Empreendedorismo_feminino_no_Brasil_x_América_do_Sul_uma_análise_exploratória_de_dados.ipynb

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  "metadata": {
    "colab": {
      "name": "Empreendedorismo feminino no Brasil x América do Sul: uma análise exploratória de dados.ipynb",
      "provenance": [],
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      "authorship_tag": "ABX9TyOxNEPSOWRqQpBbGBG18qPn",
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    "kernelspec": {
      "name": "python3",
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
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      "source": [
        "<a href=\"https://colab.research.google.com/github/Patotricks15/Ciencia-de-dados-projetos/blob/master/Empreendedorismo_feminino_no_Brasil_x_Am%C3%A9rica_do_Sul_uma_an%C3%A1lise_explorat%C3%B3ria_de_dados.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "v7YFE2NmHANP"
      },
      "source": [
        "# Empreendedorismo feminino no Brasil x América do Sul: uma análise exploratória de dados"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ktd8jT-tG_9F"
      },
      "source": [
        "Neste trabalho, vamos comparar o índice de empreendedorismo feminino no Brasil com o de outros países da América do Sul. Os países analisados são os que o dataset no permite analisar, são eles: Argentina, Bolívia, Ecuador e Peru. Além do índice de empreendedorismo feminino, olharemos para o índice geral de empreendedorismo e a participação feminina na força de trabalho.\r\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GTkoPU4Je3rL"
      },
      "source": [
        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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OI6q4ucn4xzo"
      },
      "source": [
        "O Índice de Empreendedorismo Feminino (FEI) busca identificar quais fatores permitem o florescimento de mulheres empresárias de alto potencial - mulheres que possuem e operam negócios inovadores, em expansão de mercado e voltados para a exportação. Por meio de suas atividades empresariais, as empresárias de alto potencial melhoram seu próprio bem-estar econômico e contribuem para o tecido econômico e social da sociedade. A abordagem sistemática da FEI permite a comparação entre países e benchmarking das condições diferenciadas de gênero que muitas vezes afetam o desenvolvimento do empreendedorismo feminino de alto potencial"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7Q9YR0h6kYYj"
      },
      "source": [
        "## Sobre os dados\r\n",
        "\r\n",
        "---\r\n",
        "\r\n",
        "Os dados foram obtidos a partir do relatório Women Entrepreneurship Index e Global Entrepreneurship Index publicado em 2015.\r\n",
        "A pesquisa é limitada aos países da OCDE, onde todos os dados de 2015 estão disponíveis ao mesmo tempo no banco de dados."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HSUwyRSx8_5a"
      },
      "source": [
        "#Importing libraries\r\n",
        "import pandas as pd\r\n",
        "import matplotlib.pyplot as plt\r\n",
        "import seaborn as sns"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NVsS4by6G_sQ"
      },
      "source": [
        "#Creating the palette\r\n",
        "palet = ['#999999','#999999','#008000','#999999','#999999']"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Zhxf5CF69W96"
      },
      "source": [
        "df = pd.read_csv('Dataset3.csv', sep=';')"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 255
        },
        "id": "jx5O7-7Q9eJU",
        "outputId": "3de508dd-6344-4d66-8160-234e19c0e9c1"
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>No</th>\n",
              "      <th>Country</th>\n",
              "      <th>Level of development</th>\n",
              "      <th>European Union Membership</th>\n",
              "      <th>Currency</th>\n",
              "      <th>Women Entrepreneurship Index</th>\n",
              "      <th>Entrepreneurship Index</th>\n",
              "      <th>Inflation rate</th>\n",
              "      <th>Female Labor Force Participation Rate</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>4</td>\n",
              "      <td>Austria</td>\n",
              "      <td>Developed</td>\n",
              "      <td>Member</td>\n",
              "      <td>Euro</td>\n",
              "      <td>54.9</td>\n",
              "      <td>64.9</td>\n",
              "      <td>0.90</td>\n",
              "      <td>67.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>6</td>\n",
              "      <td>Belgium</td>\n",
              "      <td>Developed</td>\n",
              "      <td>Member</td>\n",
              "      <td>Euro</td>\n",
              "      <td>63.6</td>\n",
              "      <td>65.5</td>\n",
              "      <td>0.60</td>\n",
              "      <td>58.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>17</td>\n",
              "      <td>Estonia</td>\n",
              "      <td>Developed</td>\n",
              "      <td>Member</td>\n",
              "      <td>Euro</td>\n",
              "      <td>55.4</td>\n",
              "      <td>60.2</td>\n",
              "      <td>-0.88</td>\n",
              "      <td>68.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>18</td>\n",
              "      <td>Finland</td>\n",
              "      <td>Developed</td>\n",
              "      <td>Member</td>\n",
              "      <td>Euro</td>\n",
              "      <td>66.4</td>\n",
              "      <td>65.7</td>\n",
              "      <td>-0.20</td>\n",
              "      <td>67.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>19</td>\n",
              "      <td>France</td>\n",
              "      <td>Developed</td>\n",
              "      <td>Member</td>\n",
              "      <td>Euro</td>\n",
              "      <td>68.8</td>\n",
              "      <td>67.3</td>\n",
              "      <td>0.00</td>\n",
              "      <td>60.6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   No  Country  ... Inflation rate Female Labor Force Participation Rate\n",
              "0   4  Austria  ...           0.90                                  67.1\n",
              "1   6  Belgium  ...           0.60                                  58.0\n",
              "2  17  Estonia  ...          -0.88                                  68.5\n",
              "3  18  Finland  ...          -0.20                                  67.7\n",
              "4  19   France  ...           0.00                                  60.6\n",
              "\n",
              "[5 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jdeIRMQGAUlR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8cceccbc-2246-4945-cca5-f9492dae1936"
      },
      "source": [
        "df.Country.value_counts()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Japan                     1\n",
              "India                     1\n",
              "Hungary                   1\n",
              "Thailand                  1\n",
              "Belgium                   1\n",
              "Tunisia                   1\n",
              "Australia                 1\n",
              "Bosnia and Herzegovina    1\n",
              "Norway                    1\n",
              "El Salvador               1\n",
              "Estonia                   1\n",
              "Algeria                   1\n",
              "Mexico                    1\n",
              "France                    1\n",
              "Slovenia                  1\n",
              "Ireland                   1\n",
              "Denmark                   1\n",
              "Spain                     1\n",
              "Austria                   1\n",
              "Panama                    1\n",
              "Germany                   1\n",
              "Brazil                    1\n",
              "Uruguay                   1\n",
              "Poland                    1\n",
              "Jamaica                   1\n",
              "Slovakia                  1\n",
              "Latvia                    1\n",
              "Italy                     1\n",
              "Greece                    1\n",
              "Lithuania                 1\n",
              "Costa Rica                1\n",
              "Russia                    1\n",
              "Argentina                 1\n",
              "Switzerland               1\n",
              "Macedonia                 1\n",
              "Sweden                    1\n",
              "Peru                      1\n",
              "Bolivia                   1\n",
              "Egypt                     1\n",
              "Malaysia                  1\n",
              "Iceland                   1\n",
              "Finland                   1\n",
              "Ecuador                   1\n",
              "Croatia                   1\n",
              "Taiwan                    1\n",
              "Netherlands               1\n",
              "China                     1\n",
              "Turkey                    1\n",
              "Singapore                 1\n",
              "Ghana                     1\n",
              "Saudi Arabia              1\n",
              "Name: Country, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 323
        },
        "id": "ZRVXJ3CY9uoo",
        "outputId": "1ab780bc-e725-4666-8f50-ff4b9eff15b7"
      },
      "source": [
        "df_SA = df[df['Country'].isin(['Brazil','Argentina', 'Ecuador', 'Bolivia', 'Peru'])].copy()\r\n",
        "df_SA.drop(columns=['No','Inflation rate'],inplace=True)\r\n",
        "df_SA.head()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Country</th>\n",
              "      <th>Level of development</th>\n",
              "      <th>European Union Membership</th>\n",
              "      <th>Currency</th>\n",
              "      <th>Women Entrepreneurship Index</th>\n",
              "      <th>Entrepreneurship Index</th>\n",
              "      <th>Female Labor Force Participation Rate</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>Developing</td>\n",
              "      <td>Not Member</td>\n",
              "      <td>National Currency</td>\n",
              "      <td>35.7</td>\n",
              "      <td>37.2</td>\n",
              "      <td>47.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>Developing</td>\n",
              "      <td>Not Member</td>\n",
              "      <td>National Currency</td>\n",
              "      <td>29.7</td>\n",
              "      <td>28.0</td>\n",
              "      <td>69.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>Developing</td>\n",
              "      <td>Not Member</td>\n",
              "      <td>National Currency</td>\n",
              "      <td>31.1</td>\n",
              "      <td>25.8</td>\n",
              "      <td>55.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>Developing</td>\n",
              "      <td>Not Member</td>\n",
              "      <td>National Currency</td>\n",
              "      <td>32.3</td>\n",
              "      <td>28.2</td>\n",
              "      <td>63.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>Peru</td>\n",
              "      <td>Developing</td>\n",
              "      <td>Not Member</td>\n",
              "      <td>National Currency</td>\n",
              "      <td>43.6</td>\n",
              "      <td>30.9</td>\n",
              "      <td>63.4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      Country  ... Female Labor Force Participation Rate\n",
              "28  Argentina  ...                                  47.3\n",
              "29    Bolivia  ...                                  69.4\n",
              "31     Brazil  ...                                  55.9\n",
              "34    Ecuador  ...                                  63.5\n",
              "44       Peru  ...                                  63.4\n",
              "\n",
              "[5 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Y1npEYA6FWig"
      },
      "source": [
        "# Análise Exploratória de dados\r\n",
        "\r\n",
        "---\r\n",
        "In this exploratory analysis, we will plot the graphs with each index and then a correlation of those indexes\r\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dpasILWbcUhf"
      },
      "source": [
        "## ìndice de empreendedorismo feminino"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8vVdU3_qFZE6"
      },
      "source": [
        "**Índice de empreendedorismo feminino da GEDI** - o Índice de Empreendedorismo Feminino - mede o desenvolvimento do empreendedorismo feminino de alto potencial em todo o mundo. Definido como \"inovador, em expansão de mercado e orientado para a exportação\", este índice específico de gênero utiliza a estrutura, metodologia e abordagem global exclusivas da GEDI para capturar os aspectos multidimensionais do desenvolvimento empresarial. Agora em seu terceiro ano, o índice foi lançado no encontro anual de 2013 da Dell Women Entrepreneurs Network (DWEN) e coberto pela Forbes Magazine.\r\n",
        "\r\n",
        "https://thegedi.org/research/womens-entrepreneurship-index/"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        },
        "id": "gyiGncgRErTi",
        "outputId": "ce6a06a5-9005-45a6-a7d3-08793eb87121"
      },
      "source": [
        "fig, ax = plt.subplots(1,1,figsize=(8,5))\r\n",
        "sns.barplot(data=df_SA, y='Women Entrepreneurship Index', x='Country', palette=palet)\r\n",
        "plt.ylabel('')\r\n",
        "plt.xticks(fontsize=13, fontfamily='serif')\r\n",
        "plt.xlabel(' \\n\\n')\r\n",
        "plt.title('Índice de empreendedorismo feminino\\n', fontsize=18, fontfamily='serif', fontweight='bold')\r\n",
        "fig.text(0.14,0.85,f'Average = {df_SA[\"Women Entrepreneurship Index\"].mean():.1f}\\n', fontweight='bold', color='darkred', fontfamily='serif')\r\n",
        "plt.yticks(fontsize=0)\r\n",
        "\r\n",
        "\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Brazil\"][\"Women Entrepreneurship Index\"].values)}',xy=(2,(float(df_SA[df_SA['Country']=='Brazil'][\"Women Entrepreneurship Index\"].values)+1)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Argentina\"][\"Women Entrepreneurship Index\"].values)}',xy=(0,(float(df_SA[df_SA['Country']=='Argentina'][\"Women Entrepreneurship Index\"].values)+1)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Bolivia\"][\"Women Entrepreneurship Index\"].values)}',xy=(1,(float(df_SA[df_SA['Country']=='Bolivia'][\"Women Entrepreneurship Index\"].values)+1)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Ecuador\"][\"Women Entrepreneurship Index\"].values)}',xy=(3,(float(df_SA[df_SA['Country']=='Ecuador'][\"Women Entrepreneurship Index\"].values)+1)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Peru\"][\"Women Entrepreneurship Index\"].values)}',xy=(4,(float(df_SA[df_SA['Country']=='Peru'][\"Women Entrepreneurship Index\"].values)+1)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "plt.hlines(df_SA[\"Women Entrepreneurship Index\"].mean(),-0.5,4.5, color = 'darkred', label='Average')\r\n",
        "\r\n",
        "plt.box(False)\r\n",
        "plt.show()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CVctJtcwhjkw"
      },
      "source": [
        "Resultado: como podemos oberservar, o Brasil se encontra abaixo da média (**34.5**) com **31.1** no índice, e em quarto colocado."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-6JbL8y3cO2a"
      },
      "source": [
        "## Índice de empreendedorismo"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X5ouZfdDGR9m"
      },
      "source": [
        "Esta mistura de atitudes, recursos e infraestrutura é conhecida como o ‘ecossistema’ do empreendedorismo. O Índice Global de Empreendedorismo é um índice anual que mede a saúde dos ecossistemas de empreendedorismo em cada um dos 137 países. Em seguida, ele classifica o desempenho entre eles. Isso fornece uma imagem de como cada país atua no contexto doméstico e internacional.\r\n",
        "https://thegedi.org/global-entrepreneurship-and-development-index/"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 425
        },
        "id": "Te-77WinN-rh",
        "outputId": "75fdb6f8-a3f2-4749-81d0-68335d69988b"
      },
      "source": [
        "fig, ax = plt.subplots(1,1,figsize=(8,5))\r\n",
        "sns.barplot(data=df_SA, y='Entrepreneurship Index', x='Country', palette=palet)\r\n",
        "plt.ylabel('')\r\n",
        "plt.xticks(fontsize=13, fontfamily='serif')\r\n",
        "plt.xlabel(' \\n\\n')\r\n",
        "plt.title('Índice de empreendedorismo\\n\\n', fontsize=18, fontfamily='serif', fontweight='bold')\r\n",
        "fig.text(0.14,0.85,f'Média = {df_SA[\"Entrepreneurship Index\"].mean():.1f}\\n\\n', fontweight='bold',color='darkred', fontfamily='serif')\r\n",
        "\r\n",
        "plt.yticks(fontsize=0)\r\n",
        "\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Brazil\"][\"Entrepreneurship Index\"].values)}',xy=(2,(float(df_SA[df_SA['Country']=='Brazil'][\"Entrepreneurship Index\"].values)+1)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Argentina\"][\"Entrepreneurship Index\"].values)}',xy=(0,(float(df_SA[df_SA['Country']=='Argentina'][\"Entrepreneurship Index\"].values)+1)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Bolivia\"][\"Entrepreneurship Index\"].values)}',xy=(1,(float(df_SA[df_SA['Country']=='Bolivia'][\"Entrepreneurship Index\"].values)+1)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Ecuador\"][\"Entrepreneurship Index\"].values)}',xy=(3,(float(df_SA[df_SA['Country']=='Ecuador'][\"Entrepreneurship Index\"].values)+1)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Peru\"][\"Entrepreneurship Index\"].values)}',xy=(4,(float(df_SA[df_SA['Country']=='Peru'][\"Entrepreneurship Index\"].values)+1)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "plt.hlines(df_SA[\"Entrepreneurship Index\"].mean(),-0.5,4.5, color = 'darkred', label='Average')\r\n",
        "\r\n",
        "\r\n",
        "plt.box(False)\r\n",
        "plt.show()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Dw-oqdGgi13N"
      },
      "source": [
        "Resultado: O Brasil, novamente, se encontra abaixo da média (**30.0**), com **25.8** pontos no índice, em último lugar."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vhY6Or59cF-3"
      },
      "source": [
        "## Taxa da participação feminina na força de trabalho"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BD-tC6-GXTum"
      },
      "source": [
        "Em quase todos os países do mundo, os homens têm maior probabilidade de participar do mercado de trabalho do que as mulheres. No entanto, essas diferenças de gênero diminuíram substancialmente e, na maioria dos países ao redor do mundo, a proporção de mulheres na força de trabalho é maior hoje do que há meio século.\r\n",
        "\r\n",
        "Para entender os determinantes dessa taxa, acesse https://ourworldindata.org/women-in-the-labor-force-determinants"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        },
        "id": "2vxr9KnXerdq",
        "outputId": "0cd0ace6-762f-4d60-b5bb-10f215ea2827"
      },
      "source": [
        "fig, ax = plt.subplots(1,1,figsize=(8,5))\r\n",
        "sns.barplot(data=df_SA, y='Female Labor Force Participation Rate', x='Country', palette=palet)\r\n",
        "plt.ylabel('')\r\n",
        "plt.xticks(fontsize=13, fontfamily='serif')\r\n",
        "plt.yticks(fontsize=0)\r\n",
        "plt.xlabel(' \\n\\n')\r\n",
        "plt.title('Taxa da participação feminina na força de trabalho\\n', fontsize=18, fontfamily='serif', fontweight='bold')\r\n",
        "fig.text(0.14,0.85,f'Média = {df_SA[\"Female Labor Force Participation Rate\"].mean():.1f}\\n', fontweight='bold', color='darkred', fontfamily='serif')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Brazil\"][\"Female Labor Force Participation Rate\"].values)}',xy=(2,(float(df_SA[df_SA['Country']=='Brazil'][\"Female Labor Force Participation Rate\"].values)+2)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Argentina\"][\"Female Labor Force Participation Rate\"].values)}',xy=(0,(float(df_SA[df_SA['Country']=='Argentina'][\"Female Labor Force Participation Rate\"].values)+2)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Bolivia\"][\"Female Labor Force Participation Rate\"].values)}',xy=(1,(float(df_SA[df_SA['Country']=='Bolivia'][\"Female Labor Force Participation Rate\"].values)+2)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Ecuador\"][\"Female Labor Force Participation Rate\"].values)}',xy=(3,(float(df_SA[df_SA['Country']=='Ecuador'][\"Female Labor Force Participation Rate\"].values)+2)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "ax.annotate(f'{float(df_SA[df_SA[\"Country\"]==\"Peru\"][\"Female Labor Force Participation Rate\"].values)}',xy=(4,(float(df_SA[df_SA['Country']=='Peru'][\"Female Labor Force Participation Rate\"].values)+2)), ha='center', fontsize=12, fontfamily='serif', fontweight = 'bold')\r\n",
        "plt.hlines(df_SA[\"Female Labor Force Participation Rate\"].mean(),-0.5,4.5, color = 'darkred', label='Average')\r\n",
        "plt.box(False)\r\n",
        "plt.show()"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "V6q-svybjSgx"
      },
      "source": [
        "Resultado: Mais um vez, vemos o Brasil abaixo da média (**59.9**), em quarto lugar com **55.9** pontos no índice"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 597
        },
        "id": "8qL80YTyh5WP",
        "outputId": "9cfaa2c7-154d-4ba4-c9c6-e9fc156e24c8"
      },
      "source": [
        "plt.figure(figsize=(8,6))\r\n",
        "sns.heatmap(df_SA.corr(),annot=True)\r\n",
        "plt.title('Correlação\\n', fontsize=20, fontfamily='serif');"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DxwFaPsebHfg"
      },
      "source": [
        "Observamos que as correlações são baixas, ou seja, os índices não acompanham um ao outro."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0wuxoSnRjfDs"
      },
      "source": [
        "## Conclusão\r\n",
        "\r\n",
        "---\r\n",
        "O Brasil se mostrou bem abaixo dos outros países analisados aqui. Esses resultados podem ser utilizados para traçar políticas públicas que integrem a mulher no empreendedorismo e na participação da força de trabalho.\r\n",
        "\r\n",
        "Sabemos que muitas das tarefas de casa sobram para as mulheres, enquanto os homens vão ao trabalho. Porém, quando uma mulher se insere no mercado de trabalho, sofre do que chamamos de dupla jornada. Pois elas vão ao trabalho e quando chegam em casa têm a responsabilidade que a sociedade atribui à mulher.\r\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nV_IbMCafRDs"
      },
      "source": [
        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)"
      ]
    }
  ]
}