clases/Tema3_Informe2.ipynb

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      "authorship_tag": "ABX9TyOLyDUoZ8dfruaXN5W5e6uT"
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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "## Informe 2:\n",
        "### DESESTACIONALIZACIÓN Y MODELIZACIÓN DEL PRODUCTO INTERIOR BRUTO\n",
        "\n",
        "#### Instrucciones:\n",
        "Los datos del ejercicio se incluyen en el archivo Excel “Datos_informe2.xlsx”, disponible en:\n",
        "https://github.com/otoperalias/Coyuntura/blob/main/clases/datos/Datos_informe2.xlsx\n",
        "\n",
        "#### Parte 1: Desestacionalización del PIB\n",
        "La hoja trimestral del archivo Excel contiene, entre otros, los datos del PIB en volumen brutos (sin ajustar) y corregidos por variaciones estacionales y de calendario (CVEC). La primera parte del informe consiste en aplicar a la serie bruta todas las técnicas de desestacionalización que conocéis (clásica, STL y X13ARIMA-SEATS) y calcular cuál de ellas se aproxima más a la serie corregida. Para esto último, usad el coeficiente mape (mean absolute percentage error).\n",
        "\n",
        "\n",
        "#### Parte 2: Modelización SARIMA\n",
        "\n",
        "1. Modelizad la serie del PIB en volumen (sin corregir por efectos estacionales) con el modelo SARIMA. Para analizar cómo de exacta es la capacidad de predecir de la serie, dividir esta en dos partes, una “training dataset” consistente en las primeras 84 observaciones (1erTr 2000 -4º Tr2020) y una “test dataset” con el resto (1erTr 2021-2º Tr 2023). Cread un gráfico con la predicción y calculad el coeficiente mape y la correlación entre vuestra predicción y la test dataset.\n",
        "2. Predecid hacia el futuro 4 periodos (desde el tercer 3º Tr 2023 – 2º Trim 2024). Crear un gráfico, incluyendo intervalos de confianza.\n",
        "\n",
        "#### Parte 3: Modelización SARIMAX\n",
        "1. Modelizad la serie del PIB en volumen (sin corregir) con el modelo SARIMAX. Como variable exógena, de entre los indicadores disponibles en el archivo Excel (es decir, tanto la variable ocupados en la hoja trimestral como todos los indicadores en la hoja mensual), usad aquel cuya tasa de variación interanual se correlacione más con la del PIB en volumen sin corregir. Esto es, las correlaciones calculadlas usando la tasa de variación interanual. Para analizar cómo de exacta es la capacidad de predecir de la serie, haced lo mismo que lo indicado anteriormente en el apartado 2.1.  \n",
        "2. Predecid hacia el futuro 1 periodo (es decir, predecid el valor del PIB para el tercer trimestre de 2023)."
      ],
      "metadata": {
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    {
      "cell_type": "markdown",
      "source": [
        "#### PRESENTACIÓN DEL INFORME\n",
        "\n",
        "El informe debe presentarse en un documento PDF siguiendo la plantilla que se muestra debajo. Además, debéis aportar el notebook de Jupyter utilizado para generar el informe.  \n",
        "Ambos documentos deben enviarse dentro de un archivo comprimido a través del Aula Virtual antes del viernes 24 a las 23:55."
      ],
      "metadata": {
        "id": "n9BfYwHwma8u"
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    {
      "cell_type": "code",
      "source": [
        "# Plantilla para generar el Informe 2.\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "fig,((ax1,ax2),(ax3,ax4),(ax5,ax6))=plt.subplots(3,2,figsize=(8.27,11.69)) # Una hoja A4 tiene ese tamaño, en pulgadas.\n",
        "\n",
        "# Borro todos los ejes de los dos gráficos superiores\n",
        "ax1.axis('off')\n",
        "ax2.axis('off')\n",
        "\n",
        "# Encabezado\n",
        "fig.text(0.1,0.85,\"INFORME 2\", weight=\"bold\", size=15)\n",
        "fig.text(0.1,0.82,\"DESESTACIONALIZACIÓN Y MODELIZACIÓN DEL PIB\", weight=\"bold\", size=14)\n",
        "fig.text(0.1,0.79,\"Apellidos, Nombre\", size=12)\n",
        "fig.text(0.1,0.77,\"Fecha: Noviembre de 2023\", size=12)\n",
        "\n",
        "# Parte 1:\n",
        "fig.text(0.1,0.72,\"PARTE 1: DESESTACIONALIZACIÓN DEL PIB\", weight=\"bold\", size=13)\n",
        "fig.text(0.1,0.67,\"El método que más se aproxima a la serie corregida por estacionalidad del PIB es el\\n\\\n",
        "_________________, obteniendo un coeficiente mape igual a ____.\", size=12)\n",
        "\n",
        "# Parte 2\n",
        "fig.text(0.1,0.62,\"PARTE 2: PREDICCIÓN SARIMA\", weight=\"bold\", size=13)\n",
        "ax3.plot()\n",
        "ax3.text(0.6,0.25,\"mape=...\",transform=ax3.transAxes)\n",
        "ax3.text(0.6,0.15,\"Coef.corr=...\",transform=ax3.transAxes)\n",
        "ax4.plot()\n",
        "\n",
        "# Parte 3\n",
        "fig.text(0.1,0.33,\"PARTE 3: PREDICCIÓN SARIMAX\", weight=\"bold\", size=13)\n",
        "ax5.plot()\n",
        "ax5.text(0.6,0.25,\"mape=...\",transform=ax5.transAxes)\n",
        "ax5.text(0.6,0.15,\"Coef.corr=...\",transform=ax5.transAxes)\n",
        "ax6.plot()\n",
        "fig.text(0.1,0.05,\"Según nuestra estimación del modelo SARIMAX, la tasa de variación interanual del PIB\\n\\\n",
        "para el tercer trimestre de 2023 será del ___%.\", size=12)\n",
        "plt.subplots_adjust(hspace=0.4)\n",
        "plt.savefig(\"Informe2.pdf\",  bbox_inches='tight', pad_inches=0.5, format=\"pdf\")\n",
        "plt.show()"
      ],
      "metadata": {
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          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "hyneAitbmUI8",
        "outputId": "718a54b3-f161-4384-f3a7-3f4b28de6d7b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 827x1169 with 6 Axes>"
            ],
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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}