUEAgFmzZiEoKAjz5883jtm0aRNEUcT48eOrnSM1NRV5eaZ/WPv27UNGRgamTp1a7T5ffvklnn76aYwdOxaDBg2Cl5cXfvrpJ3PLJyIiohq8+kQHjO6tgt4g4tUfTuFafrHUJZnloZ5T05zwOTVEREQPVlapxwvfHsWZ6wXo6OGImFf7w0lh8+AdG0iTeU4NERERNS8KGyt895dgeDkrcCW3CK9vPA19M3mVAkMNERERmfBwVuC7iX2hsJFhf8pN/GtXstQl1QpDDRERkYUSRRE/nszElkTzn9XW00eJz5/rDQD47lAaNidm3H+HJsD6wUOIiIioOdqmvoG3tp4BAFzQ6PD+yK6wtqr98YyRvbxxObcTvtp3Gf+IOYeOHo4I9mvVUOU+NB6pISIislCjA9vgtSEdAQCrj6Tj3Z/Owtz7g94Y2gkje3mjyiDi7xtOQ1dW2RCl1guGGiIiIgslkwl4K7Qzlk/oA2uZAJVSgVh1lllzCIKARWN7wa+1PbK0ZVh5OK2Bqn14DDVEREQWLrynN3b8fSD2nM/BG5vV+DD2HJJv3K71/o5ya8z+vwfzrUu4hvIqfUOV+lAYaoiIiFqALt7OCO1x532JBy7mYtTSI/jLiqMoqaiq1f7hPbwwoENrdFM54/crTfNpwww1RERELcSs4QH49NmesJYJcFBYQ2FjDXvb2t0zZGMlQ6CvC67eLMKhS00z1PCJwkRERC2MKIo4mpYPd0cFOno41nq/czcK8PSS32FnY4UT7w+Dg7zhb6LmE4WJiIioRoIgIMTfzaxAAwDdVUr4tbZHaaUe8ZduNlB1dcdQQ0RERLUiCAL6d2gNAEjW6CSu5l4MNURERFRrnk4KyK0FFJbV7gLjxsQnChMREdF9VeoNiFpzAl29nJCUWYDyKhEezgqpy7oHQw0RERHd16bjGYi/dBOl5VVIzy/G4AB3PNLOVeqy7sFQQ0RERPf1wiNt4eYox68XspGtK4O2tAJ92ja9UMNraoiIiOi+bK1lCO/pDW1pFa7fLsXAju6QyQSTMXqD9E+IYaghIiKiB6qo1OPM9QIAwKjeKuP6o1fz0eeTvej54R6JKvsfnn4iIiKiB0rNK4a2tALeSjm0xWXYl1yCWPUNxJ7RAAAcbK0krpChhoiIiGrBy1mBAE8nXNAUYvr6U7hd8r9buh1srfDlC4ESVneH2aef4uPjERERAZVKBUEQsG3bNpPtgiBUuyxevPi+8964cQMvvfQSWrduDTs7O/Ts2RMnTpwwbp88efI9c4aFhZlbPhEREdWBq4MtJvVvB3sbK7R2kAMArGUCBnRsjeP/GIYR3b0lrrAOR2qKi4sRGBiIqVOnYsyYMfds12g0Jp937dqFqKgojB07tsY5b9++jQEDBmDIkCHYtWsX3N3dcfnyZbi6ml5ZHRYWhlWrVhk/y+Vyc8snIiKiOnrhkbYY3bsNyiurILexhsJG+lNOf2R2qAkPD0d4eHiN2728vEw+b9++HUOGDIG/v3+N+yxatAi+vr4mgaV9+/b3jJPL5ffMT0RERI1HYWPV5MLMXQ1691NOTg527tyJqKio+46LjY1F37598dxzz8HDwwNBQUH47rvv7hl34MABeHh4oHPnznjllVeQn59f45zl5eXQ6XQmCxEREVmuBg01a9asgZOTU7Wnqf7o6tWrWL58OTp16oQ9e/bglVdeweuvv441a9YYx4SFhWHt2rWIi4vDokWLcPDgQYSHh0Ov11c7Z3R0NJRKpXHx9fWt196IiIioaRFEUazz03IEQUBMTAwiIyOr3d6lSxcMHz4cS5Ysue88tra26Nu3L44cOWJc9/rrryMxMREJCQnV7nP16lV06NAB+/btw9ChQ+/ZXl5ejvLycuNnnU4HX19faLVaODs716I7IiIikppOp4NSqazV73eDHak5dOgQUlJSMG3atAeO9fb2Rrdu3UzWde3aFRkZGTXu4+/vDzc3N1y5cqXa7XK5HM7OziYLERERWa4GCzUrVqxAcHAwAgMffN/6gAEDkJKSYrLu0qVL8PPzq3GfzMxM5Ofnw9tb+lvIiIiISHpmh5qioiKo1Wqo1WoAQFpaGtRqtclRFZ1Oh61bt9Z4lGbo0KFYunSp8fObb76Jo0eP4p///CeuXLmCDRs24Ntvv8WMGTOM3zlnzhwcPXoU6enpiIuLw+jRo9GxY0eEhoaa2wIRERFZILNDzYkTJxAUFISgoCAAwKxZsxAUFIT58+cbx2zatAmiKGL8+PHVzpGamoq8vDzj50ceeQQxMTHYuHEjevTogU8++QRfffUVJkyYAACwsrJCUlISRo0ahYCAAERFRSE4OBiHDh3is2qIiIgIwENeKNycmHOhERERETUN5vx+t5h3P93NbnxeDRERUfNx93e7NsdgWkyoKSwsBAA+r4aIiKgZKiwshFKpvO+YFnP6yWAwICsrC05OThAEQepy7nH3OTrXr1+3+NNj7NXytJQ+AfZqqdhr0yWKIgoLC6FSqSCT3f9S4BZzpEYmk8HHx0fqMh6oJT1Th71anpbSJ8BeLRV7bZoedITmrgZ9TQIRERFRY2GoISIiIovAUNNEyOVyfPDBBy3iuTvs1fK0lD4B9mqp2KtlaDEXChMREZFl45EaIiIisggMNURERGQRGGqIiIjIIjDUEBERkUVgqGkgCxcuRP/+/WFvbw8XF5dqx2RkZGDkyJGwt7eHh4cH5syZg6qqKuP2n376CcOHD4e7uzucnZ0REhKCPXv23Pd7U1JSMGTIEHh6ekKhUMDf3x/vv/8+Kisr67M9E1L1euDAAYwePRre3t5wcHBA79698cMPP9Rnayak6rOsrAyTJ09Gz549YW1tjcjIyHrsqnpS9QoASUlJePzxx6FQKODr64tPP/20vtqqVn30qtFo8OKLLyIgIAAymQwzZ86s1XfHxcWhf//+cHJygpeXF9555x2TeeublL0mJiZi6NChcHFxgaurK0JDQ3HmzJl66Kp6UvW6evVqCIJQ7ZKbm1tP3ZmS8u8VuNNzr169oFAo4OHhgRkzZjxkR3XHUNNAKioq8Nxzz+GVV16pdrter8fIkSNRUVGBI0eOYM2aNVi9ejXmz59vHBMfH4/hw4fjl19+wcmTJzFkyBBERETg9OnTNX6vjY0NJk6ciF9//RUpKSn46quv8N133+GDDz6o9x7vkqrXI0eOoFevXvjvf/+LpKQkTJkyBRMnTsSOHTvqvUdAuj71ej3s7Ozw+uuvY9iwYfXeV3Wk6lWn02HEiBHw8/PDyZMnsXjxYnz44Yf49ttv673Hu+qj1/Lycri7u+P9999HYGBgrb73zJkzeOqppxAWFobTp09j8+bNiI2NxbvvvlsvfVVHql6LiooQFhaGtm3b4tixYzh8+DCcnJwQGhraYP/BJVWvL7zwAjQajckSGhqKwYMHw8PDo156+zOpegWAL774Av/4xz/w7rvv4vz589i3bx9CQ0Mfuqc6E6lBrVq1SlQqlfes/+WXX0SZTCZmZ2cb1y1fvlx0dnYWy8vLa5yvW7du4kcffWRWDW+++aY4cOBAs/api6bQ61NPPSVOmTLFrH3MJWWfkyZNEkePHm1uyXXW2L3++9//Fl1dXU3meOedd8TOnTvXrQEz1FevgwcPFt94440Hft/cuXPFvn37mqyLjY0VFQqFqNPpzK7fHI3da2JioghAzMjIMK5LSkoSAYiXL1+uUw+11di9/llubq5oY2Mjrl271ux9zdXYvd66dUu0s7MT9+3b9zBl1yseqZFIQkICevbsCU9PT+O60NBQ6HQ6nD9/vtp9DAYDCgsL0apVq1p/z5UrV7B7924MHjz4oWuuq8bqFQC0Wq3Z+9SXxuxTag3Va0JCAgYNGgRbW1uTeVNSUnD79u36a8AMdem1NsrLy6FQKEzW2dnZoaysDCdPnqzzvA+joXrt3LkzWrdujRUrVqCiogKlpaVYsWIFunbtinbt2tVD5eZrqF7/bO3atbC3t8ezzz5bb3Oaq6F63bt3LwwGA27cuIGuXbvCx8cHzz//PK5fv14fZdcJQ41EsrOzTf4BA2D8nJ2dXe0+n332GYqKivD8888/cP7+/ftDoVCgU6dOePzxx/Hxxx8/fNF11NC93rVlyxYkJiZiypQpdS/2ITRWn01BQ/Val3kbWkPVFBoaiiNHjmDjxo3Q6/W4ceOG8f+nGo2m7gU/hIbq1cnJCQcOHMD69ethZ2cHR0dH7N69G7t27YK1tTTvVW6sf9ZWrFiBF198EXZ2dvU2p7kaqterV6/CYDDgn//8J7766iv8+OOPuHXrFoYPH46KioqHqrmuGGrM8O6779Z4Adjd5eLFiw3y3Rs2bMBHH32ELVu21Oq87ObNm3Hq1Cls2LABO3fuxGeffWbW9zWnXgFg//79mDJlCr777jt079691t/V3Pp8GOy1cXqtrREjRmDx4sV4+eWXIZfLERAQgKeeegoAIJPV/l/NzaHX0tJSREVFYcCAATh69Ch+//139OjRAyNHjkRpaWmt52kOvf5RQkICkpOTERUVZfa+zaFXg8GAyspKfP311wgNDcVjjz2GjRs34vLly9i/f78kNUkTkZup2bNnY/Lkyfcd4+/vX6u5vLy8cPz4cZN1OTk5xm1/tGnTJkybNg1bt26t9YWivr6+AIBu3bpBr9dj+vTpmD17NqysrGq1f3Pq9eDBg4iIiMCXX36JiRMn1mqfu5pTnw+rOfTq5eVlnOdB896PVL2aa9asWXjzzTeh0Wjg6uqK9PR0zJ07t9a1Ac2j1w0bNiA9PR0JCQnGwLZhwwa4urpi+/btGDduXK3maQ69/tH333+P3r17Izg42Ox9m0Ov3t7eAO78ztzl7u4ONzc3ZGRk1Hneh8FQYwZ3d3e4u7vXy1whISFYuHAhcnNzjf/lunfvXjg7O5v8A7Jx40ZMnToVmzZtwsiRI+v0XXfTtMFgqHWoaS69HjhwAE8//TQWLVqE6dOnm11bc+mzPjSHXkNCQvCPf/wDlZWVsLGxMc7buXNnuLq61ro+KXqtK0EQoFKpANz58/L19UWfPn1qvX9z6LWkpAQymQyCIBjX3f1sMBhqPU9z6PWuoqIibNmyBdHR0XXavzn0OmDAAAB3HiXi4+MDALh16xby8vLg5+f38IXXhdRXKluqa9euiadPnxY/+ugj0dHRUTx9+rR4+vRpsbCwUBRFUayqqhJ79OghjhgxQlSr1eLu3btFd3d3ce7cucY5fvjhB9Ha2lpctmyZqNFojEtBQYFxzJIlS8Qnn3zS+Hn9+vXi5s2bxQsXLoipqani5s2bRZVKJU6YMMHiev3tt99Ee3t7ce7cuSb75OfnW1SfoiiK58+fF0+fPi1GRESITzzxhPG7G4pUvRYUFIienp7iX/7yF/HcuXPipk2bRHt7e/E///lPk+5VFEXjfsHBweKLL74onj59Wjx//rxx+08//XTPXVyffvqpmJSUJJ47d078+OOPRRsbGzEmJsbiek1OThblcrn4yiuviBcuXBDPnTsnvvTSS6JSqRSzsrIsqte7vv/+e1GhUIi3b99ukP7+SMpeR48eLXbv3l38/fffxbNnz4pPP/202K1bN7GioqLB+64OQ00DmTRpkgjgnmX//v3GMenp6WJ4eLhoZ2cnurm5ibNnzxYrKyuN2wcPHlztHJMmTTKO+eCDD0Q/Pz/j502bNol9+vQRHR0dRQcHB7Fbt27iP//5T7G0tNTieq3pewcPHmxRfYqiKPr5+VW7X0ORstczZ86IAwcOFOVyudimTRvxX//6V4P1WV+9iqJY7Rx/7G3VqlX3/J0NGTJEVCqVokKhEPv16yf+8ssvDdmqpL3++uuv4oABA0SlUim6urqKTz75pJiQkGCRvYqiKIaEhIgvvvhiQ7VnQspetVqtOHXqVNHFxUVs1aqV+Mwzz5jcut/YBFEUxdoc0SEiIiJqynj3ExEREVkEhhoiIiKyCAw1REREZBEYaoiIiMgiMNQQERGRRWCoISIiIovAUENEREQWgaGGiIiILAJDDREREVkEhhoiIiKyCAw1REREZBEYaoiIiMgi/H/B2w6wnebW/gAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "axis = cmexico_cuautla.plot(color='red',figsize=(40,20))\n",
        "cmexico_cuautla2.plot(ax=axis, color='blue',figsize=(40,20))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ZSfpnIT-TSn8",
        "outputId": "a0658729-6c1a-42a8-a5b9-4e5ecccc3174"
      },
      "execution_count": 359,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 359
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 4000x2000 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "bcB1r7HAVchY"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}