DIO_LabProject_Pipeline_ETL_Analisando_Dados_de_Venda.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyM/CKExOYGKLP0pWkPHFTMB",
      "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/github/walterowisk/DIO_LabProject-Pipeline-ETL-Python/blob/main/DIO_LabProject_Pipeline_ETL_Analisando_Dados_de_Venda.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Contruindo um Pipeline ETL com Python - Analisando Dados de Venda**"
      ],
      "metadata": {
        "id": "veCpQT8s48Zl"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Este é um desafio de projeto do **Santander Bootcamp 2023 - Ciência de Dados com Python.**\n",
        "\n",
        "O projeto modelo tem o título **Explorando IA Generativa em um Pipeline de ETL com Python.**\n",
        "\n",
        "[Clique para ver o notebook do projeto modelo](https://colab.research.google.com/drive/1SF_Q3AybFPozCcoFBptDSFbMk-6IVGF-?usp=sharing#scrollTo=k5fA5OrXt1a3)\n",
        "\n",
        "## 🚀 Entendendo o desafio\n",
        "Inspirado pelo projeto modelo o aluno deveria replicar ou reimaginar uma pipeline ETL utilizando Python.\n",
        "\n",
        "## 💰 Meu projeto ⚽ 🏄\n",
        "Imaginando uma loja de produtos esportivos meu desafio é criar um pipeline ETL para extrair dados de vendas de um arquivo CSV, realizar algumas transformações simples como cálculo de total de vendas por produto e por período e por fim realizar carregamento dos dados transformados em um novo arquivo CSV além de criar uma visualização em tela para mostrar o resultados por meio de gráficos."
      ],
      "metadata": {
        "id": "2YsFBC6T03dx"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **E**xtract\n",
        "Nesta etapa vamos extrair os dados de vendas do arquivo `dados-venda.csv`. Este arquivo traz informações referentes ao ano de 2023 considerando o período de janeiro a agosto. As colunas contidas no arquivo são as seguintes: `Produto`, `Data`, `Quantidade` e `Valor`."
      ],
      "metadata": {
        "id": "9-yJP4Kx5ViO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "# Carregando o arquivo CSV em um DataFrame\n",
        "file_path = \"dados-venda.csv\"\n",
        "df = pd.read_csv(file_path)\n",
        "\n",
        "# Visualizando as primeiras linhas do DataFrame para verificar os dados\n",
        "print(df.head())\n"
      ],
      "metadata": {
        "id": "tmte1V025-pY",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c88e73fb-0de9-4258-a578-d42f45a4b1d2"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "           Produto        Data  Quantidade  Valor\n",
            "0         Camiseta  2023-08-01           5   15.0\n",
            "1            Tênis  2023-08-02           2   80.0\n",
            "2  Bola de Futebol  2023-08-03           3   25.0\n",
            "3            Short  2023-08-04           4   20.0\n",
            "4            Luvas  2023-08-05           1   10.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Transform\n",
        "Agora vamos calcular o total de vendas por produto e por mês."
      ],
      "metadata": {
        "id": "igVzmXugQKg4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Calculando o total de vendas por produto\n",
        "total_sales_by_product = df.groupby('Produto')['Valor'].sum()\n",
        "\n",
        "# Extraindo o mês da coluna 'Data'\n",
        "df['Mes'] = pd.to_datetime(df['Data']).dt.month\n",
        "\n",
        "# Calculando o total de vendas por mês\n",
        "total_sales_by_month = df.groupby('Mes')['Valor'].sum()\n",
        "\n",
        "# Visualizando os resultados das transformações\n",
        "print(\"Total de Vendas por Produto:\")\n",
        "print(total_sales_by_product)\n",
        "\n",
        "print(\"\\nTotal de Vendas por Mês:\")\n",
        "print(total_sales_by_month)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RiFVn2BdQVlc",
        "outputId": "ab92f729-7c25-4b95-c911-8df714755c1b"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Total de Vendas por Produto:\n",
            "Produto\n",
            "Bicicleta             1200.0\n",
            "Bola de Futebol        100.0\n",
            "Boné                    48.0\n",
            "Camisa de Ciclismo     180.0\n",
            "Camiseta                60.0\n",
            "Caneleiras              72.0\n",
            "Capacete                80.0\n",
            "Corda de Pular          12.0\n",
            "Halteres                44.0\n",
            "Jaqueta                100.0\n",
            "Luvas                   40.0\n",
            "Meias                   20.0\n",
            "Prancha de Surf        300.0\n",
            "Raquete de Tênis       120.0\n",
            "Rede de Vôlei           60.0\n",
            "Short                   80.0\n",
            "Skate                  180.0\n",
            "Squeeze                 16.0\n",
            "Tênis                  640.0\n",
            "Name: Valor, dtype: float64\n",
            "\n",
            "Total de Vendas por Mês:\n",
            "Mes\n",
            "1     220.0\n",
            "2     540.0\n",
            "3     373.0\n",
            "4     120.0\n",
            "5     184.0\n",
            "6     122.0\n",
            "7     117.0\n",
            "8    1676.0\n",
            "Name: Valor, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **L**oad\n",
        " Salvando os dados transformados em um novo arquivo CSV ou visualiando em tela."
      ],
      "metadata": {
        "id": "ghpQcqJZbgss"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Salvando os dados transformados em um arquivo CSV\n",
        "total_sales_by_product.to_csv(\"total_vendas_por_produto.csv\")\n",
        "total_sales_by_month.to_csv(\"total_vendas_por_mes.csv\")\n",
        "\n",
        "# Alternativamente, criar uma visualização simples usando Matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Criando gráfico de barras para total de vendas por produto\n",
        "total_sales_by_product.plot(kind='bar')\n",
        "plt.xlabel('Produto')\n",
        "plt.ylabel('Total de Vendas')\n",
        "plt.title('Total de Vendas por Produto')\n",
        "plt.show()\n",
        "\n",
        "# Criando gráfico de linha para total de vendas por mês\n",
        "total_sales_by_month.plot(kind='line', marker='o')\n",
        "plt.xlabel('Mês')\n",
        "plt.ylabel('Total de Vendas')\n",
        "plt.title('Total de Vendas por Mês')\n",
        "plt.xticks(range(1, 13), ['Jan', 'Fev', 'Mar', 'Abr', 'Mai', 'Jun', 'Jul', 'Ago', 'Set', 'Out', 'Nov', 'Dez'])\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "LmcgTJ5Xb2A0",
        "outputId": "a8367338-c865-41dc-b620-d614f1a9ee70"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}