NEM_por_agno.ipynb

nem_por_agno.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNGfeyO7YO7m1IuOocOz4Ld",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/alonsosilvaallende/8ed141a6968e9561307aff88bb8a21cf/nem_por_agno.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# to unrar files\n",
        "%pip install --upgrade --quiet patool"
      ],
      "metadata": {
        "id": "8NT7eSAG1bE7"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import requests\n",
        "import patoolib # to unrar files\n",
        "import pandas as pd"
      ],
      "metadata": {
        "id": "BGMtLVlM-tNe"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dt_2023 = requests.get(\"https://datosabiertos.mineduc.cl/wp-content/uploads/2024/06/NEM-y-Percentil-Jovenes-2023.rar\")\n",
        "dt_2022 = requests.get(\"https://datosabiertos.mineduc.cl/wp-content/uploads/2023/07/NEM-y-Percentil-Jovenes-2022.rar\")\n",
        "dt_2021 = requests.get(\"https://datosabiertos.mineduc.cl/wp-content/uploads/2022/07/NEM-y-Percentil-Jovenes-2021-1.rar\")\n",
        "dt_2020 = requests.get(\"https://datosabiertos.mineduc.cl/wp-content/uploads/2021/12/NEM-y-Percentil-Jovenes-2020.rar\")\n",
        "dt_2019 = requests.get(\"https://datosabiertos.mineduc.cl/wp-content/uploads/2021/12/NEM-y-Percentil-Jovenes-2019.rar\")\n",
        "dt_2018 = requests.get(\"https://datosabiertos.mineduc.cl/wp-content/uploads/2021/12/NEM-y-Percentil-Jovenes-2018.rar\")\n",
        "dt_2017 = requests.get(\"https://datosabiertos.mineduc.cl/wp-content/uploads/2021/12/NEM-y-Percentil-Jovenes-2017.rar\")"
      ],
      "metadata": {
        "id": "tkcBi82-l6xS"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "with open('tmp_2023.rar', 'wb') as f: f.write(dt_2023.content)\n",
        "with open('tmp_2022.rar', 'wb') as f: f.write(dt_2022.content)\n",
        "with open('tmp_2021.rar', 'wb') as f: f.write(dt_2021.content)\n",
        "with open('tmp_2020.rar', 'wb') as f: f.write(dt_2020.content)\n",
        "with open('tmp_2019.rar', 'wb') as f: f.write(dt_2019.content)\n",
        "with open('tmp_2018.rar', 'wb') as f: f.write(dt_2018.content)\n",
        "with open('tmp_2017.rar', 'wb') as f: f.write(dt_2017.content)"
      ],
      "metadata": {
        "id": "9PmXXvFE1EuF"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "patoolib.extract_archive(\"tmp_2023.rar\", outdir=\".\", verbosity=-1);\n",
        "patoolib.extract_archive(\"tmp_2022.rar\", outdir=\".\", verbosity=-1);\n",
        "patoolib.extract_archive(\"tmp_2021.rar\", outdir=\".\", verbosity=-1);\n",
        "patoolib.extract_archive(\"tmp_2020.rar\", outdir=\".\", verbosity=-1);\n",
        "patoolib.extract_archive(\"tmp_2019.rar\", outdir=\".\", verbosity=-1);\n",
        "patoolib.extract_archive(\"tmp_2018.rar\", outdir=\".\", verbosity=-1);\n",
        "patoolib.extract_archive(\"tmp_2017.rar\", outdir=\".\", verbosity=-1);"
      ],
      "metadata": {
        "id": "tdzlF-nx2Ijf"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data_2023 = pd.read_csv(\"20240606_NEM_PERCENTILES_JOVENES_2023_20240530_PUBL.csv\", sep=\";\", decimal=',')\n",
        "data_2022 = pd.read_csv(\"20230721_NEM_PERCENTILES_JOVENES_2022_20230530_PUBL.csv\", sep=\";\", decimal=\",\")\n",
        "data_2021 = pd.read_csv(\"20220617_NEM_PERCENTILES_JOVENES_2021_20220530_PUBL.csv\", sep=\";\", decimal=\",\")\n",
        "data_2020 = pd.read_csv(\"20210610_NEM_PERCENTILES_JOVENES_2020_20210530_PUBL.csv\", sep=\";\", decimal=\",\")\n",
        "data_2019 = pd.read_csv(\"19062020_NEM_PERCENTILES_JOVENES_2019_28032020_PUBL.csv\", sep=\";\", decimal=\",\")\n",
        "data_2018 = pd.read_csv(\"24012020_NEM_PERCENTILES_JOVENES_2018_22012020_PUBL.csv\", sep=\";\", decimal=\",\")\n",
        "data_2017 = pd.read_csv(\"20180604_NEM_PERCENTILES_JOVENES_2017_20180524_PUBL.csv\", sep=\";\", decimal=\",\")\n",
        "data_older = pd.read_csv(\"https://datosabiertos.mineduc.cl/wp-content/uploads/2021/12/20170510_NEM_Y_PERCENTILES_JOVENES_2016_1990_20170331_PUBL.csv\", sep=\";\")"
      ],
      "metadata": {
        "id": "4Z2w1_UY1j1_"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nem = []\n",
        "for year in range(2005,2017):\n",
        "  data_year = data_older[data_older[\"AGNO_EGRESO\"]==year]\n",
        "  nem.append(data_year[\"NEM\"].mean())\n",
        "nem.append(data_2017[\"NEM\"].mean())\n",
        "nem.append(data_2018[\"NEM\"].mean())\n",
        "nem.append(data_2019[\"NEM\"].mean())\n",
        "nem.append(data_2020[\"NEM\"].mean())\n",
        "nem.append(data_2021[\"NEM\"].mean())\n",
        "nem.append(data_2022[\"NEM\"].mean())\n",
        "nem.append(data_2023[\"NEM\"].mean())"
      ],
      "metadata": {
        "id": "CczXi6xFlQkf"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Datos extraídos de https://www.latercera.com/nacional/noticia/pisa-2022-chile-mantiene-resultados-en-ciencias-y-vuelve-a-bajar-en-matematicas-y-lectura/TVF5DTFTA5GFJJFNQT532L5K34/#\n",
        "resultados_pisa_matematicas = [411, 421, 423, 423, 417, 412]"
      ],
      "metadata": {
        "id": "tM11uzaTISQF"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "fig, ax = plt.subplots()\n",
        "ax.plot(range(2005,2024), nem)\n",
        "ax.set_xticks(range(2005,2024))\n",
        "ax.set_xticklabels([year for year in range(2005,2024)])\n",
        "ax.tick_params(axis='x', labelrotation=90)\n",
        "ax.set_xlabel(\"Año\")\n",
        "ax.set_ylabel(\"NEM\")\n",
        "ax.set_title(\"Promedio puntajes NEM por año\")\n",
        "\n",
        "ax2 = ax.twinx()\n",
        "ax2.plot([2006 + 3*i for i in range(5)]+[2022], resultados_pisa_matematicas, 'r')\n",
        "ax2.set_ylim(400,525)\n",
        "ax2.tick_params(axis='y', labelcolor=\"r\")\n",
        "ax2.set_ylabel('Resultados PISA matemáticas', color='r')\n",
        "plt.annotate('Fuente: Elaboración propia en base a datos del Mineduc y la OCDE\\nAutor: @alonsosilva', (0,0), (-30,-60), xycoords='axes fraction', textcoords='offset points', va='top', fontsize=12)\n",
        "plt.savefig(\"NEM_por_agno.png\", bbox_inches='tight', format='png')\n",
        "# plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 551
        },
        "id": "8PLMU1zYCoD9",
        "outputId": "d8fe5e7e-fa6c-42d5-c318-2d96efcc63c0"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}