01 - exploración.ipynb

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      "cell_type": "markdown",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/laura-vgm/competencia-kaggle-AI-UdeA/blob/main/01_exploraci%C3%B3n.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Nombre: Laura Valentina Garcia Mosquera\n",
        "\n",
        "Cédula: 1017275354\n",
        "\n",
        "Programa: Bioingeniería"
      ],
      "metadata": {
        "id": "npFe824PzXWM"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "# Descarga de los datos desde Kaggle"
      ],
      "metadata": {
        "id": "TkP631ZO-FM2"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 2,
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        },
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        "outputId": "eb8cb67c-58e5-4284-dbc6-7f3bea074f41"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading udea-ai4eng-20242.zip to /content\n",
            " 99% 20.0M/20.1M [00:00<00:00, 79.0MB/s]\n",
            "100% 20.1M/20.1M [00:00<00:00, 68.5MB/s]\n"
          ]
        }
      ],
      "source": [
        "# descarga desde Kaggle\n",
        "import os\n",
        "os.environ['KAGGLE_CONFIG_DIR'] = '.'\n",
        "!chmod 600 ./kaggle.json\n",
        "!kaggle competitions download -c udea-ai4eng-20242"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Descomprimir el archivo"
      ],
      "metadata": {
        "id": "tAbk_aNo-Lkm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip udea-ai4eng-20242.zip   # se descomprime el archivo"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6xSHuHqX8_Rn",
        "outputId": "14edb8c5-5b5b-4522-ce91-06046019dbf1"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  udea-ai4eng-20242.zip\n",
            "  inflating: submission_example.csv  \n",
            "  inflating: test.csv                \n",
            "  inflating: train.csv               \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Carga del archivo train.csv\n",
        "\n"
      ],
      "metadata": {
        "id": "GzRaUXmL_yjZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd   # librería para el manejo de la base de datos y para cargar el archivo\n",
        "\n",
        "data_train = pd.read_csv(\"train.csv\")  # se carga con una función (read_csv) que lee archivos .csv de la librería pandas\n",
        "print (\"tamaño de la base de datos cargada\", data_train.shape)\n",
        "print (str(data_train.shape[0]) + \" filas y \" + str(data_train.shape[1]) + \" columnas\")"
      ],
      "metadata": {
        "id": "ZIpBxcWW9K2F",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f352945f-e936-44e9-c63c-616fba9e964a"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "tamaño de la base de datos cargada (692500, 12)\n",
            "692500 filas y 12 columnas\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data_train.head()  # se muestran las primeras filas de la base de datos"
      ],
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          "height": 348
        },
        "id": "HL9cluYGYL1W",
        "outputId": "74fb0344-4f3f-4a3e-dea7-2e12d3e9f7e3"
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      "execution_count": 5,
      "outputs": [
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              "       ID  PERIODO         ESTU_PRGM_ACADEMICO ESTU_PRGM_DEPARTAMENTO  \\\n",
              "0  904256    20212                  ENFERMERIA                 BOGOTÁ   \n",
              "1  645256    20212                     DERECHO              ATLANTICO   \n",
              "2  308367    20203       MERCADEO Y PUBLICIDAD                 BOGOTÁ   \n",
              "3  470353    20195  ADMINISTRACION DE EMPRESAS              SANTANDER   \n",
              "4  989032    20212                  PSICOLOGIA              ANTIOQUIA   \n",
              "\n",
              "             ESTU_VALORMATRICULAUNIVERSIDAD ESTU_HORASSEMANATRABAJA  \\\n",
              "0  Entre 5.5 millones y menos de 7 millones       Menos de 10 horas   \n",
              "1  Entre 2.5 millones y menos de 4 millones                       0   \n",
              "2  Entre 2.5 millones y menos de 4 millones         Más de 30 horas   \n",
              "3  Entre 4 millones y menos de 5.5 millones                       0   \n",
              "4  Entre 2.5 millones y menos de 4 millones     Entre 21 y 30 horas   \n",
              "\n",
              "  FAMI_ESTRATOVIVIENDA FAMI_TIENEINTERNET                 FAMI_EDUCACIONPADRE  \\\n",
              "0            Estrato 3                 Si    Técnica o tecnológica incompleta   \n",
              "1            Estrato 3                 No      Técnica o tecnológica completa   \n",
              "2            Estrato 3                 Si  Secundaria (Bachillerato) completa   \n",
              "3            Estrato 4                 Si                             No sabe   \n",
              "4            Estrato 3                 Si                   Primaria completa   \n",
              "\n",
              "                  FAMI_EDUCACIONMADRE ESTU_PAGOMATRICULAPROPIO  \\\n",
              "0                           Postgrado                       No   \n",
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              "2  Secundaria (Bachillerato) completa                       No   \n",
              "3  Secundaria (Bachillerato) completa                       No   \n",
              "4                   Primaria completa                       No   \n",
              "\n",
              "  RENDIMIENTO_GLOBAL  \n",
              "0         medio-alto  \n",
              "1               bajo  \n",
              "2               bajo  \n",
              "3               alto  \n",
              "4         medio-bajo  "
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              "      <td>Entre 2.5 millones y menos de 4 millones</td>\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
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          "metadata": {},
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    },
    {
      "cell_type": "markdown",
      "source": [
        "# Exploración de los datos"
      ],
      "metadata": {
        "id": "9Jnzc_b6ZtCN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data_train.columns   # columnas de la base de datos de train"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EbYxE_iGpaHm",
        "outputId": "822a4db2-2e73-4ced-cd0d-89c7767dadc0"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['ID', 'PERIODO', 'ESTU_PRGM_ACADEMICO', 'ESTU_PRGM_DEPARTAMENTO',\n",
              "       'ESTU_VALORMATRICULAUNIVERSIDAD', 'ESTU_HORASSEMANATRABAJA',\n",
              "       'FAMI_ESTRATOVIVIENDA', 'FAMI_TIENEINTERNET', 'FAMI_EDUCACIONPADRE',\n",
              "       'FAMI_EDUCACIONMADRE', 'ESTU_PAGOMATRICULAPROPIO',\n",
              "       'RENDIMIENTO_GLOBAL'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cantidad de estudiantes por periodo\n",
        "print(\"Hay \" + str(data_train.ESTU_PRGM_ACADEMICO.unique().shape[0]) + \" programas académicos diferentes en la base de datos\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Zqu0sM5xwaTw",
        "outputId": "2fea567d-844d-49ac-8167-ef3535ce9306"
      },
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Hay 948 programas académicos diferentes en la base de datos\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Cantidad de estudiantes por periodo\n",
        "data_train.PERIODO.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 398
        },
        "id": "zsy96QvdtFbE",
        "outputId": "050bff58-1003-4c75-8bd9-5c9834920f70"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "PERIODO\n",
              "20195    180873\n",
              "20203    171838\n",
              "20212    171412\n",
              "20183    164818\n",
              "20194      1472\n",
              "20213      1178\n",
              "20202       490\n",
              "20184       254\n",
              "20196       165\n",
              "Name: count, dtype: int64"
            ],
            "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>count</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>PERIODO</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>20195</th>\n",
              "      <td>180873</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20203</th>\n",
              "      <td>171838</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20212</th>\n",
              "      <td>171412</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20183</th>\n",
              "      <td>164818</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20194</th>\n",
              "      <td>1472</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20213</th>\n",
              "      <td>1178</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20202</th>\n",
              "      <td>490</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20184</th>\n",
              "      <td>254</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20196</th>\n",
              "      <td>165</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Número de estudiantes por cada estrato de vivienda\n",
        "ax = data_train.FAMI_ESTRATOVIVIENDA.value_counts().plot(kind='bar')\n",
        "ax.set_title('Cantidad de estudiantes por estrato de vivienda')\n",
        "ax.set_xlabel('Estrato')\n",
        "ax.set_ylabel('Cantidad de estudiantes')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "-ClZFQwYbTBd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 533
        },
        "outputId": "093acb9c-74d0-4424-a70c-8017bd978f60"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Número de estudiantes que familia tiene o no internet\n",
        "ax = data_train.FAMI_TIENEINTERNET.value_counts().plot(kind='pie')\n",
        "ax.set_title('Familia tiene internet')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        },
        "id": "NHBcTzJJsSMW",
        "outputId": "2ea38633-0c5e-45aa-c71b-8e6af295f05d"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Número de estudiantes por departamento en donde estudia el programa\n",
        "ax = data_train.ESTU_PRGM_DEPARTAMENTO.value_counts().plot(kind='bar')\n",
        "ax.set_title('Cantidad de estudiantes por departamento')\n",
        "ax.set_xlabel('Departamento')\n",
        "ax.set_ylabel('Cantidad de estudiantes')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 594
        },
        "id": "UpmTO0n6t_Hm",
        "outputId": "55eb3881-c601-474c-90be-bebf3521ec7d"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install rlxutils"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TzXL7QAzu5Sw",
        "outputId": "fba979d8-14e3-422b-fdde-cb503abce54e"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: rlxutils in /usr/local/lib/python3.10/dist-packages (0.1.10)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from rlxutils) (3.7.1)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from rlxutils) (1.26.4)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from rlxutils) (2.1.4)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from rlxutils) (1.4.2)\n",
            "Requirement already satisfied: progressbar2 in /usr/local/lib/python3.10/dist-packages (from rlxutils) (4.2.0)\n",
            "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from rlxutils) (5.9.5)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from rlxutils) (1.13.1)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->rlxutils) (1.3.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->rlxutils) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->rlxutils) (4.53.1)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->rlxutils) (1.4.5)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->rlxutils) (24.1)\n",
            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->rlxutils) (9.4.0)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->rlxutils) (3.1.4)\n",
            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib->rlxutils) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->rlxutils) (2024.1)\n",
            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas->rlxutils) (2024.1)\n",
            "Requirement already satisfied: python-utils>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from progressbar2->rlxutils) (3.8.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib->rlxutils) (1.16.0)\n",
            "Requirement already satisfied: typing-extensions>3.10.0.2 in /usr/local/lib/python3.10/dist-packages (from python-utils>=3.0.0->progressbar2->rlxutils) (4.12.2)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from rlxutils import subplots\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Número de estudiantes por valor matricula universidad y cuál es su rendimiento global\n",
        "c = sorted(data_train.ESTU_VALORMATRICULAUNIVERSIDAD.value_counts().index)\n",
        "for ax,ci in subplots(c, n_cols=4, usizex=4):\n",
        "    zc = data_train[data_train.ESTU_VALORMATRICULAUNIVERSIDAD==ci]\n",
        "    zc.RENDIMIENTO_GLOBAL.value_counts()[['bajo', 'medio-bajo', 'medio-alto', 'alto']].plot(kind='bar')\n",
        "    plt.title(ci)\n",
        "\n",
        "print(\"Número de estudiantes por valor matricula universidad y cuál es su rendimiento global\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 565
        },
        "id": "bkrEmnILuktx",
        "outputId": "10669ce2-24c9-4d36-acdc-573756e3fd55"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Número de estudiantes por valor matricula universidad y cuál es su rendimiento global\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1600x600 with 8 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Número de estudiantes por cuántas horas a la semana trabaja y cuál es su rendimiento global\n",
        "c = sorted(data_train.ESTU_HORASSEMANATRABAJA.value_counts().index)\n",
        "for ax,ci in subplots(c, n_cols=4, usizex=4):\n",
        "    zc = data_train[data_train.ESTU_HORASSEMANATRABAJA==ci]\n",
        "    zc.RENDIMIENTO_GLOBAL.value_counts()[['bajo', 'medio-bajo', 'medio-alto', 'alto']].plot(kind='bar')\n",
        "    plt.title(ci)\n",
        "\n",
        "print(\"Número de estudiantes por cuántas horas a la semana trabaja y cuál es su rendimiento global\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 568
        },
        "id": "FzYvPmOcvKE8",
        "outputId": "2cc89565-deec-4d29-a16c-9ebef42a1976"
      },
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Número de estudiantes por cuántas horas a la semana trabaja y cuál es su rendimiento global\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1600x600 with 5 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Número de estudiantes por educación del padre\n",
        "ax = data_train.FAMI_EDUCACIONPADRE.value_counts().plot(kind='bar')\n",
        "ax.set_title('Cantidad de estudiantes por categoría educación padre')\n",
        "ax.set_xlabel('Nivel de educación')\n",
        "ax.set_ylabel('Cantidad de estudiantes')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 717
        },
        "id": "2IAqJHz-xDia",
        "outputId": "f7dbaa2d-1020-4a41-a6f1-1b9d32ed98ba"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Número de estudiantes por nivel de educación madre\n",
        "ax = data_train.FAMI_EDUCACIONMADRE.value_counts().plot(kind='bar')\n",
        "ax.set_title('Cantidad de estudiantes por nivel de educación de la madre')\n",
        "ax.set_xlabel('Nivel de educación')\n",
        "ax.set_ylabel('Cantidad de estudiantes')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 717
        },
        "id": "OAsw6cmKxEGR",
        "outputId": "34427129-a5b8-4388-e5e5-3033c39b8060"
      },
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Número de estudiantes que pago matricula propio y cuál es su rendimiento global\n",
        "c = sorted(data_train.ESTU_PAGOMATRICULAPROPIO.value_counts().index)\n",
        "for ax,ci in subplots(c, n_cols=4, usizex=4):\n",
        "    zc = data_train[data_train.ESTU_PAGOMATRICULAPROPIO==ci]\n",
        "    zc.RENDIMIENTO_GLOBAL.value_counts()[['bajo', 'medio-bajo', 'medio-alto', 'alto']].plot(kind='bar')\n",
        "    plt.title(ci)\n",
        "\n",
        "print(\"Número de estudiantes que pago matricula propio y cuál es su rendimiento globall\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 324
        },
        "id": "FEgS9IKExcVo",
        "outputId": "5b7b5a09-c09d-4b8a-8c0d-e45d9080296c"
      },
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Número de estudiantes que pago matricula propio y cuál es su rendimiento globall\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1600x300 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}