{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hrIjW1WdwZBK"
      },
      "source": [
        "# Visualización de datos con Python\n",
        "\n",
        "Nuevamente cargamos el dataset de ifood para hacer una exploración de los datos. Para este caso, vamos a hacer una exploración de los datos desde las medidas de tendencia central y dispersión. Así mismo, vamos a hacer una exploración de los datos categóricos que aquí se encuentran escritos como variables dummy.\n",
        "\n",
        "## Carga de datos\n",
        "\n",
        "Recordemos que para cargar los datos debe hacer clic en el panel izquierdo en el botón de exploración de archivos. En ese menu tendra la opción de subir algunos datos. \n",
        "\n",
        "```{note}\n",
        "Recuerde que para cargar los datos debe hacer clic en el panel izquierdo en el botón de exploración de archivos. En ese menu tendra la opción de subir algunos datos. En Google Colab, el archivo se borrará una vez que se cierre el entorno.\n",
        "```\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 273
        },
        "id": "uPV77Vux0beE",
        "outputId": "0f08fa26-fb96-462c-f934-3b62a3d804c4"
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      "outputs": [
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              "      <th>Recency</th>\n",
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              "      <th>education_Basic</th>\n",
              "      <th>education_Graduation</th>\n",
              "      <th>education_Master</th>\n",
              "      <th>education_PhD</th>\n",
              "      <th>MntTotal</th>\n",
              "      <th>MntRegularProds</th>\n",
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              "</table>\n",
              "<p>5 rows × 39 columns</p>\n",
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            "text/plain": [
              "    Income  Kidhome  Teenhome  Recency  MntWines  MntFruits  MntMeatProducts  \\\n",
              "0  58138.0        0         0       58       635         88              546   \n",
              "1  46344.0        1         1       38        11          1                6   \n",
              "2  71613.0        0         0       26       426         49              127   \n",
              "3  26646.0        1         0       26        11          4               20   \n",
              "4  58293.0        1         0       94       173         43              118   \n",
              "\n",
              "   MntFishProducts  MntSweetProducts  MntGoldProds  ...  marital_Together  \\\n",
              "0              172                88            88  ...                 0   \n",
              "1                2                 1             6  ...                 0   \n",
              "2              111                21            42  ...                 1   \n",
              "3               10                 3             5  ...                 1   \n",
              "4               46                27            15  ...                 0   \n",
              "\n",
              "   marital_Widow  education_2n Cycle  education_Basic  education_Graduation  \\\n",
              "0              0                   0                0                     1   \n",
              "1              0                   0                0                     1   \n",
              "2              0                   0                0                     1   \n",
              "3              0                   0                0                     1   \n",
              "4              0                   0                0                     0   \n",
              "\n",
              "   education_Master  education_PhD  MntTotal  MntRegularProds  \\\n",
              "0                 0              0      1529             1441   \n",
              "1                 0              0        21               15   \n",
              "2                 0              0       734              692   \n",
              "3                 0              0        48               43   \n",
              "4                 0              1       407              392   \n",
              "\n",
              "   AcceptedCmpOverall  \n",
              "0                   0  \n",
              "1                   0  \n",
              "2                   0  \n",
              "3                   0  \n",
              "4                   0  \n",
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          },
          "execution_count": 1,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import pandas as pd\n",
        "\n",
        "# Load the dataset from the user's Google Drive\n",
        "df = pd.read_csv(\"ifood_df.csv\")\n",
        "\n",
        "# Show DataFrame\n",
        "df.head(5)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [
        {
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              "      <th>Recency</th>\n",
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            ],
            "text/plain": [
              "    Income  Kidhome  Teenhome  Recency  MntWines  MntFruits  MntMeatProducts  \\\n",
              "0  58138.0        0         0       58       635         88              546   \n",
              "1  46344.0        1         1       38        11          1                6   \n",
              "2  71613.0        0         0       26       426         49              127   \n",
              "3  26646.0        1         0       26        11          4               20   \n",
              "4  58293.0        1         0       94       173         43              118   \n",
              "\n",
              "   MntFishProducts  MntSweetProducts  MntGoldProds  ...  marital_Together  \\\n",
              "0              172                88            88  ...                 0   \n",
              "1                2                 1             6  ...                 0   \n",
              "2              111                21            42  ...                 1   \n",
              "3               10                 3             5  ...                 1   \n",
              "4               46                27            15  ...                 0   \n",
              "\n",
              "   marital_Widow  education_2n Cycle  education_Basic  education_Graduation  \\\n",
              "0              0                   0                0                     1   \n",
              "1              0                   0                0                     1   \n",
              "2              0                   0                0                     1   \n",
              "3              0                   0                0                     1   \n",
              "4              0                   0                0                     0   \n",
              "\n",
              "   education_Master  education_PhD  MntTotal  MntRegularProds  \\\n",
              "0                 0              0      1529             1441   \n",
              "1                 0              0        21               15   \n",
              "2                 0              0       734              692   \n",
              "3                 0              0        48               43   \n",
              "4                 0              1       407              392   \n",
              "\n",
              "   AcceptedCmpOverall  \n",
              "0                   0  \n",
              "1                   0  \n",
              "2                   0  \n",
              "3                   0  \n",
              "4                   0  \n",
              "\n",
              "[5 rows x 39 columns]"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import pandas as pd\n",
        "\n",
        "# Load the dataset from the user's Google Drive\n",
        "df = pd.read_csv(\"ifood_df.csv\")\n",
        "\n",
        "# Show DataFrame\n",
        "df.head(5)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Visualización de datos\n",
        "\n",
        "La visualización de datos es una parte fundamental en el análisis de datos. Los gráficos nos permiten comprender y comunicar de manera efectiva la información contenida en los datos.\n",
        "\n",
        "En este notebook, utilizaremos las siguientes bibliotecas para crear gráficos:\n",
        "\n",
        "- Matplotlib: una biblioteca de trazado de gráficos en 2D que produce figuras de calidad de publicación en una variedad de formatos impresos y entornos interactivos en todas las plataformas.\n",
        "- Seaborn: una biblioteca de visualización de datos basada en Matplotlib que proporciona una interfaz de alto nivel para dibujar gráficos estadísticos atractivos y informativos.\n",
        "- Plotly: una biblioteca de visualización interactiva que permite crear gráficos interactivos y personalizables.\n",
        "\n",
        "```{note}\n",
        "Las librerias son modulos de python que contienen funciones y objetos que pueden ser utilizados para realizar tareas específicas. En este caso, las librerias matplotlib, seaborn y plotly son librerias de visualización de datos. Recuerda que ya hemos cargado pandas y numpy. Cada vez que se inicializa el entorno de ejecución, es necesario volver a cargar las librerias y deben incluirse todas las librerias que se van a utilizar en el notebook.\n",
        "```\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Gráficos de datos numéricos\n",
        "\n",
        "Vamos a hacer una exploración de los datos numéricos que se encuentran en el dataset. Para ello, vamos a hacer un análisis de las medidas de tendencia central y dispersión. Así mismo, vamos a hacer un análisis de la distribución de los datos. \n",
        "\n",
        "```{note}\n",
        "Recuerda que los datos numéricos son aquellos que se pueden sumar, restar, multiplicar o dividir. En este caso, vamos a hacer un análisis de las variables numéricas que se encuentran en el dataset.\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "## Gráficos para la variable 'Recency'\n",
        "\n",
        "# Histograma\n",
        "\n",
        "plt.hist(df['Recency'], bins=50, color='lightblue')\n",
        "plt.xlabel('Recency')\n",
        "plt.ylabel('Frecuencia')\n",
        "plt.title('Histograma de Recency')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "```{note}\n",
        "El comando bins es utilizado para definir el número de intervalos en los que se va a dividir el histograma. \n",
        "```\n",
        "```{admonition} Ejercicio\n",
        "\n",
        "Realiza un análisis de las variables numéricas que se encuentran en el dataset. ¿Como se interpreta el gráfico si se modifica varias veces el comando `bins`?\n",
        "```\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "### Boxplot\n",
        "\n",
        "plt.boxplot(df['Recency'])\n",
        "plt.title('Boxplot de Recency')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "```{admonition} Ejercicio\n",
        "\n",
        "¿Cómo se interpreta el gráfico boxplot? ¿Qué información nos da este gráfico?\n",
        "```"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Gráficos para dos variables\n",
        "\n",
        "En el caso de las variables que tenemos en el dataset, resultaría interesante ver la relación entre 'Recency' y 'Income'. Para ello, vamos a hacer un gráfico de dispersión. \n",
        "\n",
        "```{note}\n",
        "El gráfico de dispersión es un gráfico que utiliza coordenadas cartesianas para mostrar los valores de dos variables para un conjunto de datos. Los datos se muestran como una colección de puntos, cada uno con el valor de una variable que determina la posición en el eje horizontal y el valor de la otra variable que determina la posición en el eje vertical.\n",
        "```\n",
        "\n",
        "```{admonition} Ejercicio\n",
        "\n",
        "Realiza un gráfico de dispersión entre las variables 'Recency' e 'Income'. ¿Qué relación observas entre estas dos variables?\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "### Gráfico de dispersión\n",
        "\n",
        "plt.scatter(df['Recency'], df['Income'], color='lightblue')\n",
        "plt.xlabel('Recency')\n",
        "plt.ylabel('Income')\n",
        "plt.title('Gráfico de dispersión de Recency vs Income')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Gráficos para variables categóricas\n",
        "\n",
        "En este dataset no hay variables categoricas, pero vamos a hacer un análisis de las variables dummy que se encuentran en el dataset. \n",
        "\n",
        "```{note}\n",
        "Las variables dummy son variables que toman el valor de 0 o 1 para indicar la presencia o ausencia de una categoría. \n",
        "```\n",
        "\n",
        "```{admonition} Ejercicio\n",
        "¿Cuáles son las variables dummy que se encuentran en el dataset? Realiza un análisis de estas variables. \n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Index(['Income', 'Kidhome', 'Teenhome', 'Recency', 'MntWines', 'MntFruits',\n",
              "       'MntMeatProducts', 'MntFishProducts', 'MntSweetProducts',\n",
              "       'MntGoldProds', 'NumDealsPurchases', 'NumWebPurchases',\n",
              "       'NumCatalogPurchases', 'NumStorePurchases', 'NumWebVisitsMonth',\n",
              "       'AcceptedCmp3', 'AcceptedCmp4', 'AcceptedCmp5', 'AcceptedCmp1',\n",
              "       'AcceptedCmp2', 'Complain', 'Z_CostContact', 'Z_Revenue', 'Response',\n",
              "       'Age', 'Customer_Days', 'marital_Divorced', 'marital_Married',\n",
              "       'marital_Single', 'marital_Together', 'marital_Widow',\n",
              "       'education_2n Cycle', 'education_Basic', 'education_Graduation',\n",
              "       'education_Master', 'education_PhD', 'MntTotal', 'MntRegularProds',\n",
              "       'AcceptedCmpOverall'],\n",
              "      dtype='object')"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df.columns"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "En este caso las variables dummy son `'marital_Divorced', 'marital_Married','marital_Single', 'marital_Together', 'marital_Widow'`, el siguiente código permitira convertirla en una sola variable. "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [],
      "source": [
        "df['marital'] = df[['marital_Divorced', 'marital_Married','marital_Single', 'marital_Together', 'marital_Widow']].idxmax(axis=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0         marital_Single\n",
              "1         marital_Single\n",
              "2       marital_Together\n",
              "3       marital_Together\n",
              "4        marital_Married\n",
              "              ...       \n",
              "2200     marital_Married\n",
              "2201    marital_Together\n",
              "2202    marital_Divorced\n",
              "2203    marital_Together\n",
              "2204     marital_Married\n",
              "Name: marital, Length: 2205, dtype: object"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df['marital']"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "```{note}\n",
        "La función idxmax() devuelve el índice de la primera aparición del valor máximo.\n",
        "```\n",
        "\n",
        "```{admonition} Ejercicio\n",
        "¿Cómo comprobarías que los datos están bien definidos, esto es,  que no se repiten valores en las variables dummy?\n",
        "```"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Quitamos de la variable df['marital'] el prefijo 'marital_' y lo guardamos en la variable df['marital']."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0         Single\n",
              "1         Single\n",
              "2       Together\n",
              "3       Together\n",
              "4        Married\n",
              "          ...   \n",
              "2200     Married\n",
              "2201    Together\n",
              "2202    Divorced\n",
              "2203    Together\n",
              "2204     Married\n",
              "Name: marital, Length: 2205, dtype: object"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df['marital'].str.replace('marital_', '')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [],
      "source": [
        "df['marital']=df['marital'].str.replace('marital_', '')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "```{note}\n",
        "la función `.str` permite acceder a los métodos de las cadenas de texto y transforma cada elemento de la serie como cadena de texto.\n",
        "\n",
        "En este caso `.replace` reemplaza el prefijo 'marital_' por un espacio vacío.\n",
        "```\n",
        "\n",
        "```{admonition} Ejercicio\n",
        "\n",
        "Realiza transformaciones a las cadenas de texto con las siguientes funciones: `.lower()`, `.upper()`, `.capitalize()`, `.title()`. ¿Qué hace cada una de estas funciones?\n",
        "\n",
        "`df['marital'] = df['marital'].str.lower()`\n",
        "```\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Ya que tenemos una variable categórica, vamos a hacer un análisis de la distribución de los datos. \n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "marital\n",
              "Married     854\n",
              "Together    568\n",
              "Single      477\n",
              "Divorced    230\n",
              "Widow        76\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 11,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "### Tabla de frecuencias\n",
        "\n",
        "df['marital'].value_counts()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: xlabel='marital'>"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "### Gráfico de barras\n",
        "\n",
        "df['marital'].value_counts().plot(kind='bar', color='lightblue')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: xlabel='marital', ylabel='count'>"
            ]
          },
          "execution_count": 13,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "### Otra forma de hacerlo\n",
        "\n",
        "sns.countplot(x='marital', data=df, palette='Blues')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: ylabel='count'>"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "### Gráfico de pastel\n",
        "\n",
        "df['marital'].value_counts().plot(kind='pie', autopct='%1.1f%%', colors=['lightblue', 'lightgreen', 'lightcoral', 'lightskyblue', 'lightpink'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "### Otra forma de hacerlo\n",
        "\n",
        "plt.pie(df['marital'].value_counts(), \n",
        "        labels=df['marital'].value_counts().index, \n",
        "        autopct='%1.1f%%', \n",
        "        colors=['lightblue', 'lightgreen', 'lightcoral', 'lightskyblue', 'lightpink'])\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: xlabel='Recency', ylabel='Income'>"
            ]
          },
          "execution_count": 16,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "### Scatterplot para tres variables\n",
        "\n",
        "sns.scatterplot(x='Recency', y='Income', hue='marital', data=df, palette='viridis')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: xlabel='marital', ylabel='Recency'>"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "### Boxplot \n",
        "\n",
        "sns.boxplot(x='marital', y='Recency', data=df, palette='viridis')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Cambio dataset\n",
        "\n",
        "El dataset que se encuentra en el archivo `ifood.csv` muestra registros con distribuciones poco probables. Por esta razón, vamos a cambiar el dataset por uno que muestre una distribución más normal. \n",
        "\n",
        "```{note}\n",
        "Recuerda que para cargar los datos debe hacer clic en el panel izquierdo en el botón de exploración de archivos. En ese menu tendra la opción de subir algunos datos. En Google Colab, el archivo se borrará una vez que se cierre el entorno.\n",
        "```\n",
        "El link para descargar el archivo es el siguiente: [https://raw.githubusercontent.com/Izainea/mercadeia/master/ifood_simulado.csv](https://raw.githubusercontent.com/Izainea/mercadeia/master/ifood_simulado.csv)\n",
        "\n",
        "\n",
        "```{note}\n",
        "Este dataset se puede cargar directamente desde la web con el siguiente comando:\n",
        "\n",
        "`df = pd.read_csv('https://raw.githubusercontent.com/Izainea/mercadeia/master/ifood_simulado.csv')`\n",
        "```\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {},
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "df_modificado=pd.read_csv(\"ifood_simulado.csv\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Gráficos de datos numéricos\n",
        "\n",
        "Vamos a hacer una exploración de los datos numéricos que se encuentran en el dataset. Para ello, vamos a hacer un análisis de las medidas de tendencia central y dispersión. Así mismo, vamos a hacer un análisis de la distribución de los datos. \n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Index(['Education_Level', 'Marital_Status'], dtype='object')"
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "## Diferencias entre datasets\n",
        "## Columnas que no están en el dataset original\n",
        "\n",
        "df_modificado.columns.difference(df.columns)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Index(['education_2n Cycle', 'education_Basic', 'education_Graduation',\n",
              "       'education_Master', 'education_PhD', 'marital', 'marital_Divorced',\n",
              "       'marital_Married', 'marital_Single', 'marital_Together',\n",
              "       'marital_Widow'],\n",
              "      dtype='object')"
            ]
          },
          "execution_count": 24,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "## Columnas del dataset original que no están en el dataset modificado\n",
        "\n",
        "df.columns.difference(df_modificado.columns)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "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>Marital_Status</th>\n",
              "      <th>Kidhome</th>\n",
              "      <th>Teenhome</th>\n",
              "      <th>Education_Level</th>\n",
              "      <th>Income</th>\n",
              "      <th>Recency</th>\n",
              "      <th>MntWines</th>\n",
              "      <th>MntFruits</th>\n",
              "      <th>MntMeatProducts</th>\n",
              "      <th>MntFishProducts</th>\n",
              "      <th>...</th>\n",
              "      <th>Customer_Days</th>\n",
              "      <th>MntRegularProds</th>\n",
              "      <th>NumCatalogPurchases</th>\n",
              "      <th>NumDealsPurchases</th>\n",
              "      <th>NumStorePurchases</th>\n",
              "      <th>NumWebPurchases</th>\n",
              "      <th>NumWebVisitsMonth</th>\n",
              "      <th>Response</th>\n",
              "      <th>Z_CostContact</th>\n",
              "      <th>Z_Revenue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Single</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Master</td>\n",
              "      <td>74927</td>\n",
              "      <td>39</td>\n",
              "      <td>156</td>\n",
              "      <td>17</td>\n",
              "      <td>82</td>\n",
              "      <td>18</td>\n",
              "      <td>...</td>\n",
              "      <td>566</td>\n",
              "      <td>293</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Widow</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Master</td>\n",
              "      <td>95766</td>\n",
              "      <td>22</td>\n",
              "      <td>192</td>\n",
              "      <td>17</td>\n",
              "      <td>101</td>\n",
              "      <td>28</td>\n",
              "      <td>...</td>\n",
              "      <td>3103</td>\n",
              "      <td>369</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Married</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Graduation</td>\n",
              "      <td>59676</td>\n",
              "      <td>46</td>\n",
              "      <td>50</td>\n",
              "      <td>7</td>\n",
              "      <td>57</td>\n",
              "      <td>46</td>\n",
              "      <td>...</td>\n",
              "      <td>565</td>\n",
              "      <td>192</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Married</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>Graduation</td>\n",
              "      <td>59663</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>39</td>\n",
              "      <td>0</td>\n",
              "      <td>62</td>\n",
              "      <td>...</td>\n",
              "      <td>1582</td>\n",
              "      <td>171</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Single</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Graduation</td>\n",
              "      <td>66230</td>\n",
              "      <td>42</td>\n",
              "      <td>152</td>\n",
              "      <td>15</td>\n",
              "      <td>69</td>\n",
              "      <td>20</td>\n",
              "      <td>...</td>\n",
              "      <td>2250</td>\n",
              "      <td>268</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10320</th>\n",
              "      <td>Married</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Master</td>\n",
              "      <td>82990</td>\n",
              "      <td>35</td>\n",
              "      <td>91</td>\n",
              "      <td>19</td>\n",
              "      <td>73</td>\n",
              "      <td>56</td>\n",
              "      <td>...</td>\n",
              "      <td>3960</td>\n",
              "      <td>286</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10321</th>\n",
              "      <td>Single</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Graduation</td>\n",
              "      <td>82357</td>\n",
              "      <td>40</td>\n",
              "      <td>155</td>\n",
              "      <td>16</td>\n",
              "      <td>90</td>\n",
              "      <td>23</td>\n",
              "      <td>...</td>\n",
              "      <td>3978</td>\n",
              "      <td>306</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10322</th>\n",
              "      <td>Widow</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Master</td>\n",
              "      <td>75732</td>\n",
              "      <td>80</td>\n",
              "      <td>133</td>\n",
              "      <td>18</td>\n",
              "      <td>69</td>\n",
              "      <td>22</td>\n",
              "      <td>...</td>\n",
              "      <td>198</td>\n",
              "      <td>266</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10323</th>\n",
              "      <td>Single</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Graduation</td>\n",
              "      <td>65084</td>\n",
              "      <td>75</td>\n",
              "      <td>127</td>\n",
              "      <td>7</td>\n",
              "      <td>45</td>\n",
              "      <td>26</td>\n",
              "      <td>...</td>\n",
              "      <td>3160</td>\n",
              "      <td>223</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10324</th>\n",
              "      <td>Single</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>PhD</td>\n",
              "      <td>60436</td>\n",
              "      <td>58</td>\n",
              "      <td>122</td>\n",
              "      <td>14</td>\n",
              "      <td>65</td>\n",
              "      <td>26</td>\n",
              "      <td>...</td>\n",
              "      <td>4725</td>\n",
              "      <td>239</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>10325 rows × 31 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      Marital_Status  Kidhome  Teenhome Education_Level  Income  Recency  \\\n",
              "0             Single        0         0          Master   74927       39   \n",
              "1              Widow        0         0          Master   95766       22   \n",
              "2            Married        0         1      Graduation   59676       46   \n",
              "3            Married        2         2      Graduation   59663        2   \n",
              "4             Single        0         0      Graduation   66230       42   \n",
              "...              ...      ...       ...             ...     ...      ...   \n",
              "10320        Married        0         1          Master   82990       35   \n",
              "10321         Single        0         0      Graduation   82357       40   \n",
              "10322          Widow        0         0          Master   75732       80   \n",
              "10323         Single        0         0      Graduation   65084       75   \n",
              "10324         Single        0         0             PhD   60436       58   \n",
              "\n",
              "       MntWines  MntFruits  MntMeatProducts  MntFishProducts  ...  \\\n",
              "0           156         17               82               18  ...   \n",
              "1           192         17              101               28  ...   \n",
              "2            50          7               57               46  ...   \n",
              "3             0         39                0               62  ...   \n",
              "4           152         15               69               20  ...   \n",
              "...         ...        ...              ...              ...  ...   \n",
              "10320        91         19               73               56  ...   \n",
              "10321       155         16               90               23  ...   \n",
              "10322       133         18               69               22  ...   \n",
              "10323       127          7               45               26  ...   \n",
              "10324       122         14               65               26  ...   \n",
              "\n",
              "       Customer_Days  MntRegularProds  NumCatalogPurchases  NumDealsPurchases  \\\n",
              "0                566              293                    5                  2   \n",
              "1               3103              369                    1                  7   \n",
              "2                565              192                    3                  6   \n",
              "3               1582              171                    4                  1   \n",
              "4               2250              268                    1                  4   \n",
              "...              ...              ...                  ...                ...   \n",
              "10320           3960              286                    4                  3   \n",
              "10321           3978              306                    4                  2   \n",
              "10322            198              266                    2                  2   \n",
              "10323           3160              223                    6                  5   \n",
              "10324           4725              239                    3                  2   \n",
              "\n",
              "       NumStorePurchases  NumWebPurchases  NumWebVisitsMonth  Response  \\\n",
              "0                      3                1                  4         1   \n",
              "1                      0                2                  2         0   \n",
              "2                      0                5                  6         0   \n",
              "3                      1                2                  4         0   \n",
              "4                      5                6                  4         0   \n",
              "...                  ...              ...                ...       ...   \n",
              "10320                  1                3                  1         1   \n",
              "10321                  1                2                  2         0   \n",
              "10322                  1                4                  6         0   \n",
              "10323                  2                1                  2         0   \n",
              "10324                  2                2                  4         0   \n",
              "\n",
              "       Z_CostContact  Z_Revenue  \n",
              "0                  3         11  \n",
              "1                  3         11  \n",
              "2                  3         11  \n",
              "3                  3         11  \n",
              "4                  3         11  \n",
              "...              ...        ...  \n",
              "10320              3         11  \n",
              "10321              3         11  \n",
              "10322              3         11  \n",
              "10323              3         11  \n",
              "10324              3         11  \n",
              "\n",
              "[10325 rows x 31 columns]"
            ]
          },
          "execution_count": 25,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_modificado"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {},
      "outputs": [],
      "source": [
        "### Codigo para explorar el dataset df_modificado\n",
        "\n",
        "#-- Esto continuará en clase\n"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
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    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
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    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
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