{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "pip install openpyxl\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "X5eTyYQzm91V",
        "outputId": "ce60aba8-ab6d-4a1d-c4af-f7aed03e2890"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: openpyxl in /usr/local/lib/python3.12/dist-packages (3.1.5)\n",
            "Requirement already satisfied: et-xmlfile in /usr/local/lib/python3.12/dist-packages (from openpyxl) (2.0.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# LIBERAR RAM\n",
        "for nombre in dir():\n",
        "    if not nombre.startswith(\"_\"):\n",
        "        del globals()[nombre]\n",
        "\n",
        "# Paso 2: Recolectar basura (liberar memoria ocupada por objetos eliminados)\n",
        "import gc\n",
        "gc.collect()\n",
        "\n",
        "# Paso 3: Reiniciar entorno visual (si estás en Jupyter o Colab)\n",
        "from IPython import get_ipython\n",
        "get_ipython().magic('reset -f')  # ⚠️ Esto borra TODO el entorno\n",
        "\n",
        "# Paso 4: Confirmar que el entorno está limpio\n",
        "print(\"✅ Entorno limpio. Puedes volver a cargar tus datos desde cero.\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "r3qY7bCQdPbh",
        "outputId": "f9949c59-da40-460b-b3dd-8c53c4bd7743"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Entorno limpio. Puedes volver a cargar tus datos desde cero.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n"
      ],
      "metadata": {
        "id": "VAtlLt0aWkVY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# eliminar nits duplicados descarga inicial\n",
        "import re\n",
        "\n",
        "# Cargar el archivo Excel especificando el engine\n",
        "df = pd.read_excel(\"2019.xlsx\", engine=\"openpyxl\")\n",
        "\n",
        "# Eliminar filas duplicadas basadas en la columna 'CO-NIT', conservando la primera aparición\n",
        "df_cleaned = df.drop_duplicates(subset=\"CO-NIT\", keep=\"first\")\n",
        "\n",
        "# Guardar el nuevo archivo\n",
        "df.to_excel('2019_clean.xlsx', index=False)\n",
        "\n",
        "print(\"Archivo procesado y guardado como '2019_clean.xlsx'\")\n",
        "\n",
        "# Descargar el archivo\n",
        "files.download('2019_clean.xlsx')"
      ],
      "metadata": {
        "id": "unAxlg1QHhxm"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Crear columna indicativo BIC archivo por Año\n",
        "\n",
        "# Cargar la base de empresas BIC (CARACTERIZACIÓN)\n",
        "\n",
        "# 📂 Cargar la base de empresas BIC\n",
        "df_bic = pd.read_excel('Base empresas BIC emis.xlsx', engine='openpyxl')\n",
        "df_bic['CO-NIT'] = df_bic['CO-NIT'].astype(str).str.strip()\n",
        "df_bic['Año Fiscal'] = df_bic['Año Fiscal'].astype(str).str.strip()\n",
        "\n",
        "# 🔁 Iterar sobre los años 2018 a 2024\n",
        "for año in range(2018, 2025):\n",
        "    archivo = f'/content/{año}_cleaned.xlsx'\n",
        "    print(f\"\\n📊 Procesando archivo: {archivo}\")\n",
        "\n",
        "    # 📥 Cargar archivo del año\n",
        "    df = pd.read_excel(archivo, engine='openpyxl')\n",
        "    df['CO-NIT'] = df['CO-NIT'].astype(str).str.strip()\n",
        "    df['Año Fiscal'] = df['Año Fiscal'].astype(str).str.strip()\n",
        "\n",
        "    # 🧠 Clasificación por NIT y Año Fiscal\n",
        "    def clasificar_empresa(row):\n",
        "        nit = row['CO-NIT']\n",
        "        año_fiscal = row['Año Fiscal']\n",
        "        bic_match = df_bic[df_bic['CO-NIT'] == nit]\n",
        "\n",
        "        if not bic_match.empty:\n",
        "            if 'Información intermitente' in bic_match['Año Fiscal'].values:\n",
        "                return 'Información intermitente'\n",
        "            elif 'No reporta información (pymes)' in bic_match['Año Fiscal'].values:\n",
        "                return 'No reporta información (pymes)'\n",
        "            elif año_fiscal in bic_match['Año Fiscal'].values:\n",
        "                return 'SI'\n",
        "        return 'NO'\n",
        "\n",
        "    df['BIC NO BIC'] = df.apply(clasificar_empresa, axis=1)\n",
        "\n",
        "    # 📈 Mostrar conteo de resultados\n",
        "    conteo = df['BIC NO BIC'].value_counts()\n",
        "    print(\"📊 Conteo por categoría:\")\n",
        "    for categoria, cantidad in conteo.items():\n",
        "        print(f\" - {categoria}: {cantidad}\")\n",
        "\n",
        "    # 💾 Guardar archivo actualizado\n",
        "    salida = f'/content/{año}_con_BIC.xlsx'\n",
        "    df.to_excel(salida, index=False)\n",
        "    print(f\"📁 Archivo guardado: {salida}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nz_rpJSRfkz4",
        "outputId": "0a85c14e-5e27-40de-cc21-0fcfcd0eb648",
        "collapsed": true
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "📊 Procesando archivo: /content/2018_cleaned.xlsx\n",
            "📊 Conteo por categoría:\n",
            " - NO: 126006\n",
            " - SI: 272\n",
            " - Información intermitente: 35\n",
            "📁 Archivo guardado: /content/2018_con_BIC.xlsx\n",
            "\n",
            "📊 Procesando archivo: /content/2019_cleaned.xlsx\n",
            "📊 Conteo por categoría:\n",
            " - NO: 126789\n",
            " - SI: 298\n",
            " - Información intermitente: 35\n",
            "📁 Archivo guardado: /content/2019_con_BIC.xlsx\n",
            "\n",
            "📊 Procesando archivo: /content/2020_cleaned.xlsx\n",
            "📊 Conteo por categoría:\n",
            " - NO: 130320\n",
            " - SI: 343\n",
            " - Información intermitente: 42\n",
            "📁 Archivo guardado: /content/2020_con_BIC.xlsx\n",
            "\n",
            "📊 Procesando archivo: /content/2021_cleaned.xlsx\n",
            "📊 Conteo por categoría:\n",
            " - NO: 130473\n",
            " - SI: 367\n",
            " - Información intermitente: 31\n",
            "📁 Archivo guardado: /content/2021_con_BIC.xlsx\n",
            "\n",
            "📊 Procesando archivo: /content/2022_cleaned.xlsx\n",
            "📊 Conteo por categoría:\n",
            " - NO: 133539\n",
            " - SI: 412\n",
            " - Información intermitente: 53\n",
            "📁 Archivo guardado: /content/2022_con_BIC.xlsx\n",
            "\n",
            "📊 Procesando archivo: /content/2023_cleaned.xlsx\n",
            "📊 Conteo por categoría:\n",
            " - NO: 146418\n",
            " - SI: 434\n",
            " - Información intermitente: 46\n",
            "📁 Archivo guardado: /content/2023_con_BIC.xlsx\n",
            "\n",
            "📊 Procesando archivo: /content/2024_cleaned.xlsx\n",
            "📊 Conteo por categoría:\n",
            " - NO: 133680\n",
            " - SI: 449\n",
            " - Información intermitente: 28\n",
            "📁 Archivo guardado: /content/2024_con_BIC.xlsx\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# # Crear columna indicativo BIC archivo por Año (corrección 2022)\n",
        "\n",
        "# Cargar la base de empresas BIC (CARACTERIZACIÓN)\n",
        "\n",
        "# 📂 Cargar la base de empresas BIC\n",
        "df_bic = pd.read_excel('/content/Base empresas BIC emis.xlsx', engine='openpyxl')\n",
        "df_bic['CO-NIT'] = df_bic['CO-NIT'].astype(str).str.strip()\n",
        "df_bic['Año Fiscal'] = df_bic['Año Fiscal'].astype(str).str.strip()\n",
        "\n",
        "# 📥 Cargar archivo del año 2022\n",
        "archivo = '/content/2022_cleaned.xlsx'\n",
        "print(f\"\\n📊 Procesando archivo: {archivo}\")\n",
        "\n",
        "df = pd.read_excel(archivo, engine='openpyxl')\n",
        "df['CO-NIT'] = df['CO-NIT'].astype(str).str.strip()\n",
        "df['Año Fiscal'] = df['Año Fiscal'].astype(str).str.strip()\n",
        "\n",
        "# 🧠 Clasificación por NIT y Año Fiscal\n",
        "def clasificar_empresa(row):\n",
        "    nit = row['CO-NIT']\n",
        "    año_fiscal = row['Año Fiscal']\n",
        "    bic_match = df_bic[df_bic['CO-NIT'] == nit]\n",
        "\n",
        "    if not bic_match.empty:\n",
        "        if 'Información intermitente' in bic_match['Año Fiscal'].values:\n",
        "            return 'Información intermitente'\n",
        "        elif 'No reporta información (pymes)' in bic_match['Año Fiscal'].values:\n",
        "            return 'No reporta información (pymes)'\n",
        "        elif año_fiscal in bic_match['Año Fiscal'].values:\n",
        "            return 'SI'\n",
        "    return 'NO'\n",
        "\n",
        "df['BIC NO BIC'] = df.apply(clasificar_empresa, axis=1)\n",
        "\n",
        "# 📈 Mostrar conteo de resultados\n",
        "conteo = df['BIC NO BIC'].value_counts()\n",
        "print(\"📊 Conteo por categoría:\")\n",
        "for categoria, cantidad in conteo.items():\n",
        "    print(f\" - {categoria}: {cantidad}\")\n",
        "\n",
        "# 💾 Guardar archivo actualizado\n",
        "salida = '/content/2022_con_BIC.xlsx'\n",
        "df.to_excel(salida, index=False)\n",
        "print(f\"📁 Archivo guardado: {salida}\")"
      ],
      "metadata": {
        "id": "w8-NJXKGzIOD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9c883185-23b5-477e-8824-0c8cd43a6ece",
        "collapsed": true
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "📊 Procesando archivo: /content/2022_cleaned.xlsx\n",
            "📊 Conteo por categoría:\n",
            " - NO: 133539\n",
            " - SI: 412\n",
            " - Información intermitente: 53\n",
            "📁 Archivo guardado: /content/2022_con_BIC.xlsx\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "475ae16d",
        "outputId": "f37c358d-ed87-4dfc-b7ca-6ab3d1494ec7",
        "collapsed": true
      },
      "source": [
        "#Limpieza valores negativos por Año - naturleza errada (se corre uno por cada Año)\n",
        "\n",
        "# Directorio donde se encuentran los archivos\n",
        "directorio = '/content/'\n",
        "archivo_2018 = os.path.join(directorio, '2018_con_BIC.xlsx')\n",
        "\n",
        "# Cargar el archivo 2018\n",
        "if os.path.exists(archivo_2018):\n",
        "    print(f\"Cargando archivo: {archivo_2018}\")\n",
        "    df_2018 = pd.read_excel(archivo_2018, engine='openpyxl')\n",
        "\n",
        "    # Columnas a verificar para valores negativos\n",
        "    columns_to_check = [\n",
        "        'Activos Totales',\n",
        "        'Propiedad, planta y equipo',\n",
        "        'Total de patrimonio',\n",
        "        'Pasivos Totales',\n",
        "        'Valor Contable',\n",
        "        'Capital De Trabajo',\n",
        "        'Capital Empleado'\n",
        "    ]\n",
        "\n",
        "    # Aplicar filtro de valores negativos\n",
        "    df_2018_filtered = df_2018.copy()\n",
        "    for col in columns_to_check:\n",
        "        if col in df_2018_filtered.columns:\n",
        "            initial_rows = df_2018_filtered.shape[0]\n",
        "            df_2018_filtered = df_2018_filtered[df_2018_filtered[col] >= 0].copy()\n",
        "            removed_rows = initial_rows - df_2018_filtered.shape[0]\n",
        "            print(f\"Filtered '{col}': Removed rows - {removed_rows}, Remaining rows - {df_2018_filtered.shape[0]}\")\n",
        "        else:\n",
        "            print(f\"Warning: Column '{col}' not found in the DataFrame.\")\n",
        "\n",
        "    print(\"\\nFiltrado de valores negativos completado para 2018_con_BIC.xlsx.\")\n",
        "    print(f\"Dimensiones del DataFrame filtrado: {df_2018_filtered.shape}\")\n",
        "\n",
        "else:\n",
        "    print(f\"Error: Archivo no encontrado: {archivo_2018}\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "name 'os' is not defined",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m/tmp/ipython-input-2729602898.py\u001b[0m in \u001b[0;36m<cell line: 0>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;31m# Directorio donde se encuentran los archivos\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mdirectorio\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'/content/'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0marchivo_2018\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdirectorio\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'2018_con_BIC.xlsx'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;31m# Cargar el archivo 2018\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'os' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a4a4b181",
        "outputId": "275189c1-e61e-4453-ffbb-da2b791e46a3"
      },
      "source": [
        "#combinar archivos filtered en un solo panel\n",
        "\n",
        "import os\n",
        "\n",
        "\n",
        "# Directorio donde se encuentran los archivos\n",
        "directorio = '/content/'\n",
        "\n",
        "# Nombres de los archivos que quieres unir\n",
        "archivos = ['2018,19,20.xlsx', '2021,22,23,24.xlsx']\n",
        "\n",
        "# Lista para almacenar los DataFrames\n",
        "lista_df = []\n",
        "\n",
        "# Cargar cada archivo\n",
        "for archivo_nombre in archivos:\n",
        "    ruta_archivo = os.path.join(directorio, archivo_nombre)\n",
        "    if os.path.exists(ruta_archivo):\n",
        "        print(f\"Cargando archivo: {ruta_archivo}\")\n",
        "        df = pd.read_excel(ruta_archivo, engine='openpyxl')\n",
        "        lista_df.append(df)\n",
        "    else:\n",
        "        print(f\"Advertencia: Archivo no encontrado: {ruta_archivo}\")\n",
        "\n",
        "# Concatenar todos los DataFrames en uno solo\n",
        "df_combinado = pd.concat(lista_df, ignore_index=True)\n",
        "\n",
        "print(\"\\nArchivos combinados exitosamente.\")\n",
        "print(f\"Dimensiones del DataFrame combinado: {df_combinado.shape}\")\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cargando archivo: /content/2018,19,20.xlsx\n",
            "Cargando archivo: /content/2021,22,23,24.xlsx\n",
            "\n",
            "Archivos combinados exitosamente.\n",
            "Dimensiones del DataFrame combinado: (739918, 183)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "354730eb",
        "outputId": "a99f5e53-ed02-49af-a732-681879e40a01"
      },
      "source": [
        "# cuantas lineas no tiene nit\n",
        "empty_co_nit_count = df_combinado['CO-NIT'].isnull().sum()\n",
        "\n",
        "# Display the count\n",
        "print(f\"Number of empty rows in the 'CO-NIT' column of df_combinado: {empty_co_nit_count}\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of empty rows in the 'CO-NIT' column of df_combinado: 982\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "236ce8d3",
        "outputId": "3a1de7b5-3d6e-4c1c-ac91-c18797ac1b57"
      },
      "source": [
        "#eliminar columnas con info descriptiva no relevante\n",
        "\n",
        "columns_to_drop = ['Num', 'País', 'Auditado', 'Consolidado', 'Fuente', 'ISIN', 'RUP', 'Ticker Symbol', 'Cotizada / No cotizada', 'Fecha de referencia del precio de cierre', 'EMIS ID', 'seccion']\n",
        "\n",
        "# Drop the specified columns from df_combinado\n",
        "df_combinado = df_combinado.drop(columns=columns_to_drop, errors='ignore')\n",
        "\n",
        "print(\"Columns dropped successfully.\")\n",
        "print(f\"New dimensions of the DataFrame: {df_combinado.shape}\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Columns dropped successfully.\n",
            "New dimensions of the DataFrame: (739918, 171)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "5e52cb25",
        "outputId": "f53cdeb2-4161-4044-8845-72b1409f36f3"
      },
      "source": [
        "#identificar posibles columnas con datos numericos en formato errado. ninguna de las identificadas es una columna de naturaleza numerica\n",
        "import numpy as np\n",
        "\n",
        "# Identify potential numeric columns that are not currently numeric\n",
        "non_numeric_numeric_columns = []\n",
        "for col in df_combinado.columns:\n",
        "    # Check if the column is not already a numeric type\n",
        "    if not pd.api.types.is_numeric_dtype(df_combinado[col]):\n",
        "        # Try to convert the column to numeric, coercing errors\n",
        "        try:\n",
        "            # Create a temporary series to avoid modifying the original DataFrame\n",
        "            temp_series = pd.to_numeric(df_combinado[col], errors='coerce')\n",
        "            # Check if there are any non-null values that couldn't be converted\n",
        "            if temp_series.isnull().any() and not df_combinado[col].isnull().all():\n",
        "                non_numeric_numeric_columns.append(col)\n",
        "        except Exception as e:\n",
        "            # If any other error occurs during conversion, it's likely not numeric\n",
        "            print(f\"Could not process column '{col}': {e}\")\n",
        "            pass\n",
        "\n",
        "print(\"Columns that are not in numeric format but contain potentially numeric data:\")\n",
        "for col in non_numeric_numeric_columns:\n",
        "    print(f\"- {col}\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Columns that are not in numeric format but contain potentially numeric data:\n",
            "- Compañía\n",
            "- Sector (Local)\n",
            "- Actividades principales (Local)\n",
            "- Actividades secundarias (Local)\n",
            "- Descripción de la compañía / productos\n",
            "- Ciudad\n",
            "- Fecha de Incorporación\n",
            "- Número de empleados\n",
            "- Estatus Operacional\n",
            "- CO-NIT\n",
            "- BIC NO BIC\n",
            "- Sector (NAICS)\n",
            "- Principales Actividades (NAICS)\n",
            "- Actividades Secundarias (NAICS)\n",
            "- Sector (EMIS Industries)\n",
            "- Principales Actividades (EMIS Industries)\n",
            "- Actividades Secundarias (EMIS Industries)\n",
            "- Códigos de Industria (Local)\n",
            "- Códigos de Actividades Principales (Local)\n",
            "- Códigos de Actividades Secundarias (Local)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Identificar las columnas con 50% o mas de mssing values\n",
        "missing_values_percentage = df_combinado.isnull().mean() * 100\n",
        "columns_to_drop = missing_values_percentage[missing_values_percentage >= 50].index.tolist()\n",
        "\n",
        "print(\"Columns with 50% or more missing values:\")\n",
        "for col in columns_to_drop:\n",
        "    print(f\"- {col}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "douX-a08yXBy",
        "outputId": "5d1fb402-6c39-468d-d6cf-213df41437bb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Columns with 50% or more missing values:\n",
            "- Sector (Local)\n",
            "- Actividades secundarias (Local)\n",
            "- seccion\n",
            "- Margen Ebitda (%)\n",
            "- Rotación De Inventario (x)\n",
            "- Rotación De Cuentas Por Cobrar (x)\n",
            "- Rotación Del Activo No Corriente (x)\n",
            "- Rotación De Cuentas Por Pagar (x)\n",
            "- Valor de Empresa\n",
            "- Relación Deuda/Ebitda (x)\n",
            "- Relación Deuda/Valor De La Empresa (%)\n",
            "- Relación Flujo De Caja/Deuda (%)\n",
            "- Tendencia Del Ebitda (%)\n",
            "- Tendencia Cuentas Por Cobrar (%)\n",
            "- Tendencia Del Inventario (%)\n",
            "- Tendencia Propiedad, Planta Y Equipo Neto (PP&E) (%)\n",
            "- Tendencia Del Flujo De Caja Operativo (%)\n",
            "- Tendencia Gastos De Capital (%)\n",
            "- Razón De Cobertura De Intereses (x)\n",
            "- Cobertura De La Deuda (x)\n",
            "- Relación Flujo De Caja Operativo/Flujo De Caja Total (%)\n",
            "- Relación Flujo De Efectivo De Inversión/Flujo De Efectivo Total (%)\n",
            "- Relación Flujo De Efectivo De Financiación/Flujo De Efectivo Total (%)\n",
            "- Relacion Gastos operativos/Ingresos (%)\n",
            "- Relación de Eficiencia Financiera (%)\n",
            "- Relación Préstamos/Depósitos (%)\n",
            "- Relación Préstamos de Clientes /Depósitos de Clientes (%)\n",
            "- Relación Activos Líquidos /Depósitos (%)\n",
            "- Relación Activos líquidos /Depósitos de clientes (%)\n",
            "- Relación Préstamos/Activos (%)\n",
            "- Relación Préstamos de Clientes/Activos (%)\n",
            "- Tendencia Ingresos por Intereses Netos (%)\n",
            "- Tendencia Ingreso Neto por Honorarios y Comisiones (%)\n",
            "- Tendencia Préstamos y Anticipos a Clientes (%)\n",
            "- Tendencia Préstamos y Anticipos (%)\n",
            "- Tendencia Depósitos de Clientes (%)\n",
            "- Tendencia Depósitos (%)\n",
            "- Activos productivos\n",
            "- Rendimiento de Activos Productivos (%)\n",
            "- Márgen de Interés Neto (%)\n",
            "- Coeficiente de sinistros (%)\n",
            "- Coeficiente de Gastos de Suscripción  (%)\n",
            "- Coeficiente de Primas Cedidas (%)\n",
            "- Tendencia Primas ganadas netas (%)\n",
            "- Tendencia comisiones (%)\n",
            "- Tendencia Ingresos por inversión netos (%)\n",
            "- Cuentas por cobrar relacionadas con la operación aseguradora directa (%)\n",
            "- Ratio combinado (%)\n",
            "- Rendimiento de inversión (%)\n",
            "- Descripción de la compañía / productos\n",
            "- Sector (NAICS)\n",
            "- Principales Actividades (NAICS)\n",
            "- Actividades Secundarias (NAICS)\n",
            "- Sector (EMIS Industries)\n",
            "- Principales Actividades (EMIS Industries)\n",
            "- Actividades Secundarias (EMIS Industries)\n",
            "- Códigos de Industria (Local)\n",
            "- Códigos de Actividades Principales (Local)\n",
            "- Códigos de Actividades Secundarias (Local)\n",
            "- Ganancias antes de impuestos\n",
            "- Impuesto a la renta\n",
            "- Diferencia de impuestos debido a la consolidación\n",
            "- Ganancias después de impuestos\n",
            "- Ganancia de operaciones discontinuadas\n",
            "- Activos intangibles y valor llave\n",
            "- Efectivo o Equivalentes\n",
            "- Patrimonio neto atribuible a los propietarios de la controladora\n",
            "- Capital Suscrito\n",
            "- Acciones ordinarias\n",
            "- Acciones preferenciales\n",
            "- Prima de emisión\n",
            "- Resultados acumulados\n",
            "- Ganancia o Pérdida del Periodo\n",
            "- Flujo neto de efectivo por (utilizados en) actividades de explotación\n",
            "- Flujo neto de efectivo de (utilizadas en) actividades de inversión\n",
            "- Flujo neto de efectivo de (utilizados en) actividades de financiación\n",
            "- Aumento (disminución) neto en efectivo y equivalentes de efectivo\n",
            "- Efectivo al inicio del período\n",
            "- Ganancias (pérdidas) de intercambio de efectivo y equivalentes\n",
            "- Efectivo al final del período\n",
            "- CAPEX\n",
            "- Ingresos Por Acción (EPS)\n",
            "- Precio/Ingresos (P/E) (x)\n",
            "- Relación Capitalización Bursátil/Relación Precio-Ventas (x)\n",
            "- Relación Capitalización Bursátil/Utilidad Bruta (x)\n",
            "- Razón Capitalización De Mercado/Ebitda\n",
            "- Razón Capitalización Bursátil/Ebit (x)\n",
            "- Relación Capitalización Bursátil/Total Activos (x)\n",
            "- Razón Capitalización De Mercado/Patrimonio Neto\n",
            "- Razón Capitalización Bursátil/Valor Contable\n",
            "- Relación Capitalización Bursátil/Capital Empleado (x)\n",
            "- Relación Capitalización Bursátil/Flujo De Efectivo Operativo (x)\n",
            "- Relación Valor De Empresa/Ventas (x)\n",
            "- Relación Valor De Empresa/Ingresos Brutos (x)\n",
            "- Relación Valor De Empresa/Ebitda (x)\n",
            "- Relación Valor De Empresa/Ebit (x)\n",
            "- Relación Valor De Empresa/Total De Activo (x)\n",
            "- Relación Valor De Empresa/Capital Empleado (x)\n",
            "- Relación Valor De Empresa/Flujo De Efectivo Operativo (x)\n",
            "- Dividendo anual\n",
            "- Ingresos calculados\n",
            "- Acciones en Circulación\n",
            "- Capitalización de Mercado\n",
            "- EMIS ID\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "747b70f3",
        "outputId": "1c9ed61c-0f4b-4f58-953c-2e4a4fcb3f16"
      },
      "source": [
        "# Crear un df combinado copia para eliminar columnas sin datos\n",
        "df_cleaned = df_combinado.copy()\n",
        "\n",
        "# List of columns to remove\n",
        "columns_to_remove = [\n",
        "    'Margen Ebitda (%)',\n",
        "    'Rotación De Inventario (x)',\n",
        "    'Rotación De Cuentas Por Cobrar (x)',\n",
        "    'Rotación Del Activo No Corriente (x)',\n",
        "    'Rotación De Cuentas Por Pagar (x)',\n",
        "    'Valor de Empresa',\n",
        "    'Relación Deuda/Ebitda (x)',\n",
        "    'Relación Deuda/Valor De La Empresa (%)',\n",
        "    'Relación Flujo De Caja/Deuda (%)',\n",
        "    'Tendencia Del Ebitda (%)',\n",
        "    'Tendencia Cuentas Por Cobrar (%)',\n",
        "    'Tendencia Del Inventario (%)',\n",
        "    'Tendencia Propiedad, Planta Y Equipo Neto (PP&E) (%)',\n",
        "    'Tendencia Del Flujo De Caja Operativo (%)',\n",
        "    'Tendencia Gastos De Capital (%)',\n",
        "    'Razón De Cobertura De Intereses (x)',\n",
        "    'Cobertura De La Deuda (x)',\n",
        "    'Relación Flujo De Caja Operativo/Flujo De Caja Total (%)',\n",
        "    'Relación Flujo De Efectivo De Inversión/Flujo De Efectivo Total (%)',\n",
        "    'Relación Flujo De Efectivo De Financiación/Flujo De Efectivo Total (%)',\n",
        "    'Relacion Gastos operativos/Ingresos (%)',\n",
        "    'Relación de Eficiencia Financiera (%)',\n",
        "    'Relación Préstamos/Depósitos (%)',\n",
        "    'Relación Préstamos de Clientes /Depósitos de Clientes (%)',\n",
        "    'Relación Activos Líquidos /Depósitos (%)',\n",
        "    'Relación Activos líquidos /Depósitos de clientes (%)',\n",
        "    'Relación Préstamos/Activos (%)',\n",
        "    'Relación Préstamos de Clientes/Activos (%)',\n",
        "    'Tendencia Ingresos por Intereses Netos (%)',\n",
        "    'Tendencia Ingreso Neto por Honorarios y Comisiones (%)',\n",
        "    'Tendencia Préstamos y Anticipos a Clientes (%)',\n",
        "    'Tendencia Préstamos y Anticipos (%)',\n",
        "    'Tendencia Depósitos de Clientes (%)',\n",
        "    'Tendencia Depósitos (%)',\n",
        "    'Activos productivos',\n",
        "    'Rendimiento de Activos Productivos (%)',\n",
        "    'Márgen de Interés Neto (%)',\n",
        "    'Coeficiente de sinistros (%)',\n",
        "    'Coeficiente de Gastos de Suscripción  (%)',\n",
        "    'Coeficiente de Primas Cedidas (%)',\n",
        "    'Tendencia Primas ganadas netas (%)',\n",
        "    'Tendencia comisiones (%)',\n",
        "    'Tendencia Ingresos por inversión netos (%)',\n",
        "    'Cuentas por cobrar relacionadas con la operación aseguradora directa (%)',\n",
        "    'Ratio combinado (%)',\n",
        "    'Rendimiento de inversión (%)',\n",
        "    'Ganancias antes de impuestos',\n",
        "    'Impuesto a la renta',\n",
        "    'Diferencia de impuestos debido a la consolidación'\n",
        "    'Ganancias después de impuestos'\n",
        "    'Ganancia de operaciones discontinuadas'\n",
        "    'Activos intangibles y valor llave'\n",
        "'Efectivo o Equivalentes'\n",
        "'Patrimonio neto atribuible a los propietarios de la controladora'\n",
        "'Capital Suscrito'\n",
        "'Acciones ordinarias'\n",
        "'Acciones preferenciales'\n",
        "'Prima de emisión'\n",
        "'Resultados acumulados'\n",
        "'Ganancia o Pérdida del Periodo'\n",
        "'Flujo neto de efectivo por (utilizados en) actividades de explotación'\n",
        "'Flujo neto de efectivo de (utilizadas en) actividades de inversión'\n",
        "'Flujo neto de efectivo de (utilizados en) actividades de financiación'\n",
        "'Aumento (disminución) neto en efectivo y equivalentes de efectivo'\n",
        "'Efectivo al inicio del período'\n",
        "'Ganancias (pérdidas) de intercambio de efectivo y equivalentes'\n",
        "'Efectivo al final del período'\n",
        "'CAPEX'\n",
        "'Ingresos Por Acción (EPS)'\n",
        "'Precio/Ingresos (P/E) (x)'\n",
        "'Relación Capitalización Bursátil/Relación Precio-Ventas (x)'\n",
        "'Relación Capitalización Bursátil/Utilidad Bruta (x)'\n",
        "'Razón Capitalización De Mercado/Ebitda'\n",
        "'Razón Capitalización Bursátil/Ebit (x)'\n",
        "'Relación Capitalización Bursátil/Total Activos (x)'\n",
        "'Razón Capitalización De Mercado/Patrimonio Neto'\n",
        "'Razón Capitalización Bursátil/Valor Contable'\n",
        "'Relación Capitalización Bursátil/Capital Empleado (x)'\n",
        "'Relación Capitalización Bursátil/Flujo De Efectivo Operativo (x)'\n",
        "'Relación Valor De Empresa/Ventas (x)'\n",
        "'Relación Valor De Empresa/Ingresos Brutos (x)'\n",
        "'Relación Valor De Empresa/Ebitda (x)'\n",
        "'Relación Valor De Empresa/Ebit (x)'\n",
        "'Relación Valor De Empresa/Total De Activo (x)'\n",
        "'Relación Valor De Empresa/Capital Empleado (x)'\n",
        "'Relación Valor De Empresa/Flujo De Efectivo Operativo (x)'\n",
        "'Dividendo anual'\n",
        "'Ingresos calculados'\n",
        "'Acciones en Circulación'\n",
        "'Capitalización de Mercado'\n",
        "]\n",
        "\n",
        "# Remove the specified columns from the copied DataFrame\n",
        "df_cleaned = df_cleaned.drop(columns=columns_to_remove, errors='ignore')\n",
        "\n",
        "print(\"Columns removed successfully from the copied DataFrame.\")\n",
        "print(f\"Shape of the cleaned DataFrame: {df_cleaned.shape}\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Columns removed successfully from the copied DataFrame.\n",
            "Shape of the cleaned DataFrame: (739918, 123)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Mostrar todos los nombres de columnas del DataFrame\n",
        "print(df_cleaned.columns.tolist())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SZlb7xXriW8v",
        "outputId": "7631d940-5940-4412-e716-52743e81b8e4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['Compañía', 'Sector (Local)', 'Actividades principales (Local)', 'Actividades secundarias (Local)', 'seccion', 'Total Ingreso Operativo', 'Rendimiento Sobre Los Activos (ROA) (%)', 'Rendimiento Sobre Activos Anualizado (%)', 'Rendimiento Sobre El Patrimonio (ROE) (%)', 'Rendimiento Sobre El Patrimonio Anualizado (%)', 'Rendimiento Sobre El Capital Empleado (%)', 'Margen De Ganancia Bruta (%)', 'Margen Operacional (%)', 'Margen Neto (%)', 'ROA Operativo (%)', 'Rotación Del Activo Corriente (x)', 'Rotación De Activos (x)', 'Rotación Del Capital De Trabajo (x)', 'Proporción De Exportación (%)', 'Valor Contable', 'Efectivo Neto', 'Deuda', 'Deuda A Largo Plazo', 'Deuda A Corto Plazo', 'Deuda Neta', 'Capital De Trabajo', 'Capital Empleado', 'Razón De Liquidez (x)', 'Prueba Ácida (x)', 'Razón De Efectivo (x)', 'Coeficiente De Efectivo (x)', 'Relación De Flujo De Efectivo Operativo (x)', 'Modelo Z-Score de Altman', 'Relación Deuda/Activos Totales (%)', 'Relación Deuda/Capital (%)', 'Relación Deuda Largo Plazo/Capital Empleado (%)', 'Relación Activos/Patrimonio (%)', 'Tendencia De Los Ingresos Netos (%)', 'Tendencia De Los Ingresos Operacionales (%)', 'Tendencia De La Utilidad Bruta (%)', 'Tendencia De La Utilidad Operacional (%)', 'Tendencia De La Utilidad Neta (%)', 'Tendencia De Los Activos Totales (%)', 'Tendencia Del Valor Contable (%)', 'Tendencia Del Patrimonio Neto (%)', 'Razón Flujo De Caja Operativo/Ingresos (%)', 'Razón Flujo De Caja Operativo/Activos (%)', 'Razón Flujo De Caja Operativo/Patrimonio (%)', 'Razón Flujo De Caja Operativo/Utilidad Operacional (%)', 'Relación Efectivo/Total Activos (%)', 'Relación Cuentas Por Cobrar/Activos Totales (%)', 'Relación Inventario/Total Activos (%)', 'Relación Activo fijo/Total activo (%)', 'Relación Pasivo Corriente/Pasivo total (%)', 'Razón Salarios Y Prestaciones Laborales/ Ventas (%)', 'Relación Gastos Administrativos/Ventas (%)', 'Relación Depreciación Y Amortización/Ventas (%)', 'Relación Intereses Pagados/Ventas (%)', 'Relación Impuesto A La Renta/Ventas (%)', 'Descripción de la compañía / productos', 'Ciudad', 'Fecha de Incorporación', 'Número de empleados', 'Estatus Operacional', 'Ganancia operativa (EBIT)', 'Ganancia (Pérdida) Neta', 'Propiedad, planta y equipo', 'Activos Totales', 'Total de patrimonio', 'Pasivos Totales', 'Año Fiscal', 'CO-NIT', 'BIC NO BIC', 'Sector (NAICS)', 'Principales Actividades (NAICS)', 'Actividades Secundarias (NAICS)', 'Sector (EMIS Industries)', 'Principales Actividades (EMIS Industries)', 'Actividades Secundarias (EMIS Industries)', 'Códigos de Industria (Local)', 'Códigos de Actividades Principales (Local)', 'Códigos de Actividades Secundarias (Local)', 'Diferencia de impuestos debido a la consolidación', 'Ganancias después de impuestos', 'Ganancia de operaciones discontinuadas', 'Activos intangibles y valor llave', 'Efectivo o Equivalentes', 'Patrimonio neto atribuible a los propietarios de la controladora', 'Capital Suscrito', 'Acciones ordinarias', 'Acciones preferenciales', 'Prima de emisión', 'Resultados acumulados', 'Ganancia o Pérdida del Periodo', 'Flujo neto de efectivo por (utilizados en) actividades de explotación', 'Flujo neto de efectivo de (utilizadas en) actividades de inversión', 'Flujo neto de efectivo de (utilizados en) actividades de financiación', 'Aumento (disminución) neto en efectivo y equivalentes de efectivo', 'Efectivo al inicio del período', 'Ganancias (pérdidas) de intercambio de efectivo y equivalentes', 'Efectivo al final del período', 'CAPEX', 'Ingresos Por Acción (EPS)', 'Precio/Ingresos (P/E) (x)', 'Relación Capitalización Bursátil/Relación Precio-Ventas (x)', 'Relación Capitalización Bursátil/Utilidad Bruta (x)', 'Razón Capitalización De Mercado/Ebitda', 'Razón Capitalización Bursátil/Ebit (x)', 'Relación Capitalización Bursátil/Total Activos (x)', 'Razón Capitalización De Mercado/Patrimonio Neto', 'Razón Capitalización Bursátil/Valor Contable', 'Relación Capitalización Bursátil/Capital Empleado (x)', 'Relación Capitalización Bursátil/Flujo De Efectivo Operativo (x)', 'Relación Valor De Empresa/Ventas (x)', 'Relación Valor De Empresa/Ingresos Brutos (x)', 'Relación Valor De Empresa/Ebitda (x)', 'Relación Valor De Empresa/Ebit (x)', 'Relación Valor De Empresa/Total De Activo (x)', 'Relación Valor De Empresa/Capital Empleado (x)', 'Relación Valor De Empresa/Flujo De Efectivo Operativo (x)', 'Dividendo anual', 'Ingresos calculados', 'Acciones en Circulación', 'Capitalización de Mercado']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "id": "b784f416",
        "outputId": "9da47cbc-d488-4b88-e6ce-bd6d2a32634f"
      },
      "source": [
        "# Calculate and display descriptive statistics for numeric columns\n",
        "display(df_cleaned.describe())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "       seccion  Total Ingreso Operativo  \\\n",
              "count      0.0             7.358180e+05   \n",
              "mean       NaN             1.548318e+06   \n",
              "std        NaN             4.834376e+07   \n",
              "min        NaN            -1.997382e+07   \n",
              "25%        NaN             3.803500e+02   \n",
              "50%        NaN             1.699440e+03   \n",
              "75%        NaN             8.298685e+03   \n",
              "max        NaN             1.708811e+10   \n",
              "\n",
              "       Rendimiento Sobre Los Activos (ROA) (%)  \\\n",
              "count                             7.399090e+05   \n",
              "mean                              3.315609e+04   \n",
              "std                               3.607049e+07   \n",
              "min                              -3.615018e+09   \n",
              "25%                               1.100000e-01   \n",
              "50%                               3.380000e+00   \n",
              "75%                               1.003000e+01   \n",
              "max                               3.058761e+10   \n",
              "\n",
              "       Rendimiento Sobre Activos Anualizado (%)  \\\n",
              "count                              7.399090e+05   \n",
              "mean                               3.315609e+04   \n",
              "std                                3.607049e+07   \n",
              "min                               -3.615018e+09   \n",
              "25%                                1.100000e-01   \n",
              "50%                                3.380000e+00   \n",
              "75%                                1.003000e+01   \n",
              "max                                3.058761e+10   \n",
              "\n",
              "       Rendimiento Sobre El Patrimonio (ROE) (%)  \\\n",
              "count                               7.318370e+05   \n",
              "mean                                3.825234e+04   \n",
              "std                                 3.400840e+07   \n",
              "min                                -2.950800e+09   \n",
              "25%                                 3.200000e-01   \n",
              "50%                                 7.110000e+00   \n",
              "75%                                 2.099000e+01   \n",
              "max                                 2.879335e+10   \n",
              "\n",
              "       Rendimiento Sobre El Patrimonio Anualizado (%)  \\\n",
              "count                                    7.318370e+05   \n",
              "mean                                     3.825234e+04   \n",
              "std                                      3.400840e+07   \n",
              "min                                     -2.950800e+09   \n",
              "25%                                      3.200000e-01   \n",
              "50%                                      7.110000e+00   \n",
              "75%                                      2.099000e+01   \n",
              "max                                      2.879335e+10   \n",
              "\n",
              "       Rendimiento Sobre El Capital Empleado (%)  \\\n",
              "count                               7.382190e+05   \n",
              "mean                                2.088566e+03   \n",
              "std                                 5.501827e+06   \n",
              "min                                -2.949483e+09   \n",
              "25%                                 0.000000e+00   \n",
              "50%                                 6.630000e+00   \n",
              "75%                                 2.314000e+01   \n",
              "max                                 3.059294e+09   \n",
              "\n",
              "       Margen De Ganancia Bruta (%)  Margen Operacional (%)  Margen Neto (%)  \\\n",
              "count                  6.623430e+05            6.623430e+05     6.623430e+05   \n",
              "mean                  -3.718790e+05            2.784143e+06     2.647258e+06   \n",
              "std                    1.687200e+08            2.093392e+09     2.090001e+09   \n",
              "min                   -1.016148e+11           -1.053453e+11    -1.061137e+11   \n",
              "25%                    0.000000e+00            1.170000e+00     1.210000e+00   \n",
              "50%                    2.561000e+01            7.340000e+00     4.950000e+00   \n",
              "75%                    4.982000e+01            1.723000e+01     1.232000e+01   \n",
              "max                    9.993500e+02            1.689925e+12     1.689925e+12   \n",
              "\n",
              "       ...  Relación Valor De Empresa/Ingresos Brutos (x)  \\\n",
              "count  ...                                      15.000000   \n",
              "mean   ...                                     160.938667   \n",
              "std    ...                                     460.643673   \n",
              "min    ...                                       0.590000   \n",
              "25%    ...                                       2.790000   \n",
              "50%    ...                                       6.270000   \n",
              "75%    ...                                      15.355000   \n",
              "max    ...                                    1741.450000   \n",
              "\n",
              "       Relación Valor De Empresa/Ebitda (x)  \\\n",
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              "std                              185.934194   \n",
              "min                             -489.450000   \n",
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              "\n",
              "       Relación Valor De Empresa/Ebit (x)  \\\n",
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              "50%                              8.790000   \n",
              "75%                             11.145000   \n",
              "max                             30.500000   \n",
              "\n",
              "       Relación Valor De Empresa/Total De Activo (x)  \\\n",
              "count                                      15.000000   \n",
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              "std                                         0.315130   \n",
              "min                                         0.170000   \n",
              "25%                                         0.320000   \n",
              "50%                                         0.580000   \n",
              "75%                                         0.745000   \n",
              "max                                         1.370000   \n",
              "\n",
              "       Relación Valor De Empresa/Capital Empleado (x)  \\\n",
              "count                                       15.000000   \n",
              "mean                                         0.678667   \n",
              "std                                          0.328739   \n",
              "min                                          0.220000   \n",
              "25%                                          0.395000   \n",
              "50%                                          0.710000   \n",
              "75%                                          0.915000   \n",
              "max                                          1.390000   \n",
              "\n",
              "       Relación Valor De Empresa/Flujo De Efectivo Operativo (x)  \\\n",
              "count                                          15.000000           \n",
              "mean                                           28.292667           \n",
              "std                                            91.131074           \n",
              "min                                          -103.060000           \n",
              "25%                                             2.695000           \n",
              "50%                                             5.040000           \n",
              "75%                                            25.070000           \n",
              "max                                           320.330000           \n",
              "\n",
              "       Dividendo anual  Ingresos calculados  Acciones en Circulación  \\\n",
              "count        18.000000         1.700000e+01                      0.0   \n",
              "mean       3062.995556         3.351542e+06                      NaN   \n",
              "std       12588.704304         1.381252e+07                      NaN   \n",
              "min          10.000000         3.460000e+00                      NaN   \n",
              "25%          24.940000         9.240000e+00                      NaN   \n",
              "50%          52.935000         3.059000e+01                      NaN   \n",
              "75%          98.375000         2.849100e+02                      NaN   \n",
              "max       53503.000000         5.695200e+07                      NaN   \n",
              "\n",
              "       Capitalización de Mercado  \n",
              "count               1.022880e+05  \n",
              "mean                4.658197e+05  \n",
              "std                 8.389399e+07  \n",
              "min                 0.000000e+00  \n",
              "25%                 0.000000e+00  \n",
              "50%                 0.000000e+00  \n",
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              "      <th>seccion</th>\n",
              "      <th>Total Ingreso Operativo</th>\n",
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              "      <th>Rendimiento Sobre El Patrimonio (ROE) (%)</th>\n",
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              "      <td>7.318370e+05</td>\n",
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              "      <td>7.382190e+05</td>\n",
              "      <td>6.623430e+05</td>\n",
              "      <td>6.623430e+05</td>\n",
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              "      <td>1.700000e+01</td>\n",
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              "      <td>3.825234e+04</td>\n",
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              "      <td>2.088566e+03</td>\n",
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              "      <td>2.784143e+06</td>\n",
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              "      <td>0.590667</td>\n",
              "      <td>0.678667</td>\n",
              "      <td>28.292667</td>\n",
              "      <td>3062.995556</td>\n",
              "      <td>3.351542e+06</td>\n",
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              "      <td>3.400840e+07</td>\n",
              "      <td>3.400840e+07</td>\n",
              "      <td>5.501827e+06</td>\n",
              "      <td>1.687200e+08</td>\n",
              "      <td>2.093392e+09</td>\n",
              "      <td>2.090001e+09</td>\n",
              "      <td>...</td>\n",
              "      <td>460.643673</td>\n",
              "      <td>185.934194</td>\n",
              "      <td>140.504428</td>\n",
              "      <td>0.315130</td>\n",
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              "      <td>12588.704304</td>\n",
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              "      <td>-2.950800e+09</td>\n",
              "      <td>-2.949483e+09</td>\n",
              "      <td>-1.016148e+11</td>\n",
              "      <td>-1.053453e+11</td>\n",
              "      <td>-1.061137e+11</td>\n",
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              "      <td>3.460000e+00</td>\n",
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              "      <td>3.200000e-01</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>1.170000e+00</td>\n",
              "      <td>1.210000e+00</td>\n",
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              "      <td>2.790000</td>\n",
              "      <td>-59.995000</td>\n",
              "      <td>6.010000</td>\n",
              "      <td>0.320000</td>\n",
              "      <td>0.395000</td>\n",
              "      <td>2.695000</td>\n",
              "      <td>24.940000</td>\n",
              "      <td>9.240000e+00</td>\n",
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              "      <td>3.380000e+00</td>\n",
              "      <td>7.110000e+00</td>\n",
              "      <td>7.110000e+00</td>\n",
              "      <td>6.630000e+00</td>\n",
              "      <td>2.561000e+01</td>\n",
              "      <td>7.340000e+00</td>\n",
              "      <td>4.950000e+00</td>\n",
              "      <td>...</td>\n",
              "      <td>6.270000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>8.790000</td>\n",
              "      <td>0.580000</td>\n",
              "      <td>0.710000</td>\n",
              "      <td>5.040000</td>\n",
              "      <td>52.935000</td>\n",
              "      <td>3.059000e+01</td>\n",
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              "      <td>0.000000e+00</td>\n",
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              "      <td>1.003000e+01</td>\n",
              "      <td>1.003000e+01</td>\n",
              "      <td>2.099000e+01</td>\n",
              "      <td>2.099000e+01</td>\n",
              "      <td>2.314000e+01</td>\n",
              "      <td>4.982000e+01</td>\n",
              "      <td>1.723000e+01</td>\n",
              "      <td>1.232000e+01</td>\n",
              "      <td>...</td>\n",
              "      <td>15.355000</td>\n",
              "      <td>7.262500</td>\n",
              "      <td>11.145000</td>\n",
              "      <td>0.745000</td>\n",
              "      <td>0.915000</td>\n",
              "      <td>25.070000</td>\n",
              "      <td>98.375000</td>\n",
              "      <td>2.849100e+02</td>\n",
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              "      <td>3.058761e+10</td>\n",
              "      <td>3.058761e+10</td>\n",
              "      <td>2.879335e+10</td>\n",
              "      <td>2.879335e+10</td>\n",
              "      <td>3.059294e+09</td>\n",
              "      <td>9.993500e+02</td>\n",
              "      <td>1.689925e+12</td>\n",
              "      <td>1.689925e+12</td>\n",
              "      <td>...</td>\n",
              "      <td>1741.450000</td>\n",
              "      <td>25.970000</td>\n",
              "      <td>30.500000</td>\n",
              "      <td>1.370000</td>\n",
              "      <td>1.390000</td>\n",
              "      <td>320.330000</td>\n",
              "      <td>53503.000000</td>\n",
              "      <td>5.695200e+07</td>\n",
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              "      <td>2.171049e+10</td>\n",
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              "      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-c1568f88-b51a-4a7d-a71a-034dfe86384c 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": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bh7wCKzU6iKW",
        "outputId": "85179770-f65b-4f41-e9b9-860d61952d01"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#descargar el archivo en drive por partes para evitar crash, sin winsorizar\n",
        "\n",
        "# Ruta base para guardar los archivos\n",
        "ruta_base = '/content/drive/MyDrive/data frames/df_cleaned_part_'\n",
        "\n",
        "# Tamaño de cada fragmento\n",
        "chunk_size = 100000\n",
        "\n",
        "# Total de filas\n",
        "total_filas = df_cleaned.shape[0]\n",
        "\n",
        "# Guardar por partes\n",
        "for i in range(0, total_filas, chunk_size):\n",
        "    df_chunk = df_cleaned.iloc[i:i+chunk_size]\n",
        "    ruta_completa = f\"{ruta_base}{i//chunk_size + 1}.xlsx\"\n",
        "    df_chunk.to_excel(ruta_completa, index=False)\n",
        "    print(f\"Guardado: {ruta_completa} ({df_chunk.shape[0]} filas)\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 211
        },
        "id": "Qk3Y1jP47ETA",
        "outputId": "1218373e-2a91-4848-a6d6-fca915538c56",
        "collapsed": true
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "name 'df_cleaned' is not defined",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m/tmp/ipython-input-3980860914.py\u001b[0m in \u001b[0;36m<cell line: 0>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;31m# Total de filas\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mtotal_filas\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_cleaned\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0;31m# Guardar por partes\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'df_cleaned' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Cargar nuevamente desde drive data frame df cleaned\n",
        "\n",
        "import os\n",
        "\n",
        "# Ruta base donde están los archivos\n",
        "ruta_base = '/content/drive/MyDrive/data frames/'\n",
        "\n",
        "# Lista para almacenar los DataFrames\n",
        "dataframes = []\n",
        "\n",
        "# Leer los 8 archivos\n",
        "for i in range(1, 9):\n",
        "    ruta_archivo = os.path.join(ruta_base, f'df_cleaned_part_{i}.xlsx')\n",
        "    df = pd.read_excel(ruta_archivo)\n",
        "    dataframes.append(df)\n",
        "    print(f\"Cargado: {ruta_archivo} ({df.shape[0]} filas)\")\n",
        "\n",
        "# Combinar todos los DataFrames\n",
        "df_completo = pd.concat(dataframes, ignore_index=True)\n",
        "print(f\"\\n✅ DataFrame combinado: {df_completo.shape}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xzRbgnnYnz8L",
        "outputId": "9150b684-a151-484a-aa34-50668cccf03e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cargado: /content/drive/MyDrive/data frames/df_cleaned_part_1.xlsx (100000 filas)\n",
            "Cargado: /content/drive/MyDrive/data frames/df_cleaned_part_2.xlsx (100000 filas)\n",
            "Cargado: /content/drive/MyDrive/data frames/df_cleaned_part_3.xlsx (100000 filas)\n",
            "Cargado: /content/drive/MyDrive/data frames/df_cleaned_part_4.xlsx (100000 filas)\n",
            "Cargado: /content/drive/MyDrive/data frames/df_cleaned_part_5.xlsx (100000 filas)\n",
            "Cargado: /content/drive/MyDrive/data frames/df_cleaned_part_6.xlsx (100000 filas)\n",
            "Cargado: /content/drive/MyDrive/data frames/df_cleaned_part_7.xlsx (100000 filas)\n",
            "Cargado: /content/drive/MyDrive/data frames/df_cleaned_part_8.xlsx (39918 filas)\n",
            "\n",
            "✅ DataFrame combinado: (739918, 123)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Calcular estadísticas descriptivas del DataFrame completo sin normalizar, winsorizar e imputar\n",
        "estadisticas_completo = df_completo.describe()\n",
        "\n",
        "# Ruta para guardar el archivo en Google Drive\n",
        "ruta_salida_completo = '/content/drive/MyDrive/data frames/estadisticas_descriptivas_completo.xlsx'\n",
        "\n",
        "# Guardar en Excel\n",
        "estadisticas_completo.to_excel(ruta_salida_completo)\n",
        "\n",
        "print(f\"✅ Archivo guardado en: {ruta_salida_completo}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i095QGY7g_6T",
        "outputId": "3adc2f9f-3a9f-4d54-e93c-d8e9d97fc94d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Archivo guardado en: /content/drive/MyDrive/data frames/estadisticas_descriptivas_completo.xlsx\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Seleccionar columnas numéricas\n",
        "#columnas_numericas = df_completo.select_dtypes(include='number').columns\n",
        "\n",
        "# Filtrar columnas con al menos 30 valores no nulos\n",
        "#columnas_candidatas = [col for col in columnas_numericas if df_completo[col].notnull().sum() > 30]\n",
        "\n",
        "# Crear DataFrame con esas columnas\n",
        "#df_numericas = df_completo[columnas_candidatas]\n",
        "\n",
        "# Mostrar lista\n",
        "#print(\"Columnas numéricas que serían winsorizadas (≥30 datos no nulos):\")\n",
        "#for col in columnas_candidatas:\n",
        "    #print(f\"- {col}\")\n",
        "\n",
        "    # Seleccionar columnas numéricas de todo el DataFrame\n",
        "columnas_numericas = df_completo.select_dtypes(include='number').columns\n",
        "\n",
        "# Crear DataFrame solo con esas columnas numéricas\n",
        "df_numericas = df_completo[columnas_numericas]\n",
        "\n",
        "# Mostrar lista de columnas numéricas seleccionadas\n",
        "print(\"Columnas numéricas seleccionadas:\")\n",
        "for col in columnas_numericas:\n",
        "    print(f\"- {col}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "Z_u5XQAIKdt6",
        "outputId": "99bf633a-9848-450c-a411-528ac7efa222"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Columnas numéricas seleccionadas:\n",
            "- Total Ingreso Operativo\n",
            "- Rendimiento Sobre Los Activos (ROA) (%)\n",
            "- Rendimiento Sobre Activos Anualizado (%)\n",
            "- Rendimiento Sobre El Patrimonio (ROE) (%)\n",
            "- Rendimiento Sobre El Patrimonio Anualizado (%)\n",
            "- Rendimiento Sobre El Capital Empleado (%)\n",
            "- Margen De Ganancia Bruta (%)\n",
            "- Margen Operacional (%)\n",
            "- Margen Neto (%)\n",
            "- ROA Operativo (%)\n",
            "- Rotación Del Activo Corriente (x)\n",
            "- Rotación De Activos (x)\n",
            "- Rotación Del Capital De Trabajo (x)\n",
            "- Proporción De Exportación (%)\n",
            "- Valor Contable\n",
            "- Efectivo Neto\n",
            "- Deuda\n",
            "- Deuda A Largo Plazo\n",
            "- Deuda A Corto Plazo\n",
            "- Deuda Neta\n",
            "- Capital De Trabajo\n",
            "- Capital Empleado\n",
            "- Razón De Liquidez (x)\n",
            "- Prueba Ácida (x)\n",
            "- Razón De Efectivo (x)\n",
            "- Coeficiente De Efectivo (x)\n",
            "- Relación De Flujo De Efectivo Operativo (x)\n",
            "- Modelo Z-Score de Altman\n",
            "- Relación Deuda/Activos Totales (%)\n",
            "- Relación Deuda/Capital (%)\n",
            "- Relación Deuda Largo Plazo/Capital Empleado (%)\n",
            "- Relación Activos/Patrimonio (%)\n",
            "- Tendencia De Los Ingresos Netos (%)\n",
            "- Tendencia De Los Ingresos Operacionales (%)\n",
            "- Tendencia De La Utilidad Bruta (%)\n",
            "- Tendencia De La Utilidad Operacional (%)\n",
            "- Tendencia De La Utilidad Neta (%)\n",
            "- Tendencia De Los Activos Totales (%)\n",
            "- Tendencia Del Valor Contable (%)\n",
            "- Tendencia Del Patrimonio Neto (%)\n",
            "- Razón Flujo De Caja Operativo/Ingresos (%)\n",
            "- Razón Flujo De Caja Operativo/Activos (%)\n",
            "- Razón Flujo De Caja Operativo/Patrimonio (%)\n",
            "- Razón Flujo De Caja Operativo/Utilidad Operacional (%)\n",
            "- Relación Efectivo/Total Activos (%)\n",
            "- Relación Cuentas Por Cobrar/Activos Totales (%)\n",
            "- Relación Inventario/Total Activos (%)\n",
            "- Relación Activo fijo/Total activo (%)\n",
            "- Relación Pasivo Corriente/Pasivo total (%)\n",
            "- Razón Salarios Y Prestaciones Laborales/ Ventas (%)\n",
            "- Relación Gastos Administrativos/Ventas (%)\n",
            "- Relación Depreciación Y Amortización/Ventas (%)\n",
            "- Relación Intereses Pagados/Ventas (%)\n",
            "- Relación Impuesto A La Renta/Ventas (%)\n",
            "- Ganancia operativa (EBIT)\n",
            "- Ganancia (Pérdida) Neta\n",
            "- Propiedad, planta y equipo\n",
            "- Activos Totales\n",
            "- Total de patrimonio\n",
            "- Pasivos Totales\n",
            "- Año Fiscal\n",
            "- Diferencia de impuestos debido a la consolidación\n",
            "- Ganancias después de impuestos\n",
            "- Ganancia de operaciones discontinuadas\n",
            "- Activos intangibles y valor llave\n",
            "- Efectivo o Equivalentes\n",
            "- Patrimonio neto atribuible a los propietarios de la controladora\n",
            "- Capital Suscrito\n",
            "- Acciones ordinarias\n",
            "- Acciones preferenciales\n",
            "- Prima de emisión\n",
            "- Resultados acumulados\n",
            "- Ganancia o Pérdida del Periodo\n",
            "- Flujo neto de efectivo por (utilizados en) actividades de explotación\n",
            "- Flujo neto de efectivo de (utilizadas en) actividades de inversión\n",
            "- Flujo neto de efectivo de (utilizados en) actividades de financiación\n",
            "- Aumento (disminución) neto en efectivo y equivalentes de efectivo\n",
            "- Efectivo al inicio del período\n",
            "- Ganancias (pérdidas) de intercambio de efectivo y equivalentes\n",
            "- Efectivo al final del período\n",
            "- CAPEX\n",
            "- Ingresos Por Acción (EPS)\n",
            "- Precio/Ingresos (P/E) (x)\n",
            "- Relación Capitalización Bursátil/Relación Precio-Ventas (x)\n",
            "- Relación Capitalización Bursátil/Utilidad Bruta (x)\n",
            "- Razón Capitalización De Mercado/Ebitda\n",
            "- Razón Capitalización Bursátil/Ebit (x)\n",
            "- Relación Capitalización Bursátil/Total Activos (x)\n",
            "- Razón Capitalización De Mercado/Patrimonio Neto\n",
            "- Razón Capitalización Bursátil/Valor Contable\n",
            "- Relación Capitalización Bursátil/Capital Empleado (x)\n",
            "- Relación Capitalización Bursátil/Flujo De Efectivo Operativo (x)\n",
            "- Relación Valor De Empresa/Ventas (x)\n",
            "- Relación Valor De Empresa/Ingresos Brutos (x)\n",
            "- Relación Valor De Empresa/Ebitda (x)\n",
            "- Relación Valor De Empresa/Ebit (x)\n",
            "- Relación Valor De Empresa/Total De Activo (x)\n",
            "- Relación Valor De Empresa/Capital Empleado (x)\n",
            "- Relación Valor De Empresa/Flujo De Efectivo Operativo (x)\n",
            "- Dividendo anual\n",
            "- Ingresos calculados\n",
            "- Acciones en Circulación\n",
            "- Capitalización de Mercado\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Crear copia del DataFrame original\n",
        "df_winsorized = df_completo\n",
        "\n",
        "# Seleccionar columnas numéricas con al menos 30 datos no nulos\n",
        "columnas_candidatas = df_numericas.columns\n",
        "\n",
        "# Aplicar winsorización por percentil 5 y 95\n",
        "for col in columnas_candidatas:\n",
        "    serie = df_completo[col]\n",
        "    p5 = serie.quantile(0.05)\n",
        "    p95 = serie.quantile(0.95)\n",
        "    df_winsorized[col] = serie.clip(lower=p5, upper=p95)\n",
        "\n",
        "# Mostrar estadísticas descriptivas de las columnas tratadas\n",
        "print(\"📊 Estadísticas descriptivas después de la winsorización (5%–95%):\")\n",
        "display(df_winsorized[columnas_candidatas].describe())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "Xwvvw5W-K0QN",
        "outputId": "dd39fbfc-815e-496e-a50a-a23b8c6500df"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "📊 Estadísticas descriptivas después de la winsorización (5%–95%):\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "       Total Ingreso Operativo  Rendimiento Sobre Los Activos (ROA) (%)  \\\n",
              "count             7.358180e+05                            739909.000000   \n",
              "mean              1.491313e+05                                 6.732099   \n",
              "std               4.531533e+05                                 9.249824   \n",
              "min               0.000000e+00                                -3.980000   \n",
              "25%               3.803500e+02                                 0.110000   \n",
              "50%               1.699440e+03                                 3.380000   \n",
              "75%               8.298685e+03                                10.030000   \n",
              "max               1.872547e+06                                32.220000   \n",
              "\n",
              "       Rendimiento Sobre Activos Anualizado (%)  \\\n",
              "count                             739909.000000   \n",
              "mean                                   6.732099   \n",
              "std                                    9.249824   \n",
              "min                                   -3.980000   \n",
              "25%                                    0.110000   \n",
              "50%                                    3.380000   \n",
              "75%                                   10.030000   \n",
              "max                                   32.220000   \n",
              "\n",
              "       Rendimiento Sobre El Patrimonio (ROE) (%)  \\\n",
              "count                              731837.000000   \n",
              "mean                                   13.935717   \n",
              "std                                    19.142135   \n",
              "min                                    -9.290000   \n",
              "25%                                     0.320000   \n",
              "50%                                     7.110000   \n",
              "75%                                    20.990000   \n",
              "max                                    66.090000   \n",
              "\n",
              "       Rendimiento Sobre El Patrimonio Anualizado (%)  \\\n",
              "count                                   731837.000000   \n",
              "mean                                        13.935717   \n",
              "std                                         19.142135   \n",
              "min                                         -9.290000   \n",
              "25%                                          0.320000   \n",
              "50%                                          7.110000   \n",
              "75%                                         20.990000   \n",
              "max                                         66.090000   \n",
              "\n",
              "       Rendimiento Sobre El Capital Empleado (%)  \\\n",
              "count                              738219.000000   \n",
              "mean                                   15.502400   \n",
              "std                                    22.270811   \n",
              "min                                    -8.841000   \n",
              "25%                                     0.000000   \n",
              "50%                                     6.630000   \n",
              "75%                                    23.140000   \n",
              "max                                    77.480000   \n",
              "\n",
              "       Margen De Ganancia Bruta (%)  Margen Operacional (%)  Margen Neto (%)  \\\n",
              "count                 662343.000000           662343.000000    662343.000000   \n",
              "mean                      32.750130               12.049674        10.242674   \n",
              "std                       31.385782               19.795990        17.062681   \n",
              "min                        0.000000              -23.920000       -12.829000   \n",
              "25%                        0.000000                1.170000         1.210000   \n",
              "50%                       25.610000                7.340000         4.950000   \n",
              "75%                       49.820000               17.230000        12.320000   \n",
              "max                      100.000000               67.130000        63.590000   \n",
              "\n",
              "       ROA Operativo (%)  ...  Relación Valor De Empresa/Ingresos Brutos (x)  \\\n",
              "count      739909.000000  ...                                      15.000000   \n",
              "mean            9.152994  ...                                     106.315333   \n",
              "std            12.687789  ...                                     268.080980   \n",
              "min            -6.020000  ...                                       1.213000   \n",
              "25%             0.000000  ...                                       2.790000   \n",
              "50%             4.490000  ...                                       6.270000   \n",
              "75%            14.230000  ...                                      15.355000   \n",
              "max            43.350000  ...                                     921.477000   \n",
              "\n",
              "       Relación Valor De Empresa/Ebitda (x)  \\\n",
              "count                              8.000000   \n",
              "mean                             -75.567062   \n",
              "std                              159.482147   \n",
              "min                             -403.910000   \n",
              "25%                              -59.995000   \n",
              "50%                                4.130000   \n",
              "75%                                7.262500   \n",
              "max                               19.603500   \n",
              "\n",
              "       Relación Valor De Empresa/Ebit (x)  \\\n",
              "count                           15.000000   \n",
              "mean                           -26.939733   \n",
              "std                            102.489607   \n",
              "min                           -313.842000   \n",
              "25%                              6.010000   \n",
              "50%                              8.790000   \n",
              "75%                             11.145000   \n",
              "max                             27.826000   \n",
              "\n",
              "       Relación Valor De Empresa/Total De Activo (x)  \\\n",
              "count                                      15.000000   \n",
              "mean                                        0.570133   \n",
              "std                                         0.258950   \n",
              "min                                         0.205000   \n",
              "25%                                         0.320000   \n",
              "50%                                         0.580000   \n",
              "75%                                         0.745000   \n",
              "max                                         1.027000   \n",
              "\n",
              "       Relación Valor De Empresa/Capital Empleado (x)  \\\n",
              "count                                       15.000000   \n",
              "mean                                         0.660933   \n",
              "std                                          0.285326   \n",
              "min                                          0.255000   \n",
              "25%                                          0.395000   \n",
              "50%                                          0.710000   \n",
              "75%                                          0.915000   \n",
              "max                                          1.089000   \n",
              "\n",
              "       Relación Valor De Empresa/Flujo De Efectivo Operativo (x)  \\\n",
              "count                                          15.000000           \n",
              "mean                                           21.626333           \n",
              "std                                            52.510211           \n",
              "min                                           -50.217000           \n",
              "25%                                             2.695000           \n",
              "50%                                             5.040000           \n",
              "75%                                            25.070000           \n",
              "max                                           167.492000           \n",
              "\n",
              "       Dividendo anual  Ingresos calculados  Acciones en Circulación  \\\n",
              "count        18.000000         1.700000e+01                      0.0   \n",
              "mean        554.315472         6.721252e+05                      NaN   \n",
              "std        1946.796870         2.765006e+06                      NaN   \n",
              "min          15.661000         3.804000e+00                      NaN   \n",
              "25%          24.940000         9.240000e+00                      NaN   \n",
              "50%          52.935000         3.059000e+01                      NaN   \n",
              "75%          98.375000         2.849100e+02                      NaN   \n",
              "max        8341.097500         1.140191e+07                      NaN   \n",
              "\n",
              "       Capitalización de Mercado  \n",
              "count                   102288.0  \n",
              "mean                         0.0  \n",
              "std                          0.0  \n",
              "min                          0.0  \n",
              "25%                          0.0  \n",
              "50%                          0.0  \n",
              "75%                          0.0  \n",
              "max                          0.0  \n",
              "\n",
              "[8 rows x 103 columns]"
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Total Ingreso Operativo</th>\n",
              "      <th>Rendimiento Sobre Los Activos (ROA) (%)</th>\n",
              "      <th>Rendimiento Sobre Activos Anualizado (%)</th>\n",
              "      <th>Rendimiento Sobre El Patrimonio (ROE) (%)</th>\n",
              "      <th>Rendimiento Sobre El Patrimonio Anualizado (%)</th>\n",
              "      <th>Rendimiento Sobre El Capital Empleado (%)</th>\n",
              "      <th>Margen De Ganancia Bruta (%)</th>\n",
              "      <th>Margen Operacional (%)</th>\n",
              "      <th>Margen Neto (%)</th>\n",
              "      <th>ROA Operativo (%)</th>\n",
              "      <th>...</th>\n",
              "      <th>Relación Valor De Empresa/Ingresos Brutos (x)</th>\n",
              "      <th>Relación Valor De Empresa/Ebitda (x)</th>\n",
              "      <th>Relación Valor De Empresa/Ebit (x)</th>\n",
              "      <th>Relación Valor De Empresa/Total De Activo (x)</th>\n",
              "      <th>Relación Valor De Empresa/Capital Empleado (x)</th>\n",
              "      <th>Relación Valor De Empresa/Flujo De Efectivo Operativo (x)</th>\n",
              "      <th>Dividendo anual</th>\n",
              "      <th>Ingresos calculados</th>\n",
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              "      <th>Capitalización de Mercado</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>7.358180e+05</td>\n",
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              "      <td>739909.000000</td>\n",
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              "      <td>731837.000000</td>\n",
              "      <td>738219.000000</td>\n",
              "      <td>662343.000000</td>\n",
              "      <td>662343.000000</td>\n",
              "      <td>662343.000000</td>\n",
              "      <td>739909.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>1.700000e+01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>102288.0</td>\n",
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              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>1.491313e+05</td>\n",
              "      <td>6.732099</td>\n",
              "      <td>6.732099</td>\n",
              "      <td>13.935717</td>\n",
              "      <td>13.935717</td>\n",
              "      <td>15.502400</td>\n",
              "      <td>32.750130</td>\n",
              "      <td>12.049674</td>\n",
              "      <td>10.242674</td>\n",
              "      <td>9.152994</td>\n",
              "      <td>...</td>\n",
              "      <td>106.315333</td>\n",
              "      <td>-75.567062</td>\n",
              "      <td>-26.939733</td>\n",
              "      <td>0.570133</td>\n",
              "      <td>0.660933</td>\n",
              "      <td>21.626333</td>\n",
              "      <td>554.315472</td>\n",
              "      <td>6.721252e+05</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>4.531533e+05</td>\n",
              "      <td>9.249824</td>\n",
              "      <td>9.249824</td>\n",
              "      <td>19.142135</td>\n",
              "      <td>19.142135</td>\n",
              "      <td>22.270811</td>\n",
              "      <td>31.385782</td>\n",
              "      <td>19.795990</td>\n",
              "      <td>17.062681</td>\n",
              "      <td>12.687789</td>\n",
              "      <td>...</td>\n",
              "      <td>268.080980</td>\n",
              "      <td>159.482147</td>\n",
              "      <td>102.489607</td>\n",
              "      <td>0.258950</td>\n",
              "      <td>0.285326</td>\n",
              "      <td>52.510211</td>\n",
              "      <td>1946.796870</td>\n",
              "      <td>2.765006e+06</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.000000e+00</td>\n",
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              "      <td>-3.980000</td>\n",
              "      <td>-9.290000</td>\n",
              "      <td>-9.290000</td>\n",
              "      <td>-8.841000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-23.920000</td>\n",
              "      <td>-12.829000</td>\n",
              "      <td>-6.020000</td>\n",
              "      <td>...</td>\n",
              "      <td>1.213000</td>\n",
              "      <td>-403.910000</td>\n",
              "      <td>-313.842000</td>\n",
              "      <td>0.205000</td>\n",
              "      <td>0.255000</td>\n",
              "      <td>-50.217000</td>\n",
              "      <td>15.661000</td>\n",
              "      <td>3.804000e+00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>3.803500e+02</td>\n",
              "      <td>0.110000</td>\n",
              "      <td>0.110000</td>\n",
              "      <td>0.320000</td>\n",
              "      <td>0.320000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.170000</td>\n",
              "      <td>1.210000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>2.790000</td>\n",
              "      <td>-59.995000</td>\n",
              "      <td>6.010000</td>\n",
              "      <td>0.320000</td>\n",
              "      <td>0.395000</td>\n",
              "      <td>2.695000</td>\n",
              "      <td>24.940000</td>\n",
              "      <td>9.240000e+00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>1.699440e+03</td>\n",
              "      <td>3.380000</td>\n",
              "      <td>3.380000</td>\n",
              "      <td>7.110000</td>\n",
              "      <td>7.110000</td>\n",
              "      <td>6.630000</td>\n",
              "      <td>25.610000</td>\n",
              "      <td>7.340000</td>\n",
              "      <td>4.950000</td>\n",
              "      <td>4.490000</td>\n",
              "      <td>...</td>\n",
              "      <td>6.270000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>8.790000</td>\n",
              "      <td>0.580000</td>\n",
              "      <td>0.710000</td>\n",
              "      <td>5.040000</td>\n",
              "      <td>52.935000</td>\n",
              "      <td>3.059000e+01</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>8.298685e+03</td>\n",
              "      <td>10.030000</td>\n",
              "      <td>10.030000</td>\n",
              "      <td>20.990000</td>\n",
              "      <td>20.990000</td>\n",
              "      <td>23.140000</td>\n",
              "      <td>49.820000</td>\n",
              "      <td>17.230000</td>\n",
              "      <td>12.320000</td>\n",
              "      <td>14.230000</td>\n",
              "      <td>...</td>\n",
              "      <td>15.355000</td>\n",
              "      <td>7.262500</td>\n",
              "      <td>11.145000</td>\n",
              "      <td>0.745000</td>\n",
              "      <td>0.915000</td>\n",
              "      <td>25.070000</td>\n",
              "      <td>98.375000</td>\n",
              "      <td>2.849100e+02</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>1.872547e+06</td>\n",
              "      <td>32.220000</td>\n",
              "      <td>32.220000</td>\n",
              "      <td>66.090000</td>\n",
              "      <td>66.090000</td>\n",
              "      <td>77.480000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>67.130000</td>\n",
              "      <td>63.590000</td>\n",
              "      <td>43.350000</td>\n",
              "      <td>...</td>\n",
              "      <td>921.477000</td>\n",
              "      <td>19.603500</td>\n",
              "      <td>27.826000</td>\n",
              "      <td>1.027000</td>\n",
              "      <td>1.089000</td>\n",
              "      <td>167.492000</td>\n",
              "      <td>8341.097500</td>\n",
              "      <td>1.140191e+07</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>8 rows × 103 columns</p>\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Matriz de correlación para variables financiera (total)\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Filtrar columnas numéricas del DataFrame winsorizado\n",
        "variables_financieras = df_winsorized.select_dtypes(include='number')\n",
        "\n",
        "# Calcular matriz de correlación\n",
        "correlacion = variables_financieras.corr()\n",
        "\n",
        "# Visualizar con mapa de calor\n",
        "plt.figure(figsize=(15, 12))\n",
        "sns.heatmap(correlacion, cmap='coolwarm', annot=False, fmt=\".2f\", linewidths=0.5)\n",
        "plt.title(\"🔗 Matriz de Correlación - Variables Financieras\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "JR4ACnIMLm_b",
        "outputId": "0fe765cc-1d81-4be0-d3db-6a46d94e679a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128279 (\\N{LINK SYMBOL}) missing from font(s) DejaVu Sans.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1200 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "# Seleccionar solo columnas numéricas\n",
        "variables_financieras = df_winsorized.select_dtypes(include='number')\n",
        "\n",
        "# Calcular matriz de correlación\n",
        "correlacion = variables_financieras.corr()\n",
        "\n",
        "# Crear máscara para filtrar correlaciones fuertes\n",
        "correlacion_filtrada = correlacion.copy()\n",
        "correlacion_filtrada[np.abs(correlacion_filtrada) < 0.6] = np.nan  # Ocultar correlaciones débiles\n",
        "\n",
        "# Visualizar mapa de calor filtrado\n",
        "plt.figure(figsize=(18, 14))\n",
        "sns.heatmap(correlacion_filtrada, cmap='coolwarm', annot=True, fmt=\".2f\", linewidths=0.5, mask=correlacion_filtrada.isnull())\n",
        "plt.title(\"🔗 Matriz de Correlación Filtrada (|r| ≥ 0.6)\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "fcEw_1KePZrB",
        "outputId": "a4ab6ba8-7f85-456c-ca54-db697607f636",
        "collapsed": true
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128279 (\\N{LINK SYMBOL}) missing from font(s) DejaVu Sans.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x1400 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Definir grupos temáticos mapa de calor\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Estilo general más limpio\n",
        "sns.set(style=\"white\", font_scale=1.1)\n",
        "\n",
        "# Función mejorada para graficar cada grupo\n",
        "def graficar_correlacion_segmentada(grupo, titulo):\n",
        "    matriz = df_winsorized[grupo].corr()\n",
        "\n",
        "    plt.figure(figsize=(9, 7))\n",
        "    ax = sns.heatmap(\n",
        "        matriz,\n",
        "       cmap='coolwarm',       # Paleta azul-rojo\n",
        "        annot=True,\n",
        "        fmt=\".2f\",\n",
        "        linewidths=0.8,\n",
        "        linecolor='gray',\n",
        "        square=True,\n",
        "        cbar_kws={\"shrink\": 0.8, \"label\": \"Coeficiente de correlación\"}\n",
        "    )\n",
        "\n",
        "    # Personalización estética\n",
        "    ax.set_title(f\"🔍 Correlación - {titulo}\", fontsize=14, weight='bold', pad=15)\n",
        "    plt.xticks(rotation=45, ha='right')\n",
        "    plt.yticks(rotation=0)\n",
        "    sns.despine(left=True, bottom=True)\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n",
        "\n",
        "# Grupos temáticos\n",
        "grupo_rentabilidad = [\n",
        "    'ROA Operativo (%)', 'Rendimiento Sobre El Patrimonio (ROE) (%)',\n",
        "    'Margen Neto (%)', 'Margen Operacional (%)', 'Ganancia operativa (EBIT)'\n",
        "]\n",
        "\n",
        "grupo_liquidez = [\n",
        "    'Razón De Liquidez (x)', 'Prueba Ácida (x)', 'Razón De Efectivo (x)',\n",
        "    'Capital De Trabajo', 'Efectivo o Equivalentes'\n",
        "]\n",
        "\n",
        "grupo_estructura_capital = [\n",
        "    'Deuda', 'Deuda Neta', 'Relación Deuda/Activos Totales (%)',\n",
        "    'Relación Deuda/Capital (%)', 'Total de patrimonio'\n",
        "]\n",
        "\n",
        "# Graficar cada segmento con estilo refinado\n",
        "graficar_correlacion_segmentada(grupo_rentabilidad, \"Indicadores de Rentabilidad\")\n",
        "graficar_correlacion_segmentada(grupo_liquidez, \"Indicadores de Liquidez\")\n",
        "graficar_correlacion_segmentada(grupo_estructura_capital, \"Estructura de Capital\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "FKlH8peFPnJj",
        "outputId": "880e48b9-ffd6-4c51-f2da-dbd45365b8aa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-877274628.py:29: UserWarning: Glyph 128269 (\\N{LEFT-POINTING MAGNIFYING GLASS}) missing from font(s) DejaVu Sans.\n",
            "  plt.tight_layout()\n",
            "/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128269 (\\N{LEFT-POINTING MAGNIFYING GLASS}) missing from font(s) DejaVu Sans.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 900x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-877274628.py:29: UserWarning: Glyph 128269 (\\N{LEFT-POINTING MAGNIFYING GLASS}) missing from font(s) DejaVu Sans.\n",
            "  plt.tight_layout()\n",
            "/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128269 (\\N{LEFT-POINTING MAGNIFYING GLASS}) missing from font(s) DejaVu Sans.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 900x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-877274628.py:29: UserWarning: Glyph 128269 (\\N{LEFT-POINTING MAGNIFYING GLASS}) missing from font(s) DejaVu Sans.\n",
            "  plt.tight_layout()\n",
            "/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128269 (\\N{LEFT-POINTING MAGNIFYING GLASS}) missing from font(s) DejaVu Sans.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 900x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Código para generar tabla de correlaciones más alta\n",
        "\n",
        "import pandas as pd\n",
        "\n",
        "# Calcular matriz de correlación\n",
        "correlacion = df_winsorized.select_dtypes(include='number').corr()\n",
        "\n",
        "# Convertir a formato largo (stacked)\n",
        "correlacion_larga = correlacion.stack().reset_index()\n",
        "correlacion_larga.columns = ['Variable 1', 'Variable 2', 'Correlación']\n",
        "\n",
        "# Eliminar duplicados y autocorrelaciones\n",
        "correlacion_larga = correlacion_larga[correlacion_larga['Variable 1'] != correlacion_larga['Variable 2']]\n",
        "correlacion_larga['Abs'] = correlacion_larga['Correlación'].abs()\n",
        "correlacion_larga = correlacion_larga.drop_duplicates(subset=['Abs'])\n",
        "\n",
        "# Ordenar por magnitud de correlación\n",
        "top_correlaciones = correlacion_larga.sort_values(by='Abs', ascending=False)\n",
        "\n",
        "# Mostrar las 30 más fuertes\n",
        "top_correlaciones.head(30)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 990
        },
        "id": "DsXa28WnQXlp",
        "outputId": "e2bd92dd-e954-4aea-ebd0-0b6cee84bcd7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                             Variable 1  \\\n",
              "95              Rendimiento Sobre Los Activos (ROA) (%)   \n",
              "6831  Relación Capitalización Bursátil/Relación Prec...   \n",
              "2663    Relación Deuda Largo Plazo/Capital Empleado (%)   \n",
              "2287        Relación De Flujo De Efectivo Operativo (x)   \n",
              "720                              Margen Operacional (%)   \n",
              "7715               Relación Valor De Empresa/Ebitda (x)   \n",
              "6913  Relación Capitalización Bursátil/Utilidad Brut...   \n",
              "6982             Razón Capitalización De Mercado/Ebitda   \n",
              "2060                              Razón De Efectivo (x)   \n",
              "2673    Relación Deuda Largo Plazo/Capital Empleado (%)   \n",
              "730                              Margen Operacional (%)   \n",
              "7071             Razón Capitalización Bursátil/Ebit (x)   \n",
              "6990             Razón Capitalización De Mercado/Ebitda   \n",
              "7072             Razón Capitalización Bursátil/Ebit (x)   \n",
              "5710                                Acciones ordinarias   \n",
              "6991             Razón Capitalización De Mercado/Ebitda   \n",
              "76                              Total Ingreso Operativo   \n",
              "85                              Total Ingreso Operativo   \n",
              "1870                              Razón De Liquidez (x)   \n",
              "532           Rendimiento Sobre El Capital Empleado (%)   \n",
              "4912                         Propiedad, planta y equipo   \n",
              "7480  Relación Capitalización Bursátil/Flujo De Efec...   \n",
              "4903                         Propiedad, planta y equipo   \n",
              "542           Rendimiento Sobre El Capital Empleado (%)   \n",
              "7148  Relación Capitalización Bursátil/Total Activos...   \n",
              "3390                   Tendencia Del Valor Contable (%)   \n",
              "1349                                      Efectivo Neto   \n",
              "5561  Patrimonio neto atribuible a los propietarios ...   \n",
              "824                                     Margen Neto (%)   \n",
              "1830                                   Capital Empleado   \n",
              "\n",
              "                                             Variable 2  Correlación       Abs  \n",
              "95             Rendimiento Sobre Activos Anualizado (%)     1.000000  1.000000  \n",
              "6831               Relación Valor De Empresa/Ventas (x)     0.999991  0.999991  \n",
              "2663                                Acciones ordinarias    -0.999929  0.999929  \n",
              "2287                                Acciones ordinarias    -0.999929  0.999929  \n",
              "720                                 Acciones ordinarias    -0.999929  0.999929  \n",
              "7715                 Relación Valor De Empresa/Ebit (x)     0.999875  0.999875  \n",
              "6913      Relación Valor De Empresa/Ingresos Brutos (x)     0.999828  0.999828  \n",
              "6982             Razón Capitalización Bursátil/Ebit (x)     0.999827  0.999827  \n",
              "2060                        Coeficiente De Efectivo (x)     0.999789  0.999789  \n",
              "2673                                              CAPEX    -0.999660  0.999660  \n",
              "730                                               CAPEX    -0.999660  0.999660  \n",
              "7071               Relación Valor De Empresa/Ebitda (x)     0.999613  0.999613  \n",
              "6990               Relación Valor De Empresa/Ebitda (x)     0.999607  0.999607  \n",
              "7072                 Relación Valor De Empresa/Ebit (x)     0.999503  0.999503  \n",
              "5710                                              CAPEX     0.999332  0.999332  \n",
              "6991                 Relación Valor De Empresa/Ebit (x)     0.999302  0.999302  \n",
              "76    Relación Capitalización Bursátil/Relación Prec...    -0.998093  0.998093  \n",
              "85                 Relación Valor De Empresa/Ventas (x)    -0.997838  0.997838  \n",
              "1870                                   Prueba Ácida (x)     0.993342  0.993342  \n",
              "532                                 Acciones ordinarias    -0.990784  0.990784  \n",
              "4912      Relación Valor De Empresa/Ingresos Brutos (x)    -0.989000  0.989000  \n",
              "7480  Relación Valor De Empresa/Flujo De Efectivo Op...     0.988426  0.988426  \n",
              "4903  Relación Capitalización Bursátil/Utilidad Brut...    -0.986210  0.986210  \n",
              "542                                               CAPEX    -0.985389  0.985389  \n",
              "7148  Relación Capitalización Bursátil/Capital Emple...     0.984570  0.984570  \n",
              "3390                  Tendencia Del Patrimonio Neto (%)     0.981915  0.981915  \n",
              "1349                                    Pasivos Totales    -0.977567  0.977567  \n",
              "5561                                Ingresos calculados    -0.977345  0.977345  \n",
              "824                                               CAPEX    -0.974384  0.974384  \n",
              "1830                                    Activos Totales     0.973541  0.973541  "
            ],
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Variable 1</th>\n",
              "      <th>Variable 2</th>\n",
              "      <th>Correlación</th>\n",
              "      <th>Abs</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>Rendimiento Sobre Los Activos (ROA) (%)</td>\n",
              "      <td>Rendimiento Sobre Activos Anualizado (%)</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
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              "    <tr>\n",
              "      <th>6831</th>\n",
              "      <td>Relación Capitalización Bursátil/Relación Prec...</td>\n",
              "      <td>Relación Valor De Empresa/Ventas (x)</td>\n",
              "      <td>0.999991</td>\n",
              "      <td>0.999991</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2663</th>\n",
              "      <td>Relación Deuda Largo Plazo/Capital Empleado (%)</td>\n",
              "      <td>Acciones ordinarias</td>\n",
              "      <td>-0.999929</td>\n",
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              "      <th>2287</th>\n",
              "      <td>Relación De Flujo De Efectivo Operativo (x)</td>\n",
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              "      <td>-0.999929</td>\n",
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              "    <tr>\n",
              "      <th>720</th>\n",
              "      <td>Margen Operacional (%)</td>\n",
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              "      <td>-0.999929</td>\n",
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              "      <th>7715</th>\n",
              "      <td>Relación Valor De Empresa/Ebitda (x)</td>\n",
              "      <td>Relación Valor De Empresa/Ebit (x)</td>\n",
              "      <td>0.999875</td>\n",
              "      <td>0.999875</td>\n",
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              "    <tr>\n",
              "      <th>6913</th>\n",
              "      <td>Relación Capitalización Bursátil/Utilidad Brut...</td>\n",
              "      <td>Relación Valor De Empresa/Ingresos Brutos (x)</td>\n",
              "      <td>0.999828</td>\n",
              "      <td>0.999828</td>\n",
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              "      <th>6982</th>\n",
              "      <td>Razón Capitalización De Mercado/Ebitda</td>\n",
              "      <td>Razón Capitalización Bursátil/Ebit (x)</td>\n",
              "      <td>0.999827</td>\n",
              "      <td>0.999827</td>\n",
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              "      <th>2060</th>\n",
              "      <td>Razón De Efectivo (x)</td>\n",
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              "      <td>0.999789</td>\n",
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              "      <th>2673</th>\n",
              "      <td>Relación Deuda Largo Plazo/Capital Empleado (%)</td>\n",
              "      <td>CAPEX</td>\n",
              "      <td>-0.999660</td>\n",
              "      <td>0.999660</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>730</th>\n",
              "      <td>Margen Operacional (%)</td>\n",
              "      <td>CAPEX</td>\n",
              "      <td>-0.999660</td>\n",
              "      <td>0.999660</td>\n",
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              "    <tr>\n",
              "      <th>7071</th>\n",
              "      <td>Razón Capitalización Bursátil/Ebit (x)</td>\n",
              "      <td>Relación Valor De Empresa/Ebitda (x)</td>\n",
              "      <td>0.999613</td>\n",
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              "      <th>6990</th>\n",
              "      <td>Razón Capitalización De Mercado/Ebitda</td>\n",
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              "      <th>7072</th>\n",
              "      <td>Razón Capitalización Bursátil/Ebit (x)</td>\n",
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              "      <td>0.999503</td>\n",
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              "      <th>5710</th>\n",
              "      <td>Acciones ordinarias</td>\n",
              "      <td>CAPEX</td>\n",
              "      <td>0.999332</td>\n",
              "      <td>0.999332</td>\n",
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              "      <th>6991</th>\n",
              "      <td>Razón Capitalización De Mercado/Ebitda</td>\n",
              "      <td>Relación Valor De Empresa/Ebit (x)</td>\n",
              "      <td>0.999302</td>\n",
              "      <td>0.999302</td>\n",
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              "    <tr>\n",
              "      <th>76</th>\n",
              "      <td>Total Ingreso Operativo</td>\n",
              "      <td>Relación Capitalización Bursátil/Relación Prec...</td>\n",
              "      <td>-0.998093</td>\n",
              "      <td>0.998093</td>\n",
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              "    <tr>\n",
              "      <th>85</th>\n",
              "      <td>Total Ingreso Operativo</td>\n",
              "      <td>Relación Valor De Empresa/Ventas (x)</td>\n",
              "      <td>-0.997838</td>\n",
              "      <td>0.997838</td>\n",
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              "      <th>1870</th>\n",
              "      <td>Razón De Liquidez (x)</td>\n",
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              "      <td>0.993342</td>\n",
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              "      <th>532</th>\n",
              "      <td>Rendimiento Sobre El Capital Empleado (%)</td>\n",
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              "      <th>4912</th>\n",
              "      <td>Propiedad, planta y equipo</td>\n",
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              "      <td>-0.989000</td>\n",
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              "      <th>7480</th>\n",
              "      <td>Relación Capitalización Bursátil/Flujo De Efec...</td>\n",
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              "      <td>0.988426</td>\n",
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              "      <th>4903</th>\n",
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              "      <td>Relación Capitalización Bursátil/Utilidad Brut...</td>\n",
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              "      <th>542</th>\n",
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              "      <td>-0.985389</td>\n",
              "      <td>0.985389</td>\n",
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              "    <tr>\n",
              "      <th>7148</th>\n",
              "      <td>Relación Capitalización Bursátil/Total Activos...</td>\n",
              "      <td>Relación Capitalización Bursátil/Capital Emple...</td>\n",
              "      <td>0.984570</td>\n",
              "      <td>0.984570</td>\n",
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              "    <tr>\n",
              "      <th>3390</th>\n",
              "      <td>Tendencia Del Valor Contable (%)</td>\n",
              "      <td>Tendencia Del Patrimonio Neto (%)</td>\n",
              "      <td>0.981915</td>\n",
              "      <td>0.981915</td>\n",
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              "      <th>1349</th>\n",
              "      <td>Efectivo Neto</td>\n",
              "      <td>Pasivos Totales</td>\n",
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              "      <td>0.977567</td>\n",
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              "      <th>5561</th>\n",
              "      <td>Patrimonio neto atribuible a los propietarios ...</td>\n",
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              "      <th>824</th>\n",
              "      <td>Margen Neto (%)</td>\n",
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              "      <td>-0.974384</td>\n",
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              "      <th>1830</th>\n",
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              "      <td>0.973541</td>\n",
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              "          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-74f68eab-4e21-4654-bacb-9a7853026d24 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",
              "variable_name": "top_correlaciones",
              "summary": "{\n  \"name\": \"top_correlaciones\",\n  \"rows\": 3846,\n  \"fields\": [\n    {\n      \"column\": \"Variable 1\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 89,\n        \"samples\": [\n          \"Deuda\",\n          \"Tendencia De La Utilidad Neta (%)\",\n          \"Ganancia operativa (EBIT)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Variable 2\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 92,\n        \"samples\": [\n          \"Efectivo Neto\",\n          \"Tendencia De Los Ingresos Operacionales (%)\",\n          \"Flujo neto de efectivo por (utilizados en) actividades de explotaci\\u00f3n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Correlaci\\u00f3n\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.293373194279192,\n        \"min\": -0.9999285600692123,\n        \"max\": 1.0,\n        \"num_unique_values\": 3846,\n        \"samples\": [\n          0.1823285443926749,\n          0.006622991344324628,\n          0.1524296385309197\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Abs\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.22359145423848403,\n        \"min\": 1.7961977142589796e-05,\n        \"max\": 1.0,\n        \"num_unique_values\": 3846,\n        \"samples\": [\n          0.1823285443926749,\n          0.006622991344324628,\n          0.1524296385309197\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#IMPUTAR SOLO NUMERICAS DE DF WINSORIZED\n",
        "from sklearn.impute import SimpleImputer\n",
        "import pandas as pd\n",
        "\n",
        "# Paso 1: Identificar todas las columnas numéricas\n",
        "columnas_numericas = df_winsorized.select_dtypes(include='number').columns\n",
        "# Paso 2: Eliminar columnas numéricas con todos los valores nulos\n",
        "columnas_numericas_validas = [col for col in columnas_numericas if df_winsorized[col].notnull().sum() > 0]\n",
        "\n",
        "# Paso 3: Extraer solo esas columnas\n",
        "df_numericas = df_winsorized[columnas_numericas_validas]\n",
        "\n",
        "# Paso 4: Imputar valores faltantes con la media\n",
        "imputador = SimpleImputer(strategy='mean')\n",
        "X_imputado = imputador.fit_transform(df_numericas)\n",
        "\n",
        "# Paso 5: Reconstruir DataFrame imputado\n",
        "df_numericas_imputadas = pd.DataFrame(X_imputado, columns=columnas_numericas_validas, index=df_numericas.index)\n",
        "\n",
        "# Paso 6: Reemplazar columnas imputadas en el DataFrame original\n",
        "df_winsorized_imputado = df_winsorized.copy()\n",
        "df_winsorized_imputado[columnas_numericas_validas] = df_numericas_imputadas\n",
        "\n",
        "print(\"✅ Imputación aplicada solo a columnas numéricas con al menos un valor observado.\")\n",
        "print(\"Columnas totales:\", df_winsorized_imputado.columns.tolist())\n"
      ],
      "metadata": {
        "id": "BgGfAeBrWlcV",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1be24491-9282-4403-908f-809bd7b4e605"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Imputación aplicada solo a columnas numéricas con al menos un valor observado.\n",
            "Columnas totales: ['Compañía', 'Sector (Local)', 'Actividades principales (Local)', 'Actividades secundarias (Local)', 'Total Ingreso Operativo', 'Rendimiento Sobre Los Activos (ROA) (%)', 'Rendimiento Sobre Activos Anualizado (%)', 'Rendimiento Sobre El Patrimonio (ROE) (%)', 'Rendimiento Sobre El Patrimonio Anualizado (%)', 'Rendimiento Sobre El Capital Empleado (%)', 'Margen De Ganancia Bruta (%)', 'Margen Operacional (%)', 'Margen Neto (%)', 'ROA Operativo (%)', 'Rotación Del Activo Corriente (x)', 'Rotación De Activos (x)', 'Rotación Del Capital De Trabajo (x)', 'Proporción De Exportación (%)', 'Valor Contable', 'Efectivo Neto', 'Deuda', 'Deuda A Largo Plazo', 'Deuda A Corto Plazo', 'Deuda Neta', 'Capital De Trabajo', 'Capital Empleado', 'Razón De Liquidez (x)', 'Prueba Ácida (x)', 'Razón De Efectivo (x)', 'Coeficiente De Efectivo (x)', 'Relación De Flujo De Efectivo Operativo (x)', 'Modelo Z-Score de Altman', 'Relación Deuda/Activos Totales (%)', 'Relación Deuda/Capital (%)', 'Relación Deuda Largo Plazo/Capital Empleado (%)', 'Relación Activos/Patrimonio (%)', 'Tendencia De Los Ingresos Netos (%)', 'Tendencia De Los Ingresos Operacionales (%)', 'Tendencia De La Utilidad Bruta (%)', 'Tendencia De La Utilidad Operacional (%)', 'Tendencia De La Utilidad Neta (%)', 'Tendencia De Los Activos Totales (%)', 'Tendencia Del Valor Contable (%)', 'Tendencia Del Patrimonio Neto (%)', 'Razón Flujo De Caja Operativo/Ingresos (%)', 'Razón Flujo De Caja Operativo/Activos (%)', 'Razón Flujo De Caja Operativo/Patrimonio (%)', 'Razón Flujo De Caja Operativo/Utilidad Operacional (%)', 'Relación Efectivo/Total Activos (%)', 'Relación Cuentas Por Cobrar/Activos Totales (%)', 'Relación Inventario/Total Activos (%)', 'Relación Activo fijo/Total activo (%)', 'Relación Pasivo Corriente/Pasivo total (%)', 'Razón Salarios Y Prestaciones Laborales/ Ventas (%)', 'Relación Gastos Administrativos/Ventas (%)', 'Relación Depreciación Y Amortización/Ventas (%)', 'Relación Intereses Pagados/Ventas (%)', 'Relación Impuesto A La Renta/Ventas (%)', 'Descripción de la compañía / productos', 'Ciudad', 'Fecha de Incorporación', 'Número de empleados', 'Estatus Operacional', 'Ganancia operativa (EBIT)', 'Ganancia (Pérdida) Neta', 'Propiedad, planta y equipo', 'Activos Totales', 'Total de patrimonio', 'Pasivos Totales', 'Año Fiscal', 'CO-NIT', 'BIC NO BIC', 'Sector (NAICS)', 'Principales Actividades (NAICS)', 'Actividades Secundarias (NAICS)', 'Sector (EMIS Industries)', 'Principales Actividades (EMIS Industries)', 'Actividades Secundarias (EMIS Industries)', 'Códigos de Industria (Local)', 'Códigos de Actividades Principales (Local)', 'Códigos de Actividades Secundarias (Local)', 'Diferencia de impuestos debido a la consolidación', 'Ganancias después de impuestos', 'Ganancia de operaciones discontinuadas', 'Activos intangibles y valor llave', 'Efectivo o Equivalentes', 'Patrimonio neto atribuible a los propietarios de la controladora', 'Capital Suscrito', 'Acciones ordinarias', 'Acciones preferenciales', 'Prima de emisión', 'Resultados acumulados', 'Ganancia o Pérdida del Periodo', 'Flujo neto de efectivo por (utilizados en) actividades de explotación', 'Flujo neto de efectivo de (utilizadas en) actividades de inversión', 'Flujo neto de efectivo de (utilizados en) actividades de financiación', 'Aumento (disminución) neto en efectivo y equivalentes de efectivo', 'Efectivo al inicio del período', 'Ganancias (pérdidas) de intercambio de efectivo y equivalentes', 'Efectivo al final del período', 'CAPEX', 'Ingresos Por Acción (EPS)', 'Precio/Ingresos (P/E) (x)', 'Relación Capitalización Bursátil/Relación Precio-Ventas (x)', 'Relación Capitalización Bursátil/Utilidad Bruta (x)', 'Razón Capitalización De Mercado/Ebitda', 'Razón Capitalización Bursátil/Ebit (x)', 'Relación Capitalización Bursátil/Total Activos (x)', 'Razón Capitalización De Mercado/Patrimonio Neto', 'Razón Capitalización Bursátil/Valor Contable', 'Relación Capitalización Bursátil/Capital Empleado (x)', 'Relación Capitalización Bursátil/Flujo De Efectivo Operativo (x)', 'Relación Valor De Empresa/Ventas (x)', 'Relación Valor De Empresa/Ingresos Brutos (x)', 'Relación Valor De Empresa/Ebitda (x)', 'Relación Valor De Empresa/Ebit (x)', 'Relación Valor De Empresa/Total De Activo (x)', 'Relación Valor De Empresa/Capital Empleado (x)', 'Relación Valor De Empresa/Flujo De Efectivo Operativo (x)', 'Dividendo anual', 'Ingresos calculados', 'Acciones en Circulación', 'Capitalización de Mercado']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# normalizacion de datos numericos por diferencia de escalas\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "import pandas as pd\n",
        "\n",
        "# Seleccionar solo columnas numéricas del DataFrame winsorizado\n",
        "columnas_numericas = [col for col in df_winsorized_imputado.select_dtypes(include='number').columns\n",
        "                      if df_winsorized_imputado[col].notnull().sum() > 0]\n",
        "\n",
        "# Extraer solo esas columnas\n",
        "df_numericas = df_winsorized_imputado[columnas_numericas]\n",
        "\n",
        "# Crear el objeto de escalado\n",
        "scaler = StandardScaler()\n",
        "\n",
        "# Aplicar estandarización (z-score: media = 0, desviación estándar = 1)\n",
        "X_scaled = scaler.fit_transform(df_numericas)\n",
        "\n",
        "# Convertir el resultado a DataFrame para mantener nombres de columnas\n",
        "df_estandarizado = pd.DataFrame(X_scaled, columns=columnas_numericas, index=df_numericas.index)\n",
        "\n",
        "# Mostrar las primeras filas para verificar\n",
        "df_estandarizado.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 412
        },
        "id": "5Br7800wRrLw",
        "outputId": "c27381b8-efd2-449a-d25d-c177c85d5661"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Total Ingreso Operativo  Rendimiento Sobre Los Activos (ROA) (%)  \\\n",
              "0                 2.286009                                -0.581864   \n",
              "1                 1.908275                                -1.158095   \n",
              "2                 1.170980                                -0.655379   \n",
              "3                 0.801101                                -0.921332   \n",
              "4                 0.471457                                -0.687812   \n",
              "\n",
              "   Rendimiento Sobre Activos Anualizado (%)  \\\n",
              "0                                 -0.581864   \n",
              "1                                 -1.158095   \n",
              "2                                 -0.655379   \n",
              "3                                 -0.921332   \n",
              "4                                 -0.687812   \n",
              "\n",
              "   Rendimiento Sobre El Patrimonio (ROE) (%)  \\\n",
              "0                                  -0.597549   \n",
              "1                                  -1.220011   \n",
              "2                                  -0.655330   \n",
              "3                                  -1.009372   \n",
              "4                                  -0.658482   \n",
              "\n",
              "   Rendimiento Sobre El Patrimonio Anualizado (%)  \\\n",
              "0                                       -0.597549   \n",
              "1                                       -1.220011   \n",
              "2                                       -0.655330   \n",
              "3                                       -1.009372   \n",
              "4                                       -0.658482   \n",
              "\n",
              "   Rendimiento Sobre El Capital Empleado (%)  Margen De Ganancia Bruta (%)  \\\n",
              "0                                  -0.496394                     -0.424656   \n",
              "1                                  -1.094321                     -0.752995   \n",
              "2                                  -0.617769                     -0.539490   \n",
              "3                                  -0.696887                     -1.102886   \n",
              "4                                  -0.466725                     -1.002196   \n",
              "\n",
              "   Margen Operacional (%)  Margen Neto (%)  ROA Operativo (%)  ...  \\\n",
              "0               -0.565934        -0.589259          -0.509390  ...   \n",
              "1               -1.516840        -1.429165          -1.195882  ...   \n",
              "2               -0.620394        -0.612798          -0.655201  ...   \n",
              "3               -0.643352        -0.888451          -0.721407  ...   \n",
              "4               -0.580884        -0.626425          -0.451066  ...   \n",
              "\n",
              "   Relación Valor De Empresa/Ventas (x)  \\\n",
              "0                          4.204298e-14   \n",
              "1                          4.204298e-14   \n",
              "2                          4.204298e-14   \n",
              "3                          4.204298e-14   \n",
              "4                          4.204298e-14   \n",
              "\n",
              "   Relación Valor De Empresa/Ingresos Brutos (x)  \\\n",
              "0                                  -1.218658e-14   \n",
              "1                                  -1.218658e-14   \n",
              "2                                  -1.218658e-14   \n",
              "3                                  -1.218658e-14   \n",
              "4                                  -1.218658e-14   \n",
              "\n",
              "   Relación Valor De Empresa/Ebitda (x)  Relación Valor De Empresa/Ebit (x)  \\\n",
              "0                          1.158806e-13                       -7.969079e-15   \n",
              "1                          1.158806e-13                       -7.969079e-15   \n",
              "2                          1.158806e-13                       -7.969079e-15   \n",
              "3                          1.158806e-13                       -7.969079e-15   \n",
              "4                          1.158806e-13                       -7.969079e-15   \n",
              "\n",
              "   Relación Valor De Empresa/Total De Activo (x)  \\\n",
              "0                                   3.942589e-13   \n",
              "1                                   3.942589e-13   \n",
              "2                                   3.942589e-13   \n",
              "3                                   3.942589e-13   \n",
              "4                                   3.942589e-13   \n",
              "\n",
              "   Relación Valor De Empresa/Capital Empleado (x)  \\\n",
              "0                                    4.472668e-13   \n",
              "1                                    4.472668e-13   \n",
              "2                                    4.472668e-13   \n",
              "3                                    4.472668e-13   \n",
              "4                                    4.472668e-13   \n",
              "\n",
              "   Relación Valor De Empresa/Flujo De Efectivo Operativo (x)  Dividendo anual  \\\n",
              "0                                      -9.332446e-14             6.091537e-14   \n",
              "1                                      -9.332446e-14             6.091537e-14   \n",
              "2                                      -9.332446e-14             6.091537e-14   \n",
              "3                                      -9.332446e-14             6.091537e-14   \n",
              "4                                      -9.332446e-14             6.091537e-14   \n",
              "\n",
              "   Ingresos calculados  Capitalización de Mercado  \n",
              "0         4.527057e-14                        0.0  \n",
              "1         4.527057e-14                        0.0  \n",
              "2         4.527057e-14                        0.0  \n",
              "3         4.527057e-14                        0.0  \n",
              "4         4.527057e-14                        0.0  \n",
              "\n",
              "[5 rows x 101 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-ba48c24c-ad61-4087-8360-e5fd6819c36c\" 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>Total Ingreso Operativo</th>\n",
              "      <th>Rendimiento Sobre Los Activos (ROA) (%)</th>\n",
              "      <th>Rendimiento Sobre Activos Anualizado (%)</th>\n",
              "      <th>Rendimiento Sobre El Patrimonio (ROE) (%)</th>\n",
              "      <th>Rendimiento Sobre El Patrimonio Anualizado (%)</th>\n",
              "      <th>Rendimiento Sobre El Capital Empleado (%)</th>\n",
              "      <th>Margen De Ganancia Bruta (%)</th>\n",
              "      <th>Margen Operacional (%)</th>\n",
              "      <th>Margen Neto (%)</th>\n",
              "      <th>ROA Operativo (%)</th>\n",
              "      <th>...</th>\n",
              "      <th>Relación Valor De Empresa/Ventas (x)</th>\n",
              "      <th>Relación Valor De Empresa/Ingresos Brutos (x)</th>\n",
              "      <th>Relación Valor De Empresa/Ebitda (x)</th>\n",
              "      <th>Relación Valor De Empresa/Ebit (x)</th>\n",
              "      <th>Relación Valor De Empresa/Total De Activo (x)</th>\n",
              "      <th>Relación Valor De Empresa/Capital Empleado (x)</th>\n",
              "      <th>Relación Valor De Empresa/Flujo De Efectivo Operativo (x)</th>\n",
              "      <th>Dividendo anual</th>\n",
              "      <th>Ingresos calculados</th>\n",
              "      <th>Capitalización de Mercado</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2.286009</td>\n",
              "      <td>-0.581864</td>\n",
              "      <td>-0.581864</td>\n",
              "      <td>-0.597549</td>\n",
              "      <td>-0.597549</td>\n",
              "      <td>-0.496394</td>\n",
              "      <td>-0.424656</td>\n",
              "      <td>-0.565934</td>\n",
              "      <td>-0.589259</td>\n",
              "      <td>-0.509390</td>\n",
              "      <td>...</td>\n",
              "      <td>4.204298e-14</td>\n",
              "      <td>-1.218658e-14</td>\n",
              "      <td>1.158806e-13</td>\n",
              "      <td>-7.969079e-15</td>\n",
              "      <td>3.942589e-13</td>\n",
              "      <td>4.472668e-13</td>\n",
              "      <td>-9.332446e-14</td>\n",
              "      <td>6.091537e-14</td>\n",
              "      <td>4.527057e-14</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1.908275</td>\n",
              "      <td>-1.158095</td>\n",
              "      <td>-1.158095</td>\n",
              "      <td>-1.220011</td>\n",
              "      <td>-1.220011</td>\n",
              "      <td>-1.094321</td>\n",
              "      <td>-0.752995</td>\n",
              "      <td>-1.516840</td>\n",
              "      <td>-1.429165</td>\n",
              "      <td>-1.195882</td>\n",
              "      <td>...</td>\n",
              "      <td>4.204298e-14</td>\n",
              "      <td>-1.218658e-14</td>\n",
              "      <td>1.158806e-13</td>\n",
              "      <td>-7.969079e-15</td>\n",
              "      <td>3.942589e-13</td>\n",
              "      <td>4.472668e-13</td>\n",
              "      <td>-9.332446e-14</td>\n",
              "      <td>6.091537e-14</td>\n",
              "      <td>4.527057e-14</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1.170980</td>\n",
              "      <td>-0.655379</td>\n",
              "      <td>-0.655379</td>\n",
              "      <td>-0.655330</td>\n",
              "      <td>-0.655330</td>\n",
              "      <td>-0.617769</td>\n",
              "      <td>-0.539490</td>\n",
              "      <td>-0.620394</td>\n",
              "      <td>-0.612798</td>\n",
              "      <td>-0.655201</td>\n",
              "      <td>...</td>\n",
              "      <td>4.204298e-14</td>\n",
              "      <td>-1.218658e-14</td>\n",
              "      <td>1.158806e-13</td>\n",
              "      <td>-7.969079e-15</td>\n",
              "      <td>3.942589e-13</td>\n",
              "      <td>4.472668e-13</td>\n",
              "      <td>-9.332446e-14</td>\n",
              "      <td>6.091537e-14</td>\n",
              "      <td>4.527057e-14</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.801101</td>\n",
              "      <td>-0.921332</td>\n",
              "      <td>-0.921332</td>\n",
              "      <td>-1.009372</td>\n",
              "      <td>-1.009372</td>\n",
              "      <td>-0.696887</td>\n",
              "      <td>-1.102886</td>\n",
              "      <td>-0.643352</td>\n",
              "      <td>-0.888451</td>\n",
              "      <td>-0.721407</td>\n",
              "      <td>...</td>\n",
              "      <td>4.204298e-14</td>\n",
              "      <td>-1.218658e-14</td>\n",
              "      <td>1.158806e-13</td>\n",
              "      <td>-7.969079e-15</td>\n",
              "      <td>3.942589e-13</td>\n",
              "      <td>4.472668e-13</td>\n",
              "      <td>-9.332446e-14</td>\n",
              "      <td>6.091537e-14</td>\n",
              "      <td>4.527057e-14</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.471457</td>\n",
              "      <td>-0.687812</td>\n",
              "      <td>-0.687812</td>\n",
              "      <td>-0.658482</td>\n",
              "      <td>-0.658482</td>\n",
              "      <td>-0.466725</td>\n",
              "      <td>-1.002196</td>\n",
              "      <td>-0.580884</td>\n",
              "      <td>-0.626425</td>\n",
              "      <td>-0.451066</td>\n",
              "      <td>...</td>\n",
              "      <td>4.204298e-14</td>\n",
              "      <td>-1.218658e-14</td>\n",
              "      <td>1.158806e-13</td>\n",
              "      <td>-7.969079e-15</td>\n",
              "      <td>3.942589e-13</td>\n",
              "      <td>4.472668e-13</td>\n",
              "      <td>-9.332446e-14</td>\n",
              "      <td>6.091537e-14</td>\n",
              "      <td>4.527057e-14</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 101 columns</p>\n",
              "</div>\n",
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              "                                                    [key], {});\n",
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              "\n",
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              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
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              "\n",
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              "        async function quickchart(key) {\n",
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              "            document.querySelector('#' + key + ' button');\n",
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              "            const charts = await google.colab.kernel.invokeFunction(\n",
              "                'suggestCharts', [key], {});\n",
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              "\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_estandarizado"
            }
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5c8a940f",
        "outputId": "4aa2fd58-519c-4db8-9776-961af0dcad58"
      },
      "source": [
        "# Calcular estadísticas descriptivas del DataFrame estandarizado\n",
        "estadisticas_estandarizado = df_estandarizado.describe()\n",
        "\n",
        "# Ruta para guardar el archivo en Google Drive\n",
        "ruta_salida_estandarizado = '/content/drive/MyDrive/data frames/estadisticas_descriptivas_estandarizado.xlsx'\n",
        "\n",
        "# Guardar en Excel\n",
        "estadisticas_estandarizado.to_excel(ruta_salida_estandarizado)\n",
        "\n",
        "print(f\"✅ Archivo guardado en: {ruta_salida_estandarizado}\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Archivo guardado en: /content/drive/MyDrive/data frames/estadisticas_descriptivas_estandarizado.xlsx\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Contar cuántas filas tienen al menos un NaN\n",
        "num_filas_con_nan = df_estandarizado.isnull().any(axis=1).sum()\n",
        "\n",
        "print(f\"🔍 Número de filas con al menos un valor nulo: {num_filas_con_nan}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IFkrZX9WUsV4",
        "outputId": "3924f98f-d2d3-4c16-8e37-65d85d9d71db"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "🔍 Número de filas con al menos un valor nulo: 0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Filtrar columnas donde todos los valores son NaN\n",
        "columnas_totalmente_nulas = df_estandarizado.columns[df_estandarizado.isnull().all()]\n",
        "\n",
        "# Mostrar el listado\n",
        "print(f\"🔍 Columnas completamente nulas ({len(columnas_totalmente_nulas)}):\")\n",
        "print(columnas_totalmente_nulas.tolist())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5GHP1_oVXdSx",
        "outputId": "444b07a7-91da-4515-9d8b-e054082ccc3e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "🔍 Columnas completamente nulas (0):\n",
            "[]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Verificar si quedan NaN en el DataFrame imputado\n",
        "df_estandarizado.isnull().sum().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "82MltX9lYJ4F",
        "outputId": "85501f23-df4f-4816-8e9b-1895751e9035"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "np.int64(0)"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Calcular la matriz de correlación DF antes del PCA (no se corre por que para regresiones requerimos la base completa)\n",
        "import numpy as np\n",
        "\n",
        "# Calcular matriz de correlación\n",
        "correlaciones = df_estandarizado.corr().abs()\n",
        "umbral = 0.95\n",
        "pares_correlados = []\n",
        "\n",
        "for i in range(len(correlaciones.columns)):\n",
        "    for j in range(i + 1, len(correlaciones.columns)):\n",
        "        col1 = correlaciones.columns[i]\n",
        "        col2 = correlaciones.columns[j]\n",
        "        if correlaciones.iloc[i, j] > umbral:\n",
        "            pares_correlados.append((col1, col2))\n",
        "\n",
        "# Calcular varianza de cada variable\n",
        "varianzas = df_estandarizado.var()\n",
        "\n",
        "# Elegir cuál conservar (mayor varianza) y cuál eliminar\n",
        "variables_eliminadas = []\n",
        "variables_conservadas = []\n",
        "\n",
        "for col1, col2 in pares_correlados:\n",
        "    if varianzas[col1] >= varianzas[col2]:\n",
        "        variables_eliminadas.append(col2)\n",
        "        variables_conservadas.append(col1)\n",
        "    else:\n",
        "        variables_eliminadas.append(col1)\n",
        "        variables_conservadas.append(col2)\n",
        "\n",
        "# Eliminar duplicados y crear DataFrame filtrado\n",
        "variables_a_eliminar = list(set(variables_eliminadas))\n",
        "df_filtrado_pca = df_estandarizado.drop(columns=variables_a_eliminar)\n",
        "\n",
        "# Paso 5: Mostrar resultados\n",
        "print(\"🔍 Variables eliminadas por alta correlación (se conserva la de mayor varianza):\")\n",
        "for conservada, eliminada in zip(variables_conservadas, variables_eliminadas):\n",
        "    print(f\"- ❌ {eliminada} (correlada con ✅ {conservada})\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6bhbVUYyY3nq",
        "outputId": "180c0dce-a202-4434-b357-7bd5dd42673f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "🔍 Variables eliminadas por alta correlación (se conserva la de mayor varianza):\n",
            "- ❌ Rendimiento Sobre Activos Anualizado (%) (correlada con ✅ Rendimiento Sobre Los Activos (ROA) (%))\n",
            "- ❌ Rendimiento Sobre El Patrimonio Anualizado (%) (correlada con ✅ Rendimiento Sobre El Patrimonio (ROE) (%))\n",
            "- ❌ Total de patrimonio (correlada con ✅ Valor Contable)\n",
            "- ❌ Efectivo Neto (correlada con ✅ Pasivos Totales)\n",
            "- ❌ Activos Totales (correlada con ✅ Capital Empleado)\n",
            "- ❌ Total de patrimonio (correlada con ✅ Capital Empleado)\n",
            "- ❌ Prueba Ácida (x) (correlada con ✅ Razón De Liquidez (x))\n",
            "- ❌ Razón De Efectivo (x) (correlada con ✅ Coeficiente De Efectivo (x))\n",
            "- ❌ Relación Deuda/Activos Totales (%) (correlada con ✅ Relación Deuda/Capital (%))\n",
            "- ❌ Tendencia De Los Ingresos Operacionales (%) (correlada con ✅ Tendencia De Los Ingresos Netos (%))\n",
            "- ❌ Tendencia Del Valor Contable (%) (correlada con ✅ Tendencia Del Patrimonio Neto (%))\n",
            "- ❌ Razón Flujo De Caja Operativo/Activos (%) (correlada con ✅ Razón Flujo De Caja Operativo/Patrimonio (%))\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#copia df para modelo (sin eliminar variables correlacionadas\n",
        "df_filtrado_pca = df_estandarizado.copy()\n"
      ],
      "metadata": {
        "id": "ouuyGr5J5U7K"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Verificar si los índices coinciden\n",
        "indices_iguales = df_filtrado_pca.index.equals(df_estandarizado.index)\n",
        "print(f\"¿Los índices son iguales? 👉 {indices_iguales}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y6y6ps_Vq__F",
        "outputId": "e384ec88-b763-4fbe-d594-2403dff14fbc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "¿Los índices son iguales? 👉 True\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#agrego columa bic no bic al df numerico para PCA\n",
        "df_filtrado_pca['BIC NO BIC'] = df_completo['BIC NO BIC'].values"
      ],
      "metadata": {
        "id": "Y7hXTazErFWH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(df_filtrado_pca['BIC NO BIC'].value_counts(dropna=False))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pRIgHfUkrPLC",
        "outputId": "df2349a7-3254-4b61-c223-ab379dbb026f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "BIC NO BIC\n",
            "NO                          737415\n",
            "SI                            2275\n",
            "Información intermitente       228\n",
            "Name: count, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#PCA sin variables altamente correlacionadas\n",
        "from sklearn.decomposition import PCA\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# 1. Seleccionar solo columnas numéricas sin NaNs\n",
        "X = df_filtrado_pca.select_dtypes(include='number')\n",
        "X_validas = X.loc[:, X.isnull().sum() == 0]  # Filtrar columnas sin NaNs\n",
        "\n",
        "# 2. Normalizar\n",
        "scaler = StandardScaler()\n",
        "X_scaled = scaler.fit_transform(X_validas)\n",
        "\n",
        "# 3. Aplicar PCA sin limitar componentes\n",
        "pca = PCA()\n",
        "X_pca = pca.fit_transform(X_scaled)\n",
        "\n",
        "# 4. Crear DataFrame con componentes principales (opcional si no vas a graficar dispersión)\n",
        "df_componentes = pd.DataFrame(\n",
        "    X_pca,\n",
        "    columns=[f'PC{i+1}' for i in range(X_pca.shape[1])],\n",
        "    index=df_filtrado_pca.index\n",
        ")\n",
        "df_componentes['BIC NO BIC'] = df_filtrado_pca['BIC NO BIC'].values\n",
        "\n",
        "# 5. Graficar varianza explicada por componente\n",
        "sns.set(style=\"whitegrid\", font_scale=1.1)\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.lineplot(\n",
        "    x=list(range(1, len(pca.explained_variance_ratio_) + 1)),\n",
        "    y=pca.explained_variance_ratio_,\n",
        "    marker='o',\n",
        "    linestyle='--',\n",
        "    color='steelblue'\n",
        ")\n",
        "plt.title('📉 Varianza explicada por cada componente principal', fontsize=14, weight='bold', pad=15)\n",
        "plt.xlabel('Componente Principal', fontsize=12)\n",
        "plt.ylabel('Proporción de Varianza Explicada', fontsize=12)\n",
        "\n",
        "# Mostrar solo cada 5 componentes si hay muchos\n",
        "step = 5 if len(pca.explained_variance_ratio_) > 10 else 1\n",
        "plt.xticks(ticks=list(range(1, len(pca.explained_variance_ratio_) + 1))[::step])\n",
        "\n",
        "plt.grid(True, linestyle='--', alpha=0.5)\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# 6. Tabla de varianza acumulada\n",
        "varianza_acumulada = pd.DataFrame({\n",
        "    'Componente': [f'PC{i+1}' for i in range(len(pca.explained_variance_ratio_))],\n",
        "    'Varianza Individual': pca.explained_variance_ratio_,\n",
        "    'Varianza Acumulada': pca.explained_variance_ratio_.cumsum()\n",
        "})\n",
        "print(\"📊 Varianza acumulada por componente:\")\n",
        "display(varianza_acumulada.head(10))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "cCto1mP0UWmA",
        "outputId": "8b04e7bf-1657-4958-f479-bccbef5ec80f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-3035211137.py:47: UserWarning: Glyph 128201 (\\N{CHART WITH DOWNWARDS TREND}) missing from font(s) DejaVu Sans.\n",
            "  plt.tight_layout()\n",
            "/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128201 (\\N{CHART WITH DOWNWARDS TREND}) missing from font(s) DejaVu Sans.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "📊 Varianza acumulada por componente:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  Componente  Varianza Individual  Varianza Acumulada\n",
              "0        PC1             0.103572            0.103572\n",
              "1        PC2             0.078620            0.182192\n",
              "2        PC3             0.075615            0.257807\n",
              "3        PC4             0.070040            0.327847\n",
              "4        PC5             0.064200            0.392047\n",
              "5        PC6             0.050811            0.442858\n",
              "6        PC7             0.043101            0.485959\n",
              "7        PC8             0.033567            0.519526\n",
              "8        PC9             0.028163            0.547689\n",
              "9       PC10             0.025189            0.572878"
            ],
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              "      <th>0</th>\n",
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              "      <td>0.078620</td>\n",
              "      <td>0.182192</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>PC3</td>\n",
              "      <td>0.075615</td>\n",
              "      <td>0.257807</td>\n",
              "    </tr>\n",
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              "      <th>3</th>\n",
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              "      <td>0.070040</td>\n",
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              "      <th>4</th>\n",
              "      <td>PC5</td>\n",
              "      <td>0.064200</td>\n",
              "      <td>0.392047</td>\n",
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              "      <th>5</th>\n",
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              "      <th>6</th>\n",
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              "      <td>0.485959</td>\n",
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              "      <th>7</th>\n",
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              "      <td>0.033567</td>\n",
              "      <td>0.519526</td>\n",
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              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>PC9</td>\n",
              "      <td>0.028163</td>\n",
              "      <td>0.547689</td>\n",
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              "    <tr>\n",
              "      <th>9</th>\n",
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              "      <td>0.025189</td>\n",
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              "  [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-7e188c4d-b05c-4f98-92e8-6e5093895403 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",
              "summary": "{\n  \"name\": \"display(varianza_acumulada\",\n  \"rows\": 10,\n  \"fields\": [\n    {\n      \"column\": \"Componente\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"PC9\",\n          \"PC2\",\n          \"PC6\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Varianza Individual\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.025447194317018106,\n        \"min\": 0.02518911760799025,\n        \"max\": 0.10357192205907237,\n        \"num_unique_values\": 10,\n        \"samples\": [\n          0.028162836693457375,\n          0.07862016779682827,\n          0.050810544705831746\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Varianza Acumulada\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.16096908017523903,\n        \"min\": 0.10357192205907237,\n        \"max\": 0.5728783199664922,\n        \"num_unique_values\": 10,\n        \"samples\": [\n          0.5476892023585019,\n          0.18219208985590063,\n          0.4428576334148511\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#grafico histogramas PCA bic no bic\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Estilo visual\n",
        "sns.set(style=\"whitegrid\", font_scale=1.1)\n",
        "\n",
        "# Crear histogramas separados para PC1 usando densidad\n",
        "fig, axes = plt.subplots(1, 2, figsize=(14, 5), sharey=True)\n",
        "\n",
        "# Histograma para NO BIC con densidad\n",
        "sns.histplot(\n",
        "    data=df_componentes[df_componentes['BIC NO BIC'] == 'NO BIC'],\n",
        "    x='PC1',\n",
        "    kde=True,\n",
        "    stat='density',\n",
        "    ax=axes[0],\n",
        "    color='skyblue'\n",
        ")\n",
        "axes[0].set_title('Distribución de PC1 - NO BIC', fontsize=13, weight='bold')\n",
        "axes[0].set_xlabel('PC1')\n",
        "axes[0].set_ylabel('Densidad')\n",
        "axes[0].grid(True, linestyle='--', alpha=0.5)\n",
        "\n",
        "# Histograma para BIC con densidad\n",
        "sns.histplot(\n",
        "    data=df_componentes[df_componentes['BIC NO BIC'] == 'BIC'],\n",
        "    x='PC1',\n",
        "    kde=True,\n",
        "    stat='density',\n",
        "    ax=axes[1],\n",
        "    color='orange'\n",
        ")\n",
        "axes[1].set_title('Distribución de PC1 - BIC', fontsize=13, weight='bold')\n",
        "axes[1].set_xlabel('PC1')\n",
        "axes[1].set_ylabel('Densidad')\n",
        "axes[1].grid(True, linestyle='--', alpha=0.5)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yOSXiTngtfag",
        "outputId": "d2663a79-fc94-47ca-f0c4-11709c6130b6",
        "collapsed": true
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.12/dist-packages/numpy/lib/_histograms_impl.py:895: RuntimeWarning: invalid value encountered in divide\n",
            "  return n/db/n.sum(), bin_edges\n",
            "/usr/local/lib/python3.12/dist-packages/numpy/lib/_histograms_impl.py:895: RuntimeWarning: invalid value encountered in divide\n",
            "  return n/db/n.sum(), bin_edges\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x500 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Crear DataFrame de cargas factoriales (pesos de cada variable en cada componente)\n",
        "cargas = pd.DataFrame(\n",
        "    pca.components_.T,\n",
        "    columns=[f'PC{i+1}' for i in range(pca.n_components_)],\n",
        "    index=X_validas.columns  # Solo las variables usadas en el PCA\n",
        ")\n",
        "\n",
        "# Mostrar las 10 variables más influyentes en cada uno de los primeros 4 componentes\n",
        "for i in range(4):\n",
        "    componente = f'PC{i+1}'\n",
        "    print(f\"\\n🔍 Variables más influyentes en {componente}:\")\n",
        "    print(cargas[componente].abs().sort_values(ascending=False).head(10))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BI7FJVZveer8",
        "outputId": "080124e7-ff3e-4045-9706-f6b2294d1c56"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "🔍 Variables más influyentes en PC1:\n",
            "Activos Totales              0.275366\n",
            "Capital Empleado             0.270581\n",
            "Total de patrimonio          0.267635\n",
            "Pasivos Totales              0.263492\n",
            "Valor Contable               0.258300\n",
            "Capital De Trabajo           0.257856\n",
            "Efectivo Neto                0.251144\n",
            "Total Ingreso Operativo      0.249599\n",
            "Ganancia operativa (EBIT)    0.246123\n",
            "Ganancia (Pérdida) Neta      0.245219\n",
            "Name: PC1, dtype: float64\n",
            "\n",
            "🔍 Variables más influyentes en PC2:\n",
            "Relación Valor De Empresa/Ingresos Brutos (x)                       0.347774\n",
            "Relación Capitalización Bursátil/Utilidad Bruta (x)                 0.346990\n",
            "Razón Capitalización Bursátil/Ebit (x)                              0.335914\n",
            "Relación Valor De Empresa/Ebit (x)                                  0.335559\n",
            "Razón Capitalización De Mercado/Ebitda                              0.318471\n",
            "Relación Valor De Empresa/Ebitda (x)                                0.315822\n",
            "Relación Valor De Empresa/Ventas (x)                                0.303601\n",
            "Relación Capitalización Bursátil/Relación Precio-Ventas (x)         0.301617\n",
            "Relación Capitalización Bursátil/Total Activos (x)                  0.183599\n",
            "Relación Capitalización Bursátil/Flujo De Efectivo Operativo (x)    0.162475\n",
            "Name: PC2, dtype: float64\n",
            "\n",
            "🔍 Variables más influyentes en PC3:\n",
            "Rendimiento Sobre El Patrimonio (ROE) (%)          0.221991\n",
            "Rendimiento Sobre El Patrimonio Anualizado (%)     0.221991\n",
            "Rendimiento Sobre Los Activos (ROA) (%)            0.221819\n",
            "Rendimiento Sobre Activos Anualizado (%)           0.221819\n",
            "ROA Operativo (%)                                  0.193134\n",
            "Rendimiento Sobre El Capital Empleado (%)          0.192371\n",
            "Relación Deuda/Activos Totales (%)                 0.179801\n",
            "Relación Deuda/Capital (%)                         0.174620\n",
            "Razón Flujo De Caja Operativo/Ingresos (%)         0.167242\n",
            "Relación Deuda Largo Plazo/Capital Empleado (%)    0.164119\n",
            "Name: PC3, dtype: float64\n",
            "\n",
            "🔍 Variables más influyentes en PC4:\n",
            "Rendimiento Sobre El Patrimonio Anualizado (%)    0.247857\n",
            "Rendimiento Sobre El Patrimonio (ROE) (%)         0.247857\n",
            "Rendimiento Sobre Activos Anualizado (%)          0.246409\n",
            "Rendimiento Sobre Los Activos (ROA) (%)           0.246409\n",
            "ROA Operativo (%)                                 0.245567\n",
            "Rendimiento Sobre El Capital Empleado (%)         0.242448\n",
            "Razón Flujo De Caja Operativo/Activos (%)         0.206282\n",
            "Razón Flujo De Caja Operativo/Patrimonio (%)      0.205321\n",
            "Relación De Flujo De Efectivo Operativo (x)       0.173720\n",
            "Razón Flujo De Caja Operativo/Ingresos (%)        0.166450\n",
            "Name: PC4, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Normalizar texto: convertir a mayúsculas y eliminar espacios de la columna BIC NO BIC\n",
        "# Paso 1: Normalizar texto en la columna original\n",
        "df_winsorized_imputado['BIC NO BIC'] = df_winsorized_imputado['BIC NO BIC'].str.upper().str.strip()\n",
        "\n",
        "# Paso 2: Reemplazar variantes y categorizar\n",
        "df_winsorized_imputado['BIC NO BIC'] = df_winsorized_imputado['BIC NO BIC'].replace({\n",
        "    'SI': 'BIC',\n",
        "    'SÍ': 'BIC',\n",
        "    'INFORMACIÓN INTERMITENTE': 'BIC',\n",
        "    'NO': 'NO BIC'\n",
        "})\n",
        "\n",
        "# Paso 3: Filtrar registros válidos\n",
        "df_filtrado = df_winsorized_imputado[df_winsorized_imputado['BIC NO BIC'].isin(['BIC', 'NO BIC'])]\n",
        "\n",
        "# Paso 4: Asignar columna limpia al DataFrame filtrado para PCA\n",
        "df_filtrado_pca['BIC NO BIC'] = df_filtrado['BIC NO BIC']"
      ],
      "metadata": {
        "id": "cjZLowrKolDd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#distribución de los componentes discriminantes LDA\n",
        "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Seleccionar solo columnas numéricas sin NaNs\n",
        "X = df_filtrado_pca.select_dtypes(include='number')\n",
        "X_validas = X.loc[:, X.isnull().sum() == 0]  # Filtrar columnas sin NaNs\n",
        "\n",
        "# Variable objetivo\n",
        "y = df_filtrado_pca['BIC NO BIC']\n",
        "\n",
        "#Normalizar\n",
        "scaler = StandardScaler()\n",
        "X_scaled = scaler.fit_transform(X_validas)\n",
        "\n",
        "#aplicacion LDA\n",
        "lda = LinearDiscriminantAnalysis()\n",
        "X_lda = lda.fit_transform(X_scaled, y)\n",
        "\n",
        "#Crear DataFrame con componentes discriminante\n",
        "df_componentes_lda = pd.DataFrame(\n",
        "    X_lda,\n",
        "    columns=[f'LD{i+1}' for i in range(X_lda.shape[1])],\n",
        "    index=df_filtrado_pca.index\n",
        ")\n",
        "df_componentes_lda['BIC NO BIC'] = y.values\n",
        "\n",
        "#Graficar varianza explicada por component\n",
        "sns.set(style=\"whitegrid\", font_scale=1.1)\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.lineplot(\n",
        "    x=list(range(1, len(lda.explained_variance_ratio_) + 1)),\n",
        "    y=lda.explained_variance_ratio_,\n",
        "    marker='o',\n",
        "    linestyle='--',\n",
        "    color='darkorange'\n",
        ")\n",
        "plt.title('📉 Varianza explicada por cada componente discriminante', fontsize=14, weight='bold', pad=15)\n",
        "plt.xlabel('Componente Discriminante', fontsize=12)\n",
        "plt.ylabel('Proporción de Varianza Explicada', fontsize=12)\n",
        "\n",
        "step = 1\n",
        "plt.xticks(ticks=list(range(1, len(lda.explained_variance_ratio_) + 1))[::step])\n",
        "plt.grid(True, linestyle='--', alpha=0.5)\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "#Tabla varianza acumulada\n",
        "varianza_acumulada_lda = pd.DataFrame({\n",
        "    'Componente': [f'LD{i+1}' for i in range(len(lda.explained_variance_ratio_))],\n",
        "    'Varianza Individual': lda.explained_variance_ratio_,\n",
        "    'Varianza Acumulada': lda.explained_variance_ratio_.cumsum()\n",
        "})\n",
        "print(\"📊 Varianza acumulada por componente discriminante:\")\n",
        "display(varianza_acumulada_lda.head(10))\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 748
        },
        "id": "f36y5fOXJPvn",
        "outputId": "87c5f10e-95f1-42ca-a9b0-356f21d41533"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-961900755.py:48: UserWarning: Glyph 128201 (\\N{CHART WITH DOWNWARDS TREND}) missing from font(s) DejaVu Sans.\n",
            "  plt.tight_layout()\n",
            "/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128201 (\\N{CHART WITH DOWNWARDS TREND}) missing from font(s) DejaVu Sans.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "📊 Varianza acumulada por componente discriminante:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  Componente  Varianza Individual  Varianza Acumulada\n",
              "0        LD1                  1.0                 1.0"
            ],
            "text/html": [
              "\n",
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              "    <div>\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Componente</th>\n",
              "      <th>Varianza Individual</th>\n",
              "      <th>Varianza Acumulada</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>LD1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5584e95a-1cc2-427c-a8d7-d6fc23695125')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\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-5584e95a-1cc2-427c-a8d7-d6fc23695125 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-5584e95a-1cc2-427c-a8d7-d6fc23695125');\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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              "\n",
              "\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"display(varianza_acumulada_lda\",\n  \"rows\": 1,\n  \"fields\": [\n    {\n      \"column\": \"Componente\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"LD1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Varianza Individual\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 1.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          1.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Varianza Acumulada\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 1.0,\n        \"max\": 1.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          1.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#coeficientes LD1\n",
        "coef_ld1 = pd.Series(lda.scalings_[:, 0], index=X_validas.columns)\n",
        "coef_ld1_sorted = coef_ld1.sort_values(key=abs, ascending=False)\n",
        "print(\"🔍 Variables más discriminantes según LD1:\")\n",
        "display(coef_ld1_sorted.round(4))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 476
        },
        "id": "yt0qFFakLz0T",
        "outputId": "080afd67-2f52-4c4f-ba77-f3f7ad3a4c31"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "🔍 Variables más discriminantes según LD1:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Relación Deuda Largo Plazo/Capital Empleado (%)                  -0.8635\n",
              "Razón Capitalización Bursátil/Ebit (x)                            0.8111\n",
              "Prueba Ácida (x)                                                  0.5905\n",
              "Relación Valor De Empresa/Ebit (x)                               -0.5721\n",
              "Razón Capitalización De Mercado/Ebitda                           -0.5679\n",
              "                                                                   ...  \n",
              "Proporción De Exportación (%)                                     0.0000\n",
              "Ganancia de operaciones discontinuadas                            0.0000\n",
              "Acciones preferenciales                                           0.0000\n",
              "Ganancias (pérdidas) de intercambio de efectivo y equivalentes   -0.0000\n",
              "Capitalización de Mercado                                         0.0000\n",
              "Length: 101, dtype: float64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Relación Deuda Largo Plazo/Capital Empleado (%)</th>\n",
              "      <td>-0.8635</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Razón Capitalización Bursátil/Ebit (x)</th>\n",
              "      <td>0.8111</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Prueba Ácida (x)</th>\n",
              "      <td>0.5905</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Relación Valor De Empresa/Ebit (x)</th>\n",
              "      <td>-0.5721</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Razón Capitalización De Mercado/Ebitda</th>\n",
              "      <td>-0.5679</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Proporción De Exportación (%)</th>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ganancia de operaciones discontinuadas</th>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Acciones preferenciales</th>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ganancias (pérdidas) de intercambio de efectivo y equivalentes</th>\n",
              "      <td>-0.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Capitalización de Mercado</th>\n",
              "      <td>0.0000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>101 rows × 1 columns</p>\n",
              "</div><br><label><b>dtype:</b> float64</label>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "# Crear DataFrame con los coeficientes\n",
        "coef_ld1 = pd.DataFrame({\n",
        "    'Variable': X_validas.columns,\n",
        "    'Peso LD1': lda.scalings_[:, 0]\n",
        "})\n",
        "\n",
        "# Ordenar por valor absoluto del peso\n",
        "coef_ld1_sorted = coef_ld1.reindex(coef_ld1['Peso LD1'].abs().sort_values(ascending=False).index)\n",
        "\n",
        "# Guardar en Excel\n",
        "coef_ld1_sorted.to_excel('pesos_LD1_LDA.xlsx', index=False)"
      ],
      "metadata": {
        "id": "fwyINl5cOMcd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#GRAFICAR LD NO BIC\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "sns.set(style=\"whitegrid\", font_scale=1.1)\n",
        "\n",
        "plt.figure(figsize=(8, 5))\n",
        "sns.histplot(\n",
        "    data=df_componentes_lda[df_componentes_lda['BIC NO BIC'] == 'NO BIC'],\n",
        "    x='LD1',\n",
        "    kde=True,\n",
        "    stat='density',\n",
        "    color='skyblue'\n",
        ")\n",
        "plt.title('Distribución LD1 - Empresas NO BIC', fontsize=14, weight='bold')\n",
        "plt.xlabel('LD1')\n",
        "plt.ylabel('Densidad')\n",
        "plt.grid(True, linestyle='--', alpha=0.5)\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 497
        },
        "id": "WLVlHNjiMAwc",
        "outputId": "ea9fac56-c985-4fa9-dc7c-2cf59da7ba91"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#GRAFICO LD BIC\n",
        "plt.figure(figsize=(8, 5))\n",
        "sns.histplot(\n",
        "    data=df_componentes_lda[df_componentes_lda['BIC NO BIC'] == 'BIC'],\n",
        "    x='LD1',\n",
        "    kde=True,\n",
        "    stat='density',\n",
        "    color='orange'\n",
        ")\n",
        "plt.title('Distribución LD1 - Empresas BIC', fontsize=14, weight='bold')\n",
        "plt.xlabel('LD1')\n",
        "plt.ylabel('Densidad')\n",
        "plt.grid(True, linestyle='--', alpha=0.5)\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 497
        },
        "id": "omqQD3xnNuhC",
        "outputId": "1763b90e-b81a-45cb-bf26-e0c5be0a1e6e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_componentes_lda.groupby('BIC NO BIC')['LD1'].mean()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 178
        },
        "id": "AQKBTf0VWWQZ",
        "outputId": "aa92fc4d-b711-44fe-8803-b66dea41a054"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "BIC NO BIC\n",
              "BIC      -0.962916\n",
              "NO BIC    0.003268\n",
              "Name: LD1, dtype: float64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>LD1</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BIC NO BIC</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>BIC</th>\n",
              "      <td>-0.962916</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>NO BIC</th>\n",
              "      <td>0.003268</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> float64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#variables LD\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# Crear DataFrame con los coeficientes de LD1\n",
        "coef_ld1 = pd.DataFrame({\n",
        "    'Variable': X_validas.columns,\n",
        "    'Peso LD1': lda.scalings_[:, 0]\n",
        "})\n",
        "\n",
        "# Ordenar por valor absoluto del peso\n",
        "coef_ld1_sorted = coef_ld1.reindex(coef_ld1['Peso LD1'].abs().sort_values(ascending=False).index)\n",
        "\n",
        "# Seleccionar las 10 variables con mayor peso positivo (NO BIC) y 10 con mayor peso negativo (BIC)\n",
        "top_positivas = coef_ld1_sorted[coef_ld1_sorted['Peso LD1'] > 0].head(10)\n",
        "top_negativas = coef_ld1_sorted[coef_ld1_sorted['Peso LD1'] < 0].head(10)\n",
        "\n",
        "# Combinar ambas\n",
        "top_variables = pd.concat([top_negativas, top_positivas])\n",
        "\n",
        "# Graficar\n",
        "plt.figure(figsize=(12, 6))\n",
        "sns.barplot(\n",
        "    data=top_variables,\n",
        "    x='Peso LD1',\n",
        "    y='Variable',\n",
        "    palette=['salmon' if x < 0 else 'skyblue' for x in top_variables['Peso LD1']]\n",
        ")\n",
        "plt.axvline(0, color='gray', linestyle='--')\n",
        "plt.title('🔍 Variables más discriminantes en LD1 (BIC vs NO BIC)', fontsize=14, weight='bold')\n",
        "plt.xlabel('Peso en LD1')\n",
        "plt.ylabel('Variable')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "qHAjBN-8YvFD",
        "outputId": "a9e364cf-c5e6-4393-8a7b-6d3bff948f8c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 753
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-1381311876.py:24: FutureWarning: \n",
            "\n",
            "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
            "\n",
            "  sns.barplot(\n",
            "/tmp/ipython-input-1381311876.py:34: UserWarning: Glyph 128269 (\\N{LEFT-POINTING MAGNIFYING GLASS}) missing from font(s) DejaVu Sans.\n",
            "  plt.tight_layout()\n",
            "/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128269 (\\N{LEFT-POINTING MAGNIFYING GLASS}) missing from font(s) DejaVu Sans.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#COMPARAR VARIABLES EN BIC NO BIC QUE SEAN SEGNIFICATIVAS\n",
        "from scipy.stats import ttest_ind\n",
        "\n",
        "# Seleccionar variables numéricas (excluyendo 'BIC NO BIC' si aparece por error)\n",
        "variables = [col for col in df_filtrado_pca.select_dtypes(include='number').columns if col != 'BIC NO BIC']\n",
        "\n",
        "# Evaluar diferencias entre grupos\n",
        "resultados_significativos = []\n",
        "\n",
        "for var in variables:\n",
        "    grupo_bic = df_filtrado_pca[df_filtrado_pca['BIC NO BIC'] == 'BIC'][var].dropna()\n",
        "    grupo_no_bic = df_filtrado_pca[df_filtrado_pca['BIC NO BIC'] == 'NO BIC'][var].dropna()\n",
        "\n",
        "    # Solo comparar si hay suficientes datos en ambos grupos\n",
        "    if len(grupo_bic) >= 10 and len(grupo_no_bic) >= 10:\n",
        "        stat, p = ttest_ind(grupo_bic, grupo_no_bic, equal_var=False)\n",
        "        if p < 0.05:\n",
        "            resultados_significativos.append((var, round(p, 4)))\n",
        "\n",
        "# Mostrar resultados\n",
        "print(\"📊 Variables con diferencias significativas entre BIC y NO BIC:\")\n",
        "for var, p in resultados_significativos:\n",
        "    print(f\"- {var}: p-value = {p}\")"
      ],
      "metadata": {
        "id": "3b-KTkx-srxR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bbdb18a2-52d2-4c16-b929-ab725bfd3db4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.12/dist-packages/scipy/stats/_axis_nan_policy.py:579: RuntimeWarning: Precision loss occurred in moment calculation due to catastrophic cancellation. This occurs when the data are nearly identical. Results may be unreliable.\n",
            "  res = hypotest_fun_out(*samples, **kwds)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "📊 Variables con diferencias significativas entre BIC y NO BIC:\n",
            "- Total Ingreso Operativo: p-value = 0.0341\n",
            "- Rendimiento Sobre Los Activos (ROA) (%): p-value = 0.0\n",
            "- Rendimiento Sobre Activos Anualizado (%): p-value = 0.0\n",
            "- Rendimiento Sobre El Patrimonio (ROE) (%): p-value = 0.0\n",
            "- Rendimiento Sobre El Patrimonio Anualizado (%): p-value = 0.0\n",
            "- Rendimiento Sobre El Capital Empleado (%): p-value = 0.0\n",
            "- Margen De Ganancia Bruta (%): p-value = 0.0\n",
            "- Margen Neto (%): p-value = 0.0\n",
            "- ROA Operativo (%): p-value = 0.0\n",
            "- Rotación Del Activo Corriente (x): p-value = 0.0\n",
            "- Rotación De Activos (x): p-value = 0.0\n",
            "- Rotación Del Capital De Trabajo (x): p-value = 0.001\n",
            "- Efectivo Neto: p-value = 0.0184\n",
            "- Deuda: p-value = 0.0\n",
            "- Deuda A Largo Plazo: p-value = 0.0\n",
            "- Deuda A Corto Plazo: p-value = 0.0\n",
            "- Deuda Neta: p-value = 0.0\n",
            "- Razón De Liquidez (x): p-value = 0.0\n",
            "- Prueba Ácida (x): p-value = 0.0\n",
            "- Relación De Flujo De Efectivo Operativo (x): p-value = 0.0\n",
            "- Modelo Z-Score de Altman: p-value = 0.0\n",
            "- Relación Deuda/Activos Totales (%): p-value = 0.0\n",
            "- Relación Deuda/Capital (%): p-value = 0.0\n",
            "- Relación Deuda Largo Plazo/Capital Empleado (%): p-value = 0.0\n",
            "- Relación Activos/Patrimonio (%): p-value = 0.0088\n",
            "- Tendencia De Los Ingresos Netos (%): p-value = 0.0\n",
            "- Tendencia De Los Ingresos Operacionales (%): p-value = 0.0\n",
            "- Tendencia De La Utilidad Bruta (%): p-value = 0.0\n",
            "- Tendencia De La Utilidad Operacional (%): p-value = 0.0\n",
            "- Tendencia De La Utilidad Neta (%): p-value = 0.0003\n",
            "- Tendencia De Los Activos Totales (%): p-value = 0.0\n",
            "- Tendencia Del Valor Contable (%): p-value = 0.0\n",
            "- Tendencia Del Patrimonio Neto (%): p-value = 0.0\n",
            "- Razón Flujo De Caja Operativo/Ingresos (%): p-value = 0.0\n",
            "- Razón Flujo De Caja Operativo/Activos (%): p-value = 0.0\n",
            "- Razón Flujo De Caja Operativo/Patrimonio (%): p-value = 0.0\n",
            "- Razón Flujo De Caja Operativo/Utilidad Operacional (%): p-value = 0.0\n",
            "- Relación Efectivo/Total Activos (%): p-value = 0.0\n",
            "- Relación Cuentas Por Cobrar/Activos Totales (%): p-value = 0.0\n",
            "- Relación Inventario/Total Activos (%): p-value = 0.0\n",
            "- Relación Gastos Administrativos/Ventas (%): p-value = 0.0\n",
            "- Relación Depreciación Y Amortización/Ventas (%): p-value = 0.0\n",
            "- Relación Impuesto A La Renta/Ventas (%): p-value = 0.0\n",
            "- Ganancia operativa (EBIT): p-value = 0.0\n",
            "- Ganancia (Pérdida) Neta: p-value = 0.0\n",
            "- Propiedad, planta y equipo: p-value = 0.0\n",
            "- Pasivos Totales: p-value = 0.0184\n",
            "- Año Fiscal: p-value = 0.0\n",
            "- Ganancias después de impuestos: p-value = 0.0\n",
            "- Activos intangibles y valor llave: p-value = 0.0036\n",
            "- Efectivo o Equivalentes: p-value = 0.0017\n",
            "- Resultados acumulados: p-value = 0.0046\n",
            "- Ganancia o Pérdida del Periodo: p-value = 0.0\n",
            "- Flujo neto de efectivo por (utilizados en) actividades de explotación: p-value = 0.0103\n",
            "- Flujo neto de efectivo de (utilizadas en) actividades de inversión: p-value = 0.0007\n",
            "- Efectivo al inicio del período: p-value = 0.0095\n",
            "- Efectivo al final del período: p-value = 0.0255\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Calcular estadísticas descriptivas del DataFrame estandarizado\n",
        "estadisticas_pca = df_filtrado_pca.describe()\n",
        "\n",
        "# Ruta para guardar el archivo en Google Drive\n",
        "ruta_salida_pca = '/content/drive/MyDrive/data frames/estadisticas_descriptivas_estandarizado.xlsx'\n",
        "\n",
        "# Guardar en Excel\n",
        "estadisticas_pca.to_excel(ruta_salida_pca)\n",
        "\n",
        "print(f\"✅ Archivo guardado en: {ruta_salida_pca}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vL59jLPpe69g",
        "outputId": "faaa9a2f-1b40-4264-9c06-5b1102ba7de7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "✅ Archivo guardado en: /content/drive/MyDrive/data frames/estadisticas_descriptivas_estandarizado.xlsx\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#GRAFICO DE CAJAS Y BIGOTES VARAIABLES MAS SIGNIFICATIVAS\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Variables seleccionadas\n",
        "variables_seleccionadas = [\n",
        "    'ROA Operativo (%)',\n",
        "    'Margen De Ganancia Bruta (%)',\n",
        "    'Razón De Liquidez (x)',\n",
        "    'Relación Activos/Patrimonio (%)',\n",
        "    'Rotación Del Activo Corriente (x)',\n",
        "    'Modelo Z-Score de Altman',\n",
        "    'Razón Flujo De Caja Operativo/Utilidad Operacional (%)',\n",
        "    'Relación Impuesto A La Renta/Ventas (%)',\n",
        "    'Rendimiento Sobre El Patrimonio (ROE) (%)'\n",
        "]\n",
        "\n",
        "# Estilo general más limpio\n",
        "sns.set(style=\"whitegrid\", palette=\"pastel\", font_scale=1.1)\n",
        "\n",
        "# Crear gráficos\n",
        "for var in variables_seleccionadas:\n",
        "    plt.figure(figsize=(8, 5))\n",
        "    ax = sns.boxplot(data=df_filtrado, x='BIC NO BIC', y=var)\n",
        "\n",
        "    # Personalización estética\n",
        "    ax.set_title(f'Distribución de {var} por grupo BIC / NO BIC', fontsize=14, weight='bold')\n",
        "    ax.set_xlabel('Grupo', fontsize=12)\n",
        "    ax.set_ylabel(var, fontsize=12)\n",
        "    ax.grid(True, linestyle='--', alpha=0.5)\n",
        "    sns.despine(trim=True)\n",
        "    plt.tight_layout()\n",
        "    plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "BHQJN6PEpZzF",
        "outputId": "5585e80c-4d75-4161-e50a-d0154bda1c90"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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hMRTG09MTn3/+Oa5cuYKrV6+KcU+fPl3sS3379m2MHDnSov/vw4cPsXHjRmzbtg1ff/01evbsWeR4gNzv5+jRo+LrUaNGYdWqVbhy5QqA3AMha8nMxYsXMW7cOMn6MtUXFxcHT0/PIh0QmPTv319MZu7fv48LFy6gSZMmYvnWrVvF/1etWlVMZDIyMjBmzBicOXNGUl9ycjJOnz6N06dPY9OmTfjvf/9r05nF33//HXq9Xnw9c+ZMq/dIKJVKi+T3zJkzGD9+PFJSUiTTTV0Utm3bhqlTp+K1116z+tkZGRkYMmRIoQdCx44dw08//SSJszBZWVl48803cfz4ccn0pKQkHDp0CIcOHcJrr71W4IAb06ZNw7lz58TXiYmJWLduHe7cuYPly5fbHIvJhQsX8OabbyIpKUky3XQgHBUVhUWLFqF58+Y21Xf8+HEYDAYAuQmzt7e3WCaXy/HNN9/gxRdfRFpaGi5evIhff/0VY8aMwbVr1yQnGz/44AMxkTFp0qSJuA0eP37c5mTG3PXr1/Hyyy9Do9GI086fP49Ro0Zh7ty5kt96TEwMRo4cadHlJS4uDnv27MGePXswfPjwApOTvPsxW6xatQozZ84UX2dnZ2Pt2rU4efIkvLy8bKrj+++/t/tzbRUXF4eXXnoJjx49EqdduXIF77zzDuLi4iS/rcePH+O1117DjRs3JHUkJCTg8OHDOHz4MHbu3Im5c+cW6aq06cqM+fdqz32sy5YtE//v6emJ+fPnWz1W8ff3t6u7F5CbFAJA586dHTqRGhoaisePH2Pp0qUYOnRoocnBmjVrJK/fe+89i6tyrVq1Qq9evcTf040bN3D27Fm0aNHC7vhM4uPjcfLkSck0W3tC7N27V7IfHjp0qNVEBsiN3R4lmswAuWdp6tSpIx54nDlzBnq9vsCDzpiYGDGRkclkePHFF1G1alUkJSUhNjZWkuS0adMG3t7eWLVqFe7duwcAePrppyUHAdb6N1+5cgUKhQJ9+/ZFlSpVcOvWLbtGaoqPj0dqaipeeeUV+Pn5YcuWLWLj+Pvvv6Nbt25F2oCA3P7v5olM9erV0aFDB3h4eODKlSu4ePGiTfUsWrRIksg0btwYbdq0QUxMDHbu3Akgd52/++67Vg+mgdwdQ7Vq1dCtWzdER0fj0KFDAHIPbNatW4cxY8YUGsdvv/0maYjr1auHjh074saNG2LfU2sWL14sJjKCIKBbt26oU6cOYmNjsWXLFuTk5GDnzp2oW7eu5OY5e2k0GmzYsEHSXSjvAe+mTZskiUzNmjXRpUsXxMXFYdOmTdDr9Xj06BEmTJiAbdu2iX3tjx07Jl7K9vf3l3ThMt3bIJfLUbduXTz99NMICgqCj48PMjIycP78efEy+08//YSXXnpJPHDfsWMHfvjhB7EulUqFXr16oXz58rh//77NfYDv3LkjOYMSEBCAfv36QRAEbNy4EUlJSdBqtZg2bRrq16+PqlWrWtRx7949eHp6YvDgwfDy8sKqVauQlZUFIPc7dEYyA+Sup379+uHLL78EkHu5//Tp03j++eeh1+sxYcIEsQENCgpCnz594O/vj6NHj+LChQvicjz99NNO6fe/efNm8eBXqVSiW7duSElJEZOZAwcOICkpSbKz0mg0FonMs88+i6ZNm0Kj0UgObE33OX399dfiNFPXSACF3uhZuXJlPPPMM2JSsnXrVkkyY36vz4ABA8T/f/7555JEpm3btmjcuDH+/PNPMXk7d+4cPv/8c/G7KIj5DtHf39/mrhmpqamYMGGCmMh4eXmhf//+8PHxwbZt23D//n0YDAZ89dVXqF+/vtV213QCqHXr1mjatCkSExOt7pAvXLgAlUqFF154AWFhYYiOji70rOYXX3whJjJKpRK9e/dGlSpVcP36dezcuRNGoxFLly5F/fr18x018ty5c2jVqhWaNGki6ep65swZ/Pnnn2jcuLHN24FGo8H48ePFRKZChQro2bMnvLy8sGvXLty4cQNpaWmYOHEidu/ebdONwubttunzzFWsWBEzZ84UR8j84Ycf0K5dO3zwwQfiVe7u3btLTmyamN/b9ddff0Gr1do9auLly5cRFhaGwYMHIz09HevWrYNWq4XBYMCMGTPQtm1b+Pr6QqfTYfz48eK+Wi6Xo2/fvggPD8e+ffvE9f7bb7+hfv36+R54nT17Fo0aNULr1q2RmZlZ6H2V//77r+Q34u3tjYEDB0Imk2HdunWSg/WCnD17FhUqVEC3bt3g5eWFxMREm95ni9u3b8PX1xcjRoyAIAhYv369eDXk22+/RadOnVClShUAwLvvvitJZLp3744aNWrg+PHj4hW6Xbt2YdGiRTadcM3L2gA9QO5vf9iwYTbV8ejRI8nJi7Zt21oMHlAURblfBgDefPNNfPbZZ9BoNPjll18KvbfS/Dfo7++f78F/z549JSeoHElmTp8+LbnKb65Xr14238toupprYr5/KaoST2YA4KmnnhKTmezsbKSkpBR4Jt/8zPBTTz2FL774QpL56vV6sTFq2rQpmjZtioMHD4rJTM2aNW3q3zx//nyLDdGeITe/+OILcec0aNAg9OjRQ2y416xZU6Rk5tq1a2LCAOT2LV64cKHkMpxpeQtiMBgkCUqTJk2wYsUKMZmcM2cOFi9eDCD3cnR0dDTq1q1rUU+5cuWwdu1a8UxAv379xIO1vFeO8rN27Vrx/1WqVMEff/wh7rQ+/vhjizMPpviXLFkivh43bhzeeust8XW1atUwZ84cAMDSpUsxZswYuy+pmnfVMFGpVJg4caLkEr/pM0wqVKiAdevWiWfVnn76afGesNu3b+PgwYPo0qULRo0ahYyMDDGZye/+pvbt26N9+/b4559/EB0djcTERCgUCnTo0AEXL15EZmYmdDodTpw4Ie5k//vf/4rv9/b2xoYNG/DUU0+J0zIyMpCZmVnoOli+fLnkUvDvv/8ujsLVr18/9O3bV7x0vWLFinzPWs6dO1f8TZUrVw5ffPEFgNzua87s322+jADEs4kHDx4Ud7JyuRyrVq0SE68333wTL774Iq5fv47s7GwsX77cKfdDbdq0Sfx/mzZtEBAQgN69e+Pbb7+F0WhETk4Otm7dKtkJb9y4UZLITJ482SIRN/2+TSdmzA9i83bpLcyAAQPExGTnzp344IMPIJfLcfHiRdy5cwfA/w7sgNyDf/Pl6tmzJ+bNmye+fvvtt8UTJJs3b8bUqVMLPbNofsa3atWqNv9O855g+P7778VuWyNGjECXLl2QkZEBo9GIyMjIfNvdV199FR988EGBnyWXy7FixQrUr1/fptiSk5Oxfv168fWnn34q2WF/+umnWLlyJQBgyZIl+SYzXbt2xQ8//ABBEPDqq6+idevWYoJ86dIlNG7c2ObtYMOGDUhISACQe9CzYcMG8YTeqFGj0LlzZ7GXw8aNG/M9cDRnvq/J78C9T58+OHz4MDZv3gytVoshQ4aIPR8iIiLwn//8x+r7zO+Ryc7ORlxcnN0DPyiVSqxatUp8X9OmTfHuu+8CyE2Gd+7ciZdeegkHDx7EP//8I77vo48+wpAhQwAAY8eORa9evcQTIUuXLs03menWrRvmz59v8za8ZcsWyXHN/PnzxZ4lnTp1suk7AHKTxo0bN8LPz8+m+e31yy+/oGnTpgAgdj8Hcq+QbNiwAZMnT0Z0dLTkxMTrr7+O9957DwAwfvx4SZfD33//3WLgJ0fJZDJ89tlnNv82zdsbABZXBIvi9u3biImJga+vb763IRSmb9++WLFiBWJiYmwaCMB8f1FQF9G8gyPkvfJfFA0aNMBnn31m8/zF+R245Dkzebu/FKZ69epi4xsTE4OuXbvirbfewty5c7Ft2zakpKTYNZqFNbVq1XI4owZyG0/zqz8VK1YUGwEg90xRUZifmQVy+3Ln7U9oy1nlf/75R3Ig8Pzzz0uuivXr108yv6kRyqtv376SA1HzM/N5u35Yk56eLtmJdOvWTXL27YUXXsg3fvOuEgsXLpQ878GUyAC5Bxbmn1EUXbp0wSuvvCKZlpmZKbmnqUePHpLuAXl3fPmty/zExsbilVdeQY8ePTB58mT85z//wVdffYWvv/5akpCYGojMzEwxoQRyv6O8B/ne3t4IDg4u9LP//PNP8f/169eXDCdcq1YtyQ7EfF5zYWFhkt9U3lhMZ/mK0/nz58X/6/V6dO/eXdxW6tWrJ555Bez/fqy5ePGi5L4qU5tQvnx5NG7cWJye95kv5r9vtVqN0aNHW9TtjKtGJt27dxe7gpl3GzC/KmN+5vLixYuSrlZ52wnz13q93uarxI4w396CgoIk958EBwdLuhvnt20CsKn7Uvv27W0+WAJyryTodDrx9QcffCBpn0yJDABER0fne2Jh8ODB4gm7gIAASWJoS/tqzvw3kJKSgpYtW4rxNGnSRHI239bfgPl7TPfwWDNjxgyxS6spkZHJZJgzZ06+78vbc8KRqw3NmjWTJEC9evWS7C9N3cHzLq95m+3l5SUZdvbatWv5fl9vvPGGXQfo5t3Rg4KCJNtsy5YtbT6eGTp0aLElMpUqVZIcwzRt2lSyTk3HNHnXoXlbIJfLJQm7o/vkV155BVOnTsXkyZPRtWtXALknNqdNm2b3vS3FwXRVpkOHDg6P9CkIAt5++20AuV1VFy5c6KzwiqxSpUqYOnUqpk6ditdff13cL1y6dAnDhg2z+UpicXJJMmO6GRaA+Ayagnh6emLevHli9nnv3j3s2rULP//8M9555x20b9/e4p4Fe+U90LJXQECARVc5824LppEf8sqb2OX3RPW8OzBHhyjNO8JS3q4VeQ908zvgzNvYmicitiSreddH3s/N74Db2ghRBcnbR9wWvXr1wjvvvCO5ryEqKgrjxo2TLFtqaqrkdd516e3tLelLbu/B+/jx4206uDBtM3njKcowtubbm7XuN+bTHNlGAIh97p0h7w7S1Njac+DnjC4a5mflvby8JFfy+vTpI/7/ypUrkkTYPM5y5coV+V6vwnh7e0u6TG7duhUGgwHbt28Xp5lfUci7Hgv7vdqyrZt38bh9+7bNJ7mcsW0GBgbadMOqvfsFe7Y3o9GYb3tW1PbV0Zic2U0JyL3qnPekTu3atfHMM8/k+x57l8+avNujXC6XHGeY9j/m6yZvew1ItyWj0Zjv9mTvGWbzeqxtw7beB2LL59p6jJGXtX2wtWOawtqGvMtnbzIO5O6TR40ahbFjx2LBggViwmQ0GjF79myx+3JB8nYps2fggMKY7pcpyglxIPekrqnb5oYNG3D37t185zXfRh4+fJjvfHnvFXXkWXmmAQBGjRqF9957DytWrBBPtkRHR2PVqlU21VOc30GJdzO7dOmS2MUMAJ555hmbzmi0atUK+/btw+XLl3H16lXcuXMHFy5cwNmzZ5GTk4Ovv/5a0ofTXnkbMXslJydb3PtjPpyoeT9k8y5yeX+Epi4eeeU9ixUbG2vTTfZ55U0c8w55auqOYJLfWZ+8N/HZe8Nb3u5FeT8372uTvPH369evwBvrHbliZ95VY8aMGeJ49CdPnsTmzZvFnbOfnx8EQRB3FnnXZUZGhmRACXvOoN26dUvyO+nTpw+mTp2KsLAwCIKAVq1aWRx45I2nKE8lN9/erA2Laz4tv+XKe4aquB54aBr1yPxzTF2LzJfD09MTkyZNyrceex8qlpdWq5UkA1lZWQUOg2k+IpJ5nA8fPiz0PkJn6N+/P9atWwcg98xijx49EBcXByD3YN88mc/b/hT2e7VlW3/22WfFE1spKSnYt2+fTQcDztg2bW3v7d0v5F1PI0aMyHcQFSD/ba6o7Wt+MYWGhuY7KAKQf5exvMwTwYIS11u3bkm6vgK5Bz/Lli3LtxtN3oNdR/ZzebdHvV4vSRxN69183Zjaa/Pv3HxbEgShyNuTiXk91hJIW7sC5fdAQUeOMfKytg+2dkxjrW0w3z7y/kYLupJnqwYNGohtvulqj7Xu8ObCw8NRrVo18QD66NGjiIuLK/D3aYvHjx/jzz//hIeHR5EGoTJ55513MHLkSOTk5Fj8dsw1b95c7O6ZnJyMEydOWL1vJu9AT7YO8lGQSpUqITAwUNx2bb2i26pVK8ntAxs2bLB5WO3ClOiVmVu3buGdd96RTCuoYTXJzs5GTEwMZDIZGjRogJdeegnvvvsuli9fLv6gDAaD5ODPfGdgyz0CRZWTkyM5kImNjZVc3jfvqmDekEVHR4tnSh49epTvJdO8B0U//vijpDsDYJmBW/PUU09JEoKoqChJ95G8n29+mdmZfHx8JGc9d+/eLTljtGXLFqvvyxt/VlaWeMbA/N+LL76IypUrF/kBl++++67kgOPHH38U15dKpZI8n2fnzp2SHYf5PQYAJDdZF7Z95j1j26NHD4SHh0MQBJw6dcrqDlClUklGg9q8ebPFjisrKyvfRDG/WC9fviy5ufP69euSbpPm85Y0rVaLGTNmSH77vXv3Fs8AmceWnZ2NGjVqWN1emjdvXuSHSu7du9euq29RUVHib9j8952eno5ff/3VYv68v++itnHNmjUTu4empaVJ+j4///zzkqsBDRs2lCRXedsJ89dyudymoUn/7//+T1LnzJkzJd+jSU5ODtauXStut+bfaWJiouReQtPoSSYlvW02atRIskwKhcLq9ta9e3fUqlXLKfeMFbYdmK+DpKQktGnTxiKekSNHom7dujb/Bsy7POZ3Vlir1WLKlCliTObDuH/77bdWv+u89Xl6ejp0sHnu3DnJyZzt27eL968C/xu0IO/2Yd5mZ2VliQPiALnPY7P1aeSFMR80Ie/oUKdOnbJpX14Q82OMf/75R2yX0tLSsGLFCpvquHfvnuQY5vz585J1ajqmyXuMYN4W6PV6REVFia8DAgKK3AsGkHbTM32OLczvRcrOzsakSZOsXh1NSUlBZGSkTXXu27cPRqMRrVq1svn5MAVp06aNeDKuoKQ27wiP33zzjUV3r1OnTkmSmRo1ajglmYmNjZX0erG1l0WXLl0kJ5hXrFgh2T7MnThxwq6R+or1ysyRI0eQlJQEjUaD6OhoHDlyRHIAPnToUJueSJqamopevXqhZs2aaNCgAcLCwuDl5YVz585JuiuZ/4DNL2cdOnQI33zzjdi1wJ4bZe3xwQcf4OzZs+JoZuaNp/moLQ0aNBD7WN65cwf9+/dHtWrVcOrUqXy7HdSuXRsdOnQQd9wHDhxA37590b59e3h6euLmzZs4c+aMOMpVfmQyGV599VXMnz8fQG5GPWTIELRp0wa3bt2SbPgtW7Ys1odpDhw4ULzH5c6dOxg0aBCee+453LhxA7t37843/tdee018TsGOHTtw7949tGnTBmq1Wnwi/MWLF9GsWTOxf62j/Pz8MHToUPFJ1Hfu3MH27dvFfsCvvfaa+PTb+/fvY+DAgZLRzEyqVq0qGW7afPtMTEzE+++/j+rVq0MQBAwdOhRVqlSBTCYTG4lZs2YhOjoaycnJFvdbmBs9erTY7zYjIwMvvviiOJrZv//+iwMHDmDmzJmFngEfOnQoVq1aJY4A9H//93+S0cxMcSmVSgwdOtS2lekEDx8+xK+//oqcnBzxoZnmDX7FihUlZ3o6duyI6tWriw/gGj9+PLp164bq1avDaDTi7t27OHv2LO7fv48vv/yy0LN7BTHvYubt7W11ePH4+Hhx9MWEhARxUIh+/fph0aJF4lnMb7/9FidOnEDjxo2RlZWFP//8E4GBgfjxxx/FusLDwyU3JycnJ8PLywv16tWzeVjLAQMG4NtvvwUgvZKXd5SZwMBA9OvXT7ySs2PHDqSlpVmMZgbk3qtlSxeumjVrYtKkSZg7dy6A3B33gAED0LFjR9StW9fioZmmrhz9+vXDjz/+KLaVb731FgYMGAAfHx9s3bpVvBpqunm+JAUEBGDAgAHi2cfFixfj77//RpMmTeDp6YlHjx7hr7/+wpUrV9CvXz+0a9euyJ9Z2HZgGoo7KSkJOp0OgwcPRo8ePVClShVotVr8888/OH36tPgcGlvuzWratKl40Gp+n5657777TiwLDQ3FihUr8Mknn2DXrl1iorN+/XqLYYjND1QbNmxo90hmQG4CPHjwYPTt21cczczE19dXvBemY8eOeOqpp8Ruqp9//jkuXbokjmZmnlTYO1RvQfr27YsFCxaIgwCMHz9eHN3RPFZHmSelGo0GL774Iho2bIjz589b3IRdkDFjxmDAgAHiaGYmCoVCPI6qU6cOWrVqJY5UtXjxYty7dw81a9bEsWPHJGfthw0b5tDN/9u3b8fff/8NnU6Hy5cvS44PTM+5ssXLL7+M/fv3iyc8zp8/j65du6Jr166oXLmy5KGZwcHBNn3ne/fuBVD0Lmbm3nnnHYt7dPNq2rQpBg0aJPYc+fvvv9GrVy+rD80EcvfVn332mUPr37TfBXJPiGzdulXSfdHWk94eHh748ssvMWrUKOTk5ECv1+Pdd9/FihUrxIdmPnr0SHxo5pdffmlz8lWsycz27dslVyvED1UoMH78eLuHzb1x44bFOOYmDRs2lPTD7dq1q9jYZmZmipfratasWSzJTGBgIEJCQiQPMTIZMmSIZISLgQMHYsmSJeLO2LRcMpkMbdu2lRwYmPvqq68wevRocbSwmzdvSm42trWbzBtvvIFr166JZ53+/PNPixtlq1evLrmZvji8+uqr2Lt3r9jYmZ7LAuQ+sCvvc4VMxowZg1u3bonDM//9998WZ2qcHeeyZcvEM4w///wz+vTpA0EQ0LdvX0RHR4v3bFnbRsPCwrBgwQLJGdR27dpBpVKJdZonKP369UNwcDBefvllcXt6+PCheENgq1atcOvWLas7pZ49eyImJkZ8zkxGRoZDO8cqVarg66+/Fp8zk5ycbHFfmoeHB2bPnu1w105H3Lt3TzJ6kznTQ97Mu6UoFAosXLgQo0aNwv3795GTkyO5yd1ZHj16JHmuSO/evfH5559bzKfRaNC2bVvxe9+4cSO6dOkCHx8f/PTTT3jzzTfFhOb48eOSOvOOpNe1a1fx7OG9e/fw/fffA8hNRG1NZvr27Yt58+ZJzmzWr1/f6kmMDz/8EHfu3BFHQTt69KhFW9W0aVO7nqn1xhtvQKVSYc6cOdBqtdDpdNi7d694gGCNn58fFixYgHHjxiE1NRVZWVkWZ5tlMhnee++9Ig+H74gPPvgAsbGx4nd38uRJi+cyOFNh24Gvry9+/PFHjBs3DklJScjIyCjwhIgtWrVqJXZpvXr1KjIzMyVXLY4fPy5pLz777DMEBgZi5syZOHfuHOLj43Hz5k189dVX+OSTTyR1mx/8WnvApS0aN26M27dvW3TTkclk+PTTT8V9pal9MD1nRq/XW103w4YNy3ckM0eEh4fj/fffF58zo9FoxO+wQoUKCA8PF0/AONLFsGvXrpKH9ZqevwRAclK0IDVq1EBmZqbVKxRvv/22pN2fM2cORowYIR6P7Nq1C7t27ZK8p3v37g4/KsHacRWQu24+/PBDmxNeuVyO77//Hp9//rm4X0xNTZUkavbQaDQ4efIkZDKZRftcFE2aNMFzzz0necCnNTNmzIBSqRSfPWV6kHBeAQEB+Pbbbwvs9lyQgva7tWvXtuuEZsuWLbF48WK89957Yrdm0/MNi6LY75mRy+Xw8vJCYGAgKlWqhObNm0uei2ELf39/zJgxA+fPn8fVq1cRHx+PtLQ0qFQqVK1aFZ07d8arr74qOVjs3LkzZsyYgRUrVuDu3buSqyTFwdvbGytXrsT333+P3bt3IzExERUrVsSQIUMsxkEPDg7G8uXL8fXXX4uX0Ro2bIiJEyeKZyKtCQwMxKpVq7Bp0yZs374dV69eRWpqKtRqNSpWrJjvU8XzksvlmD9/Pnbu3IkNGzbg77//RkpKClQqFapVq4bu3btj8ODBRb6PqDBKpRJLlizBggULsHXrVnGdDRo0CJ07d873qopMJsPXX3+N3r17Y/369fjrr7+QkJAAQRAQGhqKWrVqoVWrVk57CGJQUBAGDhwoPkXZ9Bycbt26Ach9anL79u2xevVqXLhwAUlJSVAqlahSpQqee+45DB8+3OJMdWhoKH766Sd8//33uHr1qtWHtX788ccICwvD+vXrERcXh9DQUPTs2RNvvfVWgQ9PnDBhAtq3b4+VK1fi7NmziIuLg0wmQ0hICJo2bWrzwzt79uyJ2rVrY9myZThx4oQ4/Hl4eDieffZZjBgxQtJ1pKQIggAPDw/4+fkhPDwcdevWxQsvvJDvgetTTz2FLVu2YPXq1di7dy9u3boFjUYDLy8vVKxYEQ0bNkTHjh2L1N958+bNkkvt+Y2f7+Pjg+7du4tX7Q4dOoTExEQEBQWhYcOG2Lp1K1asWCEOGZuVlQV/f3/UrFnT4uGkkydPhsFgwO7du/H48WO7HuxoEh4ejrZt20oObvI72ePt7Y3IyEhs3LgRUVFRuHbtGjQaDdRqNWrXro0+ffpgwIABdj8Ub/jw4ejRowfWrFmD48ePi91ilEolypcvjxYtWqBXr16S7gnPPPMMtm7disjISBw5cgSxsbHQ6XQIDQ1Fs2bNMGzYMDRq1Mju9eEMKpUKv/76K7Zv344tW7bg8uXLSE5OhkKhQFhYGOrWrYu2bduK7UdR2bIdNG3aFNu2bcPy5ctx6NAh3LlzB5mZmVCr1ahUqRKaNGmCzp07F3hjvrlKlSqhRYsWOHXqFLKzs3Hw4EGxvU1KSsK0adPEM7f9+/dHp06dAOS2pZ9//rl4ULty5Uq0a9dOLNdqtTh48CCA3HY+76h5tnrqqacwZ84cfPPNNzh58iSys7NRt25djB8/3uJqWPXq1bF582YsX74c+/fvxz///AOtVovAwEA0btwYr7zyik09SOw1ePBghISEYNGiRbh+/TrUajXat2+Pd999V9IdypHRyjw9PREZGYmvvvoKx44dQ3Z2NurUqYMxY8bA19fXpmQmKCgI3333HebOnYuDBw8iLS0N1atXx6hRoyyGFA8NDcW6deuwevVq7Nq1Czdv3kRmZib8/PxQv3599O/f3ykP/AVyB1YJCwtDkyZNMGTIEMkokbZQqVSYNWsW/u///g/r1q3D2bNn8eDBA6Snp8Pb2xtVq1ZFhw4dbIr30KFDyMnJQdOmTW0aJdQekydPxqFDhwrswqVQKPDxxx9j4MCB+OOPP3DmzBk8fPgQ2dnZ8PPzQ40aNdChQwcMGjSoyPeEmsjlcvj6+qJ69ero3LkzhgwZYnf3y2effRa7d+/G5s2bceDAAbHXicFgQFhYGBo0aICePXsW+PD0vASjM4YOISIiojJjx44dYpfWbt26SR7W66g9e/aID1V87rnnxO69thg2bJh4Nb9fv36YPXt2keMpTllZWRZd7IDc+2gHDBggJqXffPNNvs8jcrbp06eLPVpatGghnsAj6yZPnozt27dj6tSpNj3LkIqPSx6aSURERKWX6ZlN165dw/79+xEbG1uk4eABiA90FgQBEydOdEaYbuuPP/7A5s2b0aNHD1SqVAlyuRzXr1/H8uXLxUQmIiKiyPd9UvHQarXivTfOvF+GHMNkhoiIiOwik8kwZcoUjBkzBjqdDkuWLMGMGTMcru/ixYvilZWePXva9bDS0shoNOLy5cv5PlA7JCQEP/74o9WrN+R6Hh4eFg8zJ9dhMkNERER269Chg+Thr0XRsGFDp9VVGrRs2RL9+/fH+fPnkZCQgIyMDPj4+KBatWro0KEDBg8eXOgDxYkoF++ZISIiIiKiUqlEH5pJRERERETkLExmiIiIiIioVGIyQ0REREREpRKTGaJSwmg0wmAwgLe5ERG5FttjIvfBZIaolNDpdPj333+h0+lcHQoRUZnG9pjIfTCZISIiIiKiUonJDBERERERlUpMZoiIiIiIqFRiMkNERERERKWSYORQHESlgmn0HJlMBkEQXB0OEVGZxfaYyH0wmSEiIiIiolKJ3cyISgmdTofExEQOBUpE5GJsj4ncB5MZolLCaDQiKyuLD2kjInIxtsdE7oPJDBERERERlUpMZoiIiIiIqFRSuDoAIirchx9+aDFt1qxZLoiEiKhsO3LkCHbu3Cm+7tGjB9q1a+fCiIjKNo5mRuTmrCUyJkxoiIhKDttjIvfDbmZEbqygHact5URE5Bx521t/f/8Cy4moZPDKDJGbsmfHyDOCRETFx7xr2bBhw1CrVi1kZ2fD09MT169fx++//w6AXc6IXIFXZoiIiIgKYH6PTJ06daDX65GUlAS9Xo86depYnY+ISgaTGSIiIiIb5O1aZuLj41PCkRCRCZMZIiIiIhukpKRYna7RaEo4EiIyYTJDREREVIAePXqI/7969aqkzPy1+XxEVDL4nBkiIiKiArRr1068H8Z0s79KpUJmZqbFfERUsnhlhoiIiKgQeUeNzJvIcFRJItfglRkiIiIiG8yaNUsyTDPA4ZiJXM2tkpnp06dj48aN+ZavXLkSzZo1K8GIiIiIiP6nTZs2CA8Px8OHD1GuXDnUqFHD1SERlWlulcwMGjQIrVq1spj+1VdfQa/Xo0GDBi6IioiIiAi4fPkytm/fjuTkZHFaQEAAevXqhfr167suMKIyzK2SmSZNmqBJkyaSaTExMUhISMCgQYPg4eHhosiIiIioLLt8+TJWrlwJpVIpmZ6eno6VK1diyJAhTGiIXMCtkhlrtmzZAgB44YUXXBwJERERlUUGgwGbN28GAFSrVg1t27aFTCaDwWDA0aNHce3aNWzevBl169aFTMaxlYhKklv/4oxGI6KiolCxYkXeK0NEREQucevWLaSnp6NKlSp45ZVXEBsbixMnTiA2NhavvPIKqlSpgvT0dNy6dcvVoRKVOW59ZebcuXO4f/8+3nzzTQiC4FAd165dg9FoRPXq1SXTBUGAQqGA0WiETqezeJ/pMrJOp4PRaJSUyeVyyGQy6PV6GAwGu+pVKBQQBMFqvTKZDHK5HAaDAXq9Pt+YcnJySqzeoixrcdXr6LKa6s0vJlesQ1O9+S2rrfJ+blHWoSnegtahq7bvgtahq7ZvthFsIwqrtyjLWlgb4Yp1WBbbiJiYGACAWq3Gf/7zH/Ez/v77b+zZswe1a9cGkNs1vkqVKpJ62UawjSis3qIsqzPaiNLOrZMZZ3Qx02q1MBqNePz4sWS6SqVCYGAg9Hq9RRkAlC9fHgCQnJwMrVYrKQsICIC3tzeysrKQkpIiKfP09ERwcLDVzwSA8PBwyOVypKamIisrS1Lm5+cHHx8fZGdnIykpSVKmVCoRGhoKAIiPj7f4kYSGhkKpVEKj0SAjI0NS5uPjAz8/P+Tk5CAhIUFSJpfLER4eDgBITEy0+IEFBwfD09MT6enp0Gg0kjJvb28EBARAp9NZLKsgCChXrhyA3HWY90cUGBgoPnAsNTVVUubl5YWgoCAYDAar6zAiIgKCICAlJQXZ2dmSMn9/f6jVamRlZUlu0AQADw8PhISEAIDVesPCwqBQKJCWlmbx/ABfX1/4+vpCq9UiMTFRUqZQKBAWFgYASEhIsGhoQkJC4OHhAY1Gg/T0dEmZWq2Gv7+/1XVoj7zvLWwdmn83BW3f9q7DgrZvW9dhYdt3QeswPj5eUiaTyRAREQEASEpKsmjog4KC4OXlhYyMDKSlpUnK2EbkYhvxP+7WRpivQ3u3b7YRuWxtI0zb55UrV6BSqdCyZUvUqVMH//77L/bs2YPo6GgAQEZGhrjcbCNysY3I5c5tRGknGPNuzW5Cq9WiXbt2qFixItavX+9wPZcuXQIA1KlTRzKdZ11tq5dnVAqvtyjLWtAZlZkzZ1rUlZ+88/Ksq2318spM0etlG1F4vUVZVl6ZsW1Zi7uNiI6OxvLlyyGTyfDBBx8AyE1c/P39odfr8fnnn8NgMGDo0KGoWbOmpF62EWwjCqu3KMvKKzNufGXm8OHDSE5Oxrhx45xSX97RR0wEQci3DIC40Vojl8shl8udXq9MJitw43JFvUVZ1uKqtyytw8IUx/Zd0LK66rspaB266rthG5GLbUTR632S1uGT1kaYrkYYDAasXbtWHAAgJSUFR48eFQ8wExMTLephG5HrSdq+C4uptK3D0s5tk5ktW7ZAoVCgT58+rg6FiIiIyjDzLlu3bt3CtWvXxNfmB4l5u3YRUfFzy2tLaWlpOHjwIFq3bo3g4GBXh0NERERlWFBQEACgRYsWUKvVkjIfHx8888wzkvmIqOS4ZTKzc+dOZGdn89kyRERE5HItW7aETCbDlStXMH78eDzzzDOoWLEinnnmGYwbNw7R0dGQyWRo2bKlq0MlKnPcsptZVFQUvL290aVLF1eHQkRERGWcQqFAmzZtcOTIEcyaNUucHhsbizNnzgAA2rVrV+C9EkRUPNzyV/fbb7+5OgQiIiIiInJzbpnMEBEREbkLnU6Ho0ePAgBq1KiBkJAQaLVaeHh4ID4+Hjdv3sTRo0fRpUsXXp0hKmFuec8MERERkbs4efIkjEYjIiIiMGzYMNSuXRvBwcGoXbs2hg0bhoiICBiNRpw8edLVoRKVOTx9QERERFSA27dvAwBq1aqFefPmSYZgDgwMxNNPP41///0Xt2/fRtu2bV0UJVHZxGSGiIiIqAAeHh4Ach/oXbt2bbRq1QqZmZlQqVSIiYnBkSNHJPMRUclhMkNERERUgEaNGuGvv/6CIAh4+PCh5KGZfn5+EAQBRqMRjRo1cmGURGUTkxkiIiKiAsjlcgCA0WhEeno6nn76afj7+yMlJQXR0dEwGo2S+Yio5DCZISIiIipAWlqa+H+9Xo+///670PmIqGRwNDMiIiKiAmRkZIj/l8mkh07mr83nI6KSwWSGiIiIqADe3t4AAE9PT/j5+UnK/Pz84OnpKZmPiEoOu5kRERERFcB0xSU7OxtarVZSlpKSIt4zwyszRCWPV2aIiIiICqBSqcT/mxIXa6/N5yOiksErM0REREQFML/iolar0aBBAyiVSuTk5ODSpUtIT0+3mI+ISgaTGSIiIqICaDQaAIBSqYRCocDJkyfFsoCAADGxMc1HRCWHyQwRERFRAVJTUwEAOTk5CA8PR926daHVauHh4YHExERcv35dMh8RlRwmM0REREQFCAgIAAD4+vrixo0bkvtkBEGAr68v0tLSxPmIqOQwmSEiIiIqQPXq1XHo0CGkpaVBrVajUaNGUKvVSE9Px19//SU+LLN69eoujpSo7GEyQ0RERFSAKlWqQBAEGI1GZGdn4/jx42KZUqkEkHuFpkqVKq4KkajM4tDMRERERAW4e/euxZDMJqbpRqMRd+/eLcmwiAhMZoiIiIgKZOpG9tJLL8Hb21tSplar8dJLL0nmI6KSw2SGiIiIqAC+vr4AgGvXrlkMv5yWloZr165J5iOikuPQPTNXr17FuXPnEBMTg6SkJAiCgMDAQFSrVg1NmzZF3bp1nR0nERERkUtUrVoVnp6euHjxItRqNTp37owKFSrg/v372LdvHy5evAhPT09UrVrV1aESlTk2JzMJCQlYuXIlNm3ahAcPHsBoNEKpVMLf3x9GoxGpqanIycmBIAgoV64c+vXrh8GDByMkJKQ44yciIiIqVgaDAVqtFgBQvnx5GI1GPHr0CEajEeXLl8eNGzeg1WphMBggk7HTC1FJsimZmTNnDlauXAm1Wo0ePXqgdevWqF+/PsLDwyXzPXr0CJcvX8axY8ewZs0aLFmyBP/3f/+HKVOmFEvwRERERMXt1KlTMBqNqFGjBm7evIkbN26IZYIgiNNPnTqFNm3auDBSorLHpmTm7NmzmDNnDjp37gxBEPKdLzw8HOHh4ejUqRM++ugj7Nu3D4sXL3ZasEREREQlLTExEQBw8+ZNKJVK5OTkiGUKhQI3b96UzEdEJcemZOaPP/6wu2JBENClSxd06dLF7vcSERERuYvAwEDx/9WqVUP16tWRmZkJlUqFmJgYcQAA8/mIqGTwoZlEREREBTDd/ysIAh48eCAmL0DuCGamB2ryPmGikufQXWrffvut5BJrXo8fP8bYsWMdDoqIiIjIXdy7dw9A7oMx8z5LJi0tTXxwpmk+Iio5DiUzv/76K/r3748rV65YlG3evBl9+vTBuXPnihwcERERkauZkhVnzUdEzuNQMvPbb78hKysLL7/8MhYsWAC9Xo+EhASMHz8e06ZNw9NPP42oqChnx0pERERU4ry8vADk3uzv7+8vKfP394dCoZDMR0Qlx6F7Zpo3b44tW7Zgzpw5+PHHH7F7927ExcVBq9Xi008/xaBBg5wdJxEREZFLZGVlAQB0Oh1SU1MlZampqeIVGdN8RFRyHH6yk0qlwltvvYX69evj+vXrSElJwdixY5nIEBER0RMrb1cydi0jci2Hk5kDBw6gT58+iImJwdSpU9GqVSt89913ePvtt5GUlOTMGImIiIhcxtbuY+xmRlTyHEpmpk+fjnHjxqFKlSrYvHkzRo4ciSVLlmDGjBk4fPgw+vTpg7179zo7ViIiIqISl7f7WLVq1dCyZUtUq1atwPmIqPg5lMzs2LED7733HpYvX45KlSqJ0wcPHozNmzejWrVqmDhxotOCJCIiInIV865kCoUCt27dwqlTp3Dr1i3x5v+88xFRyXBoAIANGzagevXqVssqVaqE33//Hb///rvDQV25cgU//PADzp8/j6ysLFSoUAH9+vXD6NGjHa6TiIiIyBFxcXEAcu8XViqVkkEA1Go1tFotMjMzxfmIqOQ4lMzkl8iYGzZsmCNV4+jRoxg7dizq1auHN998E97e3rh37x7+/fdfh+ojIiIiKgrTg8IzMzMtupKZj2ZW0APFiah42JTMXLhwAU2aNHHoA+x5r0ajwbRp09CxY0d8//33kMkcHp+AiIiIyClCQkIQExMDoODRzEJCQko0LiKy8Z6ZV199FcOGDcP27duRmZlZ6Pzp6emIiorC0KFDMWLECJuDiYqKQnx8PCZPngyZTIb09HQYDAab309ERETkbN26dXPqfETkPDZdmdm1axcWLlyIqVOnQqlUomHDhqhXrx4qVqwIf39/GI1GpKamIjY2Fn///TcuXrwIvV6Pvn374ptvvrE5mBMnTsDHxwePHj3CuHHjcPv2bahUKvTp0wcffvghVCqVwwtKRERE5IjLly9LXgcGBkKpVCInJ0fyOIrLly+jWbNmJR0eUZkmGO0YeiMxMRFbtmzBvn37cOnSJYt+o15eXnj66afRuXNn9O3bF0FBQXYF88ILL+Du3bsAgIEDB6JFixY4d+4cli1bhk6dOuHHH3+0qz4AuHTpEgCgTp06kumCIEChUMBoNEKn01m8T6lUAsh92m/eVSSXyyGTyaDX6y2uHBVWr0KhgCAIVuuVyWSQy+UwGAzQ6/X5xmStT25x1VuUZS2ueh1dVlO9+cXkinVoqtfass6cOdOirvzknbco69AUb0Hr0FXbd0Hr0FXbN9sIthGF1VuUZS2ojShKvWwjbKvXtKwff/yxTT1FZDIZZsyYIamXbQTbiMLqLcqyOqONKO3sGgAgKCgII0aMwIgRI6DT6fDw4UPxjERgYCDKlSsnGaLQXhkZGcjMzMQrr7yCjz76CMD/LtlGRkbi6tWrFkmJLYxGIx4/fiyZplKpEBgYCL1eb1EGAOXLlwcAJCcnQ6vVSsoCAgLg7e2NrKwspKSkSMo8PT0RHBxs9TMBIDw8HHK5HKmpqRbJoJ+fH3x8fJCdnW3x4FGlUonQ0FAAQHx8vMWPJDQ0FEqlEhqNBhkZGZIyHx8f+Pn5IScnBwkJCZIyuVyO8PBwALnJat4fWHBwMDw9PZGeng6NRiMp8/b2RkBAAHQ6ncWyCoKAcuXKAchdh3l/RIGBgVCpVMjMzJSMCgPkJsVBQUEwGAxW12FERAQEQUBKSgqys7MlZf7+/lCr1cjKykJycrKkzMPDQ+zPbK3esLAwKBQKpKWlWXSn9PX1ha+vL7RaLRITEyVlCoUCYWFhAICEhASLhiYkJAQeHh7QaDRIT0+XlKnVavj7+1tdh/bI+97C1qH5d1PQ9m3vOixo+7Z1HRa2fRe0DuPj4yVlMpkMERERAICkpCSLhj4oKAheXl7IyMhAWlqapIxtRC62Ef/jbm2E+Tq0d/tmG5HL1jbC1i7v5uuTbUQuthG53LmNKO3sujJT3Pr06YMbN25g+fLleOaZZ8Tpf//9NwYMGIAZM2Zg6NChdtXJKzM8o5K33vxicrczKrwyY1kvr8ywjbCl3rLSRhSlXrYRttVr7cqMWq1Ghw4dEBoaisTEROzfv188wOSVGbYRpbGNKO0cv4xSDMLCwnDjxg0EBwdLppuy4LyZtz1MX2ZegiDkWwagwCtNcrkccrnc6fXKZLICNy5X1FuUZS2uesvSOixMcWzfBS2rq76bgtahq74bthG52EYUvd4naR0+aW1E3bp1xftmAgMDUb58efGZM4GBgWIyU7duXYt62EbkepK278JiKm3rsLRzq2Smfv36OHbsGB49eoRq1aqJ003PmLH3HhwiIiKiojI/mRobG4vFixcXOh8RlQy3urbUs2dPAMC6desk09esWQOZTIZWrVq5IiwiIiIqw2ztivMkdNkhKm3c6spMvXr1MGDAAKxfvx46nQ4tW7bEuXPnsHXrVgwbNgyVK1d2dYhERERUxtSpUwd37tyxaT4iKllulcwAwKeffory5ctjw4YN2LdvHyIiIjBlyhS8/vrrrg6NiIiIyqBnn30Wu3btApA70mHjxo2hUCig0+nw559/iiNXPfvss64Mk6hMKnIyExcXh8TERFSuXBne3t5FDkipVGLChAmYMGFCkesiIiIiKqrY2Fjx/5mZmThx4kS+85nf80tExc/hzp179+5Fjx490KFDB/Tr1w9//fUXgNwxxl988UXs3bvXaUESERERuYrpOT2mZ3bkZZqe93k+RFT8HEpm9u/fj4kTJyIwMBDjx4+XjKUdFBSE8PBwrF+/3mlBEhEREbmKr68vAODhw4fw9vZGvXr1UKdOHdSrVw/e3t54+PChZD4iKjkOJTMLFy5E8+bNsWrVKqsPsWzcuDGio6OLHBwRERGRq1WsWBFA7nM+pkyZgipVqsDf3x9VqlTBlClTxGd/mOYjopLj0D0zN27cwPTp0/MtDwkJQUJCgsNBEREREbmLM2fOAAD0ej3+85//SMp27Nghma9NmzYlGhtRWefQlRmVSiWO3GHNvXv3EBAQ4GhMRERERG4jMTFR/L8gCJIy89fm8xFRyXAomWnZsiU2bdoEnU5nUfb48WOsWbMGbdu2LXJwRERERK7m7+8PIPehmOb3CQOA0WgUH5Zpmo+ISo5D3czefvttDBo0CAMHDkSPHj0gCAKOHj2KkydP4o8//oDRaMT48eOdHSsRERFRiTNdfTEYDPD29kbnzp0RHByMhIQE7Nu3DxkZGZL5iKjkOHRlplq1ali5ciUCAgIwf/58GI1G/Prrr/j5559Rq1YtrFy5kjfBERER0RPB/D5gQRBgNBrFf+YJDO8XJip5Dj80s2bNmoiMjERKSgru3LkDo9GISpUqISgoyJnxEREREbmURqMBAISGhiIhIQFbt24Vy2QyGUJDQ/H48WNxPiIqOQ5dmVmwYAGuX78OILd/aMOGDdGoUSMxkblx4wYWLFjgvCiJiIiIXMT0/JikpCQYDAZJmcFgQFJSkmQ+Iio5Dicz165dy7f8xo0bWLhwocNBEREREbmLkJAQALA68JH5dNN8RFRyHEpmCpOcnAylUlkcVRMRERGVqGbNmjl1PiJyHpvvmTlz5gxOnTolvt6zZw/u3LljMV9aWhq2b9+OWrVqOSdCIiIiIhc6ffq0zfO1b9++mKMhInM2JzOnTp0S74MRBAG7d+/G7t27rc5bo0YNfPzxx86JkMqUxMTEAh/IStbdv3/f1SG4nEql4gAkRFQsLly4YPN8TGaISpbNyczrr7+OoUOHwmg0onXr1vj000/RrVs3yTyCIEClUsHT09PpgdKTLz09HXPnzrV4IBkV7scff3R1CC4nk8kwffp0qNVqV4dCRE8Y00k207DMeZmm82QcUcmzOZnx8vKCl5cXAGDfvn0ICgqCSqUqtsCo7FGr1XjnnXe4M/j/7ElQxo0bV4yRlA4qlYqJDBEVC9N9wPmdbDNN5/3CRCXPoefMVKhQwdlxEAEAuwmZmTVrFj788EOb5iMiouITHByMxMREm+YjopLlUDJjNBrxxx9/YN26dbh37x5SU1Mt5hEEAVeuXClygERlWWEJDRMZIqLiJ5PZNvirrfMRkfM4lMx8/fXXiIyMRN26dfHCCy/A39/f2XER0f+XX0LDRIaIiIjKOoeSmU2bNqFbt26YP3++s+MhIitmzZqFO3fu4JdffsGYMWNQpUoVV4dERFRm5PewTEfnIyLnceh6aFZWFlq3bu3sWIiIiIjcjq33CvOeYqKS51Ay06pVK1y6dMnZsRARERG5nRo1ajh1PiJyHoeSmU8++QR//fUXFi1ahKSkJGfHREREROQ2KlWq5NT5iMh5HLpnpkePHjAajZg/fz7mz58PT09PixE8BEHAuXPnnBIkERERkaucPn3a5vnatm1bzNEQkTmHkpnu3btDEARnx0JEBVAoFJK/RERUMm7fvm3zfExmiEqWQ0dFs2fPdnYcRERERG4pOztb/L9CoZCMWmb+2nw+IioZPMVLVEro9XrJXyIiKhne3t7i/6tUqQIPDw9oNBr4+PhAq9UiJibGYj4iKhkOJzMPHjzAokWLcOrUKSQmJuLHH3/EM888I/6/f//+qFevnjNjJSrTjEaj5C8REZUM8/uCTYlLYfMRUclw6Fd38+ZN9OvXDzt27EDFihWh0WjES6xBQUE4d+4cli9f7tRAiYiIiFzB1vuEeT8xUclz6MrMnDlz4OvrizVr1gCAxQM0O3TogB07dhQ9OiIiIiIX8/X1Ff8vl8sl3X3NX5vPR0Qlw6ErM2fOnMHgwYMRFBRk9SxE+fLl8ejRoyIHR0RERORqjx8/dup8ROQ8DiUzRqMRXl5e+ZYnJibCw8PD4aCIyJKpLzb7ZBMRlSzz0cvynsQ1f20+HxGVDIeOiurVq4dDhw5ZLdPpdNi2bRsaNWpUpMCISIrJDBGRa4SEhDh1PiJyHofumRkzZgzGjh2LTz75BL179wYAJCQk4Pjx41i0aBFu3bqFGTNmODVQorKOo5kRUUlLTExEZmamq8NwuQYNGuDUqVMQBAGenp6SKzCenp7Q6/UwGo1o0KAB7t+/78JI3YNKpUJQUJCrw6AyQjA6eGS0adMmfPHFF0hLS4PRaIQgCDAajfDx8cHMmTPRp08fu+s8deoUhg8fbrXsjz/+QOPGje2u89KlSwByGyKi0uzOnTv45ZdfMGbMGFSpUsXV4RDREy49PR1ffvklT6CQ3WQyGaZPnw61Wu3qUKgMcPg5My+++CK6deuGY8eO4c6dOzAYDKhcuTLatm0LHx+fIgU1dOhQi25qlStXLlKdREREZDu1Wo133nmHV2bMbN++Hbdv37aYXrVqVfTq1avkA3JTKpWKiQyVGIeTGSD3Sbddu3Z1ViyiZs2aid3XiIiIyDXYVUhq9OjR0Gq1WLNmDaKjo1G3bl28/PLLHPSIyIVsSmYePHgAIHfIZfPXhTHN74j09HR4enpCoShSvkVERETkNB4eHmjXrh2io6PRrl07JjJELmZTptCpUycIgoC//voLHh4e4uvCREdHOxTURx99hIyMDMjlcjRr1gzvvfceGjZs6FBdRERERET0ZLIpmfniiy8gCAKUSqXktbMplUp0794d7du3R2BgIGJiYvDrr79i6NChWLFiRZESmpycHMlrQRCgUChgNBqtjgtvWladTmdx86NcLodMJoNer4fBYLCrXoVCAUEQrNYrk8kgl8thMBgkTxfOG1PeZSnOeouyrMVVr6PLaqo3v5hcsQ5N9dq7DnNycoptHZrqLWgdumr7Lmgdumr7ZhvBNqKweouyrI62EYXVyzbCtnoLWoemz2UbwTaiqPUWZVmd0UaUdjYlM/379y/wtbM0bdoUTZs2FV937twZ3bt3xwsvvIC5c+ciMjLSoXqNRqPFU3lVKhUCAwOh1+utPrHX1EUuOTkZWq1WUhYQEABvb29kZWUhJSVFUubp6Yng4GCrnwkA4eHhkMvlSE1NRVZWlqTMz88PPj4+yM7ORlJSkqRMqVQiNDQUABAfH2/xIwkNDYVSqYRGo0FGRoakzMfHB35+fsjJyUFCQoKkTC6XIzw8HEDuEJx5f2DBwcHw9PREeno6NBqNpMzb2xsBAQHQ6XQWyyoIAsqVKwcgdx3m/REFBgZCpVIhMzMTqampkjIvLy8EBQXBYDBYXYcREREQBAEpKSnIzs6WlPn7+0OtViMrKwvJycmSMg8PD/EZANbqDQsLg0KhQFpamsUNr76+vvD19YVWq0ViYqKkTKFQICwsDEDuEOV5G5qQkBB4eHhAo9EgPT1dUqZWq+Hv71/oOkxKShKXJzk5GUqlEkFBQfDy8kJGRgbS0tIk7y1sHZp/NwVt3/auw4K2b1vXYWHbd0HrMD4+XlImk8kQEREBIHcd5m3oC1qHbCNysY34H3dvI+zZvtlG5HK0jTBfbrYRbCNMSmsbUdrZPTRzZmYmOnbsiNGjR+P1118vrrgk3nnnHezevRsXLlwQM0xbmYZmrlOnjmQ6z7raVi/PqBReb1GW1Z4zKnfv3sWSJUswcuRIVK5cmWddnVAvr8wUvV62EYXXW5Rl5ZUZ25a1pNsIU3s8ZswYVK5cmW0E24gi1VuUZeWVGQdGM1OpVJDL5VCpVMURj1URERHIyclBeno6AgICHKojvyTIvPucNQUNQCCXyyGXy51er0wmK3DjckW9RVnW4qq3rK1DU1wKhUIyryvWoau+m4KW1VXfDduIXGwjil7vk7QOn/Q2wjx+thG21fskbd+FxVTa1mFp51A61q1bN+zatavEHqQVGxsLpVJZ5OfXEBERERHRk8OhcY979+6NTz/9FMOHD8dLL72EChUqWO1zV79+fbvqTUxMtBjT/urVq9i/fz9at27NYZqJiIiIiEjkUHYwbNgw8f9nz561KDcajRAEwe6hmd9++214eXmhSZMmCA4Oxs2bN7FmzRp4enrivffecyRUIiIiIiJ6QjmUzHz55ZfOjgMA0KVLF0RFRSEyMhIajQaBgYHo0qULJkyYgKpVqxbLZxKVFqZ+svn1lyUiopLB9pjIfdidzGi1Wvj5+aFChQoWI4QV1fDhwzF8+HCn1kn0pDA926k4nvFERES2Y3tM5D7sHgBAqVRi0qRJuHDhQnHEQ0T5MA3HaO3BbUREVHLYHhO5D7uTGUEQULVqVYuHMRFR8eLOk4jIPbA9JnIfDg3N/MYbb2DFihW4deuWs+MhIiIiIiKyiUMDAPz1118ICAjA888/jxYtWuQ7NPNHH31U5ACJiIiIiIiscSiZWb58ufj/EydOWJ1HEAQmM0REREREVGwcSmauXr3q7DiIqBAymUzyl4iIXIPtMZH74K+QqJTgzpOIyD2wPSZyHw5dmTG5d+8eDh8+jAcPHgAAypcvj/bt26NSpUpOCY6IiIiIiCg/Diczs2fPxm+//WYxLKFMJsOrr76KadOmFTk4IvofnU4n+UtERK7B9pjIfTiUzCxZsgSRkZHo3r07Ro4cierVqwMAYmJiEBkZicjISISHh2PEiBHOjJWIiIiIiEjkUDKzZs0adOrUCfPnz5dMb9SoEb777jtkZ2dj9erVTGaIiIiIiKjYOHTn2v3799G2bdt8y9u2bYv79+87HBQREREREVFhHEpmgoODCxye+erVqwgKCnI4KCIiIiIiosI4lMz06NED69atwy+//IKMjAxxekZGBn755ResW7cOvXr1clqQRAQoFArJXyIicg22x0Tuw6Ff4aRJkxAdHY25c+fi+++/R1hYGAAgLi4OOp0OLVu2xFtvveXUQImIiIiIiMw5lMyoVCosW7YMe/fulTxnpm3btujQoQM6deoEQRCcGihRWcehQImI3APbYyL3UaTro126dEGXLl2cFQsREREREZHNbL5nxmAw4JdffsGmTZsKnG/Tpk345ZdfihoXERERERFRgWxOZjZt2oR58+ahZs2aBc5Xo0YNzJs3D1u2bClycERERERERPmxOZmJiopChw4dUL9+/QLne/rpp9GpU6dCr+AQEREREREVhc3JzJUrV9CqVSub5m3RogUuX77scFBEZEkul0v+EhGRa7A9JnIfNiczGRkZUKvVNs2rVqslz58hoqIzjRDIkQKJiFyL7TGR+7A5mQkODsadO3dsmvfOnTsICgpyOCgismQwGCR/iYjINdgeE7kPm5OZ5s2bY/PmzcjMzCxwvoyMDGzevBktWrQocnBE9D/ceRIRuQe2x0Tuw+ZkZtSoUYiPj8eYMWPw6NEjq/M8evQIY8eORXx8PEaOHOm0IImIiIiIiPKy+aGZdevWxcyZMzFz5kx07twZzzzzDGrVqgW1Wo309HRcv34dZ86cgdFoxIwZM1C3bt3ijJuIiIiIiMo4m5MZAHjppZdQs2ZNLFiwACdPnsSJEyf+V5FCgZYtW2LChAlo0qSJ0wMlIiIiIiIyZ1cyAwCNGzfG4sWLkZWVhTt37kCj0cDHxwdVqlSBl5dXccRIRODoOURE7oLtMZH7sDuZMfHy8kLt2rWdGQsRFYDPNSAicg9sj4nch80DABAREREREbkTJjNEpYROp5P8JSIi12B7TOQ+mMwQEREREVGpxGSGiIiIiIhKJSYzRERERERUKjk8mhkAnD59GgcPHsSDBw8AAOXLl0fHjh3RokULpwS3ZcsWvPfee/Dw8MClS5ecUicRERERET0ZHEpmtFotpkyZgr1798JoNMLPzw8AkJqaiqVLl6Jr16749ttvoVQqHQ4sPT0dc+bMgbe3N2+wI0Lug2nN/xIRkWuwPSZyHw51M1u4cCH27NmD1157DUePHsXp06dx+vRpHDt2DCNHjsTu3buxcOHCIgX2008/Qa1Wo3PnzkWqh4iIiIiInkwOJTNRUVHo168fpk6dipCQEHF6cHAw3nvvPbz44ovYsmWLw0Hdvn0bkZGReP/993nWg+j/0+v1kr9EROQabI+J3IdDmcLjx4/RsGHDfMsbNmyIbdu2ORzUF198gZYtW6JDhw7YsWOHw/WYy8nJkbwWBAEKhQJGo9FqNzZTFzmdTgej0Sgpk8vlkMlk0Ov1MBgMdtWrUCggCILVemUyGeRyOQwGg9UG0hRT3mUpznqLsqzFVa+jy2qqN7+YXLEOTfXasg5NdZv+X1zr0FRvQevQVdt3QevQVds32wi2EYXVW5RltaeNsKdethG21ZvfOjTNazQa2UYUUi/biMLrLcqyOqONKO0cSmYiIiJw+vRpDB482Gr5mTNnEBER4VBABw8exLFjx7B582aH3m+N0WjE48ePJdNUKhUCAwOh1+styoDcwQwAIDk5GVqtVlIWEBAAb29vZGVlISUlRVLm6emJ4OBgq58JAOHh4ZDL5UhNTUVWVpakzM/PDz4+PsjOzkZSUpKkTKlUIjQ0FAAQHx9v8SMJDQ2FUqmERqNBRkaGpMzHxwd+fn7IyclBQkKCpEwulyM8PBwAkJiYaPEDCw4OhqenJ9LT06HRaCRl3t7eCAgIgE6ns1hWQRBQrlw5ALnrMO+PKDAwECqVCpmZmUhNTZWUeXl5ISgoCAaDweo6jIiIgCAISElJQXZ2tqTM398farUaWVlZSE5OlpR5eHiIVxKt1RsWFgaFQoG0tDRkZmZKynx9feHr6wutVovExERJmUKhQFhYGAAgISHBoqEJCQmBh4cHNBoN0tPTJWVqtRr+/v6FrsOkpCRxW0tJScHjx48RFBQELy8vZGRkIC0tTfLewtah+XdT0PZt7zosaPu2dR0Wtn0XtA7j4+MlZTKZTGyLkpKSLBr6gtYh24hcbCP+x93bCHu2b7YRuRxtI8x/12wj2EaYlNY2orQTjHm3ZhssXLgQP/zwA15++WWMGDECVapUgSAIuH37NpYtW4Y1a9Zg4sSJGDdunF31arVaPP/882jbti0+/vhjAMD06dOxbds2h0czM72vTp06kuk862pbvTyjUni9RVlWe86o3L17F0uWLMHIkSNRuXJlnnV1Qr28MlP0etlGFF5vUZaVV2ZsW9aSbiNM7fGYMWNQuXJlthFsI4pUb1GWlVdmHLwyM3bsWNy7dw9r1qzB2rVrxRVhMBhgNBrRr18/jB071u56IyMjkZSUhIkTJzoSVoHyG1lNEIQCR10r6J4duVwOuVzu9HplMlmBG5cr6i3KshZXvWVtHZqPnmM+ryvWoau+m4KW1VXfDduIXGwjil7vk7QOn/Q2wjx+thG21fskbd+FxVTa1mFp51AyI5fLMXv2bIwYMQKHDx/G/fv3AQAVKlRA+/btLa6C2CItLQ0//fQThgwZAo1GI16KzMjIgNFoRGxsLFQqFYKDgx0JmajUMzVg+TVkRERUMtgeE7mPIg0VVqdOHYcSF2tSUlKQkZGBxYsXY/HixRblnTt3RseOHfHzzz875fOIShtBECR/iYjINdgeE7kPh5KZgQMHok+fPujRo4fDN/rnFRwcbPXZNL/99hvOnz+PefPmSYaBJiprTP1vHbjNjYiInIjtMZH7KFI3s6+//hqNGjVC79690b17d3GUDEeoVCp06dLFYvrevXtx4cIFq2VEZQmfa0BE5B7YHhO5D4eGMPjjjz+wf/9+vPPOO9Bqtfj888/RsWNHDB8+HH/88YfFkHNERERERETO5vB4bOXLl8frr7+O9evXY8+ePXjrrbeQmpqKTz75BO3bt8eoUaOcEuDs2bMdHpaZiIiIiIieXE4ZXLpSpUp44403sHHjRnz22Wfw9PTE8ePHnVE1ERERERGRVUUazczkzz//xI4dO7Bz507ExcXB29sbffr0cUbVRPT/cfQcIiL3wPaYyH04nMz8/fff2L59O3bu3ImHDx/Cy8sLHTt2RK9evdChQwd4eHg4M06iMo/PNSAicg9sj4nch0PJTJcuXXD//n0olUq0b98e7777Lp577jmoVCpnx0dERERERGSVQ8lMjRo1MHHiRHTu3Bk+Pj7OjomIrNDpdJK/RETkGmyPidyHQ8nMokWLnB0HERERERGRXWxKZh48eAAgdzhm89eFMc1PRERERETkbDYlM506dYIgCPjrr7/g4eEhvi5MdHR0kQMkIiIiIiKyxqZk5osvvoAgCFAqlZLXRERERERErmJTMtO/f/8CXxNR8VMoFJK/RETkGmyPidyHzJE3vf/++/jrr7/yLb948SLef/99h4MiIiIiIiIqjEPJzMaNG3H37t18y2NjY7Fp0yZHYyIiK/R6veQvERG5BttjIvfhUDJTmLi4OHh5eRVH1URlltFolPwlIiLXYHtM5D5s7uy5d+9e7Nu3T3y9Zs0aHD9+3GK+tLQ0HD9+HE8//bRzIiQiIiIiIrLC5mQmJiYGO3fuBABxmOa///5bMo8gCPD29sYzzzyD6dOnOzdSIiIiIiIiMzYnM2+88QbeeOMNAECdOnUwa9YsPP/888UWGBERERERUUEcGlPw6tWrzo6DiAohk8kkf4mIyDXYHhO5D4d+hZcvX8aKFSvyLV+xYgWio6MdDoqILHHnSUTkHtgeE7kPh36F3333HU6cOJFv+alTpzBv3jxHYyIiKzh6DhGRe2B7TOQ+HL4y07x583zLmzVrZjE4ABEVDZ9rQETkHtgeE7kPh5KZ9PR0yOXy/CuVyZCWluZwUERERERERIVxKJmpUqUKjh07lm/5kSNHUKlSJYeDIiIiIiIiKoxDyczAgQNx8OBBfPnll0hNTRWnp6am4osvvsCRI0cwcOBApwVJRERERESUl0NDMw8fPhxXr17FsmXL8PvvvyMsLAwAEBcXB4PBgL59+2LEiBHOjJOIiIiIiEjCoWRGEAR8+eWX6Nu3L3bv3o179+4BADp37oxu3bqhZcuWTg2SiACFQiH5S0RErsH2mMh9FOlX+Oyzz+LZZ5+1mK7X63H48GE899xzRameiIiIiIgoX049pXD+/HlERUVh586dSE5O5oMziZxIp9NJ/hIRkWuwPSZyH0VOZmJiYrBlyxZs3boVDx48gEqlQtu2bdGpUydnxEdERERERGSVQ8nMo0ePsG3bNkRFReHq1avw8vJCVlYW3n77bbz22mvw8PBwdpxEREREREQSNiczGo0GO3fuRFRUFM6ePQtPT0906tQJkyZNQqVKldC7d2889dRTTGSIiIiIiKhE2JzMtGnTBgDQoUMHfPPNN+jUqRM8PT0BAHfv3i2e6IiIiIiIiPJh80Mzs7Oz4efnhwoVKqBSpUpiIkNEJYNDgRIRuQe2x0Tuw+Zf4bZt28Qb/SMjI1G5cmX07t0bvXv3hlKpLM4YiYiIiIiILNiczFSvXh2TJ0/G5MmTcfbsWURFRWHlypX46aefULFiRQiCgOTk5GIMlahsMxgMkr9EROQabI+J3IdD10ebN2+O5s2b4+OPP8ahQ4ewZcsWxMXF4ZNPPsHixYvRuXNndOzYES1btrSr3suXL+Onn37ClStXEB8fD29vb9SoUQOjRo3iAzipzOPOk4jIPbA9JnIfRersqVAo0LlzZ3Tu3BkajQa7d+9GVFQUli1bhsjISLsfmnnv3j1otVr0798f4eHhyMjIwO7duzF27FjMnDkTgwcPLkq4RERERET0BHHanWs+Pj7o378/+vfvj0ePHmHHjh1219GjRw/06NFDMu3//u//0L9/fyxdupTJDBERERERiWwezcwe4eHhGDFihFPqksvliIiIQGpqqlPqIyIiIiKiJ4NbjimYnp6O7OxspKWlYd++fThy5Ah69uxZpDpzcnIkrwVBgEKhgNFohE6ns5jfNEKbTqeD0WiUlMnlcshkMuj1eov+soXVq1AoIAiC1XplMhnkcjkMBgP0en2+MeVdluKstyjLWlz1Orqspnrzi8kV69BUry3r0LyPdk5OTrGtQ1O9Ba1DV23fBa1DV23fbCPYRhRWb1GW1Z42wp562UbYVm9+69D0f5lMxjaikHrZRhReb1GW1RltRGnnlsnMJ598gqioKAC5X1LXrl0xY8YMh+szGo14/PixZJpKpUJgYCD0er1FGQCUL18eAJCcnAytVispCwgIgLe3N7KyspCSkiIp8/T0RHBwsNXPBHKvWsnlcqSmpiIrK0tS5ufnBx8fH2RnZyMpKUlSplQqERoaCgCIj4+3+JGEhoZCqVRCo9EgIyNDUubj4wM/Pz/k5OQgISFBUiaXyxEeHg4ASExMtPiBBQcHw9PTE+np6dBoNJIyb29vBAQEQKfTWSyrIAgoV64cgNx1mPdHFBgYCJVKhczMTIurbl5eXggKCoLBYLC6DiMiIiAIAlJSUpCdnS0p8/f3h1qtRlZWlsXoeh4eHggJCQEAq/WGhYVBoVAgLS0NmZmZkjJfX1/4+vpCq9UiMTFRUqZQKBAWFgYASEhIsGhoQkJC4OHhAY1Gg/T0dEmZWq2Gv79/oeswKSlJXE+pqal4/PgxgoKC4OXlhYyMDKSlpUneW9g6NP9uCtq+7V2HBW3ftq7DwrbvgtZhfHy8pEwmkyEiIgJA7jrM29AXtA7ZRuRiG/E/7t5G2LN9s43I5WgbYdomTQeYbCPYRgClt40o7QRj3q3ZDdy4cQOPHz9GXFwctm7dCk9PT8ycOVP8Edrj0qVLAIA6depIpvOsq2318oxK4fUWZVntOaNy//59/Pe//8Xo0aNRoUIFnnV1Qr28MlP0etlGFF5vUZaVV2ZsW9aSbiNM7fGbb76JChUqsI1gG1GkeouyrLwy46bJjDmj0YiRI0ciLS0Na9euhSAIdr3flMw0aNCgOMIjKjF37tzBL7/8gjFjxqBKlSquDoeIqMxie0zkPtw+HRMEAT169MClS5fwzz//uDocIiIiIiJyEzbdM7NgwQK7KxYEAePHj7f7fdaY+oTm7WtJRERERERll1slMwkJCQgODpZM02q12LRpE7y8vFC9enW74yAiIiIioieTTcnM1atXizsOAMDkyZPh4eGBJk2aICwsDI8ePUJUVBRu376N6dOnQ61Wl0gcRERERETk/txqaOa+ffti06ZNWLFiBVJSUuDj44P69etj6tSp6Ny5s6vDI3Ip0wgqpr9EROQabI+J3EeRfoWPHj3CmTNnkJCQgO7duyMiIgJ6vR5paWnw9fWFXC63q74BAwZgwIABRQmJiIiIiIjKCIeSGaPRiNmzZ2PFihXQ6XQQBAG1atVCREQEMjIy0KlTJ7z11lsYMWKEk8MlKrtM48dbG0eeiIhKDttjIvfh0NDMixcvxm+//YaRI0di6dKlkgcD+fr6olu3bti9e7fTgiQiIiIiIsrLoWRm7dq1ePHFF/HOO++gTp06FuW1a9fG7du3ixobERERERFRvhxKZh4+fIgmTZrkW65SqfhMGCIiIiIiKlYOJTPBwcF4+PBhvuWXL19GuXLlHA6KiIiIiIioMA4lM127dsXq1atx7949cZogCACAo0ePYuPGjejRo4dzIiQiABBHB7R3lEAiInIutsdE7sOh0czeeustnDp1Cn379kXz5s0hCAL++9//Yv78+fjzzz9Rt25djB071tmxEpVpphMGpr9E5BzJyclIT093dRhUisTHx4t/2SaTvdRqNQICAlwdxhPDoWTG19cXa9aswZIlS7Br1y54enrizJkzqFy5MsaPH4/XX38dXl5ezo6VqEwzGAySv0RUdMnJyfhu3jzocnJcHQqVQmvXrnV1CFQKKZRKTH77bSY0TuLwQzO9vLwwbtw4jBs3zpnxEFE+mMwQOV96ejp0OTmo0rQHvHyDXB0OET3hstIScef8TqSnpzOZcRKHkxkgdyeQnp4OtVoNtVrtrJiIiIhKlJdvELwDwlwdBhER2cnuZObatWtYvHgxjh8/jsTERHF6cHAw2rZti5EjR6JWrVpODZKIiIiIiCgvu5KZ7du3Y/r06dBqtahcuTIaN24Mb29vZGRk4MaNG9i0aRO2b9+OOXPmoHv37sUVMxERERERke3JzMOHD/Hhhx+ifPnymD17Nho3bmwxz4ULFzB9+nRMnz4djRo1QkREhDNjJSrTOJoZERERkZTNz5lZvXo1AGDp0qVWExkAaNKkCZYsWQKj0SjOT0TOwecaEBEREUnZnMycOnUKXbt2Rbly5Qqcr0KFCujWrRtOnjxZ5OCIiIiIiIjyY3Myc/v2bTRo0MCmeRs0aIDbt287GhMRWaHT6SR/iYiIiMo6m5MZjUYDPz8/m+b19fWFRqNxOCgiIiIiIqLC2DwAgE6ng0xmW+4jk8mg1+sdDupJl5ycjPT0dFeHQaVMfHy8+FehKNIjoqiMUavVfDgbERE9kew6Ijp06JB4QFWQv//+2+GAnnTJycn4bt486HJyXB0KlVIbNmxwdQhUyiiUSkx++20mNERE9MSxK5nZunUrtm7datO8HD7WuvT0dOhyclClaQ94+Qa5OhwiesJlpSXizvmdSE9PZzJDRERPHJuTmX379hVnHGWOl28QvAPCXB0GEREREVGpZXMyU6FCheKMg4iIiIiIyC42j2ZGRERERETkTpjMEBERERFRqcRkhoiIiIiISiUmM0REREREVCoxmSEiIiIiolKJyQwREREREZVKdj0001xKSgq2bt2K2NhYpKSkwGg0SsoFQcAXX3xR5ACJiIiIiIiscSiZOXLkCN566y1kZmbCx8cHfn5+FvMIglDk4IiIiIiIiPLjUDLz1VdfITQ0FD/88ANq167t7JiIiIiIiIgK5dA9M3fu3MGwYcOYyBARERERkcs4lMxUrVoV6enpzo6FiIiIiIjIZg4lM5MmTcLKlSsRGxvr7HiIiIiIiIhs4tA9MydPnkRQUBB69eqF1q1bo1y5cpDL5RbzffTRR3bVe/HiRWzatAmnTp3C/fv3ERAQgEaNGuHtt9/GU0895UioRERERET0hHIomVm+fLn4/4MHD1qdRxAEu5OZxYsX4/z58+jRowdq166Nx48fY8WKFejfvz9Wr17Ne3SIiIiIiEjkUDJz9epVZ8cBABgxYgS++eYbeHh4iNN69eqF559/Hj///DPmzp1bLJ9LRERERESlj8MPzSwOTZs2tZhWtWpV1KxZEzdv3nRBRERERERE5K6KlMzcu3cPhw8fxoMHDwAA5cuXR/v27VGpUiWnBAcARqMR8fHxRb5nJicnR/JaEAQoFAoYjUbodDqL+ZVKJQBAp9PBaDRKyuRyOWQyGfR6PQwGg131EhG5krU2TSaTQS6Xw2AwQK/XW7zH1B7mbUeBorWHxVWvQqGAIAg2LSvbaSJyBZ1OJ2n7HG0PTW1aUdrZ0q7QZMZoNEIQBIvps2fPxm+//WZ1pb766quYNm2aUwLcsmULHj16hAkTJjhch9FoxOPHjyXTVCoVAgMDodfrLcqA3MQMAJKTk6HVaiVlAQEB8Pb2RlZWFlJSUiRlnp6eCA4OtvqZACzWFxFRSTDt5DQaDTIyMiRlPj4+8PPzQ05ODhISEiRlcrkc4eHhAIDExESLZCc4OBienp5IT0+HRqORlHl7eyMgIAA6nc6iPRQEAeXKlQOQ287m3dEGBgZCpVIhMzMTqampkjIvLy8EBQXBYDBYbWcjIiIgCAJSUlKQnZ0tKfP394darUZWVhaSk5ORnJxs8X4iouKWnJwsJhoKhQJhYWEAgISEBItjxZCQEHh4eECj0Vg8GkWtVsPf37/QdjYpKcki2QkKCoKXl5dTl8sVCk1mIiMjUaNGDbRr106ctmTJEkRGRqJ79+4YOXIkqlevDgCIiYlBZGQkIiMjER4ejhEjRhQpuJiYGHz22Wdo3LgxBgwY4HA9giAgNDTUYhqQu6POW2YuICDA6pUZIHeHan5/j3m91j4TAOLi4uxfACKiIlIocpt7Hx8fqNVqSZnpzJxSqSywPQwKCrKYZmoP1Wo1VCqVpMzUHioUikLb2fzqValU8PT0tFqvTCazWq+p3N/f3+qVGSC3/Q4NDbV6tpKIqLgFBARYbb+Cg4MtppnaQx8fH3h7e0vKTG1aYe1sYGBgvvWWdoUmMxUqVMCECRPw8ccfY+DAgQCANWvWoFOnTpg/f75k3kaNGuG7775DdnY2Vq9eXaRk5vHjx3jjjTfg6+uL77//vsgr3JT95iUIQr5lwP8OAKyRy+X5xlVYvURErlBQmyaTyQrsclBQm1aU9rC46rVlWQuah4iouCgUCqvtlyva2dKu0Fa8W7duCAkJwZQpU+Dh4YEXXngB9+/fx/Dhw/N9T9u2bXHkyBGHg0pLS8Po0aORlpaGFStWiF0ciIiIiIiITGy666dp06bYuHGjePkqODi4wOGZr169arU7gi2ys7MxduxY3L59G4sWLUKNGjUcqoeIiIiIiJ5sNg9hEBAQgFatWgEAevTogXXr1uGXX36R3EiakZGBX375BevWrUOvXr3sDkav1+Ptt9/Gn3/+ifnz56NJkyZ210FERERERGWDQ52FJ02ahOjoaMydOxfff/+9OAJDXFwcdDodWrZsibfeesvuemfPno39+/fjueeeQ3JyMjZv3iwp79u3ryPhEhERERHRE8ihZEalUmHZsmXYu3ev5Dkzbdu2RYcOHdCpUyerwzkXxtR17cCBAzhw4IBFOZMZIiIqDllpia4OgYjKALY1zlekYVy6dOmCLl26OCsW/P77706ri4iIyFZ3zu90dQhEROQAjklJRERlXpWmPeDl69jANUREtspKS+TJEyezKZnp1KkTZDIZduzYAaVSaVM3MkEQsHfvXqcESUREVJy8fIPgHRDm6jCIiMhONiUzLVq0gCAI4sPUTK+JiIiIiIhcxaZkZvbs2QW+JiIiIiIiKmk2P2eGiIiIiIjInTiUzGzduhXTp0/Pt/z999/H9u3bHQ6KiIiIiIioMA4lM5GRkfDw8Mi33NPTE8uWLXM4KCIiIiIiosI4lMz8888/qFu3br7lderUwa1btxwOioiIiIiIqDAOJTNGoxFpaWn5lqempkKn0zkcFBERERERUWEcSmbq1auHrVu3QqvVWpRptVpERUUVeOWGiIiIiIioqBxKZkaPHo0bN25g+PDh2L9/P+7du4d79+5h3759GDZsGG7evIkxY8Y4O1YiIiIiIiKRTc+ZyatDhw6YNWsWZs2ahfHjx4vTjUYj1Go1/vOf/6Bjx47OipGIiIiIiMiCQ8kMAPTv3x/dunXDsWPHcPfuXQBA5cqV0aZNG/j4+DgtQCIiIiIiImscTmYAwMfHB927d3dWLERERERERDYrUjIDABqNBhqNBgaDwaKsfPnyRa2eiIiIiIjIKoeTmZUrVyIyMhL37t3Ld57o6GhHqyciIiIiIiqQQ6OZrVq1Cp999hkqV66Mt99+G0ajEa+++irGjBmDkJAQ1KlTB7NmzXJ2rERERERERCKHkpnly5ejbdu2WLx4MV5++WUAuSOcTZ48Gdu3b0d6ejqSk5OdGScREREREZGEQ8nM3bt38dxzzwEAlEolACAnJwcA4Ovri4EDB2LlypVOCpGIiIiIiMiSQ8mMr68v9Ho9gNwRzVQqFf7991+xXK1WIz4+3jkREhERERERWeHQAAA1a9bE1atXxdeNGjXCqlWr0KFDBxgMBvzxxx+oWrWqs2J8ImWlJbo6BCIqA9jWEBHRk8yhZOaFF17A6tWrodVq4eHhgYkTJ+K1115Dx44dcytVKPDDDz84M84nzp3zO10dAhERERFRqeZQMjNgwAAMGDBAfN2sWTNs27YN+/fvh1wuR5s2bfDUU085LcgnUZWmPeDlG+TqMIjoCZeVlsiTJ0RE9MRyKJl58OABgoKC4OXlJU6rVKkSXn31VQBAVlYWHjx4wIdmFsDLNwjeAWGuDoOIiIiIqNRyaACAzp07Y8+ePfmW79+/H507d3Y4KCIiIiIiosI4lMwYjcYCy3NyciCTOVQ1ERERERGRTWzuZqbRaJCamiq+Tk5OxoMHDyzmS01Nxfbt2xEaGuqcCImIiIiIiKywOZmJjIzEwoULAQCCIOCLL77AF198YXVeo9GIt99+2ykBEhERERERWWNzMtOmTRt4e3vDaDRizpw56N27N+rXry+ZRxAEqFQq1K9fHw0aNHB6sERERERERCY2JzNNmjRBkyZNAACZmZno1q0batWqVWyBERERERERFcShoZknTJggeZ2VlQUAkqGaiYiIiIiIipNDyQyQ+6yZH374AYcOHUJSUhIAIDAwEB06dMCECRNQoUIFpwVJRERERESUl0PJTExMDIYMGYK0tDS0bt0a1atXBwDcunULmzdvxoEDB7By5UpUq1bNqcESERERERGZOJTMfPvtt5DJZNi4cSNq164tKbt+/TpGjBiBb7/9Vhz9zFbp6en49ddfcenSJVy6dAlJSUmYMmUKxowZ40iYRERERET0BHPoyZZnzpzBsGHDLBIZAKhVqxaGDh2K06dP211vUlISFi5ciOvXr6NevXqOhEZERERERGWEQ1dmdDpdgTf7q1Qq6HQ6u+sNCwvD4cOHER4ejtjYWHTu3NmR8IiIiIiIqAxw6MpM3bp1sXbtWqSlpVmUaTQarFu3zqErKx4eHggPD3ckJCIiIiIiKmMcujIzceJEjB49Gj179kT//v1RtWpVAMA///yDjRs3Ijk5GTNmzHBmnERERERERBIOJTOtWrXCL7/8gq+//hq//PKLpKxu3bqYM2cOnn32WacE6Cw5OTmS14IgQKFQwGg0Wu0Sp1QqAeR2qTMajZIyuVwOmUwGvV4Pg8FgV71ERK5krU2TyWSQy+UwGAzQ6/UW7zG1h3nbUaBo7WFx1atQKCAIgk3Lanp/VlqiRT1ERM5mamt0Op2k7XO0PTS1aUVpZ0s7h58z07p1a2zatAmPHz/GgwcPAADly5dHaGgoAMBoNEIQBOdEWURGoxGPHz+WTFOpVAgMDIRer7coA3KXBQCSk5Oh1WolZQEBAfD29kZWVhZSUlIkZZ6enggODrb6mQAsNkIiopJg2slpNBpkZGRIynx8fODn54ecnBwkJCRIyuRyudj9NzEx0SLZCQ4OhqenJ9LT06HRaCRl3t7eCAgIgE6ns2gPBUFAuXLlAOS2s3l3tIGBgVCpVMjMzERqaqqkzMvLC0FBQTAYDFbb2YiICAiCgJSUFGRnZ0vK/P39oVarkZWVheTkZGRlZUGuUODO+Z2WK42IqBjIFQpkZWWJ7ZdCoUBYWBgAICEhweJYMSQkBB4eHtBoNEhPT5eUqdVq+Pv7F9rOJiUlWSQ7QUFBT8QD7x1OZkxCQ0PFBAYAtFotNm7ciCVLlmDXrl1Frd4pBEGQxGiaBuTuqPOWmQsICLB6ZQbI3aF6eHhYrdfaZwJAXFyc/QtARFRECkVuc+/j4wO1Wi0pM52ZUyqVBbaHQUFBFtNM7aFarYZKpZKUmdpDhUJRaDubX70qlQqenp5W65XJZFbrNZX7+/tbvTID5Lbfpv3XxAkTkJGRAUEQxM/N74oPAOj1eqv1ymQyGI1Gq1e3TO+1Vq9cLocgCDAYDFbPuppiLigme+styrKa6rW2rK5ah6aygtahM7+buLg4bNq0CQMGDEB4eLjD69DZ340z1mFJbt+2LmtJbt8FLauz6vX09LTa7gG5J4isLSuQ2357e3tb1Gv67ILa2cDAwHzrLe3sSma0Wi3279+Pu3fvwt/fHx07dhTP2GVmZmL58uVYtmwZ4uPjUbly5WIJ2FGmy2x5CYKQbxnwvw3TGrlcnu+GUFi9RESuUFCbZn7gbE1BbVpR2sPiqtfWZS3oAICoIMHBwahQoYKrw6AniCva2dLO5mTm0aNHGD58OO7evStmm15eXvjpp5+gVCoxZcoUPHr0CA0bNsTHH3+Mbt26FVvQRERERERENicz8+bNQ2xsLF5//XU0b94csbGxWLhwIT7++GMkJSWhZs2amDNnDlq0aFGc8RIREREREQGwI5k5duwY+vfvjylTpojTQkJCMGnSJHTs2BE//vijU0ZEWL58OVJTU8Vn2Jw6dUrslzhs2DD4+voW+TOIiIiIiKj0szmZSUhIQKNGjSTTGjduDAAYMGCA04Z2W7JkCe7fvy++Pnr0KI4ePQoAeOGFF5jMEBERkUuZD/ZDRK5lczKj1+stRpQxjeTl4+PjtID279/vtLqIiIiInM10E/aTMhoUUWlm12hm9+/fx+XLl8XXpq5gd+7cgZ+fn8X89evXL2J4RERERERE1tmVzMyfPx/z58+3mP7pp59KXpsemBkdHV206IiIiIjcjOleXmvPGiGikmVzMvPll18WZxxERERERER2sTmZ6devX3HGQUREREREZBfnDEFGRERERERUwpjMEBERERFRqcRkhoiIiMgOCoVC8peIXIfJDBERERERlUpMZoiIiIjswKGZidwHkxkiIiIiIiqVmMwQEREREVGpxGSGiIiIiIhKJSYzRERERERUKjGZISIiIrKDXC6X/CUi12EyQ0RERGQHQRAkf4nIdZjMEBEREdnBYDBI/hKR6zCZISIiIrIDkxki98FkhoiIiIiISiUmM0REREREVCoxmSEiIiIiolJJ4eoAyqqstERXh0BEZQDbGiLn42hmRO6DyUwJU6vVUCiVuHN+p6tDIaIyQqFUQq1WuzoMoicGnzND5D6YzJSwgIAATH77baSnp7s6FCplHj9+jLVr1+Kll15CaGioq8OhUkStViMgIMDVYRARETkdkxkXCAgI4IEF2U2n0wEAAgMDUaFCBRdHQ0RUdpnaY9NfInIdDgBARERERESlEpMZIiIiIiIqlZjMEBERERFRqcRkhoiIiIiISiUmM0SlhEKhkPwlIiLXYHtM5D6YzBARERERUanEZIaolNDr9ZK/RETkGmyPidwHkxmiUsJoNEr+EhGRa7A9JnIfTGaIiIiIiKhUYjJDRERERESlktslM1qtFt988w3atWuHhg0bYuDAgThy5IirwyIiIiIiIjfjdsnM9OnTsXTpUvTp0wcffvghFAoF3njjDZw+fdrVoRG5lEwmk/wlIiLXYHtM5D7c6ld48eJFbNu2DZMmTcK0adMwaNAgLFu2DBUqVMDXX3/t6vCIXIo7TyIi98D2mMh9uNWvcOfOnZDJZBg0aJA4zdPTEwMHDsSlS5cQGxvrwuiIXIuj5xARuQe2x0Tuw62SmejoaFSuXBn+/v6S6Q0bNhTLicoqPteAiMg9sD0mch8KVwdg7vHjxwgNDbWYbpoWFxfncN05OTmS14IgQKFQwGg0QqfTWcyvVCoBADqdzuLMi1wuh0wmg16vh8FgsKtehUIBQRCs1iuTySCXy2EwGKw2kKaY8i5LcdZblGV1pN7ExERkZ2dDLpcDQL7rEMjdiVhbVplMBqPRaLGsgiAUS73m77VWr1wuhyAIMBgMFuvQVG9hMel0Ovz7778AIP4tqN6iLKupXndah6aygtahp6enxYkQoPi3b7YRJdtG2FKvo8tqqje/mFyxDk31umodxsXFITMz06Le0thGOLP9NrXD8fHxUCgUDrezzm6/nbEOnVGvl5cXgoKCxGVlG+HebURp51bJTFZWFjw8PCyme3p6iuX28vDwgF6vx+PHjyXTVSoVAgMDrZYBQPny5QEAycnJ0Gq1krKAgAB4e3sjKysLKSkpFrEGBwfDaDRarTc8PBxyuRypqakWy+Pn5wcfHx9kZ2cjKSlJUqZUKsWkLj4+3uJHEhoaCqVSCY1Gg4yMDEmZj48P/Pz8kJOTg4SEBEmZXC5HeHg4gNxEIu8PLDg4GJ6enkhPT4dGo5GUeXt7IyAgADqdzmJZBUFAuXLlAOSuw7w/osDAQKhUKmRmZiI1NRUAkJmZiaVLl/KyfSG2bNni6hDckiAIeO2116BSqcRpMpkMERERAICkpCSLhj4oKAheXl7IyMhAWlqapIxtRC53aiNMTAdKBoPB6jqMiIiAIAhISUlBdna2pMzf3x9qtRpZWVlITk6WlHl4eCAkJAQArNYbFhYGhUKBtLQ0iwN8X19f+Pr6QqvVIjExUVKmUCgQFhYGAEhISLA4GAkJCYGHhwc0Gg3S09MlZWq1Gv7+/oWuQ3u378LWYbly5ZCeno7vv/+ebXIBNmzY4OoQ3JJ5e8w2Ipc7txGlnWB0o1aqT58+CAgIwPLlyyXTb968id69e2PGjBkYOnSo3fXyrGvpOevKKzP516vT6ZCSkgJ/f38oFApemclTL6/MlI02wpZ6eda18Hp5Zca2evNrZ3U6HVJTUxEUFMQrM1bq5ZWZ0tVGlHZudWUmNDQUDx48sJhuyjRNWau95HK52DDkJQiC+EVbY9poS7Je8wNca1xRb1GW1Z56TWeAyZJOp0NycjICAgIK/J7JuuLavtlG5CqpNsKeerkOi16vo/vdJx3bY/u54/bNNuLJ4FbpWJ06dXD37l2Lbhl//fWXWE5UVikUCoSEhHDHSUTkYmyPidyHWyUzPXr0gMFgwB9//CFO02q12LBhA+rXr49KlSq5MDoiIiIiInInbnVKoVGjRujRowfmz5+PpKQkVK1aFZs2bUJsbCyWLFni6vCIXConJ0cc8e9JvlxMROTu2B4TuQ+3SmYA4Ouvv8b8+fOxZcsWpKSkoGbNmvjpp5/w7LPPujo0IiIiIiJyI241mhkR5Y9nAomI3APbYyL34Vb3zBAREREREdmKyQwREREREZVK7GZGVEqYHlZmetgaERG5BttjIvfBZIaIiIiIiEoldjMjKiV0Oh2SkpKg0+lcHQoRUZnG9pjIfTCZISoljEYjMjMzwYupRESuxfaYyH0wmSEiIiIiolKJyQwREREREZVKClcHQES2iYmJQVZWFhISElwdChERAQgNDXV1CERlHq/MEJUSgiBALpe7OgwiIgLg4eEBpVLp6jCIyjwOzUxERERERKUSr8wQEREREVGpxGSGiIiIiIhKJSYzRERERERUKjGZISIiIiKiUonJDBERERERlUpMZoiIiIiIqFRiMkNERERERKUSkxkiIiIiIiqVmMwQEREREVGpxGSGiIiIiIhKJSYzRERERERUKjGZISIiIiKiUonJDBERERERlUoKVwdAVFpt2LAB77//PpRKJXbv3o3y5ctLyt944w3cuHED+/fvl0w3Go3YvHkz1q5di6tXr0Kn06Fy5cro0aMHXnvtNXh7exf62adOncLw4cMl0/z8/FC5cmUMHjwYAwcOlJR16tQJTz31FH799VfJdIPBgKioKGzYsAFXr15Feno6goKC0KxZM7z88sto1aqVPauEiKjUMrXp5gIDA1G9enW89tpr6NKlizi9du3aGDRoED777DPJ/FqtFmvWrMHWrVtx8+ZNZGVlISwsDC1btsTQoUPx9NNPl8iyEJUlTGaIiignJweLFi2y2KlZo9frMWXKFOzYsQPNmzfHW2+9BS8vL5w5cwYLFizAzp07sXTpUoSEhNj02UOHDkWjRo0AACkpKdizZw8+/PBDJCYmYsyYMQW+Nzs7G5MmTcKBAwfQtGlTvP766wgMDMSjR4+wd+9ejBgxAqtWrULTpk1tioWI6EkwceJEVKpUCUajEYmJidiyZQvGjx+P7777Dr169cr3fcnJyRg9ejQuXryIdu3aYcKECVCr1YiNjcXOnTuxceNGHDx4EBERESW4NERPPiYzREVUt25dbNiwAWPHjrW4OpPX4sWLsWPHDowcORLTpk0Tpw8aNAg9e/bEhAkTMH36dCxevNimz27WrBl69+4tvh46dCh69uyJrVu3FprMzJkzBwcOHMB7772H119/XVI2fvx4bNq0CQoFmwgiKlvatm2Lxo0bi68HDRqEdu3aISoqqsBkZvr06bh06ZLVpOett97C0qVLiytkojKN98wQFZEpaVi0aFGB82VlZeHXX39F1apVMWXKFIvyzp0748UXX8SRI0fw559/OhSLXC5HYGBgoUnIo0ePsHr1arRq1coikTF58cUX0bBhQ4fiICJ6UqjVanh7exfYrl68eBEHDhzAgAEDrCY8crkcr7/+Oq/KEBUDJjNERVS+fHkMGDAAGzZswIMHD/Kd79y5c0hJScHzzz+f707xxRdfBAAcOHDAps9OT09HYmIiEhMTcfv2bfz888/466+/xHryc/jwYeTk5BQ6HxFRWZOWlia2qzExMZg1axbi4+PRt2/ffN+zb98+AGCbSuQC7ENC5ARjx47F+vXrC7x35ubNmwCAOnXq5FuPqezWrVs2fe7HH3+Mjz/+WHwtCALGjRtnMThAfrHUrl3bps8hIior8l6tViqV+OyzzyQDAOQVExMDgG0qkSswmSFygnLlymHAgAFYv3493njjDVSoUMFinvT0dAC5XRbyYyrTaDQ2fe7YsWPRsmVLALk3nx48eBALFy6Ej48PRo4cme/7TPUXFAsRUVn00UcfoXr16gCA+Ph4bN26FTNnzoSPj0++98ywTSVyHXYzI3KSsWPHAsj/3hnTTs6U1FhjS8JjrlatWmjdujVat26NXr164euvv0anTp3w3XffISEhId/3+fj4FBoLEVFZ1KBBA7FdfeGFF7Bo0SLUqlULs2bNglartfoetqlErsNkhshJypUrh4EDB2Ljxo24f/++RbnpTN/Vq1fzrePatWuSeR3x7LPPQqvV4tKlS/nOY6rf9HlERGSdTCZDixYtEB8fjzt37lidx9SmXr9+vSRDIyIwmSFyKtPVmZ9++smirFmzZvDz88PWrVuh1+utvn/Tpk0AgOeee87hGHQ6HQAgIyMj33nat28PhUKBzZs3O/w5RERlRWHtaqdOnQD8rw0nopLDZIbIiSIiIvDSSy9h06ZNFiObqVQqjBw5Ev/88w++++47i/cePHgQGzdutHjGgb0OHToEoOAbUSMiIvDyyy/j+PHj+T77YPPmzbh48aLDcRARPQlycnJw7NgxKJXKfK+aN2rUCB06dMD69euxc+dOi3KDwYAlS5bg33//Le5wicocDgBA5GRvvPEG1q1bh+vXr1sMBDBmzBhER0fjv//9L/766y907doVnp6eOHfuHKKiolC9enV89dVXNn/WuXPnxDOGqampOHDgAE6dOoXevXsX2lVt2rRpiI2NxezZs7Fnzx506tQJgYGBePToEfbv349Lly5h9erV9q8AIqJS7OjRo2J3ssTERGzbtg23b9/GmDFjxHtjrJk9ezZGjx6NSZMmoUOHDmjdujV8fHxw//597Nq1C//884/kIcdE5BxMZoiczHR1ZsWKFRZlcrkc8+bNw6ZNm7B27VrMmzcPOp0OlStXxvjx4zFy5Eh4e3vb/FkrVqwQP0epVKJSpUqYPHkyRo0aVeh7vby88PPPP2PLli1Yv349fvnlF6SnpyM4OBjNmzfH9OnT0aRJE9sXnIjoCfDDDz+I//f09ES1atUwc+ZMvPLKKwW+LygoCKtWrcLq1auxbds2/PDDD8jOzkZYWBhatWqFuXPnIjw8vLjDJypzBKPRaHR1EERERERERPbiPTNERERERFQqMZkhIiIiIqJSickMERERERGVSkxmiIiIiIioVGIyQ0REREREpRKTGSIiIiIiKpWYzBARERERUanEZIaIiIiIiEolJjNERERERFQqKVwdABERuad79+5h6dKlOHbsGP79918AQIUKFdCyZUsMGjQIderUcXGERERU1glGo9Ho6iCIiMi9HDhwAJMnT4ZcLsfzzz+POnXqQCaT4datW9i9ezcePHiAffv2oUKFCq4OlYiIyjAmM0REJHH37l307dsX5cqVQ2RkJMLCwiTlOp0OK1euRNeuXVGuXDmrdWRkZMDb27skwiUiojKM98wQEZHE4sWLkZGRgS+//NIikQEAhUKB4cOHi4nM9OnT0aRJE9y9exejR49GkyZN8O677wIAOnXqhOnTp1vUMWzYMAwbNkx8ferUKdSuXRvbt2/H3Llz0aZNGzRu3Bhjx47Fw4cPLd6/Y8cO9O/fHw0bNkTLli3x7rvv4tGjR85aBUREVEowmSEiIokDBw6gSpUqaNSokc3v0el0GDVqFIKDgzFt2jR069bNoc/+6aefcPDgQYwePRrDhg3D8ePHMWLECGRlZYnzbNiwAW+//TZkMhneeecdvPzyy9izZw8GDx6M1NRUhz6XiIhKJw4AQEREIo1Gg7i4OHTp0sWiLDU1FTqdTnzt7e0NLy8vAID2/7V3/yDpdXEcxz/23/45hBBFWQ4h0dbkUDk4GBGEUGCUNAg1RWBCtQQNQeDSFgX9gyCCIDCipnJoaGgoWiJCDGtJhyCXInyGh59gBk+/x9+P53d53i9wuJ5zzznc7cM533vf3uTxeBQMBgua/+XlRUdHR6qurpYktbe3a2pqSnt7e/L7/Xp/f1c4HFZbW5t2dnZUXl4uSers7NT4+Lg2Nzc1OTlZ0BoAAMbBzgwAIOv19VWSvqx3GR0dldPpzP52dnZy2n0+X8HzDwwMZIOMJHk8HlmtVkWjUUnSzc2NUqmUfD5fNshIksvlkt1u19nZWcFrAAAYBzszAICsqqoqSX8X8H+2sLCgdDqtZDKpUCiU01ZSUqL6+vqC57fZbDnXJpNJNptNj4+PkqSnpydJUmtra969drtdl5eXBa8BAGAchBkAQFZNTY2sVqvu7u7y2n7U0CQSiby2srIyFRV9f7P/4+NDxcXF/36hAACIY2YAgE9cLpfi8biur68LHstisXxZlP9jh+WzeDyec53JZBSPx7Pfs2loaJAkxWKxvHtjsVi2HQDw/0CYAQDkCAQCMpvNmpubUzKZzGv/mc+TNTU16erqSm9vb9n/Tk9Pv3zdsiQdHBxk63Yk6fj4WM/Pz+ru7pYkdXR0qK6uTru7uzljRqNR3d/fy+VyfXttAADj45gZACBHS0uLwuGwgsGgPB6P+vv75XA4lMlklEgkdHh4qKKiom/VyAwODurk5ESBQEC9vb16eHhQJBJRc3Pzl/0tFouGh4fl9XqVSqW0tbUlm82moaEhSVJpaammp6c1OzurkZER9fX1KZVKaXt7W42NjRobG/uVjwIA8IcjzAAA8rjdbkUiEa2vr+v8/Fz7+/symUxqaGhQT0+PfD6fHA7HP47T1dWlmZkZbWxsaHFxUR0dHVpZWdHS0tKX/ScmJnR7e6vV1VWl02k5nU7Nz8/LbDZn+3i9XlVUVGhtbU3hcFiVlZVyu90KhUKqra39Zc8AAPDnM2V+5rwAAAC/wcXFhfx+v5aXl+XxeP7r5QAADIKaGQAAAACGRJgBAAAAYEiEGQAAAACGRM0MAAAAAENiZwYAAACAIRFmAAAAABgSYQYAAACAIRFmAAAAABgSYQYAAACAIRFmAAAAABgSYQYAAACAIRFmAAAAABgSYQYAAACAIf0Fgymo3vKa3bcAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install linearmodels\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "q3l8t2lPdbPM",
        "outputId": "83f6f62e-bb16-4e3b-b5b1-5f203a86f8b1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: linearmodels in /usr/local/lib/python3.12/dist-packages (6.1)\n",
            "Requirement already satisfied: numpy<3,>=1.22.3 in /usr/local/lib/python3.12/dist-packages (from linearmodels) (2.0.2)\n",
            "Requirement already satisfied: pandas>=1.4.0 in /usr/local/lib/python3.12/dist-packages (from linearmodels) (2.2.2)\n",
            "Requirement already satisfied: scipy>=1.8.0 in /usr/local/lib/python3.12/dist-packages (from linearmodels) (1.16.2)\n",
            "Requirement already satisfied: statsmodels>=0.13.0 in /usr/local/lib/python3.12/dist-packages (from linearmodels) (0.14.5)\n",
            "Requirement already satisfied: mypy-extensions>=0.4 in /usr/local/lib/python3.12/dist-packages (from linearmodels) (1.1.0)\n",
            "Requirement already satisfied: Cython>=3.0.10 in /usr/local/lib/python3.12/dist-packages (from linearmodels) (3.0.12)\n",
            "Requirement already satisfied: pyhdfe>=0.1 in /usr/local/lib/python3.12/dist-packages (from linearmodels) (0.2.0)\n",
            "Requirement already satisfied: formulaic>=1.0.0 in /usr/local/lib/python3.12/dist-packages (from linearmodels) (1.2.1)\n",
            "Requirement already satisfied: setuptools-scm<9.0.0,>=8.0.0 in /usr/local/lib/python3.12/dist-packages (from setuptools-scm[toml]<9.0.0,>=8.0.0->linearmodels) (8.3.1)\n",
            "Requirement already satisfied: interface-meta>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from formulaic>=1.0.0->linearmodels) (1.3.0)\n",
            "Requirement already satisfied: narwhals>=1.17 in /usr/local/lib/python3.12/dist-packages (from formulaic>=1.0.0->linearmodels) (2.5.0)\n",
            "Requirement already satisfied: typing-extensions>=4.2.0 in /usr/local/lib/python3.12/dist-packages (from formulaic>=1.0.0->linearmodels) (4.15.0)\n",
            "Requirement already satisfied: wrapt>=1.0 in /usr/local/lib/python3.12/dist-packages (from formulaic>=1.0.0->linearmodels) (1.17.3)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.12/dist-packages (from pandas>=1.4.0->linearmodels) (2.9.0.post0)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.12/dist-packages (from pandas>=1.4.0->linearmodels) (2025.2)\n",
            "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.12/dist-packages (from pandas>=1.4.0->linearmodels) (2025.2)\n",
            "Requirement already satisfied: packaging>=20 in /usr/local/lib/python3.12/dist-packages (from setuptools-scm<9.0.0,>=8.0.0->setuptools-scm[toml]<9.0.0,>=8.0.0->linearmodels) (25.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.12/dist-packages (from setuptools-scm<9.0.0,>=8.0.0->setuptools-scm[toml]<9.0.0,>=8.0.0->linearmodels) (75.2.0)\n",
            "Requirement already satisfied: patsy>=0.5.6 in /usr/local/lib/python3.12/dist-packages (from statsmodels>=0.13.0->linearmodels) (1.0.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.12/dist-packages (from python-dateutil>=2.8.2->pandas>=1.4.0->linearmodels) (1.17.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "from linearmodels.panel import PanelOLS"
      ],
      "metadata": {
        "id": "jAg3eDHVejA9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# se agrega columna compania (descriptiva) para proceder con las regresiones y a;o\n",
        "df_filtrado_pca['Compañía'] = df_completo['Compañía'].values\n",
        "df_filtrado_pca['Año Fiscal'] = df_completo['Año Fiscal'].values"
      ],
      "metadata": {
        "id": "0lixb4nj8khb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print('Compañía' in df_filtrado_pca.columns)\n",
        "print('Año Fiscal' in df_filtrado_pca.columns)\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fBUlWBWcBJgr",
        "outputId": "24cf5cdb-dd5f-44bb-e864-534753d89e02"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True\n",
            "True\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Mostrar los nombres de las columnas\n",
        "print(df_filtrado_pca.columns)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "avkBxQmKgUXn",
        "outputId": "8a3c6b87-5aa6-4b36-c909-1a9bb3cba135"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Index(['Total Ingreso Operativo', 'Rendimiento Sobre Los Activos (ROA) (%)',\n",
            "       'Rendimiento Sobre Activos Anualizado (%)',\n",
            "       'Rendimiento Sobre El Patrimonio (ROE) (%)',\n",
            "       'Rendimiento Sobre El Patrimonio Anualizado (%)',\n",
            "       'Rendimiento Sobre El Capital Empleado (%)',\n",
            "       'Margen De Ganancia Bruta (%)', 'Margen Operacional (%)',\n",
            "       'Margen Neto (%)', 'ROA Operativo (%)',\n",
            "       ...\n",
            "       'Relación Valor De Empresa/Ebitda (x)',\n",
            "       'Relación Valor De Empresa/Ebit (x)',\n",
            "       'Relación Valor De Empresa/Total De Activo (x)',\n",
            "       'Relación Valor De Empresa/Capital Empleado (x)',\n",
            "       'Relación Valor De Empresa/Flujo De Efectivo Operativo (x)',\n",
            "       'Dividendo anual', 'Ingresos calculados', 'Capitalización de Mercado',\n",
            "       'BIC NO BIC', 'Compañía'],\n",
            "      dtype='object', length=103)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# regresion lineal ROA modelo A DUPONT\n",
        "from linearmodels.panel import PanelOLS\n",
        "\n",
        "# Establecer el índice del panel\n",
        "df_filtrado_pca = df_filtrado_pca.set_index(['Compañía', 'Año Fiscal'])\n",
        "\n",
        "# Renombrar la variable dependiente para facilitar la fórmula\n",
        "df_filtrado_pca = df_filtrado_pca.rename(columns={'Rendimiento Sobre Los Activos (ROA) (%)': 'ROA'})\n",
        "\n",
        "# Definir el modelo con las variables del modelo DuPont y controles\n",
        "modelo = PanelOLS.from_formula(\n",
        "    'ROA ~ `Margen Neto (%)` + `Rotación De Activos (x)` + `Relación Activos/Patrimonio (%)` + `Ganancia operativa (EBIT)`+ `BIC NO BIC` + `Activos Totales` + EntityEffects',\n",
        "    data=df_filtrado_pca\n",
        ")\n",
        "\n",
        "# Ajustar el modelo\n",
        "resultados = modelo.fit()\n",
        "\n",
        "# Mostrar resultados\n",
        "print(resultados.summary)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kkkL8DfNfgpq",
        "outputId": "bbb15903-5b43-43f3-8498-5b22738b0aca"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                          PanelOLS Estimation Summary                           \n",
            "================================================================================\n",
            "Dep. Variable:                    ROA   R-squared:                        0.4272\n",
            "Estimator:                   PanelOLS   R-squared (Between):              0.5108\n",
            "No. Observations:              739918   R-squared (Within):               0.4272\n",
            "Date:                Tue, Sep 23 2025   R-squared (Overall):              0.4648\n",
            "Time:                        20:41:23   Log-likelihood                -4.987e+05\n",
            "Cov. Estimator:            Unadjusted                                           \n",
            "                                        F-statistic:                    6.77e+04\n",
            "Entities:                      195260   P-value                           0.0000\n",
            "Avg Obs:                       3.7894   Distribution:                F(6,544652)\n",
            "Min Obs:                       1.0000                                           \n",
            "Max Obs:                       9.0000   F-statistic (robust):           6.77e+04\n",
            "                                        P-value                           0.0000\n",
            "Time periods:                       7   Distribution:                F(6,544652)\n",
            "Avg Obs:                    1.057e+05                                           \n",
            "Min Obs:                    9.644e+04                                           \n",
            "Max Obs:                    1.185e+05                                           \n",
            "                                                                                \n",
            "                                        Parameter Estimates                                        \n",
            "===================================================================================================\n",
            "                                 Parameter  Std. Err.     T-stat    P-value    Lower CI    Upper CI\n",
            "---------------------------------------------------------------------------------------------------\n",
            "Margen Neto (%)                     0.5346     0.0010     534.78     0.0000      0.5326      0.5365\n",
            "Rotación De Activos (x)             0.5138     0.0016     320.93     0.0000      0.5107      0.5169\n",
            "Relación Activos/Patrimonio (%)    -0.1024     0.0014    -72.273     0.0000     -0.1052     -0.0996\n",
            "Ganancia operativa (EBIT)           0.0696     0.0011     60.781     0.0000      0.0673      0.0718\n",
            "BIC NO BIC[BIC]                    -0.2237     0.2611    -0.8568     0.3916     -0.7354      0.2880\n",
            "BIC NO BIC[NO BIC]                  0.0008     0.0011     0.6933     0.4881     -0.0014      0.0029\n",
            "Activos Totales                    -0.0530     0.0011    -46.893     0.0000     -0.0552     -0.0508\n",
            "===================================================================================================\n",
            "\n",
            "F-test for Poolability: 3.7987\n",
            "P-value: 0.0000\n",
            "Distribution: F(195259,544652)\n",
            "\n",
            "Included effects: Entity\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_filtrado_pca['log_Activos_Totales'] = np.log(df_filtrado_pca['Activos Totales'])\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K2s3RTaPQC5Z",
        "outputId": "e705904e-27b0-43ad-c3bc-074227496eaa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.12/dist-packages/pandas/core/arraylike.py:399: RuntimeWarning: invalid value encountered in log\n",
            "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# regresion lineal ROA modelo B DUPONT (LOG ACTIVOS)\n",
        "from linearmodels.panel import RandomEffects\n",
        "\n",
        "# Definir el modelo\n",
        "modelo_re = RandomEffects.from_formula(\n",
        "    'ROA ~ `Margen Neto (%)` + `Rotación De Activos (x)` + `Relación Activos/Patrimonio (%)` + `Ganancia operativa (EBIT)` + `BIC NO BIC` + log_Activos_Totales',\n",
        "    data=df_filtrado_pca\n",
        ")\n",
        "\n",
        "# Ajustar el modelo\n",
        "resultados_re = modelo_re.fit()\n",
        "\n",
        "# Mostrar resultados\n",
        "print(resultados_re.summary)\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zbV1xxJyD_7d",
        "outputId": "cd026d20-45ae-407a-9ece-6ce528409c76"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.12/dist-packages/linearmodels/panel/model.py:2759: MissingValueWarning: \n",
            "Inputs contain missing values. Dropping rows with missing observations.\n",
            "  super().__init__(dependent, exog, weights=weights, check_rank=check_rank)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                        RandomEffects Estimation Summary                        \n",
            "================================================================================\n",
            "Dep. Variable:                    ROA   R-squared:                        0.4998\n",
            "Estimator:              RandomEffects   R-squared (Between):              0.5047\n",
            "No. Observations:              103445   R-squared (Within):               0.3917\n",
            "Date:                Tue, Sep 23 2025   R-squared (Overall):              0.4998\n",
            "Time:                        20:34:12   Log-likelihood                -5.474e+04\n",
            "Cov. Estimator:            Unadjusted                                           \n",
            "                                        F-statistic:                   1.723e+04\n",
            "Entities:                       98820   P-value                           0.0000\n",
            "Avg Obs:                       1.0468   Distribution:                F(6,103438)\n",
            "Min Obs:                       1.0000                                           \n",
            "Max Obs:                       7.0000   F-statistic (robust):          1.742e+04\n",
            "                                        P-value                           0.0000\n",
            "Time periods:                       7   Distribution:                F(6,103438)\n",
            "Avg Obs:                    1.478e+04                                           \n",
            "Min Obs:                       403.00                                           \n",
            "Max Obs:                    9.841e+04                                           \n",
            "                                                                                \n",
            "                                        Parameter Estimates                                        \n",
            "===================================================================================================\n",
            "                                 Parameter  Std. Err.     T-stat    P-value    Lower CI    Upper CI\n",
            "---------------------------------------------------------------------------------------------------\n",
            "Margen Neto (%)                     0.4124     0.0022     190.46     0.0000      0.4081      0.4166\n",
            "Rotación De Activos (x)             0.3776     0.0026     143.66     0.0000      0.3725      0.3828\n",
            "Relación Activos/Patrimonio (%)    -0.0770     0.0020    -38.850     0.0000     -0.0808     -0.0731\n",
            "Ganancia operativa (EBIT)           0.1547     0.0013     118.72     0.0000      0.1522      0.1573\n",
            "BIC NO BIC[BIC]                    -0.1798     0.0367    -4.8998     0.0000     -0.2518     -0.1079\n",
            "BIC NO BIC[NO BIC]                 -0.2570     0.0030    -85.230     0.0000     -0.2629     -0.2511\n",
            "log_Activos_Totales                -0.1474     0.0020    -72.373     0.0000     -0.1514     -0.1434\n",
            "===================================================================================================\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#TEST HAUSMAN (resultado, debe usar efectos fijos)\n",
        "from linearmodels.panel import PanelOLS, RandomEffects\n",
        "from linearmodels.panel import compare\n",
        "import pandas as pd\n",
        "\n",
        "# Asegúrate de tener el índice de panel correctamente definido\n",
        "df_filtrado_pca = df_filtrado_pca.set_index(['Compañía', 'Año Fiscal'])\n",
        "\n",
        "# Renombrar variable dependiente si es necesario\n",
        "df_filtrado_pca = df_filtrado_pca.rename(columns={'Rendimiento Sobre Los Activos (ROA) (%)': 'ROA'})\n",
        "\n",
        "# Modelo de efectos fijos\n",
        "modelo_fijo = PanelOLS.from_formula(\n",
        "    'ROA ~ `Margen Neto (%)` + `Rotación De Activos (x)` + `Relación Activos/Patrimonio (%)` + `Ganancia operativa (EBIT)` + `BIC NO BIC` + `Activos Totales` + EntityEffects',\n",
        "    data=df_filtrado_pca\n",
        ").fit()\n",
        "\n",
        "# Modelo de efectos aleatorios\n",
        "modelo_aleatorio = RandomEffects.from_formula(\n",
        "    'ROA ~ `Margen Neto (%)` + `Rotación De Activos (x)` + `Relación Activos/Patrimonio (%)` + `Ganancia operativa (EBIT)` + `BIC NO BIC` + log_Activos_Totales',\n",
        "    data=df_filtrado_pca\n",
        ").fit()\n",
        "\n",
        "# Test de Hausman\n",
        "resultado_hausman = compare({'Efectos Fijos': modelo_fijo, 'Efectos Aleatorios': modelo_aleatorio})\n",
        "print(resultado_hausman)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b5-nG12oXmKN",
        "outputId": "c734364b-67d5-4631-ce69-f635d58ccbb6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.12/dist-packages/linearmodels/panel/model.py:2759: MissingValueWarning: \n",
            "Inputs contain missing values. Dropping rows with missing observations.\n",
            "  super().__init__(dependent, exog, weights=weights, check_rank=check_rank)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                           Model Comparison                          \n",
            "=====================================================================\n",
            "                                     Efectos Fijos Efectos Aleatorios\n",
            "---------------------------------------------------------------------\n",
            "Dep. Variable                                  ROA                ROA\n",
            "Estimator                                 PanelOLS      RandomEffects\n",
            "No. Observations                            739918             103445\n",
            "Cov. Est.                               Unadjusted         Unadjusted\n",
            "R-squared                                   0.4272             0.4998\n",
            "R-Squared (Within)                          0.4272             0.3917\n",
            "R-Squared (Between)                         0.5108             0.5047\n",
            "R-Squared (Overall)                         0.4648             0.4998\n",
            "F-statistic                               6.77e+04          1.723e+04\n",
            "P-value (F-stat)                            0.0000             0.0000\n",
            "=================================     ============    ===============\n",
            "Margen Neto (%)                             0.5346             0.4124\n",
            "                                          (534.78)           (190.46)\n",
            "Rotación De Activos (x)                     0.5138             0.3776\n",
            "                                          (320.93)           (143.66)\n",
            "Relación Activos/Patrimonio (%)            -0.1024            -0.0770\n",
            "                                         (-72.273)          (-38.850)\n",
            "Ganancia operativa (EBIT)                   0.0696             0.1547\n",
            "                                          (60.781)           (118.72)\n",
            "BIC NO BIC[BIC]                            -0.2237            -0.1798\n",
            "                                         (-0.8568)          (-4.8998)\n",
            "BIC NO BIC[NO BIC]                          0.0008            -0.2570\n",
            "                                          (0.6933)          (-85.230)\n",
            "Activos Totales                            -0.0530                   \n",
            "                                         (-46.893)                   \n",
            "log_Activos_Totales                                           -0.1474\n",
            "                                                            (-72.373)\n",
            "=================================== ==============  =================\n",
            "Effects                                     Entity                   \n",
            "---------------------------------------------------------------------\n",
            "\n",
            "T-stats reported in parentheses\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#PMS propesinty score match (Por que el p value en la regresion para bic no bic no es significativo)\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.neighbors import NearestNeighbors\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from scipy.stats import ttest_rel\n",
        "\n",
        "# Variables explicativas del modelo DuPont\n",
        "variables_explicativas = [\n",
        "    'Margen Neto (%)',\n",
        "    'Rotación De Activos (x)',\n",
        "    'Relación Activos/Patrimonio (%)',\n",
        "    'Ganancia operativa (EBIT)',\n",
        "    'Activos Totales'\n",
        "]\n",
        "\n",
        "# Variable de tratamiento y resultado\n",
        "variable_tratamiento = 'BIC NO BIC'\n",
        "variable_resultado = 'ROA'\n",
        "\n",
        "# Filtrar y preparar datos\n",
        "df_psm = df_filtrado_pca[[variable_resultado] + variables_explicativas + [variable_tratamiento]].dropna()\n",
        "df_psm[variable_tratamiento] = (df_psm[variable_tratamiento] == 'BIC').astype(int)\n",
        "\n",
        "# Escalar variables explicativas\n",
        "scaler = StandardScaler()\n",
        "X_scaled = scaler.fit_transform(df_psm[variables_explicativas])\n",
        "\n",
        "# Calcular propensity scores\n",
        "logit = LogisticRegression()\n",
        "logit.fit(X_scaled, df_psm[variable_tratamiento])\n",
        "df_psm['propensity_score'] = logit.predict_proba(X_scaled)[:, 1]\n",
        "\n",
        "# Separar grupos\n",
        "treated = df_psm[df_psm[variable_tratamiento] == 1]\n",
        "control = df_psm[df_psm[variable_tratamiento] == 0]\n",
        "\n",
        "# Emparejamiento por vecino más cercano\n",
        "nn = NearestNeighbors(n_neighbors=1)\n",
        "nn.fit(control[['propensity_score']])\n",
        "_, indices = nn.kneighbors(treated[['propensity_score']])\n",
        "\n",
        "# Obtener empresas emparejadas\n",
        "matched_control = control.iloc[indices.flatten()].copy()\n",
        "matched_treated = treated.reset_index(drop=True).copy()\n",
        "\n",
        "# Comparar ROA\n",
        "roa_treated = matched_treated[variable_resultado].values\n",
        "roa_control = matched_control[variable_resultado].values\n",
        "effect = np.mean(roa_treated - roa_control)\n",
        "\n",
        "# Test t pareado\n",
        "t_stat, p_value = ttest_rel(roa_treated, roa_control)\n",
        "\n",
        "# Resumen\n",
        "print(\"=== Resumen del Propensity Score Matching (PSM) aplicado al ROA ===\")\n",
        "print(f\"Empresas BIC disponibles: {len(treated)}\")\n",
        "print(f\"Empresas NO BIC disponibles: {len(control)}\")\n",
        "print(f\"Emparejamientos realizados: {len(matched_treated)}\")\n",
        "print(f\"Diferencia promedio en ROA (BIC - NO BIC): {effect:.4f} puntos porcentuales\")\n",
        "print(f\"Test t pareado posterior al PSM: t = {t_stat:.4f}, p-value = {p_value:.4f}\")\n",
        "if p_value < 0.05:\n",
        "    print(\"→ La diferencia es estadísticamente significativa (p < 0.05).\")\n",
        "else:\n",
        "    print(\"→ La diferencia NO es estadísticamente significativa (p ≥ 0.05).\")\n",
        "print(\"Nota: La diferencia está expresada en puntos porcentuales de ROA.\")\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1SuTCvLFagcH",
        "outputId": "6c4804fb-65b0-4f91-ee38-118cafd6cf01"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "=== Resumen del Propensity Score Matching (PSM) aplicado al ROA ===\n",
            "Empresas BIC disponibles: 2503\n",
            "Empresas NO BIC disponibles: 737415\n",
            "Emparejamientos realizados: 2503\n",
            "Diferencia promedio en ROA (BIC - NO BIC): 0.1946 puntos porcentuales\n",
            "Test t pareado posterior al PSM: t = 7.3470, p-value = 0.0000\n",
            "→ La diferencia es estadísticamente significativa (p < 0.05).\n",
            "Nota: La diferencia está expresada en puntos porcentuales de ROA.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# regresion lineal z score altman modelo A\n",
        "from linearmodels.panel import PanelOLS\n",
        "import numpy as np\n",
        "\n",
        "# Add 'Activos Totales', 'Compañía', and 'Año Fiscal' back to the DataFrame\n",
        "df_filtrado_pca['Compañía'] = df_completo['Compañía'].values\n",
        "df_filtrado_pca['Año Fiscal'] = df_completo['Año Fiscal'].values\n",
        "\n",
        "# Asegúrate de que el índice esté bien definido\n",
        "df_filtrado_pca = df_filtrado_pca.set_index(['Compañía', 'Año Fiscal'])\n",
        "\n",
        "# Renombrar la variable dependiente\n",
        "df_filtrado_pca = df_filtrado_pca.rename(columns={'Modelo Z-Score de Altman': 'ZScore'})\n",
        "\n",
        "# Definir el modelo con log(Activos Totales)\n",
        "modelo_z_b = PanelOLS.from_formula(\n",
        "    'ZScore ~ `Capital De Trabajo` + `Razón De Liquidez (x)` + `Resultados acumulados` + `Rendimiento Sobre Los Activos (ROA) (%)`+ `Rendimiento Sobre El Patrimonio (ROE) (%)` + `Relación Deuda/Activos Totales (%)` + `Rotación De Activos (x)` + `BIC NO BIC` + `Activos Totales` + EntityEffects',\n",
        "    data=df_filtrado_pca\n",
        ")\n",
        "\n",
        "# Ajustar el modelo\n",
        "resultados_z_b = modelo_z_b.fit()\n",
        "\n",
        "# Mostrar resultados\n",
        "print(resultados_z_b.summary)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Hh_nDUwNV7A0",
        "outputId": "1291bb80-402c-4d83-9e33-9fb5229099dc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                          PanelOLS Estimation Summary                           \n",
            "================================================================================\n",
            "Dep. Variable:                 ZScore   R-squared:                        0.2777\n",
            "Estimator:                   PanelOLS   R-squared (Between):              0.3967\n",
            "No. Observations:              739918   R-squared (Within):               0.2777\n",
            "Date:                Wed, Sep 24 2025   R-squared (Overall):              0.3772\n",
            "Time:                        01:58:12   Log-likelihood                -4.304e+05\n",
            "Cov. Estimator:            Unadjusted                                           \n",
            "                                        F-statistic:                   2.326e+04\n",
            "Entities:                      195260   P-value                           0.0000\n",
            "Avg Obs:                       3.7894   Distribution:                F(9,544649)\n",
            "Min Obs:                       1.0000                                           \n",
            "Max Obs:                       9.0000   F-statistic (robust):          2.326e+04\n",
            "                                        P-value                           0.0000\n",
            "Time periods:                       7   Distribution:                F(9,544649)\n",
            "Avg Obs:                    1.057e+05                                           \n",
            "Min Obs:                    9.644e+04                                           \n",
            "Max Obs:                    1.185e+05                                           \n",
            "                                                                                \n",
            "                                             Parameter Estimates                                             \n",
            "=============================================================================================================\n",
            "                                           Parameter  Std. Err.     T-stat    P-value    Lower CI    Upper CI\n",
            "-------------------------------------------------------------------------------------------------------------\n",
            "Capital De Trabajo                            0.0072     0.0014     5.0179     0.0000      0.0044      0.0100\n",
            "Razón De Liquidez (x)                         0.4346     0.0010     435.48     0.0000      0.4326      0.4365\n",
            "Resultados acumulados                         0.0020     0.0007     2.7753     0.0055      0.0006      0.0034\n",
            "Rendimiento Sobre Los Activos (ROA) (%)       0.1950     0.0018     108.43     0.0000      0.1915      0.1986\n",
            "Rendimiento Sobre El Patrimonio (ROE) (%)    -0.1296     0.0017    -74.270     0.0000     -0.1330     -0.1262\n",
            "Relación Deuda/Activos Totales (%)           -0.0306     0.0014    -22.650     0.0000     -0.0332     -0.0279\n",
            "Rotación De Activos (x)                      -0.0266     0.0015    -17.406     0.0000     -0.0296     -0.0236\n",
            "BIC NO BIC[BIC]                               0.3627     0.2380     1.5238     0.1275     -0.1038      0.8293\n",
            "BIC NO BIC[NO BIC]                           -0.0012     0.0010    -1.2332     0.2175     -0.0032      0.0007\n",
            "Activos Totales                              -0.0138     0.0014    -9.6296     0.0000     -0.0166     -0.0110\n",
            "=============================================================================================================\n",
            "\n",
            "F-test for Poolability: 5.9238\n",
            "P-value: 0.0000\n",
            "Distribution: F(195259,544649)\n",
            "\n",
            "Included effects: Entity\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# regresion lineal z score altman modelo A\n",
        "from linearmodels.panel import PanelOLS\n",
        "import numpy as np\n",
        "\n",
        "# Add 'Activos Totales', 'Compañía', and 'Año Fiscal' back to the DataFrame\n",
        "df_filtrado_pca['Compañía'] = df_completo['Compañía'].values\n",
        "df_filtrado_pca['Año Fiscal'] = df_completo['Año Fiscal'].values\n",
        "\n",
        "# Asegúrate de que el índice esté bien definido\n",
        "df_filtrado_pca = df_filtrado_pca.set_index(['Compañía', 'Año Fiscal'])\n",
        "\n",
        "# Renombrar la variable dependiente\n",
        "df_filtrado_pca = df_filtrado_pca.rename(columns={'Modelo Z-Score de Altman': 'ZScore'})\n",
        "\n",
        "# Definir el modelo con log(Activos Totales)\n",
        "modelo_z_b = PanelOLS.from_formula(\n",
        "    'ZScore ~ `Razón De Liquidez (x)` + `Rotación De Activos (x)` + `Relación Deuda/Activos Totales (%)`+ `Rendimiento Sobre Los Activos (ROA) (%)` + `BIC NO BIC` + `Activos Totales` + EntityEffects',\n",
        "    data=df_filtrado_pca\n",
        ")\n",
        "\n",
        "# Ajustar el modelo\n",
        "resultados_z_b = modelo_z_b.fit()\n",
        "\n",
        "# Mostrar resultados\n",
        "print(resultados_z_b.summary)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "T2va4ax6XAfB",
        "outputId": "dc39cfb2-8589-42e2-b746-2479bc496a82"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                          PanelOLS Estimation Summary                           \n",
            "================================================================================\n",
            "Dep. Variable:                 ZScore   R-squared:                        0.2703\n",
            "Estimator:                   PanelOLS   R-squared (Between):              0.3725\n",
            "No. Observations:              739918   R-squared (Within):               0.2703\n",
            "Date:                Wed, Sep 24 2025   R-squared (Overall):              0.3585\n",
            "Time:                        02:01:09   Log-likelihood                -4.341e+05\n",
            "Cov. Estimator:            Unadjusted                                           \n",
            "                                        F-statistic:                   3.362e+04\n",
            "Entities:                      195260   P-value                           0.0000\n",
            "Avg Obs:                       3.7894   Distribution:                F(6,544652)\n",
            "Min Obs:                       1.0000                                           \n",
            "Max Obs:                       9.0000   F-statistic (robust):          3.362e+04\n",
            "                                        P-value                           0.0000\n",
            "Time periods:                       7   Distribution:                F(6,544652)\n",
            "Avg Obs:                    1.057e+05                                           \n",
            "Min Obs:                    9.644e+04                                           \n",
            "Max Obs:                    1.185e+05                                           \n",
            "                                                                                \n",
            "                                            Parameter Estimates                                            \n",
            "===========================================================================================================\n",
            "                                         Parameter  Std. Err.     T-stat    P-value    Lower CI    Upper CI\n",
            "-----------------------------------------------------------------------------------------------------------\n",
            "Razón De Liquidez (x)                       0.4390     0.0010     438.95     0.0000      0.4370      0.4409\n",
            "Rotación De Activos (x)                    -0.0278     0.0015    -18.104     0.0000     -0.0308     -0.0248\n",
            "Relación Deuda/Activos Totales (%)         -0.0323     0.0014    -23.805     0.0000     -0.0350     -0.0296\n",
            "Rendimiento Sobre Los Activos (ROA) (%)     0.0835     0.0010     84.334     0.0000      0.0816      0.0855\n",
            "BIC NO BIC[BIC]                             0.4053     0.2393     1.6940     0.0903     -0.0636      0.8743\n",
            "BIC NO BIC[NO BIC]                         -0.0014     0.0010    -1.3709     0.1704     -0.0033      0.0006\n",
            "Activos Totales                            -0.0087     0.0006    -13.398     0.0000     -0.0100     -0.0074\n",
            "===========================================================================================================\n",
            "\n",
            "F-test for Poolability: 6.1665\n",
            "P-value: 0.0000\n",
            "Distribution: F(195259,544652)\n",
            "\n",
            "Included effects: Entity\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#PMS propensity score match aplicado al Modelo Z-Score de Altman\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.neighbors import NearestNeighbors\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from scipy.stats import ttest_rel\n",
        "\n",
        "# Variables explicativas\n",
        "variables_explicativas = [\n",
        "    'Razón De Liquidez (x)',\n",
        "    'Rotación De Activos (x)',\n",
        "    'Relación Deuda/Activos Totales (%)',\n",
        "    'Rendimiento Sobre Los Activos (ROA) (%)',\n",
        "    'Activos Totales',\n",
        "]\n",
        "\n",
        "# Variable de tratamiento y resultado\n",
        "variable_tratamiento = 'BIC NO BIC'\n",
        "variable_resultado = 'ZScore'\n",
        "\n",
        "# Filtrar y preparar datos\n",
        "df_psm = df_filtrado_pca[[variable_resultado] + variables_explicativas + [variable_tratamiento]].dropna()\n",
        "df_psm[variable_tratamiento] = (df_psm[variable_tratamiento] == 'BIC').astype(int)\n",
        "\n",
        "# Escalar variables explicativas\n",
        "scaler = StandardScaler()\n",
        "X_scaled = scaler.fit_transform(df_psm[variables_explicativas])\n",
        "\n",
        "# Calcular propensity scores\n",
        "logit = LogisticRegression()\n",
        "logit.fit(X_scaled, df_psm[variable_tratamiento])\n",
        "df_psm['propensity_score'] = logit.predict_proba(X_scaled)[:, 1]\n",
        "\n",
        "# Separar grupos\n",
        "treated = df_psm[df_psm[variable_tratamiento] == 1]\n",
        "control = df_psm[df_psm[variable_tratamiento] == 0]\n",
        "\n",
        "# Emparejamiento por vecino más cercano\n",
        "nn = NearestNeighbors(n_neighbors=1)\n",
        "nn.fit(control[['propensity_score']])\n",
        "_, indices = nn.kneighbors(treated[['propensity_score']])\n",
        "\n",
        "# Obtener empresas emparejadas\n",
        "matched_control = control.iloc[indices.flatten()].copy()\n",
        "matched_treated = treated.reset_index(drop=True).copy()\n",
        "\n",
        "# Comparar Z-Score\n",
        "zscore_treated = matched_treated[variable_resultado].values\n",
        "zscore_control = matched_control[variable_resultado].values\n",
        "effect = np.mean(zscore_treated - zscore_control)\n",
        "\n",
        "# Test t pareado\n",
        "t_stat, p_value = ttest_rel(zscore_treated, zscore_control)\n",
        "\n",
        "# Resumen\n",
        "print(\"=== Resumen del Propensity Score Matching (PSM) aplicado al Modelo Z-Score de Altman ===\")\n",
        "print(f\"Empresas BIC disponibles: {len(treated)}\")\n",
        "print(f\"Empresas NO BIC disponibles: {len(control)}\")\n",
        "print(f\"Emparejamientos realizados: {len(matched_treated)}\")\n",
        "print(f\"Diferencia promedio en Z-Score (BIC - NO BIC): {effect:.4f}\")\n",
        "print(f\"Test t pareado posterior al PSM: t = {t_stat:.4f}, p-value = {p_value:.4f}\")\n",
        "if p_value < 0.05:\n",
        "    print(\"→ La diferencia es estadísticamente significativa (p < 0.05).\")\n",
        "else:\n",
        "    print(\"→ La diferencia NO es estadísticamente significativa (p ≥ 0.05).\")\n",
        "print(\"Nota: La diferencia está expresada en unidades del Z-Score de Altman.\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oteCjxmxfdeO",
        "outputId": "23743482-9fda-4ad9-8e25-d562af9a5029"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "=== Resumen del Propensity Score Matching (PSM) aplicado al Modelo Z-Score de Altman ===\n",
            "Empresas BIC disponibles: 2503\n",
            "Empresas NO BIC disponibles: 737415\n",
            "Emparejamientos realizados: 2503\n",
            "Diferencia promedio en Z-Score (BIC - NO BIC): 0.0009\n",
            "Test t pareado posterior al PSM: t = 0.0524, p-value = 0.9582\n",
            "→ La diferencia NO es estadísticamente significativa (p ≥ 0.05).\n",
            "Nota: La diferencia está expresada en unidades del Z-Score de Altman.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# regresion lineal ROE (MODELO DUPONT)\n",
        "from linearmodels.panel import PanelOLS\n",
        "\n",
        "# Establecer el índice del panel\n",
        "df_filtrado_pca = df_filtrado_pca.set_index(['Compañía', 'Año Fiscal'])\n",
        "\n",
        "# Renombrar la variable dependiente para facilitar la fórmula\n",
        "df_filtrado_pca = df_filtrado_pca.rename(columns={'Rendimiento Sobre El Patrimonio (ROE) (%)': 'ROE'})\n",
        "\n",
        "# Definir el modelo con las variables del modelo DuPont y controles\n",
        "modelo = PanelOLS.from_formula(\n",
        "    'ROE ~ `Rendimiento Sobre Los Activos (ROA) (%)` + `Relación Activos/Patrimonio (%)` + `BIC NO BIC` + `Activos Totales` + EntityEffects',\n",
        "    data=df_filtrado_pca\n",
        ")\n",
        "\n",
        "# Ajustar el modelo\n",
        "resultados = modelo.fit()\n",
        "\n",
        "# Mostrar resultados\n",
        "print(resultados.summary)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "u1Idd6pxgwTO",
        "outputId": "e15c046d-2dcc-4372-e34b-41d21fafc18f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                          PanelOLS Estimation Summary                           \n",
            "================================================================================\n",
            "Dep. Variable:                    ROE   R-squared:                        0.7586\n",
            "Estimator:                   PanelOLS   R-squared (Between):              0.8125\n",
            "No. Observations:              739918   R-squared (Within):               0.7586\n",
            "Date:                Wed, Sep 24 2025   R-squared (Overall):              0.7993\n",
            "Time:                        02:43:59   Log-likelihood                 -1.92e+05\n",
            "Cov. Estimator:            Unadjusted                                           \n",
            "                                        F-statistic:                   4.278e+05\n",
            "Entities:                      195260   P-value                           0.0000\n",
            "Avg Obs:                       3.7894   Distribution:                F(4,544654)\n",
            "Min Obs:                       1.0000                                           \n",
            "Max Obs:                       9.0000   F-statistic (robust):          4.278e+05\n",
            "                                        P-value                           0.0000\n",
            "Time periods:                       7   Distribution:                F(4,544654)\n",
            "Avg Obs:                    1.057e+05                                           \n",
            "Min Obs:                    9.644e+04                                           \n",
            "Max Obs:                    1.185e+05                                           \n",
            "                                                                                \n",
            "                                            Parameter Estimates                                            \n",
            "===========================================================================================================\n",
            "                                         Parameter  Std. Err.     T-stat    P-value    Lower CI    Upper CI\n",
            "-----------------------------------------------------------------------------------------------------------\n",
            "Rendimiento Sobre Los Activos (ROA) (%)     0.8923     0.0007     1303.5     0.0000      0.8909      0.8936\n",
            "Relación Activos/Patrimonio (%)             0.2718     0.0009     289.13     0.0000      0.2699      0.2736\n",
            "BIC NO BIC[BIC]                            -0.3656     0.1725    -2.1199     0.0340     -0.7037     -0.0276\n",
            "BIC NO BIC[NO BIC]                          0.0012     0.0007     1.7155     0.0862     -0.0002      0.0027\n",
            "Activos Totales                             0.0056     0.0005     11.911     0.0000      0.0047      0.0065\n",
            "===========================================================================================================\n",
            "\n",
            "F-test for Poolability: 2.8618\n",
            "P-value: 0.0000\n",
            "Distribution: F(195259,544654)\n",
            "\n",
            "Included effects: Entity\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#PMS propensity score match aplicado al ROE\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.neighbors import NearestNeighbors\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from scipy.stats import ttest_rel\n",
        "\n",
        "# Variables explicativas\n",
        "variables_explicativas = [\n",
        "    'Relación Activos/Patrimonio (%)',\n",
        "    'Margen Neto (%)',\n",
        "    'Ganancia operativa (EBIT)',\n",
        "    'Total de patrimonio',\n",
        "    'Pasivos Totales',\n",
        "    'Razón De Liquidez (x)',\n",
        "    'Rotación De Activos (x)',\n",
        "    'Rendimiento Sobre Los Activos (ROA) (%)',\n",
        "    'Activos Totales',\n",
        "]\n",
        "\n",
        "# Variable de tratamiento y resultado\n",
        "variable_tratamiento = 'BIC NO BIC'\n",
        "variable_resultado = 'ROE'\n",
        "\n",
        "# Filtrar y preparar datos\n",
        "df_psm = df_filtrado_pca[[variable_resultado] + variables_explicativas + [variable_tratamiento]].dropna()\n",
        "df_psm[variable_tratamiento] = (df_psm[variable_tratamiento] == 'BIC').astype(int)\n",
        "\n",
        "# Escalar variables explicativas\n",
        "scaler = StandardScaler()\n",
        "X_scaled = scaler.fit_transform(df_psm[variables_explicativas])\n",
        "\n",
        "# Calcular propensity scores\n",
        "logit = LogisticRegression()\n",
        "logit.fit(X_scaled, df_psm[variable_tratamiento])\n",
        "df_psm['propensity_score'] = logit.predict_proba(X_scaled)[:, 1]\n",
        "\n",
        "# Separar grupos\n",
        "treated = df_psm[df_psm[variable_tratamiento] == 1]\n",
        "control = df_psm[df_psm[variable_tratamiento] == 0]\n",
        "\n",
        "# Emparejamiento por vecino más cercano\n",
        "nn = NearestNeighbors(n_neighbors=1)\n",
        "nn.fit(control[['propensity_score']])\n",
        "_, indices = nn.kneighbors(treated[['propensity_score']])\n",
        "\n",
        "# Obtener empresas emparejadas\n",
        "matched_control = control.iloc[indices.flatten()].copy()\n",
        "matched_treated = treated.reset_index(drop=True).copy()\n",
        "\n",
        "# Comparar Z-Score\n",
        "zscore_treated = matched_treated[variable_resultado].values\n",
        "zscore_control = matched_control[variable_resultado].values\n",
        "effect = np.mean(zscore_treated - zscore_control)\n",
        "\n",
        "# Test t pareado\n",
        "t_stat, p_value = ttest_rel(zscore_treated, zscore_control)\n",
        "\n",
        "# Resumen\n",
        "print(\"=== Resumen del Propensity Score Matching (PSM) aplicado al ROE ===\")\n",
        "print(f\"Empresas BIC disponibles: {len(treated)}\")\n",
        "print(f\"Empresas NO BIC disponibles: {len(control)}\")\n",
        "print(f\"Emparejamientos realizados: {len(matched_treated)}\")\n",
        "print(f\"Diferencia promedio en ROE (BIC - NO BIC): {effect:.4f}\")\n",
        "print(f\"Test t pareado posterior al PSM: t = {t_stat:.4f}, p-value = {p_value:.4f}\")\n",
        "if p_value < 0.05:\n",
        "    print(\"→ La diferencia es estadísticamente significativa (p < 0.05).\")\n",
        "else:\n",
        "    print(\"→ La diferencia NO es estadísticamente significativa (p ≥ 0.05).\")\n",
        "print(\"Nota: La diferencia está expresada en unidades del ROE\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_zOnWK4rm8T3",
        "outputId": "4bf58687-7550-47a1-b9b6-2e314e956935"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "=== Resumen del Propensity Score Matching (PSM) aplicado al ROE ===\n",
            "Empresas BIC disponibles: 2503\n",
            "Empresas NO BIC disponibles: 737415\n",
            "Emparejamientos realizados: 2503\n",
            "Diferencia promedio en ROE (BIC - NO BIC): 0.0602\n",
            "Test t pareado posterior al PSM: t = 2.6590, p-value = 0.0079\n",
            "→ La diferencia es estadísticamente significativa (p < 0.05).\n",
            "Nota: La diferencia está expresada en unidades del ROE\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "columna_roa = 'Rendimiento Sobre Los Activos (ROA) (%)'\n",
        "\n",
        "# Verifica si existe\n",
        "print(columna_roa in df_filtrado.columns)\n",
        "\n",
        "# Verifica valores\n",
        "print(df_filtrado[columna_roa].describe())\n",
        "\n",
        "# Verifica tipo\n",
        "print(df_filtrado[columna_roa].dtype)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4uIGHNZFQ9wt",
        "outputId": "a255d28f-53a6-4b88-c1da-92da06640b64"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True\n",
            "count    739918.000000\n",
            "mean          6.732099\n",
            "std           9.249768\n",
            "min          -3.980000\n",
            "25%           0.110000\n",
            "50%           3.380000\n",
            "75%          10.030000\n",
            "max          32.220000\n",
            "Name: Rendimiento Sobre Los Activos (ROA) (%), dtype: float64\n",
            "float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Calcular estadísticas descriptivas\n",
        "estadisticas = df_cleaned.describe()\n",
        "\n",
        "# Guardar en Excel\n",
        "ruta_salida = '/content/drive/MyDrive/data frames/estadisticas_descriptivas.xlsx'\n",
        "estadisticas.to_excel(ruta_salida)\n",
        "\n",
        "print(f\"Archivo guardado en: {ruta_salida}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PgGHJlofEg56",
        "outputId": "c30db31d-8be7-4714-c5d8-bcf0198e0f95"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archivo guardado en: /content/drive/MyDrive/data frames/estadisticas_descriptivas.xlsx\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# descarga listado, Exportar el DataFrame a un archivo Excel\n",
        "df_2019_filtered.to_excel('2019_filtered.xlsx', index=False)\n",
        "\n",
        "from google.colab import files\n",
        "\n",
        "# Descargar el archivo\n",
        "files.download('2019_filtered.xlsx')"
      ],
      "metadata": {
        "id": "O-LeVVFJLjBJ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "42c3a713-f2f1-4a44-8436-3a6d1ac053ef"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "download(\"download_b1880c85-8cee-4727-8ef4-e79eba7d4ef6\", \"2019_filtered.xlsx\", 90454799)"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}