projeto_bigdata.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/RicardoMourao-py/BigData-Dados-Publicos/blob/main/projeto_bigdata.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Big Data para Dados Públicos\n",
        "\n",
        "- Ricardo Mourão\n",
        "- Rodrigo Lima\n",
        "- Ykaro de Andrade"
      ],
      "metadata": {
        "id": "yvKgPFgjPnF-"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "<center>\n",
        "\n",
        "![image.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "b17TBWArH1v8"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Este projeto consiste na análise de dados públicos e o uso de boas práticas de BigData. Sendo assim, foi garantido o trabalho com dados em larga escala e o seu processamento de forma adequada. Além disso, essas foram as principais ferramentas utilizadas:\n",
        "\n",
        "- **ETL**: Uso de selenium e beutifulsoup para a extração dos dados, uso de bibliotecas python para transformações e carregamento dos dados no Datalake.\n",
        "- **BigQuery**: Ambiente de armazenamento de dados totalmente gerenciado e sem servidor do Google. Nele foi possível armazenar os dados coletados para uma melhor análise com o uso de query's.\n",
        "- **Spark**: responsável pelo processamento em larga escala e com suas ferramentas fazer um análise exploratória adequada."
      ],
      "metadata": {
        "id": "MDFp0MlO_6yl"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Os dados públicos escolhido foram os disponíveis no [Portal da Transparência](https://portaldatransparencia.gov.br/download-de-dados/despesas-favorecidos) sobre Recebimento de recursos por favorecido. Nele, é possível visualizar informações sobre favorecidos de despesas públicas, ou seja, quanto determinados Órgãos receberam ao longo dos anos. Entre os favorecidos temos: entes governamentais, entidades sem fins lucrativos, demais pessoas jurídicas ou pessoas físicas que receberam transferências de recursos públicos federais, independentemente da origem desses valores.\n",
        "\n",
        "Fonte: Controladoria-Geral da União\n",
        "\n",
        "A amostra de dados considerou os anos de 2014 até 2022, na qual isso resultou aproximadamente em 80 milhões de dados. Contudo, devido a limitações orçamentárias, o conjunto de dados foi reduzido em cerga de 1 milhão de dados para que sua análise possa ser feita neste notebook."
      ],
      "metadata": {
        "id": "5ly8PAkkB8uk"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "w6MmeBUBJ-9E",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0d42ed4c-9ac0-429d-c0d5-70e37dc6ad91"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "# @title Setup\n",
        "from google.colab import auth\n",
        "from google.cloud import bigquery\n",
        "from google.colab import data_table\n",
        "from google.colab import drive\n",
        "\n",
        "drive.mount('/content/drive')\n",
        "project = 'bigdata-dados-publicos' # Project ID inserted based on the query results selected to explore\n",
        "location = 'US' # Location inserted based on the query results selected to explore\n",
        "client = bigquery.Client(project=project, location=location)\n",
        "data_table.enable_dataframe_formatter()\n",
        "auth.authenticate_user()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Bibliotecas Necessárias"
      ],
      "metadata": {
        "id": "phD35h8Uye2F"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/RicardoMourao-py/BigData-Dados-Publicos.git\n",
        "!pip install -r /content/BigData-Dados-Publicos/requirements.txt"
      ],
      "metadata": {
        "id": "rcYVdU3v-cGW",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4009742a-0a3a-4f2b-c30d-40fd486be6b6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'BigData-Dados-Publicos'...\n",
            "remote: Enumerating objects: 26, done.\u001b[K\n",
            "remote: Counting objects: 100% (26/26), done.\u001b[K\n",
            "remote: Compressing objects: 100% (22/22), done.\u001b[K\n",
            "remote: Total 26 (delta 9), reused 9 (delta 2), pack-reused 0\u001b[K\n",
            "Receiving objects: 100% (26/26), 19.12 KiB | 9.56 MiB/s, done.\n",
            "Resolving deltas: 100% (9/9), done.\n",
            "Collecting pyspark==3.3.1 (from -r /content/BigData-Dados-Publicos/requirements.txt (line 1))\n",
            "  Downloading pyspark-3.3.1.tar.gz (281.4 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m281.4/281.4 MB\u001b[0m \u001b[31m5.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting py4j==0.10.9.5 (from pyspark==3.3.1->-r /content/BigData-Dados-Publicos/requirements.txt (line 1))\n",
            "  Downloading py4j-0.10.9.5-py2.py3-none-any.whl (199 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m199.7/199.7 kB\u001b[0m \u001b[31m25.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hBuilding wheels for collected packages: pyspark\n",
            "  Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pyspark: filename=pyspark-3.3.1-py2.py3-none-any.whl size=281845494 sha256=256f6238b5bf492a71c865b08e365bc784c1924d467f14f77bbb2265e84e16a7\n",
            "  Stored in directory: /root/.cache/pip/wheels/0f/f0/3d/517368b8ce80486e84f89f214e0a022554e4ee64969f46279b\n",
            "Successfully built pyspark\n",
            "Installing collected packages: py4j, pyspark\n",
            "  Attempting uninstall: py4j\n",
            "    Found existing installation: py4j 0.10.9.7\n",
            "    Uninstalling py4j-0.10.9.7:\n",
            "      Successfully uninstalled py4j-0.10.9.7\n",
            "Successfully installed py4j-0.10.9.5 pyspark-3.3.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from pyspark.sql import SparkSession\n",
        "from pyspark.sql.functions import col, regexp_replace, to_date, sum, substring, desc, rank, countDistinct, count, avg, stddev, min, max, year\n",
        "from pyspark.sql.window import Window\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import numpy as np"
      ],
      "metadata": {
        "id": "ncxSHg3gyowU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pj42soltXW_H"
      },
      "source": [
        "## SQL usado para extração dos dados\n",
        "Use o ```jobs.query```,\n",
        "[método](https://cloud.google.com/bigquery/docs/reference/rest/v2/jobs/query) para\n",
        "retornar a sintaxe SQL do trabalho. Isso pode ser copiado da célula de saída\n",
        "abaixo para editar a consulta agora ou no futuro. Alternativamente, você pode usar\n",
        "[este link](https://console.cloud.google.com/bigquery?j=bigdata-dados-publicos:US:bquxjob_73a773cf_18bf4f815d8)\n",
        "volte ao BigQuery para editar a consulta na interface do usuário do BigQuery."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "KxSqPfAeXW_K",
        "outputId": "7c1f13eb-e3d7-4952-da2d-4405f8152538",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "SELECT * FROM `bigdata-dados-publicos.DS_PORTAL_TRANSPARENCIA.TB_DESPESAS_FAVORECIDOS_DISTRIBUIDA` \n"
          ]
        }
      ],
      "source": [
        "# Running this code will display the query used to generate your previous job\n",
        "\n",
        "job = client.get_job('bquxjob_73a773cf_18bf4f815d8') # Job ID inserted based on the query results selected to explore\n",
        "print(job.query)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Conjunto de resultados carregado como um DataFrame"
      ],
      "metadata": {
        "id": "JiG5t606wySU"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Inicialização dos dados e Tratamento"
      ],
      "metadata": {
        "id": "uMl7PpMuDkuS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "spark = SparkSession.builder \\\n",
        "    .master('local[*]') \\\n",
        "    .appName('Iniciando com Spark') \\\n",
        "    .config('spark.ui.port', '4050') \\\n",
        "    .getOrCreate()"
      ],
      "metadata": {
        "id": "nad2-28X_YIG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dados = spark.read.csv(\"/content/drive/MyDrive/Projeto BigData/dados_publicos.csv\")"
      ],
      "metadata": {
        "id": "oPWAkkoY_zJ1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Definindo schema da tabela\n",
        "dados = dados.selectExpr(\"_c0 as CODIGO_FAVORECIDO\",\n",
        "                         \"_c1 as NOME_FAVORECIDO\",\n",
        "                         \"_c2 as SIGLA_UF\",\n",
        "                         \"_c3 as NOME_MUNICIPIO\",\n",
        "                         \"_c4 as CODIGO_ORGAO_SUPERIOR\",\n",
        "                         \"_c5 as NOME_ORGAO_SUPERIOR\",\n",
        "                         \"_c6 as CODIGO_ORGAO\",\n",
        "                         \"_c7 as NOME_ORGAO\",\n",
        "                         \"_c8 as CODIGO_UNIDADE_GESTORA\",\n",
        "                         \"_c9 as NOME_UNIDADE_GESTORA\",\n",
        "                         \"_c10 as ANO_E_MES_DO_LANCAMENTO\",\n",
        "                         \"_c11 as VALOR_RECEBIDO\")"
      ],
      "metadata": {
        "id": "eOqKb-Mj_9W2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# remove primeira linha (indesejada) do dataframe\n",
        "first_row = dados.first()\n",
        "dados = dados.filter(col(\"CODIGO_FAVORECIDO\") != first_row[\"CODIGO_FAVORECIDO\"])\n",
        "dados.show(10)"
      ],
      "metadata": {
        "id": "u3vZ4VNiAZMj",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fca45db2-7b03-4766-f2e6-0eec47edf792"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+-----------------+--------------------+--------+--------------+---------------------+--------------------+------------+--------------------+----------------------+--------------------+-----------------------+--------------+\n",
            "|CODIGO_FAVORECIDO|     NOME_FAVORECIDO|SIGLA_UF|NOME_MUNICIPIO|CODIGO_ORGAO_SUPERIOR| NOME_ORGAO_SUPERIOR|CODIGO_ORGAO|          NOME_ORGAO|CODIGO_UNIDADE_GESTORA|NOME_UNIDADE_GESTORA|ANO_E_MES_DO_LANCAMENTO|VALOR_RECEBIDO|\n",
            "+-----------------+--------------------+--------+--------------+---------------------+--------------------+------------+--------------------+----------------------+--------------------+-----------------------+--------------+\n",
            "|   04045993000179|MUNICIPIO DE ASSI...|      AC|  ASSIS BRASIL|                52000|Ministério da Defesa|       52000|Ministério da Def...|                110594|DEPARTAMENTO DO P...|                05/2022|     430800,00|\n",
            "|   01575860000116|AUTO POSTO ACRELA...|      AC|    ACRELÂNDIA|                47000|Ministério do Pla...|       25205|Fundação Institut...|                114603|SUPERINTENDENCIA ...|                05/2022|          1,78|\n",
            "|   ***.488.672-**|RAYLANI DO NASCIM...|      AC|      CAPIXABA|                47000|Ministério do Pla...|       25205|Fundação Institut...|                114603|SUPERINTENDENCIA ...|                05/2022|        519,34|\n",
            "|   09298866000103|COOPERATIVA DAS M...|      AC|      CAPIXABA|                49000|Ministério do Des...|       22211|Companhia Naciona...|                135605|CONAB SEDE SUREG ...|                05/2022|      96000,00|\n",
            "|   18020228000109|COOPERATIVA DOS P...|      AC|    PORTO ACRE|                49000|Ministério do Des...|       22211|Companhia Naciona...|                135605|CONAB SEDE SUREG ...|                05/2022|      91000,00|\n",
            "|   ***.347.982-**|AMANDA OLIVEIRA D...|      AC|    ACRELÂNDIA|                26000|Ministério da Edu...|       26258|Universidade Tecn...|                150150|UTFPR - CAMPUS TO...|                05/2022|       1700,00|\n",
            "|   01538721000112|COMITE EXECUTIVO ...|      AC|      CAPIXABA|                26000|Ministério da Edu...|       26298|Fundo Nacional de...|                153173|FUNDO NACIONAL DE...|                05/2022|       7155,00|\n",
            "|   16839638000150|COMITE EXECUTIVO ...|      AC|      CAPIXABA|                26000|Ministério da Edu...|       26298|Fundo Nacional de...|                153173|FUNDO NACIONAL DE...|                05/2022|       3770,00|\n",
            "|   02009556000174|COMITE EXECUTIVO ...|      AC|  PORTO WALTER|                26000|Ministério da Edu...|       26298|Fundo Nacional de...|                153173|FUNDO NACIONAL DE...|                05/2022|      11235,00|\n",
            "|   01184390000160|COMITE EXECUTIVO ...|      AC|    PORTO ACRE|                26000|Ministério da Edu...|       26298|Fundo Nacional de...|                153173|FUNDO NACIONAL DE...|                05/2022|       9660,00|\n",
            "+-----------------+--------------------+--------+--------------+---------------------+--------------------+------------+--------------------+----------------------+--------------------+-----------------------+--------------+\n",
            "only showing top 10 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dados.printSchema()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JP-4V2qb-BIh",
        "outputId": "7acc4d12-1436-4320-ca30-b811aa67ac19"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "root\n",
            " |-- CODIGO_FAVORECIDO: string (nullable = true)\n",
            " |-- NOME_FAVORECIDO: string (nullable = true)\n",
            " |-- SIGLA_UF: string (nullable = true)\n",
            " |-- NOME_MUNICIPIO: string (nullable = true)\n",
            " |-- CODIGO_ORGAO_SUPERIOR: string (nullable = true)\n",
            " |-- NOME_ORGAO_SUPERIOR: string (nullable = true)\n",
            " |-- CODIGO_ORGAO: string (nullable = true)\n",
            " |-- NOME_ORGAO: string (nullable = true)\n",
            " |-- CODIGO_UNIDADE_GESTORA: string (nullable = true)\n",
            " |-- NOME_UNIDADE_GESTORA: string (nullable = true)\n",
            " |-- ANO_E_MES_DO_LANCAMENTO: string (nullable = true)\n",
            " |-- VALOR_RECEBIDO: string (nullable = true)\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dados = dados.withColumn(\"VALOR_RECEBIDO\", regexp_replace(col(\"VALOR_RECEBIDO\"), \",\", \".\").cast(\"float\"))\n",
        "dados = dados.withColumn(\"ANO_E_MES_DO_LANCAMENTO\", to_date(col(\"ANO_E_MES_DO_LANCAMENTO\"), \"MM/yyyy\"))"
      ],
      "metadata": {
        "id": "GcAM386u-iMp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dados.show(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QU07qj3lCTR1",
        "outputId": "1edfa787-cf18-4fa2-bf27-2687141b7fed"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+-----------------+--------------------+--------+--------------+---------------------+--------------------+------------+--------------------+----------------------+--------------------+-----------------------+--------------+\n",
            "|CODIGO_FAVORECIDO|     NOME_FAVORECIDO|SIGLA_UF|NOME_MUNICIPIO|CODIGO_ORGAO_SUPERIOR| NOME_ORGAO_SUPERIOR|CODIGO_ORGAO|          NOME_ORGAO|CODIGO_UNIDADE_GESTORA|NOME_UNIDADE_GESTORA|ANO_E_MES_DO_LANCAMENTO|VALOR_RECEBIDO|\n",
            "+-----------------+--------------------+--------+--------------+---------------------+--------------------+------------+--------------------+----------------------+--------------------+-----------------------+--------------+\n",
            "|   04045993000179|MUNICIPIO DE ASSI...|      AC|  ASSIS BRASIL|                52000|Ministério da Defesa|       52000|Ministério da Def...|                110594|DEPARTAMENTO DO P...|             2022-05-01|      430800.0|\n",
            "|   01575860000116|AUTO POSTO ACRELA...|      AC|    ACRELÂNDIA|                47000|Ministério do Pla...|       25205|Fundação Institut...|                114603|SUPERINTENDENCIA ...|             2022-05-01|          1.78|\n",
            "|   ***.488.672-**|RAYLANI DO NASCIM...|      AC|      CAPIXABA|                47000|Ministério do Pla...|       25205|Fundação Institut...|                114603|SUPERINTENDENCIA ...|             2022-05-01|        519.34|\n",
            "|   09298866000103|COOPERATIVA DAS M...|      AC|      CAPIXABA|                49000|Ministério do Des...|       22211|Companhia Naciona...|                135605|CONAB SEDE SUREG ...|             2022-05-01|       96000.0|\n",
            "|   18020228000109|COOPERATIVA DOS P...|      AC|    PORTO ACRE|                49000|Ministério do Des...|       22211|Companhia Naciona...|                135605|CONAB SEDE SUREG ...|             2022-05-01|       91000.0|\n",
            "|   ***.347.982-**|AMANDA OLIVEIRA D...|      AC|    ACRELÂNDIA|                26000|Ministério da Edu...|       26258|Universidade Tecn...|                150150|UTFPR - CAMPUS TO...|             2022-05-01|        1700.0|\n",
            "|   01538721000112|COMITE EXECUTIVO ...|      AC|      CAPIXABA|                26000|Ministério da Edu...|       26298|Fundo Nacional de...|                153173|FUNDO NACIONAL DE...|             2022-05-01|        7155.0|\n",
            "|   16839638000150|COMITE EXECUTIVO ...|      AC|      CAPIXABA|                26000|Ministério da Edu...|       26298|Fundo Nacional de...|                153173|FUNDO NACIONAL DE...|             2022-05-01|        3770.0|\n",
            "|   02009556000174|COMITE EXECUTIVO ...|      AC|  PORTO WALTER|                26000|Ministério da Edu...|       26298|Fundo Nacional de...|                153173|FUNDO NACIONAL DE...|             2022-05-01|       11235.0|\n",
            "|   01184390000160|COMITE EXECUTIVO ...|      AC|    PORTO ACRE|                26000|Ministério da Edu...|       26298|Fundo Nacional de...|                153173|FUNDO NACIONAL DE...|             2022-05-01|        9660.0|\n",
            "+-----------------+--------------------+--------+--------------+---------------------+--------------------+------------+--------------------+----------------------+--------------------+-----------------------+--------------+\n",
            "only showing top 10 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Código Favorecido**: Código do favorecido do pagamento realizado. Favorecidos: Entes governamentais, entidades sem fins lucrativos, demais pessoas jurídicas ou pessoas físicas que receberam transferências de recursos públicos federais, independentemente da origem desses valores.\n",
        "\n",
        "**Nome Favorecido**: Nome do favorecido do pagamento realizado\n",
        "\n",
        "**Sigla UF**: Sigla da Unidade Federativa do favorecido do recurso\n",
        "\n",
        "**Nome Município**: Nome do município do favorecido do recurso\n",
        "\n",
        "**Código Órgão Superior**: Código do Órgão Superior responsável pela despesa\n",
        "\n",
        "**Nome Órgão Superior**: Nome do Órgão Superior responsável pela despesa\n",
        "\n",
        "**Código Órgão**: Código do Órgão responsável pela despesa\n",
        "\n",
        "**Nome Órgão**: Nome do Órgão responsável pela despesa\n",
        "\n",
        "**Código Unidade Gestora** Código da Unidade Gestora responsável pela despesa. UNIDADE GESTORA (UG) - Unidade Orçamentária ou Administrativa que realiza atos de gestão orçamentária, financeira e/ou patrimonial, cujo titular, em consequência, está sujeito a tomada de contas anual.\n",
        "\n",
        "**Nome Unidade Gestora**: Nome da Unidade Gestora responsável pela despesa\n",
        "\n",
        "**Ano e mês do lançamento**: Ano e mês em que foi realizado o lançamento\n",
        "\n",
        "**Valor Recebido**: Valor do recebimento\n"
      ],
      "metadata": {
        "id": "zUT6_--i5KLd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Análise Exploratória"
      ],
      "metadata": {
        "id": "TpqI7vr35D9m"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Estatísticas Descritivas do Valor Recebido"
      ],
      "metadata": {
        "id": "16KoMGN38dy0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dados.describe('VALOR_RECEBIDO').show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Oyfe9pqP1ZLw",
        "outputId": "9864a964-e6ec-434e-d819-34bdebcb5913"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+-------+-------------------+\n",
            "|summary|     VALOR_RECEBIDO|\n",
            "+-------+-------------------+\n",
            "|  count|             999972|\n",
            "|   mean|  202343.6626021604|\n",
            "| stddev|4.589236224528552E7|\n",
            "|    min|      -1.67795942E9|\n",
            "|    max|       3.3693268E10|\n",
            "+-------+-------------------+\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "hist_data = dados.select(col(\"VALOR_RECEBIDO\")).rdd.flatMap(lambda x: x).histogram(50)\n",
        "\n",
        "# Extraindo os bins e as frequências\n",
        "bins = hist_data[0]\n",
        "frequencias = hist_data[1]\n",
        "\n",
        "# Plotando o histograma usando matplotlib\n",
        "plt.bar(bins[:-1], frequencias, width=np.diff(bins), edgecolor='black')\n",
        "\n",
        "# Adicionando rótulos e título ao gráfico\n",
        "plt.xlabel('Valores')\n",
        "plt.ylabel('Frequência')\n",
        "plt.title('Histograma do Valor Recebido')\n",
        "plt.yscale('log')\n",
        "plt.ylim(1, 1e7)\n",
        "plt.xscale('log')\n",
        "plt.xlim(1, 1e11)\n",
        "# Exibindo o histograma\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 476
        },
        "id": "6EiTvZ2c9oFL",
        "outputId": "b8519123-5568-489a-b307-775f82b7bdb9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Perceba no gráfico acima que a escala ainda pode ser melhorada e isso resultará em uma melhor visualização da distribuição de frequências."
      ],
      "metadata": {
        "id": "Z2fwi6PZD-yg"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Análise da distribuição dos valores recebidos por cada Unidade Federativa"
      ],
      "metadata": {
        "id": "OeB5rHUhlir5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Adiciona uma coluna para extrair o estado da sigla UF\n",
        "df_por_estado = dados.withColumn(\"ESTADO\", substring(dados[\"SIGLA_UF\"], 1, 2))\n",
        "\n",
        "# Agrega os valores por Unidade Federativa\n",
        "resultado_por_estado = df_por_estado.groupBy(\"ESTADO\").agg(sum(\"VALOR_RECEBIDO\").alias(\"VALOR_TOTAL\"))\n",
        "\n",
        "# Exibe o resultado\n",
        "resultado_por_estado.show()"
      ],
      "metadata": {
        "id": "SRN7YFapDJYD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "16003722-fa65-433d-9a8d-4c7e60c43fe6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+------+--------------------+\n",
            "|ESTADO|         VALOR_TOTAL|\n",
            "+------+--------------------+\n",
            "|    -1|1.851530101666005...|\n",
            "|    EX| 4.188982063236595E9|\n",
            "|    RR| 5.539807948614717E8|\n",
            "|    AL| 2.081241749797484E9|\n",
            "|    AC|  9.03260533520478E9|\n",
            "|    AP| 6.240378772015643E8|\n",
            "|    AM| 6.858621718237232E8|\n",
            "|    BA|1.8276820888043582E7|\n",
            "+------+--------------------+\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Observe que a UF EX geralmente especifíca despesas gastas com o exterior."
      ],
      "metadata": {
        "id": "enQDHtD4Em27"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Principais Favorecidos em termos de valor recebido e Análise de Padrões."
      ],
      "metadata": {
        "id": "CB-NR_rmlhLR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "top_favorecidos = dados.groupBy(\"CODIGO_FAVORECIDO\", \"NOME_FAVORECIDO\").agg(sum(\"VALOR_RECEBIDO\").alias(\"VALOR_TOTAL\"))\n",
        "\n",
        "# Ordenando os favorecidos pelo valor total em ordem decrescente\n",
        "window_spec = Window.orderBy(desc(\"VALOR_TOTAL\"))\n",
        "top_favorecidos = top_favorecidos.withColumn(\"rank\", rank().over(window_spec))\n",
        "\n",
        "# Selecionando os principais favorecidos (os top 10)\n",
        "top_10_favorecidos = top_favorecidos.filter(\"rank <= 10\").drop(\"rank\")\n",
        "\n",
        "# Converte para Pandas\n",
        "df_pandas = top_10_favorecidos.toPandas()\n",
        "\n",
        "# Plotando o gráfico de barras com Seaborn\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.barplot(x=\"VALOR_TOTAL\", y=\"NOME_FAVORECIDO\", data=df_pandas)\n",
        "plt.title(\"Principais Responsáveis pelas Despesas\")\n",
        "plt.xlabel(\"Valor Total\")\n",
        "plt.ylabel(\"Unidade Gestora\")\n",
        "plt.show()\n",
        "\n",
        "# Analisando se há algum padrão específico nos pagamentos para esses favorecidos\n",
        "# Exemplo: Agrupando por NOME_FAVORECIDO e analisando os padrões de pagamento\n",
        "padroes_pagamento = dados.groupBy(\"NOME_FAVORECIDO\").agg(\n",
        "    countDistinct(\"CODIGO_UNIDADE_GESTORA\").alias(\"NUM_UNIDADES_DISTINTAS\"),\n",
        "    count(\"ANO_E_MES_DO_LANCAMENTO\").alias(\"NUM_LANCAMENTOS\"),\n",
        "    avg(\"VALOR_RECEBIDO\").alias(\"MEDIA_VALOR_RECEBIDO\")\n",
        ")\n",
        "\n",
        "print(\"\\nPadrões de Pagamento:\")\n",
        "padroes_pagamento.show(truncate=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ijbKIb3UhkDn",
        "outputId": "cff7f19e-93cc-4947-eef1-00b1125788a8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Padrões de Pagamento:\n",
            "+-----------------------------------------------------------------------------------+----------------------+---------------+--------------------+\n",
            "|NOME_FAVORECIDO                                                                    |NUM_UNIDADES_DISTINTAS|NUM_LANCAMENTOS|MEDIA_VALOR_RECEBIDO|\n",
            "+-----------------------------------------------------------------------------------+----------------------+---------------+--------------------+\n",
            "|EDNALDO SANTOS DE SOUSA JUNIOR                                                     |2                     |9              |278.4699999491374   |\n",
            "|ERASMO CANDIDO DA SILVA                                                            |1                     |1              |3854.39990234375    |\n",
            "|SAYONARA IVANA SANTOS DE ASSIS                                                     |1                     |4              |477.5               |\n",
            "|GARDAWORLD SECURITY SERVICES                                                       |1                     |2              |9814.83984375       |\n",
            "|ANTONIO GUSTAVO SILVA DE OLIVEIRA                                                  |3                     |37             |267.14135133897935  |\n",
            "|IDELFONSO JOSE DA SILVA                                                            |1                     |1              |1891.9200439453125  |\n",
            "|ALLYSSON JOSE ALVES DE LIMA                                                        |1                     |8              |400.0               |\n",
            "|CONSELHO ESCOLAR DA ESCOLA MUNICIPAL DE ENSINO FUNDAMENTAL DR LUIZ CORREIA DE BRITO|1                     |1              |2640.0              |\n",
            "|MARIO MELO DOS SANTOS JUNIOR                                                       |1                     |2              |78.46000289916992   |\n",
            "|SEBASTIAO JUNIOR DA CUNHA ALBUQUERQUE                                              |2                     |22             |1493.2477451671255  |\n",
            "|CRUZEIRO SERVICOS E COMERCIO LTDA                                                  |1                     |5              |30386.286083984374  |\n",
            "|ALICE OLIVEIRA DA SILVA                                                            |2                     |29             |450.0               |\n",
            "|MARIA JUSCILEIDE NASCIMENTO DE SOUZA                                               |1                     |3              |-33.0               |\n",
            "|CHRISLAYNE MOURA ARAUJO                                                            |1                     |26             |426.9230769230769   |\n",
            "|R. S. SPIGUEL                                                                      |12                    |125            |10259.489811080932  |\n",
            "|BELIZA TEIXEIRA DA SILVA                                                           |1                     |2              |160.0               |\n",
            "|BILOVENIE ETIENNE                                                                  |1                     |2              |1659.5              |\n",
            "|EQUINOCIO LTDA                                                                     |11                    |20             |55918.480786132815  |\n",
            "|VANKLIANY DERRAIRA ALVES DE MATTOS                                                 |1                     |1              |360.0               |\n",
            "|PAULO CARLOS FILHO                                                                 |1                     |1              |15431.51953125      |\n",
            "+-----------------------------------------------------------------------------------+----------------------+---------------+--------------------+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Explorando a Distribuição dos Valores por Órgão Superior e Órgão."
      ],
      "metadata": {
        "id": "tKsVegwQn_WB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dist_por_orgao_superior = dados.groupBy(\"CODIGO_ORGAO_SUPERIOR\", \"NOME_ORGAO_SUPERIOR\") \\\n",
        "    .agg(sum(\"VALOR_RECEBIDO\").alias(\"VALOR_TOTAL\"))\n",
        "\n",
        "print(\"Distribuição dos valores por órgão superior:\")\n",
        "dist_por_orgao_superior.show(truncate=False)\n",
        "\n",
        "# Distribuição dos valores por órgão\n",
        "dist_por_orgao = dados.groupBy(\"CODIGO_ORGAO\", \"NOME_ORGAO\") \\\n",
        "    .agg(sum(\"VALOR_RECEBIDO\").alias(\"VALOR_TOTAL\"))\n",
        "\n",
        "print(\"Distribuição dos valores por órgão:\")\n",
        "dist_por_orgao.show(truncate=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VIKfnvOTlT4M",
        "outputId": "5186bdd3-e3d7-46df-d517-ff561aa4771f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Distribuição dos valores por órgão superior:\n",
            "+---------------------+---------------------------------------------+--------------------+\n",
            "|CODIGO_ORGAO_SUPERIOR|NOME_ORGAO_SUPERIOR                          |VALOR_TOTAL         |\n",
            "+---------------------+---------------------------------------------+--------------------+\n",
            "|44000                |Ministério do Meio Ambiente e Mudança do Clim|3.37920963353138E7  |\n",
            "|22000                |Ministério da Agricultura, Pecuária e Abastec|3.7900610334291425E9|\n",
            "|49000                |Ministério do Desenvolvimento Agrário        |5.1577638009441406E7|\n",
            "|25201                |Banco Central do Brasil - Orçamento Fiscal e |2514163.661315918   |\n",
            "|25000                |Ministério da Fazenda                        |6.15104707393065E8  |\n",
            "|55000                |Ministério do Desenvolvimento e Assistência S|5.3830397321388245E7|\n",
            "|26000                |Ministério da Educação                       |8.516074455979915E9 |\n",
            "|53000                |Ministério da Integração e do Desenvolvimento|8.160873781495953E7 |\n",
            "|36000                |Ministério da Saúde                          |8.489422890035719E9 |\n",
            "|54000                |Ministério do Turismo                        |1.1541384425758654E8|\n",
            "|20113                |Ministério do Planejamento, Desenvolvimento e|2.040935344140625E7 |\n",
            "|52000                |Ministério da Defesa                         |6.410340775542915E9 |\n",
            "|32000                |Ministério de Minas e Energia                |1.2231544908539133E9|\n",
            "|47000                |MINISTERIO DO PLANEJAMENTO E ORCAMENTO       |1539393.350803852   |\n",
            "|20000                |Presidência da República                     |5.814292013159645E9 |\n",
            "|63000                |Advocacia-Geral da União                     |2.859509377547846E7 |\n",
            "|67000                |Secretaria de Políticas de Promoção da Iguald|17302.689453125     |\n",
            "|35000                |Ministério das Relações Exteriores           |1.1342040321294622E9|\n",
            "|28000                |Ministério do Desenvolvimento, Indústria, Com|5.619432688664007E7 |\n",
            "|40000                |Ministério do Trabalho e Emprego             |371268.05940675735  |\n",
            "+---------------------+---------------------------------------------+--------------------+\n",
            "only showing top 20 rows\n",
            "\n",
            "Distribuição dos valores por órgão:\n",
            "+------------+---------------------------------------------------------------------------------------------------+--------------------+\n",
            "|CODIGO_ORGAO|NOME_ORGAO                                                                                         |VALOR_TOTAL         |\n",
            "+------------+---------------------------------------------------------------------------------------------------+--------------------+\n",
            "|26405       |Instituto Federal do Ceará                                                                         |1.0429060130272329E7|\n",
            "|26427       |Instituto Federal da Bahia                                                                         |1.717183400604248E7 |\n",
            "|33000       |Ministério da Previdência Social - Unidades com vínculo direto                                     |1.5913018502388306E7|\n",
            "|26455       |Universidade Federal do Delta do Parnaíba                                                          |7561.85986328125    |\n",
            "|55000       |Ministério do Desenvolvimento e Assistência Social, Família e Combate à Fome - Unidades com vínculo|5208837.5428237915  |\n",
            "|22204       |Departamento Nacional de Obras Contra as Secas                                                     |1.03882285814085E7  |\n",
            "|26284       |Fundação Universidade Federal de Ciências da Saúde de Porto Alegre                                 |654915.9963932037   |\n",
            "|26258       |Universidade Tecnológica Federal do Paraná                                                         |2.371494946517229E7 |\n",
            "|26413       |Instituto Federal do Triângulo Mineiro                                                             |599452.5992100239   |\n",
            "|69000       |Secretaria da Micro e Pequena Empresa                                                              |999607.1640625      |\n",
            "|26410       |Instituto Federal do Norte de Minas Gerais                                                         |1.282318035627544E7 |\n",
            "|26429       |Instituto Federal de Educação, Ciência e Tecnologia de Goiás                                       |1.6284800999229431E7|\n",
            "|26408       |Instituto Federal do Maranhão                                                                      |1.0872933259449124E7|\n",
            "|20302       |Nuclebrás Equipamentos Pesados S.A.                                                                |2.426374944562912E7 |\n",
            "|24216       |Telecomunicações Brasileiras S.A.                                                                  |118356.39053344727  |\n",
            "|44205       |Agência Nacional de Águas                                                                          |8669868.111903667   |\n",
            "|56901       |Fundo Nacional de Segurança e Educação de Trânsito                                                 |8616.0              |\n",
            "|39250       |Agência Nacional de Transportes Terrestres                                                         |2941402.412299961   |\n",
            "|53901       |Fundo Constitucional de Financiamento do Norte                                                     |2.204631152E9       |\n",
            "|26419       |Instituto Federal do Rio Grande do Sul                                                             |3326126.4777669907  |\n",
            "+------------+---------------------------------------------------------------------------------------------------+--------------------+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Identificando os Principais Responsáveis pelas Despesas."
      ],
      "metadata": {
        "id": "OVTeVJfnpUqm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Identificando os principais responsáveis pelas despesas\n",
        "top_responsaveis = dados.groupBy(\"CODIGO_UNIDADE_GESTORA\", \"NOME_UNIDADE_GESTORA\").agg(\n",
        "    sum(\"VALOR_RECEBIDO\").alias(\"VALOR_TOTAL\")\n",
        ")\n",
        "\n",
        "# Ordenando os responsáveis pelo valor total em ordem decrescente\n",
        "window_spec = Window.orderBy(desc(\"VALOR_TOTAL\"))\n",
        "top_responsaveis = top_responsaveis.withColumn(\"rank\", rank().over(window_spec))\n",
        "\n",
        "# Selecionando os principais responsáveis (os top 10)\n",
        "top_10_responsaveis = top_responsaveis.filter(\"rank <= 10\").drop(\"rank\")\n",
        "\n",
        "# Exibindo os principais responsáveis\n",
        "print(\"Principais Responsáveis pelas Despesas:\")\n",
        "top_10_responsaveis.show(truncate=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nte7c8lQo9Cb",
        "outputId": "dc05933a-c6bc-4f46-ab8b-409df18df8ef"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Principais Responsáveis pelas Despesas:\n",
            "+----------------------+---------------------------------------------+--------------------+\n",
            "|CODIGO_UNIDADE_GESTORA|NOME_UNIDADE_GESTORA                         |VALOR_TOTAL         |\n",
            "+----------------------+---------------------------------------------+--------------------+\n",
            "|170600                |COORD.GERAL DE CONTROLE DA DIVIDA PUBLICA    |7.633581372310172E10|\n",
            "|170502                |SECRETARIA DO TESOURO NACIONAL/COFIN/STN     |4.113686354125018E10|\n",
            "|200334                |COORDENACAO GERAL DE ADMINISTRACAO CGAD/DLOG/|1.96020191426003E10 |\n",
            "|200334                |COORDENACAO GERAL DE ADMINISTRAÇÃO CGAD/DLOG/|6.106348869781097E9 |\n",
            "|537001                |FUNDO CONSTITUCIONAL DE FINANCIAM.DO NORDESTE|5.910017392E9       |\n",
            "|257001                |DIRETORIA EXECUTIVA DO FUNDO NAC. DE SAUDE   |4.2511786993147125E9|\n",
            "|806030                |SERPRO - SEDE - BRASILIA                     |4.192966369405061E9 |\n",
            "|110537                |AGENCIA BRASILEIRA DE INTELIGENCIA           |3.2525212760595703E9|\n",
            "|173057                |BANCO CENTRAL DO BRASIL                      |2.802995307774994E9 |\n",
            "|135046                |EMBRAPA/SGE-EFI                              |2.349396345092331E9 |\n",
            "+----------------------+---------------------------------------------+--------------------+\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Converte para Pandas\n",
        "df_pandas = top_10_responsaveis.toPandas()\n",
        "\n",
        "# Plotando o gráfico de barras com Seaborn\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.barplot(x=\"VALOR_TOTAL\", y=\"NOME_UNIDADE_GESTORA\", data=df_pandas)\n",
        "plt.title(\"Principais Responsáveis pelas Despesas\")\n",
        "plt.xlabel(\"Valor Total\")\n",
        "plt.ylabel(\"Unidade Gestora\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 565
        },
        "id": "IMKmDXm2GAWy",
        "outputId": "8049e2a6-8c8a-41a8-bd88-32c450bf23cd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Calculando Estatísticas Descritivas para o Valor Recebido Agrupado por Unidade Gestora."
      ],
      "metadata": {
        "id": "uKQoeNI6qRpN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_unidade_gestora = dados.select(\"CODIGO_UNIDADE_GESTORA\", \"NOME_UNIDADE_GESTORA\", \"VALOR_RECEBIDO\")\n",
        "\n",
        "# Agrupe os dados por unidade gestora e calcule estatísticas descritivas\n",
        "estatisticas_descritivas = df_unidade_gestora.groupBy(\"CODIGO_UNIDADE_GESTORA\", \"NOME_UNIDADE_GESTORA\").agg(\n",
        "    count(\"VALOR_RECEBIDO\").alias(\"NUMERO_TRANSACOES\"),\n",
        "    sum(\"VALOR_RECEBIDO\").alias(\"VALOR_TOTAL\"),\n",
        "    avg(\"VALOR_RECEBIDO\").alias(\"MEDIA_VALOR\"),\n",
        "    min(\"VALOR_RECEBIDO\").alias(\"MIN_VALOR\"),\n",
        "    max(\"VALOR_RECEBIDO\").alias(\"MAX_VALOR\"),\n",
        "    stddev(\"VALOR_RECEBIDO\").alias(\"DESVPAD_VALOR\")\n",
        ")\n",
        "\n",
        "# Exiba as estatísticas descritivas\n",
        "print(\"Estatísticas Descritivas por Unidade Gestora:\")\n",
        "estatisticas_descritivas.show(truncate=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "o2k_rzYtqHyW",
        "outputId": "49b6efd8-76df-4198-f107-24df93e88c21"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Estatísticas Descritivas por Unidade Gestora:\n",
            "+----------------------+---------------------------------------------+-----------------+--------------------+-------------------+---------+-----------+------------------+\n",
            "|CODIGO_UNIDADE_GESTORA|NOME_UNIDADE_GESTORA                         |NUMERO_TRANSACOES|VALOR_TOTAL         |MEDIA_VALOR        |MIN_VALOR|MAX_VALOR  |DESVPAD_VALOR     |\n",
            "+----------------------+---------------------------------------------+-----------------+--------------------+-------------------+---------+-----------+------------------+\n",
            "|393003                |DEPART.NAC.INFRA ESTRUTURA TRANSPORTES.      |1737             |4.378227648020258E8 |252056.85941394692 |-703777.5|1.8530896E7|1247193.9756915164|\n",
            "|135098                |CAIXA ECONOMICA FEDERAL/MA                   |124              |8.73245485068164E7  |704230.2298936807  |-239850.0|1.211745E7 |1678763.2704013379|\n",
            "|160501                |MUSEU HISTORICO DO EXERCITO FORTE COPACABANA |41               |75666.5871553421    |1845.5265159839537 |-71736.81|59415.14   |18063.373492924857|\n",
            "|440001                |SUBSECRET.DE PLANEJ.,ORC.E ADMINIST.±SPOA/MMA|129              |3872956.8876342773  |30022.921609568042 |-728514.7|1500000.0  |152661.91969985462|\n",
            "|160515                |COMANDO DA 2A BRIGADA DE INFANTARIA DE SELVA |162              |4.222307839066011E7 |260636.28636209943 |-22142.04|4928987.0  |741409.7393744302 |\n",
            "|167366                |13 GRUPO DE ARTILHARIA DE CAMPANHA           |57               |284032.61923217773  |4983.0284075820655 |0.0      |37986.54   |6517.18441720138  |\n",
            "|135021                |EMBRAPA/CNPS                                 |31               |111642.96032714844  |3601.3858170047884 |-11161.86|33906.48   |6635.735176777599 |\n",
            "|160455                |20 GRUPO DE ARTILHARIA DE CAMPANHA LEVE      |31               |1287627.803689003   |41536.38076416139  |-6199.15 |225982.38  |65983.23608837357 |\n",
            "|135192                |CONAB SEDE SUREG MATO GROSSO DO SUL          |77               |6865836.153939247   |89166.7032979123   |0.0      |329772.66  |75918.78157160911 |\n",
            "|200246                |FUNDO NACIONAL ANTIDROGAS                    |119              |2512655.997406006   |21114.756280722737 |-18300.0 |1318411.8  |122642.60509537844|\n",
            "|120044                |PAGADORIA DE INATIVOS E PENSIONISTAS DA AER. |46               |1.7990691172029495E7|391101.9820006412  |10.21    |1173597.1  |400620.246208098  |\n",
            "|158263                |INST.FED.DO RS/CAMPUS SERTAO                 |45               |53458.339705109596  |1187.963104557991  |0.0      |5489.53    |1408.9417954645514|\n",
            "|158335                |INST.FED.MATO GROSSO/CAMPUS SAO VICENTE      |68               |301052.3298072815   |4427.240144224728  |-150.0   |57912.35   |8837.407222796137 |\n",
            "|167084                |COLEGIO MILITAR DE RECIFE                    |18               |-3963.6900129318237 |-220.20500071843466|-9267.42 |3132.0     |2724.752817391444 |\n",
            "|170108                |ALFANDEGA DA RFB PORTO DE FORTALEZA          |17               |2953.599992752075   |173.74117604423972 |8.0      |1240.0     |338.0290207233826 |\n",
            "|257054                |DISTRITO SANIT.ESP.INDIGENA - TOCANTINS      |34               |92682.24996948242   |2725.948528514189  |128.87   |7216.68    |1713.3690289555025|\n",
            "|393091                |UNIDADE REGIONAL DO MARANHAO - ANTT          |26               |3427.8700172901154  |131.8411545111583  |0.0      |1937.8     |393.7930496450301 |\n",
            "|511352                |GERENCIA EXECUTIVA ARARAQUARA                |12               |47549.740864276886  |3962.478405356407  |1.48     |10474.86   |3506.342300752864 |\n",
            "|783800                |BASE NAVAL DE NATAL                          |11               |31326.60986328125   |2847.873623934659  |0.0      |11814.46   |4054.131733225909 |\n",
            "|170585                |SECRETARIA DE PREVIDENCIA                    |2                |16.179999828338623  |8.089999914169312  |2.1      |14.08      |8.47113925210183  |\n",
            "+----------------------+---------------------------------------------+-----------------+--------------------+-------------------+---------+-----------+------------------+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Valor Recebido ao Longo dos Anos"
      ],
      "metadata": {
        "id": "zVZZDN8UsePF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Selecione as variáveis relevantes para a análise temporal\n",
        "df_evolucao_valor = dados.select(\"ANO_E_MES_DO_LANCAMENTO\", \"VALOR_RECEBIDO\")\n",
        "\n",
        "# Extraia o ano e o mês da coluna ANO_E_MES_DO_LANCAMENTO\n",
        "df_evolucao_valor = df_evolucao_valor.withColumn(\"ANO\", year(\"ANO_E_MES_DO_LANCAMENTO\"))\n",
        "\n",
        "# Agrupe os dados por ano e calcule o valor total recebido em cada ano\n",
        "evolucao_valor_por_ano = df_evolucao_valor.groupBy(\"ANO\").agg(\n",
        "    sum(\"VALOR_RECEBIDO\").alias(\"VALOR_TOTAL_ANO\")\n",
        ").orderBy(\"ANO\")\n",
        "\n",
        "# Exiba a evolução do valor recebido ao longo dos anos usando Matplotlib\n",
        "anos = evolucao_valor_por_ano.select(\"ANO\").rdd.flatMap(lambda x: x).collect()\n",
        "valores_totais = evolucao_valor_por_ano.select(\"VALOR_TOTAL_ANO\").rdd.flatMap(lambda x: x).collect()\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.plot(anos, valores_totais, marker='o', linestyle='-')\n",
        "plt.title('Evolução do Valor Recebido ao Longo dos Anos')\n",
        "plt.xlabel('Ano')\n",
        "plt.ylabel('Valor Total Recebido')\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "nEOK4hOOrwHC",
        "outputId": "570d63fb-258f-4fc8-a84c-4a7f5d86b772"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Conclusão\n",
        "\n",
        "Com isso, de acordo com a nossa análise exploratória percebemos que as principais despesas brasileiras não possui informações ou são são siglosas, do acordo com a nossa amostra, ou seja, vale ressaltar que os dados não estão por completo. Além disso, vimos que a coordenadoria geral de controle da dívida pública é a principal responsável pelas despesas. Por fim, o valor recebido aos favorecidos vieram diminuindo ao longo dos anos."
      ],
      "metadata": {
        "id": "TUD0suwwFYoI"
      }
    }
  ],
  "metadata": {
    "colab": {
      "cell_execution_strategy": "setup",
      "provenance": [],
      "gpuType": "T4",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "nbformat": 4,
  "nbformat_minor": 0
}