diff --git a/exercicios/para-casa/Gender_Inequality_Index.csv b/exercicios/para-casa/Gender_Inequality_Index.csv new file mode 100644 index 0000000..750d0a2 --- /dev/null +++ b/exercicios/para-casa/Gender_Inequality_Index.csv @@ -0,0 +1,196 @@ +Country,Human_development,GII,Rank,Maternal_mortality,Adolescent_birth_rate,Seats_parliament,F_secondary_educ,M_secondary_educ,F_Labour_force,M_Labour_force +Switzerland,Very high,0.018,3,5,2.2,39.8,96.9,97.5,61.7,72.7 +Norway,Very high,0.016,2,2,2.3,45,99.1,99.3,60.3,72 +Iceland,Very high,0.043,8,4,5.4,47.6,99.8,99.7,61.7,70.5 +Hong Kong,Very high,,,,1.6,,77.1,83.4,53.5,65.8 +Australia,Very high,0.073,19,6,8.1,37.9,94.6,94.4,61.1,70.5 +Denmark,Very high,0.013,1,4,1.9,39.7,95.1,95.2,57.7,66.7 +Sweden,Very high,0.023,4,4,3.3,47,91.8,92.2,61.7,68 +Ireland,Very high,0.074,21,5,5.9,27.3,88.1,86,56.5,68.6 +Germany,Very high,0.073,19,7,7.5,34.8,96.1,96.5,56.8,66 +Netherlands,Very high,0.025,5,5,2.8,39.1,89.8,92.7,62.4,71.3 +Finland,Very high,0.033,6,3,4.2,46,99,98.5,56.5,64 +Singapore,Very high,0.04,7,8,2.6,29.8,80.5,85.9,59.4,76.8 +Belgium,Very high,0.048,10,5,5.3,42.9,87.2,89.7,49.8,58.8 +New Zealand,Very high,0.088,25,9,12.6,49.2,82,81.8,65.1,75.3 +Canada,Very high,0.069,17,10,7,34.4,100,100,60.8,69.7 +Liechtenstein,Very high,,,,3,28,,,, +Luxembourg,Very high,0.044,9,5,4.3,35,100,100,58.5,65.5 +United Kingdom,Very high,0.098,27,7,10.5,31.1,99.8,99.8,58,67.1 +Japan,Very high,0.083,22,5,2.9,14.2,95.9,92.7,53.3,71 +South Korea,Very high,0.067,15,11,2.2,19,83.1,93.1,53.4,72.4 +United States,Very high,0.179,44,19,16,27,96.5,96.4,55.2,66.4 +Israel,Very high,0.083,22,3,7.6,28.3,91.6,93.7,58.5,66.1 +Malta,Very high,0.167,42,6,11.5,13.4,82.2,88.1,53.1,71.4 +Slovenia,Very high,0.071,18,7,4.5,21.5,97.6,98.7,53.8,62.2 +Austria,Very high,0.053,12,5,5.5,39.3,100,100,55.5,66.3 +United Arab Emirates,Very high,0.049,11,3,3.1,50,82,85.6,46.5,88 +Spain,Very high,0.057,14,4,6.3,42.3,78.5,83.2,52.7,62.4 +France,Very high,0.083,22,8,9.5,37.8,83.5,87.9,51.9,59.7 +Cyprus,Very high,0.123,35,6,6.8,14.3,81.1,84.8,56.6,68.8 +Italy,Very high,0.056,13,2,4,35.3,78.6,86.1,39.9,57.6 +Estonia,Very high,0.1,28,9,8.8,25.7,97.6,98.1,57.5,70.2 +Czechia,Very high,0.12,34,3,9.7,22.1,99.8,99.8,51.7,68.1 +Greece,Very high,0.119,32,3,8.5,21.7,69.9,77.8,43.3,58.1 +Poland,Very high,0.109,31,2,9.7,27.5,86.5,90.7,49.2,65.5 +Bahrain,Very high,0.181,46,14,8.7,18.8,79.9,83.1,42.4,83.5 +Lithuania,Very high,0.105,30,8,10.4,27.7,95.5,97.9,57.3,67.9 +Saudi Arabia,Very high,0.247,59,17,11.9,19.9,71.3,80.9,30.9,80.1 +Portugal,Very high,0.067,15,8,7.4,40,59.7,61.9,54,62.2 +Latvia,Very high,0.151,40,19,11.2,29,99.7,99.3,54.5,66.8 +Andorra,Very high,,,,5.9,46.4,70.7,72.4,, +Croatia,Very high,0.093,26,8,8.6,31.1,97,100,45.9,58.8 +Chile,Very high,0.187,47,13,24.1,32.7,80.3,83.5,44.2,65.5 +Qatar,Very high,0.22,54,9,7.1,4.4,79.8,69.6,57.2,95.5 +San Marino,Very high,,,,3.8,33.3,81.8,84.3,, +Slovakia,Very high,0.18,45,5,26.3,22.7,98.9,99.2,54.7,66.4 +Hungary,Very high,0.221,55,12,22.1,13.1,97.6,98.8,52.1,67.2 +Argentina,Very high,0.287,69,39,39.1,44.4,71,71.4,50,71.6 +Türkiye,Very high,0.272,65,17,16.9,17.3,56.3,75.9,31.8,69.4 +Montenegro,Very high,0.119,32,6,10.4,24.7,92.3,99.2,47.8,62 +Kuwait,Very high,0.305,74,12,5.6,1.5,60.9,55.2,47.4,83.8 +Brunei Darussalam,Very high,0.259,61,31,10,9.1,70.4,71.2,54.1,72.3 +Russian Federation,Very high,0.203,50,17,15,16.5,92.8,95.9,54.5,69.7 +Romania,Very high,0.282,67,19,36.4,18.5,88.8,93.7,42.8,62.3 +Oman,Very high,0.3,72,19,9.9,9.9,96.6,99.9,28.7,85 +Bahamas,Very high,0.329,78,70,25.7,20,87,89.9,65.6,71.5 +Kazakhstan,Very high,0.161,41,10,21.9,24.5,99.8,100,63.3,75.5 +Trinidad and Tobago,Very high,0.344,81,67,38.1,32.4,84.8,80.6,46.7,68 +Costa Rica,Very high,0.256,60,27,37.1,45.6,56.2,54.5,47.5,71.1 +Uruguay,Very high,0.235,58,17,36.2,26.2,59.6,55.5,54.8,69.3 +Belarus,Very high,0.104,29,2,11.9,34.7,97.5,99,57.3,71.4 +Panama,Very high,0.392,96,52,69.9,22.5,70.2,68.7,50.4,72.6 +Malaysia,Very high,0.228,57,29,9.3,14.9,75,78.4,51.2,77.6 +Georgia,Very high,0.28,66,25,31.7,19.3,97.1,98.3,51,68 +Mauritius,Very high,0.347,82,61,24.6,20,64.4,70.8,43.4,70.4 +Serbia,Very high,0.131,36,12,14.9,39.2,88.6,95.3,46.6,62.3 +Thailand,Very high,0.333,79,37,32.7,13.9,47.6,51.7,59,75 +Albania,High,0.144,39,15,14.5,35.7,95.4,93,50.7,66.2 +Bulgaria,High,0.21,52,10,38.6,23.8,94.9,96.5,49.1,62.6 +Grenada,High,,,25,32.7,32.1,,,, +Barbados,High,0.268,64,27,42.3,29.4,95.4,86,56.1,63.7 +Antigua and Barbuda,High,,,42,33.1,31.4,,,, +Seychelles,High,,,53,53.4,22.9,,,, +Sri Lanka,High,0.383,92,36,15.7,5.4,84,84.2,30.9,68.5 +Bosnia and Herzegovina,High,0.136,38,10,9.9,24.6,82.7,94,32.3,52.4 +Saint Kitts and Nevis,High,,,,38.2,25,,,, +Iran,High,0.459,115,16,30.2,5.6,71.6,76,14.4,68.1 +Ukraine,High,0.2,49,19,15.6,20.8,96.2,95.8,48.1,63.6 +North Macedonia,High,0.134,37,7,16.4,41.7,61.9,75.1,42.4,63.4 +China,High,0.192,48,29,11,24.9,78.3,85.4,61.6,74.3 +Dominican Republic,High,0.429,106,95,65.6,25.7,77.4,76.9,49.6,75.2 +Moldova,High,0.205,51,19,27.8,39.6,96.1,98,33.9,43.9 +Palau,High,,,,42.5,6.9,96.9,97.3,, +Cuba,High,0.303,73,36,48.8,53.4,89.5,91.9,40.3,68.5 +Peru,High,0.38,90,88,56.8,40,59.3,69.9,66.1,81.9 +Armenia,High,0.216,53,26,18.5,33.6,96,97.1,42.7,63 +Mexico,High,0.309,75,33,54.4,49.8,65.1,66.7,43.8,75.4 +Brazil,High,0.39,94,60,45.2,14.8,62.4,59.1,49.1,68.2 +Colombia,High,0.424,102,83,59,19.6,58.9,56.5,52.2,78 +Saint Vincent and the Grenadines,High,0.39,94,68,47.9,18.2,44.1,39.6,52.9,74.1 +Maldives,High,0.348,83,53,7.3,4.6,46.4,41.5,34.3,67.5 +Algeria,High,0.499,126,112,11.7,7.5,46,56.9,15.7,64.5 +Azerbaijan,High,0.294,70,26,40.1,18.2,93.6,97.6,60.4,67.3 +Tonga,High,0.631,160,52,19,0,93.5,93.1,37.3,55.3 +Turkmenistan,High,0.177,43,7,21.8,25,93.5,92.2,36.5,55.6 +Ecuador,High,0.362,85,59,63.2,39.4,53,52,53.3,76.5 +Mongolia,High,0.313,76,45,26.7,17.1,79.3,73,51.5,66.6 +Egypt,High,0.443,109,37,44.8,22.9,81.6,76.6,15.4,67.1 +Tunisia,High,0.259,61,43,6.7,26.3,42.9,51.8,25.5,67.2 +Fiji,High,0.318,77,34,26.8,21.6,90.2,87.9,37.7,75.3 +Suriname,High,0.427,105,120,56.1,29.4,69.9,70.7,43.4,65.1 +Uzbekistan,High,0.227,56,29,15.9,28.7,99.9,100,44.9,70.9 +Dominica,High,,,,38.5,34.4,,,, +Jordan,High,0.471,118,46,25.4,11.8,77.4,84.2,13.5,62.3 +Libya,High,0.259,61,72,6.9,16,70.5,45.1,34.1,61 +Paraguay,High,0.445,111,84,70.3,16.8,52.5,54,59.6,84.2 +Palestine,High,,,27,43.5,,67.9,67.6,16.7,66.3 +Saint Lucia,High,0.381,91,117,36.9,24.1,49.9,43.8,63.2,73.2 +Guyana,High,0.454,114,169,66.6,35.7,69.5,62.2,40.3,64.1 +South Africa,High,0.405,97,119,61.2,46,68.9,87.7,46.2,59.9 +Jamaica,High,0.335,80,80,32.8,31,74.3,66.4,56.1,70 +Samoa,High,0.418,99,43,43.6,7.8,79.1,71.6,30.7,54.2 +Gabon,High,0.541,140,252,91.2,18.7,67.2,84,39.1,57 +Lebanon,High,0.432,108,29,20.3,4.7,54.3,55.6,20.8,64.3 +Indonesia,High,0.444,110,177,33.9,21,51,58.2,53.7,81.7 +Viet Nam,High,0.296,71,43,34.6,30.3,61.3,69.6,69.6,79.4 +Philippines,Medium,0.419,101,121,48.2,28,73.4,69.1,43.8,68.3 +Botswana,Medium,0.468,117,144,49.3,10.8,91.3,91.8,56.3,65.1 +Bolivia,Medium,0.418,99,155,63.8,48.2,60.1,69.7,68.3,83.8 +Kyrgyzstan,Medium,0.37,87,60,34.7,20.5,100,99.8,42.1,71.7 +Venezuela,Medium,0.492,123,125,82.7,22.2,79.8,75.4,34.3,67.8 +Iraq,Medium,0.558,145,79,62.2,28.9,42,52.9,11.1,71.8 +Tajikistan,Medium,0.285,68,17,45.4,23.4,93.5,94.6,30.2,50.5 +Belize,Medium,0.364,86,36,57.1,19.6,54.5,49.8,46.9,76.8 +Morocco,Medium,0.425,104,70,25.9,20.4,30.9,37.1,22,66 +El Salvador,Medium,0.376,88,46,55.9,27.4,42.7,51.4,43.6,72.6 +Nicaragua,Medium,0.424,102,98,85.6,50.5,51.2,49.7,46.8,81.3 +Bhutan,Medium,0.415,98,183,19,16.7,23.6,32.3,51.6,67.4 +Cabo Verde,Medium,0.349,84,58,55.2,38.9,28.8,31.2,46.9,61.7 +Bangladesh,Medium,0.53,131,173,75.5,20.9,50.6,58.5,34.9,78.8 +Tuvalu,Medium,,,,33.1,6.3,60,60.7,, +Marshall Islands,Medium,,,,58,6.1,91.6,92.5,, +India,Medium,0.49,122,133,17.2,13.4,41.8,53.8,19.2,70.1 +Ghana,Medium,0.529,130,308,64.2,14.5,58,73.2,64.5,72.2 +Micronesia,Medium,,,88,35.8,7.1,,,, +Guatemala,Medium,0.481,121,95,64.1,19.4,29.5,35.8,37.4,80.3 +Kiribati,Medium,,,92,40.5,6.7,,,, +Honduras,Medium,0.431,107,65,72,27.3,35.8,44.8,42.3,78.9 +Sao Tome and Principe,Medium,0.494,124,130,79.4,23.6,39.9,48.4,37.1,69.9 +Namibia,Medium,0.445,111,195,64.9,35.6,41.5,44.1,54.5,62.2 +Lao People's Democratic Republic,Medium,0.478,120,185,73.2,22,37.7,47.7,74.8,78.1 +Timor-Leste,Medium,0.378,89,142,33.9,38.5,33.7,41.8,61,72.2 +Vanuatu,Medium,,,72,64.1,0,,,59.7,78 +Nepal,Medium,0.452,113,186,63.8,33.6,28.8,44.7,78.7,80.8 +Eswatini,Medium,0.54,138,437,69.9,18.4,34,36.2,45.6,53.6 +Equatorial Guinea,Medium,,,301,139.7,20.3,,,49.9,58.5 +Cambodia,Medium,0.461,116,160,45.5,19.8,18.3,31.7,74,85.9 +Zimbabwe,Medium,0.532,134,458,94.3,34.6,61.8,72.4,79.3,88.9 +Angola,Medium,0.537,136,241,138.4,29.5,28.2,51.5,74,79.1 +Myanmar,Medium,0.498,125,250,33,15,38.5,47.8,41,70 +Syrian Arab Republic,Medium,0.477,119,31,38.7,11.2,37.1,43.4,15.7,70.8 +Cameroon,Medium,0.565,148,529,110.4,31.1,36.8,55,70.2,80.7 +Kenya,Medium,0.506,128,342,64.2,23.2,31.1,37.7,71,75.6 +Congo,Medium,0.564,147,378,103.6,13.6,48,52,65.1,67.6 +Zambia,Medium,0.54,138,213,117,15.1,47.1,56.8,69.2,77.8 +Solomon Islands,Medium,,,104,60.3,8,,,83.1,87.4 +Comoros,Medium,,,273,58.2,16.7,,,32.1,54.5 +Papua New Guinea,Medium,0.725,169,145,55.3,0,10.8,15.5,46.3,48.1 +Mauritania,Medium,0.632,161,766,78,20.3,14.5,21.9,27.4,62.2 +Côte d'Ivoire,Medium,0.613,155,617,105,15.6,23.9,32.2,45.9,64.9 +Tanzania,Low,0.56,146,524,123.7,36.9,13,19.1,79.5,87.1 +Pakistan,Low,0.534,135,140,42.3,19.9,22.1,28.7,20.7,78.1 +Togo,Low,0.58,149,396,77.9,18.7,13.9,42.3,55.5,59.4 +Haiti,Low,0.635,163,480,52.5,2.7,27.9,41,60.7,68.9 +Nigeria,Low,0.68,168,917,101.7,4.5,40.4,55.3,47.9,59.6 +Rwanda,Low,0.388,93,248,32.4,55.7,11.4,16.3,82.5,82.2 +Benin,Low,0.602,152,397,92.3,8.4,21.1,34.4,69.3,72.6 +Uganda,Low,0.53,131,375,107.9,33.8,29.3,36.3,64.2,71.3 +Lesotho,Low,0.557,144,544,89.6,22.9,27.2,24.6,56.1,71.3 +Malawi,Low,0.554,142,349,117.9,22.9,21.3,28.4,71.6,80 +Senegal,Low,0.53,131,315,66.5,43,11.1,30.9,33.5,56.7 +Djibouti,Low,,,248,22.7,26.2,,,17.2,44.1 +Sudan,Low,0.553,141,295,79.9,31,16.4,20.1,28.7,67.8 +Madagascar,Low,0.556,143,335,119.4,17.2,27.3,29.8,81.5,87.6 +Gambia,Low,0.611,153,597,63.2,8.6,29.9,43.2,48.9,66.3 +Ethiopia,Low,0.52,129,401,69.2,39.5,9.1,20.1,72.3,84.7 +Eritrea,Low,,,480,64.4,22,,,70.2,83.6 +Guinea-Bissau,Low,0.627,159,667,87.5,13.7,9.8,22.8,63.9,78.4 +Liberia,Low,0.648,164,661,123.4,9.7,20.8,39.2,69.8,79.7 +Congo,Low,0.601,151,473,109,14.3,40.3,69.1,61.2,69.1 +Afghanistan,Low,0.678,167,638,82.6,27.2,6.4,14.9,14.8,66.5 +Sierra Leone,Low,0.633,162,1120,100.9,12.3,34.7,51.5,56.1,55.9 +Guinea,Low,0.621,157,576,114.8,16.7,7.2,19.7,62.1,62.2 +Yemen,Low,0.82,170,164,54.4,0.3,22.4,37.5,6,67.6 +Burkina Faso,Low,0.621,157,320,110.5,6.3,11.3,17.1,57.2,72.7 +Mozambique,Low,0.537,136,289,165.8,42.4,10.8,20.2,77.7,78.9 +Mali,Low,0.613,155,562,150.1,27.3,8,15.5,57.7,79.7 +Burundi,Low,0.505,127,548,53.6,38.9,7.8,13,79,77.4 +Central African Republic,Low,0.672,166,829,160.5,12.9,13.9,31.6,63.3,79.5 +Niger,Low,0.611,153,509,170.5,25.9,9.2,15.2,61.7,84.3 +Chad,Low,0.652,165,1140,138.3,32.3,7.7,24.4,46.9,69.9 +South Sudan,Low,0.587,150,1150,99.2,32.3,26.5,36.4,70.4,73.6 +North Korea,,,,89,2.3,17.6,,,77.2,86.1 +Monaco,,,,,7.2,33.3,,,, +Nauru,,,,,72.5,10.5,,,, +Somalia,,,,829,118,24.6,,,20.9,47 diff --git a/exercicios/para-casa/Gender_Inequality_Index.db b/exercicios/para-casa/Gender_Inequality_Index.db new file mode 100644 index 0000000..e2c4ad6 Binary files /dev/null and b/exercicios/para-casa/Gender_Inequality_Index.db differ diff --git a/exercicios/para-casa/gender_inequality.ipynb b/exercicios/para-casa/gender_inequality.ipynb new file mode 100644 index 0000000..c701abf --- /dev/null +++ b/exercicios/para-casa/gender_inequality.ipynb @@ -0,0 +1,462 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ⚖️ Gender Inequality Index\n", + "\n", + "**English:**\n", + "The Gender Inequality Index (GII) dataset provides a comprehensive measure of gender inequality across countries, capturing gender disparities in health, education, and economic opportunities. Developed by the United Nations Development Programme (UNDP), the GII measures gender inequality by analyzing health, empowerment, and labor market participation indicators.\n", + "\n", + "This dataset includes GII scores, as well as component scores for each indicator, for over 190 countries, in 2021.\n", + "\n", + "**Português:**\n", + "O Índice de Desigualdade de Gênero (GII) mede tal desigualdade considerando disparidades em saúde, educação e oportunidades econômicas. Desenvolvido pelo Programa de Desenvolvimento das Nações Unidas (UNDP), o GII é uma medida de desigualdade de gênero que analisa indicadores de saúde, empoderamento e participação no mercado de trabalho.\n", + "Dados considera dados de 2021.\n", + "\n", + "Columns: \n", + "- Country | País\n", + "- Human_development (Category: Low, Medium, High, Very High) | Desenvolvimento Humano: Baixo, Médio, Alto, Muito Alto\n", + "- GII (Gender Inequality Index) | Índie de Desigualdade de Gênero\n", + "- Rank | Classificação\n", + "- Maternal_mortality (Maternal mortality ratio (deaths per 100,000 live births)) | Mortalidade maternal (Mortes por 100.000 nascimentos)\n", + "- Adolescent_birth_rate (Adolescent birth rate (births per 1,000 women ages 15–19)) | Maternidade de adolescentes (Nascimentos por 100.000 mulhers entre 15 e 19 anos)\n", + "- Seats_parliament (Share of seats in parliament (% held by women)) | Cadeiras no Parlamento (% ocupadas por mulheres)\n", + "- F_secondary_educ (Females with at least some secondary education (% ages 25 and older)) | Mulheres com pelo menos educação secundária (% com 25 anos ou mais)\n", + "- M_secondary_educ (Males with at least some secondary education (% ages 25 and older)) | Homens com pelo menos educação secundária (% com 25 anos ou mais)\n", + "- F_Labour_force (Female - Labour force participation rate (% ages 15 and older)) | Força de trabalho feminina (% com 15 anos ou mais)\n", + "- M_Labour_force (Male - Labour force participation rate (% ages 15 and older)) | Força de trabalho masculina (% com 15 anos ou mais)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import sqlite3\n", + "import csv" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "file = \"Gender_Inequality_Index.csv\"\n", + "conteudo = pd.read_csv(file, sep = \",\")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "conn = sqlite3.connect(\"Gender_Inequality_Index.db\")\n", + "cursor = conn.cursor()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cursor.execute(\"DROP TABLE IF EXISTS gii\")\n", + "\n", + "cursor.execute('''CREATE TABLE IF NOT EXISTS gii (\n", + " Country VARCHAR,\n", + " Human_development VARCHAR,\n", + " GII FLOAT, \n", + " Rank INT,\n", + " Maternal_mortality INT,\n", + " Adolescent_birth_rate FLOAT,\n", + " Seats_parliament FLOAT,\n", + " F_secondary_educ FLOAT,\n", + " M_secondary_educ FLOAT,\n", + " F_Labour_force FLOAT,\n", + " M_Labour_force FLOAT\n", + ")''')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "ename": "ProgrammingError", + "evalue": "Incorrect number of bindings supplied. The current statement uses 11, and there are 7 supplied.", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mProgrammingError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mc:\\Users\\Asus\\ON26-Python\\Semana13\\on26-python-s13-projeto-guiado-II\\exercicios\\para-casa\\gender_inequality.ipynb Cell 6\u001b[0m line \u001b[0;36m3\n\u001b[0;32m 1\u001b[0m insert_content \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mINSERT INTO gii (Country, Human_development, GII, Rank, Maternal_mortality, Adolescent_birth_rate, Seats_parliament, F_secondary_educ, M_secondary_educ, F_Labour_force, M_Labour_force)VALUES(?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m----> 3\u001b[0m cursor\u001b[39m.\u001b[39mexecutemany(insert_content, conteudo)\n", + "\u001b[1;31mProgrammingError\u001b[0m: Incorrect number of bindings supplied. The current statement uses 11, and there are 7 supplied." + ] + } + ], + "source": [ + "insert_content = \"INSERT INTO gii (Country, Human_development, GII, Rank, Maternal_mortality, Adolescent_birth_rate, Seats_parliament, F_secondary_educ, M_secondary_educ, F_Labour_force, M_Labour_force)VALUES(?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)\"\n", + "\n", + "cursor.executemany(insert_content, conteudo)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "selecionar_tudo = \"SELECT * FROM gii\"\n", + "entradas = cursor.execute(selecionar_tudo).fetchall()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CountryHuman_developmentGIIRankMaternal_mortalityAdolescent_birth_rateSeats_parliamentF_secondary_educM_secondary_educF_Labour_forceM_Labour_force
1SwitzerlandVery high0.018352.239.896.997.561.772.7
2NorwayVery high0.016222.345.099.199.360.372.0
3IcelandVery high0.043845.447.699.899.761.770.5
4Hong KongVery high1.677.183.453.565.8
5AustraliaVery high0.0731968.137.994.694.461.170.5
....................................
191South SudanLow0.587150115099.232.326.536.470.473.6
192North Korea892.317.677.286.1
193Monaco7.233.3
194Nauru72.510.5
195Somalia829118.024.620.947.0
\n", + "

195 rows × 11 columns

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" + ], + "text/plain": [ + " Country Human_development GII Rank Maternal_mortality \\\n", + "1 Switzerland Very high 0.018 3 5 \n", + "2 Norway Very high 0.016 2 2 \n", + "3 Iceland Very high 0.043 8 4 \n", + "4 Hong Kong Very high \n", + "5 Australia Very high 0.073 19 6 \n", + ".. ... ... ... ... ... \n", + "191 South Sudan Low 0.587 150 1150 \n", + "192 North Korea 89 \n", + "193 Monaco \n", + "194 Nauru \n", + "195 Somalia 829 \n", + "\n", + " Adolescent_birth_rate Seats_parliament F_secondary_educ M_secondary_educ \\\n", + "1 2.2 39.8 96.9 97.5 \n", + "2 2.3 45.0 99.1 99.3 \n", + "3 5.4 47.6 99.8 99.7 \n", + "4 1.6 77.1 83.4 \n", + "5 8.1 37.9 94.6 94.4 \n", + ".. ... ... ... ... \n", + "191 99.2 32.3 26.5 36.4 \n", + "192 2.3 17.6 \n", + "193 7.2 33.3 \n", + "194 72.5 10.5 \n", + "195 118.0 24.6 \n", + "\n", + " F_Labour_force M_Labour_force \n", + "1 61.7 72.7 \n", + "2 60.3 72.0 \n", + "3 61.7 70.5 \n", + "4 53.5 65.8 \n", + "5 61.1 70.5 \n", + ".. ... ... \n", + "191 70.4 73.6 \n", + "192 77.2 86.1 \n", + "193 \n", + "194 \n", + "195 20.9 47.0 \n", + "\n", + "[195 rows x 11 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "select_all = \"SELECT * FROM gii\"\n", + "entradas = cursor.execute(select_all).fetchall()\n", + "df = pd.read_sql(select_all, conn)\n", + "df = df.drop(0)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(195, 11)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 195 entries, 1 to 195\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Country 195 non-null object\n", + " 1 Human_development 195 non-null object\n", + " 2 GII 195 non-null object\n", + " 3 Rank 195 non-null object\n", + " 4 Maternal_mortality 195 non-null object\n", + " 5 Adolescent_birth_rate 195 non-null object\n", + " 6 Seats_parliament 195 non-null object\n", + " 7 F_secondary_educ 195 non-null object\n", + " 8 M_secondary_educ 195 non-null object\n", + " 9 F_Labour_force 195 non-null object\n", + " 10 M_Labour_force 195 non-null object\n", + "dtypes: object(11)\n", + "memory usage: 16.9+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/exercicios/para-casa/gender_inequality_csv.ipynb b/exercicios/para-casa/gender_inequality_csv.ipynb new file mode 100644 index 0000000..f371841 --- /dev/null +++ b/exercicios/para-casa/gender_inequality_csv.ipynb @@ -0,0 +1,2209 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ⚖️ Gender Inequality Index\n", + "\n", + "**Português:**\n", + "O Índice de Desigualdade de Gênero (GII) mede tal desigualdade considerando disparidades em saúde, educação e oportunidades econômicas. Desenvolvido pelo Programa de Desenvolvimento das Nações Unidas (UNDP), o GII é uma medida de desigualdade de gênero que analisa indicadores de saúde, empoderamento e participação no mercado de trabalho.\n", + "Dados de 2021.\n", + "\n", + "**English:**\n", + "The Gender Inequality Index (GII) dataset provides a comprehensive measure of gender inequality across countries, capturing gender disparities in health, education, and economic opportunities. Developed by the United Nations Development Programme (UNDP), the GII measures gender inequality by analyzing health, empowerment, and labor market participation indicators.\n", + "\n", + "This dataset includes GII scores, as well as component scores for each indicator, for over 190 countries, in 2021.\n", + "\n", + "Columns: \n", + "- Country | País\n", + "- Human_development (Category: Low, Medium, High, Very High) | Desenvolvimento Humano: Baixo, Médio, Alto, Muito Alto\n", + "- GII (Gender Inequality Index) | Índice de Desigualdade de Gênero\n", + "- Rank | Classificação\n", + "- Maternal_mortality (Maternal mortality ratio (deaths per 100,000 live births)) | Mortalidade maternal (Mortes por 100.000 nascimentos)\n", + "- Adolescent_birth_rate (Adolescent birth rate (births per 1,000 women ages 15–19)) | Maternidade de adolescentes (Nascimentos por 100.000 mulheres entre 15 e 19 anos)\n", + "- Seats_parliament (Share of seats in parliament (% held by women)) | Cadeiras no Parlamento (% ocupadas por mulheres)\n", + "- F_secondary_educ (Females with at least some secondary education (% ages 25 and older)) | Mulheres com pelo menos educação secundária (% com 25 anos ou mais)\n", + "- M_secondary_educ (Males with at least some secondary education (% ages 25 and older)) | Homens com pelo menos educação secundária (% com 25 anos ou mais)\n", + "- F_Labour_force (Female - Labour force participation rate (% ages 15 and older)) | Força de trabalho feminina (% com 15 anos ou mais)\n", + "- M_Labour_force (Male - Labour force participation rate (% ages 15 and older)) | Força de trabalho masculina (% com 15 anos ou mais)" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "metadata": {}, + "outputs": [], + "source": [ + "# Importanto bibliotecas\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import plotly.express as px\n", + "import pandas as pd\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#importa dados do arquivo csv\n", + "df = pd.read_csv(\"Gender_Inequality_Index.csv\", sep=\",\" , encoding= 'UTF-8')\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 226, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 195 entries, 0 to 194\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Country 195 non-null object \n", + " 1 Human_development 191 non-null object \n", + " 2 GII 170 non-null float64\n", + " 3 Rank 170 non-null float64\n", + " 4 Maternal_mortality 184 non-null float64\n", + " 5 Adolescent_birth_rate 195 non-null float64\n", + " 6 Seats_parliament 193 non-null float64\n", + " 7 F_secondary_educ 177 non-null float64\n", + " 8 M_secondary_educ 177 non-null float64\n", + " 9 F_Labour_force 180 non-null float64\n", + " 10 M_Labour_force 180 non-null float64\n", + "dtypes: float64(9), object(2)\n", + "memory usage: 16.9+ KB\n" + ] + } + ], + "source": [ + "#importa dados do arquivo csv\n", + "df = pd.read_csv(\"Gender_Inequality_Index.csv\", sep=\",\" , encoding= 'UTF-8')\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
GII170.00.3443760.1971050.0130.17750.3630.505750.82
Rank170.085.37647149.2102061.00043.250085.500127.75000170.00
Maternal_mortality184.0160.027174233.0288672.00012.750053.000188.250001150.00
Adolescent_birth_rate195.044.59794938.4224791.60010.750036.20064.20000170.50
Seats_parliament193.024.70155412.4043190.00016.500023.60033.6000055.70
F_secondary_educ177.062.70678029.5284876.40037.700069.90090.20000100.00
M_secondary_educ177.067.06836226.45003313.00044.800071.20092.50000100.00
F_Labour_force180.050.22444415.9054916.00042.400052.15060.4750083.10
M_Labour_force180.069.8633339.01273443.90065.050069.35075.5250095.50
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" + ], + "text/plain": [ + " count mean std min 25% 50% \\\n", + "GII 170.0 0.344376 0.197105 0.013 0.1775 0.363 \n", + "Rank 170.0 85.376471 49.210206 1.000 43.2500 85.500 \n", + "Maternal_mortality 184.0 160.027174 233.028867 2.000 12.7500 53.000 \n", + "Adolescent_birth_rate 195.0 44.597949 38.422479 1.600 10.7500 36.200 \n", + "Seats_parliament 193.0 24.701554 12.404319 0.000 16.5000 23.600 \n", + "F_secondary_educ 177.0 62.706780 29.528487 6.400 37.7000 69.900 \n", + "M_secondary_educ 177.0 67.068362 26.450033 13.000 44.8000 71.200 \n", + "F_Labour_force 180.0 50.224444 15.905491 6.000 42.4000 52.150 \n", + "M_Labour_force 180.0 69.863333 9.012734 43.900 65.0500 69.350 \n", + "\n", + " 75% max \n", + "GII 0.50575 0.82 \n", + "Rank 127.75000 170.00 \n", + "Maternal_mortality 188.25000 1150.00 \n", + "Adolescent_birth_rate 64.20000 170.50 \n", + "Seats_parliament 33.60000 55.70 \n", + "F_secondary_educ 90.20000 100.00 \n", + "M_secondary_educ 92.50000 100.00 \n", + "F_Labour_force 60.47500 83.10 \n", + "M_Labour_force 75.52500 95.50 " + ] + }, + "execution_count": 227, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Descrição com principais estatísticas de cada coluna\n", + "df.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 228, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Países')" + ] + }, + "execution_count": 228, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Llb0CwMsTb1+Xv6w0twURQgCAyv8EC1PQ+PljP3r0CNu2bUNERITKzTuzs7Nx//79Ivt3dXXFihUrALzca7Z+/XpMmDABz58/R2RkpDQfGzduhKur67/qSxNbW1sAKHSvp5WVFXR0dJCenq72Wv7FA69/bm+T/NrCwsLQpUsXjW1q1KhRoj7zP//09HS1QHzr1i21+Xj9PzFF9VvYdp8v/yKOuLg4jX2ZmZlJPwcGBiIwMBC5ubk4fvw4Fi5ciOHDh8POzg7du3cvsJb8QFxYHcDLX/CvX+gEqIf9NWvWIDg4GD/99JPK8sL+4/FqPcWZl/j4eNy6dQsJCQnS3jkAePjwoVp/mt6vaVlJ5lpT3W9ynOJ8Zv9mnIJUqlQJvr6++OGHHzS+nv8fwHyvfyde/U697tatW9DR0YGVlVWJ66oIuKeOKqyWLVviyZMniI2NVVmefyVYy5YtVZbv2bNH5R+p3Nxc/Prrr/Dw8CjVPbXyxynu7RvWrVsnBUHg5eG3gwcPIjg4GMDLf5iEEGqX4i9fvhy5ubklqs3T0xPff/89ateujRMnTgAAQkJCoKenh5SUFNSrV0/jo7h9FdTOw8MDK1eu1PhLGQBMTEzQsGFDbN68WeV/5nl5eVizZg2qVKkCT0/PEq3rm1SjRg1Ur14dp0+fLnAOS/pLLP9Q6po1a1SWHzt2DMnJyWrbcUlqdXBwKHC7e1WHDh2QkZGB3NxcjeukKajq6uqiYcOGWLRoEQAUum0EBQUhPj5eZQ9LXl6eym0w8rm5ueHMmTMqy+Lj4/HkyROVZQqFQu27cubMmWJd3di8efMC/z14fQwAauMsWbJE5Xl5z7U2xrG3t1e7ojstLa1MxylIhw4d8L///Q8eHh4a+3w91Gmq38nJCb/88ovKPGVlZWHTpk3SFbFyxD11VGH16dMHixYtQt++fZGamoratWtj//79mDp1Ktq1a4dWrVqptK9UqRJatGiB8PBwmJiYYPHixbhw4UKRtzX55ZdfsHnzZrRv3x6urq54+PAhNmzYgJiYGISGhqJOnTrFqvfOnTvo3LkzBgwYgEePHiEiIgKGhoYICwsDAJibm6NZs2aYNWsWKlWqBDc3NyQmJmLFihWwtLQstO8zZ85gyJAh+Pjjj1G9enUYGBggPj4eZ86ckfb6ubm5YdKkSRg3bhyuXr2Ktm3bwsrKCn///TeOHj0KExMTTJw4sVh9FWTRokXo2LEjGjVqhBEjRsDFxQVpaWnYsWMH1q5dCwCYNm0aWrdujebNm2PUqFEwMDDA4sWL8b///Q/r1q0r9p4obVmyZAnef/99hISEIDQ0FE5OTrh//z6Sk5Nx4sQJjUGlMDVq1MAXX3yBhQsXQkdHB++//z5SU1MRHh4OZ2dnjBgxolR16ujoYPLkyejfv7+03T18+BATJkxQO1TXvXt3rF27Fu3atcOwYcPQoEED6Ovr4+bNm9i7dy86deqEzp07IzIyEvHx8Wjfvj1cXFzwzz//SLejeP379qpx48Zh69ataNmyJcaNGwcjIyNERkZKtwV5dW937969ER4ejvHjxyMoKAjnz5/Hjz/+CAsLC5U+O3TogMmTJyMiIgJBQUG4ePEiJk2aBHd3d5XbXmjy/fffY8uWLWjRogXGjx8PY2NjLFq0SO02JU2aNIGVlRW+/PJLREREQF9fH2vXrsXp06fLfa41eZPjTJw4EQMHDsRHH32Ezz//HA8fPsTEiRPh4OCg8nn9m3EKMmnSJOzatQtNmjTB0KFDUaNGDfzzzz9ITU3F9u3bERkZWeh/xHV0dDBz5kz06tULHTp0wMCBA5GdnY1Zs2bh4cOHmD59eonqqVC0dokGUQm9fvWrEEJkZGSIL7/8Ujg4OAg9PT3h6uoqwsLCxD///KPSDoD46quvxOLFi4WHh4fQ19cXXl5eYu3atUWOe+jQIdGyZUthb28v9PX1hbGxsahfv75YvHixypVVBcm/UnX16tVi6NChwtbWViiVShEYGCiOHz+u0vbmzZuia9euwsrKSpiZmYm2bduK//3vf2pX/r1+9evff/8tQkNDhZeXlzAxMRGmpqbC19dXzJs3T+22K7GxsaJ58+bC3NxcKJVK4erqKj766COxe/fuEvdV0Hy9//77wsLCQiiVSuHh4SFGjBih0mbfvn2iRYsWwsTERBgZGYlGjRqJrVu3qrTJv3r02LFjKssjIiIEAJUrKYXQvH1o4urqKtq3b6+2PH8beVX+1XWzZs1SWX769GnRrVs3UblyZaGvry/s7e1FixYtRGRkZJH1a7odTW5urpgxY4bw9PQU+vr6olKlSuLTTz8VN27cUHlvUFCQqFWrVpHr+Krly5eL6tWrCwMDA+Hp6SlWrlwp+vbtq3IFoxBC5OTkiNmzZ4s6deoIQ0NDYWpqKry8vMTAgQPF5cuXhRAvP9vOnTsLV1dXoVQqhY2NjQgKClK5Ojh/Ll+/gnXfvn2iYcOGQqlUCnt7ezF69GjpSvWHDx9K7bKzs8WYMWOEs7OzMDIyEkFBQeLUqVNq34Hs7GwxatQo4eTkJAwNDUVAQICIjY3VuG6a6jlw4IBo1KiRSj1Lly5Vu/r14MGDonHjxsLY2FjY2tqK/v37ixMnTqjdwqas57owb2qcpUuXimrVqqmM06lTJ+Hv71+qcQr67gUFBYmgoCCVZXfv3hVDhw4V7u7uQl9fX1hbW4u6deuKcePGiSdPngghCv5+5ouNjRUNGzYUhoaGwsTERLRs2VIcOHCgyPWuyBRCvLJvkkimFAoFvvrqK/z4449vfOyEhAQ0b94cGzZsULtSl+hd1qZNG6SmpuLSpUvaLoWK4eHDh/D09MSHH36IpUuXarsc0oCHX4mIqNyNHDkS/v7+cHZ2xv3797F27Vrs2rVLuiCH3i63b9/GDz/8gObNm8PGxgbXr1/HvHnz8PjxYwwbNkzb5VEBGOqIiKjc5ebmYvz48bh9+zYUCgW8vb2xevVq6dZA9HZRKpVITU3F4MGDcf/+fRgbG6NRo0aIjIyUbi1Cbx8efiUiIiKSAd7ShIiIiEgGGOqIiIiIZIChjoiIiEgGeKHEOyQvLw+3bt2CmZnZW3+DVyIiInpJCIHHjx/D0dGx0D9NyVD3Drl16xacnZ21XQYRERGVwo0bNwr9axoMde+Q/L9JeePGDZibm2u5GiIiIiqOzMxMODs7F/m3pRnq3iH5h1zNzc0Z6oiIiCqYok6d4oUSRERERDLAUEdEREQkAwx1RERERDLAUEdEREQkA7xQ4h001mUslAqltssgojIy78E8bZdARG8B7qkjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKirQNzc3DB//nxtl0FERERvIdmFutDQUCgUCigUCujr68POzg6tW7fGypUrkZeXp+3yiIiIiMqF7EIdALRt2xbp6elITU3Fn3/+iebNm2PYsGHo0KEDXrx4oe3ySuz58+faLoGIiIjecrIMdUqlEvb29nByckJAQAC+++47/P777/jzzz8RHR0NAHj06BG++OILVK5cGebm5mjRogVOnz4t9TFhwgT4+flh9erVcHNzg4WFBbp3747Hjx9LbYKDg/H1119j+PDhsLKygp2dHZYuXYqsrCx89tlnMDMzg4eHB/7880/pPbm5uejXrx/c3d1hZGSEGjVqYMGCBSr1h4aG4sMPP8S0adPg6OgIT09PjesZFRUFCwsL7Nq1qwxnj4iIiCoiWYY6TVq0aIE6depg8+bNEEKgffv2uH37NrZv346kpCQEBASgZcuWuH//vvSelJQUxMbGYtu2bdi2bRsSExMxffp0lX5XrVqFSpUq4ejRo/j6668xaNAgfPzxx2jSpAlOnDiBkJAQ9O7dG0+fPgUA5OXloUqVKli/fj3Onz+P8ePH47vvvsP69etV+t2zZw+Sk5Oxa9cubNu2TW19Zs+ejVGjRmHHjh1o3bq1xnXOzs5GZmamyoOIiIjk6Z0JdQDg5eWF1NRU7N27F2fPnsWGDRtQr149VK9eHbNnz4alpSU2btwotc/Ly0N0dDR8fHwQGBiI3r17Y8+ePSp91qlTB99//z2qV6+OsLAwGBkZoVKlShgwYACqV6+O8ePHIyMjA2fOnAEA6OvrY+LEiahfvz7c3d3Rq1cvhIaGqoU6ExMTLF++HLVq1YKPj4/Ka2FhYZg7dy4SEhLQqFGjAtd32rRpsLCwkB7Ozs7/dgqJiIjoLaWn7QLeJCEEFAoFkpKS8OTJE9jY2Ki8/uzZM6SkpEjP3dzcYGZmJj13cHDAnTt3VN7j6+sr/ayrqwsbGxvUrl1bWmZnZwcAKu+LjIzE8uXLcf36dTx79gzPnz+Hn5+fSr+1a9eGgYGB2jrMmTMHWVlZOH78OKpWrVro+oaFhWHkyJHS88zMTAY7IiIimXqnQl1ycjLc3d2Rl5cHBwcHJCQkqLWxtLSUftbX11d5TaFQqF1Bq6nNq8sUCgUASO9bv349RowYgTlz5qBx48YwMzPDrFmzcOTIEZV+TExMNK5DYGAg/vjjD6xfvx5jx44tdH2VSiWUSmWhbYiIiEge3plQFx8fj7Nnz2LEiBGoUqUKbt++DT09Pbi5ub3ROvbt24cmTZpg8ODB0rJX9w4WpUGDBvj6668REhICXV1djB49ujzKJCIiogpGlqEuOzsbt2/fRm5uLv7++2/ExcVh2rRp6NChA/r06QMdHR00btwYH374IWbMmIEaNWrg1q1b2L59Oz788EPUq1ev3GqrVq0afv75Z+zYsQPu7u5YvXo1jh07Bnd392L30bhxY/z5559o27Yt9PT0MGLEiHKrl4iIiCoGWYa6uLg4ODg4QE9PD1ZWVqhTpw7+85//oG/fvtDReXltyPbt2zFu3Dh8/vnnuHv3Luzt7dGsWTPpHLjy8uWXX+LUqVP45JNPoFAo0KNHDwwePFjltifF0bRpU/zxxx9o164ddHV1MXTo0HKqmIiIiCoChRBCaLsIejMyMzNhYWGBQRaDoFTwXDsiuZj3YJ62SyCicpT/+/vRo0cwNzcvsN07dUsTIiIiIrliqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAT1tF0Bv3vS06TA3N9d2GURERFSGuKeOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkQE/bBdCbN9ZlLJQKpbbLICIqlnkP5mm7BKIKgXvqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGTgnQ51oaGhUCgUmD59usry2NhYKBQKLVVFREREVHLvdKgDAENDQ8yYMQMPHjwosz6fP39eZn0RERERFcc7H+patWoFe3t7TJs2rcA2mzZtQq1ataBUKuHm5oY5c+aovO7m5oYpU6YgNDQUFhYWGDBgALp27Yqvv/5aajN8+HAoFAqcO3cOAPDixQuYmZlhx44dAIC4uDi89957sLS0hI2NDTp06ICUlBTp/S1atMCQIUNUxs3IyIBSqUR8fPy/ngciIiKq2N75UKerq4upU6di4cKFuHnzptrrSUlJ6NatG7p3746zZ89iwoQJCA8PR3R0tEq7WbNmwcfHB0lJSQgPD0dwcDASEhKk1xMTE1GpUiUkJiYCAI4dO4Z//vkHTZs2BQBkZWVh5MiROHbsGPbs2QMdHR107twZeXl5AID+/fvjl19+QXZ2ttTn2rVr4ejoiObNm2tct+zsbGRmZqo8iIiISJ7e+VAHAJ07d4afnx8iIiLUXps7dy5atmyJ8PBweHp6IjQ0FEOGDMGsWbNU2rVo0QKjRo1CtWrVUK1aNQQHB+PcuXO4d+8eHjx4gHPnzmH48OFS0EtISEDdunVhamoKAOjatSu6dOmC6tWrw8/PDytWrMDZs2dx/vx56XWFQoHff/9dGjMqKko6L1CTadOmwcLCQno4OzuXxXQRERHRW4ih7v+bMWMGVq1aJYWofMnJydLetHxNmzbF5cuXkZubKy2rV6+eShsfHx/Y2NggMTER+/btQ506dfDBBx9Ie+oSEhIQFBQktU9JSUHPnj1RtWpVmJubw93dHQCQlpYGAFAqlfj000+xcuVKAMCpU6dw+vRphIaGFrhOYWFhePTokfS4ceNGCWeFiIiIKgo9bRfwtmjWrBlCQkLw3XffqQQlIYTanjAhhNr7TUxMVJ4rFAo0a9YMCQkJMDAwQHBwMHx8fJCbm4uzZ8/i4MGDGD58uNS+Y8eOcHZ2xrJly+Do6Ii8vDz4+PioXHTRv39/+Pn54ebNm1i5ciVatmwJV1fXAtdJqVRCqVSWcCaIiIioImKoe8X06dPh5+cHT09PaZm3tzf279+v0u7gwYPw9PSErq5uof0FBwdj6dKlMDAwwKRJk6BQKBAYGIjZs2fj2bNn0h7AjIwMJCcnY8mSJQgMDAQAtTEBoHbt2qhXrx6WLVuGX375BQsXLvy3q0xEREQywVD3itq1a6NXr14qYembb75B/fr1MXnyZHzyySc4dOgQfvzxRyxevLjI/oKDgzFs2DDo6elJYS04OBjffPMNAgICYG5uDgCwsrKCjY0Nli5dCgcHB6SlpWHs2LEa++zfvz+GDBkCY2NjdO7cuQzWmoiIiOSA59S9ZvLkySqHVwMCArB+/XrExMTAx8cH48ePx6RJkwo9ly2fj48PKlWqhDp16kgBLigoCLm5uSrn0+no6CAmJgZJSUnw8fHBiBEj1C7EyNejRw/o6emhZ8+eMDQ0/HcrS0RERLKhEJpOEKO31o0bN+Dm5oZjx44hICCgRO/NzMyEhYUFBlkMglLBc+2IqGKY92Cetksg0qr839+PHj2SdhJpwsOvFUROTg7S09MxduxYNGrUqMSBjoiIiOSNh18riAMHDsDV1RVJSUmIjIzUdjlERET0luGeugoiODhY461UiIiIiADuqSMiIiKSBYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAT1tF0Bv3vS06TA3N9d2GURERFSGuKeOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkQE/bBdCbN9ZlLJQKpbbLICKq0OY9mKftEohUcE8dERERkQww1BERERHJAEMdERERkQww1BERERHJAEMdERERkQww1BERERHJAEMdERERkQww1BERERHJAEMdERERkQww1BERERHJAEMdERERkQyUKtQ9e/YMT58+lZ5fv34d8+fPx86dO8usMCIiIiIqvlKFuk6dOuHnn38GADx8+BANGzbEnDlz0KlTJ/z0009lWiARERERFa1Uoe7EiRMIDAwEAGzcuBF2dna4fv06fv75Z/znP/8p0wKJiIiIqGilCnVPnz6FmZkZAGDnzp3o0qULdHR00KhRI1y/fr1MCyQiIiKiopUq1FWrVg2xsbG4ceMGduzYgTZt2gAA7ty5A3Nz8zItkIiIiIiKVqpQN378eIwaNQpubm5o0KABGjduDODlXjt/f/8yLZCIiIiIiqZXmjd99NFHeO+995Ceno46depIy1u2bInOnTuXWXFEREREVDylvk+dvb09zMzMsGvXLjx79gwAUL9+fXh5eZVZcURERERUPKUKdRkZGWjZsiU8PT3Rrl07pKenAwD69++Pb775pkwLJCIiIqKilSrUjRgxAvr6+khLS4OxsbG0/JNPPkFcXFyZFUdERERExVOqc+p27tyJHTt2oEqVKirLq1evzluaEBEREWlBqfbUZWVlqeyhy3fv3j0olcp/XRQRERERlUypQl2zZs2kPxMGAAqFAnl5eZg1axaaN29eZsURERERUfGU6vDrrFmzEBwcjOPHj+P58+cYM2YMzp07h/v37+PAgQNlXWOphIaG4uHDh4iNjZXt2NHR0Rg+fDgePnxYruMQERHR269Ue+q8vb1x5swZNGjQAK1bt0ZWVha6dOmCkydPwsPDo9TF3LlzBwMHDoSLiwuUSiXs7e0REhKCQ4cOlbivBQsWIDo6WnoeHByM4cOHl7o2IiIiordZqfbUAS/vUzdx4sSyrAVdu3ZFTk4OVq1ahapVq+Lvv//Gnj17cP/+/RL3ZWFhUaa1FUdubi4UCsUbH5eIiIioVHvq4uLisH//fun5okWL4Ofnh549e+LBgwelKuThw4fYv38/ZsyYgebNm8PV1RUNGjRAWFgY2rdvj2+++QYdO3aU2s+fPx8KhQJ//PGHtKxGjRpYsmQJgJeHQD/88EPp58TERCxYsAAKhQIKhQKpqakIDQ2Vnr/6SEhIAADp0LKTkxNMTEzQsGFD6TXg5eFPS0tLbNu2Dd7e3lAqlRqv/o2Li8N7770HS0tL2NjYoEOHDkhJSZFeT01NhUKhwObNm9G8eXMYGxujTp06ansoo6Oj4eLiAmNjY3Tu3BkZGRmFzml2djYyMzNVHkRERCRPpQp1o0ePlgLC2bNnMXLkSLRr1w5Xr17FyJEjS1WIqakpTE1NERsbi+zsbLXXg4ODsW/fPuTl5QEAEhMTUalSJSQmJgIAbt++jUuXLiEoKEjtvQsWLEDjxo0xYMAApKenIz09Hc7OzliwYIH0PD09HcOGDUPlypWlv4rx2Wef4cCBA4iJicGZM2fw8ccfo23btrh8+bLU99OnTzFt2jQsX74c586dQ+XKldXGz8rKwsiRI3Hs2DHs2bMHOjo66Ny5s7Qu+caNG4dRo0bh1KlT8PT0RI8ePfDixQsAwJEjR/D5559j8ODBOHXqFJo3b44pU6YUOqfTpk2DhYWF9HB2di60PREREVVcpTr8eu3aNXh7ewMANm3ahI4dO2Lq1Kk4ceIE2rVrV7pC9PQQHR2NAQMGIDIyEgEBAQgKCkL37t3h6+uLZs2a4fHjxzh58iQCAgKwb98+jBo1Cps3bwYA7N27F3Z2dhr/TJmFhQUMDAxgbGwMe3t7leX5h2k3b96MyMhI7N69G/b29khJScG6detw8+ZNODo6AgBGjRqFuLg4REVFYerUqQCAnJwcLF68WOVv4L6ua9euKs9XrFiBypUr4/z58/Dx8ZGWjxo1Cu3btwcATJw4EbVq1cKVK1fg5eWFBQsWICQkBGPHjgUAeHp64uDBg4Xe7DksLEwlZGdmZjLYERERyVSp9tQZGBjg6dOnAIDdu3ejTZs2AABra+t/dYiva9euuHXrFrZs2YKQkBAkJCQgICAA0dHRsLCwgJ+fHxISEnD27Fno6Ohg4MCBOH36NB4/foyEhASNe+mK4+TJk+jTpw8WLVqE9957DwBw4sQJCCHg6ekp7UU0NTVFYmKiyqFTAwMD+Pr6Ftp/SkoKevbsiapVq8Lc3Bzu7u4AgLS0NJV2r/bj4OAA4OXFIwCQnJyMxo0bq7R//fnrlEolzM3NVR5EREQkT6XaU/fee+9h5MiRaNq0KY4ePYpff/0VAHDp0iW1vzJRUoaGhmjdujVat26N8ePHo3///oiIiEBoaCiCg4ORkJAAAwMDBAUFwcrKCrVq1cKBAweQkJBQqqtbb9++jQ8++AD9+vVDv379pOV5eXnQ1dVFUlISdHV1Vd5jamoq/WxkZFTkxREdO3aEs7Mzli1bBkdHR+Tl5cHHxwfPnz9Xaaevry/9nN9n/iFaIUSJ142IiIjeHaXaU/fjjz9CT08PGzduxE8//QQnJycAwJ9//om2bduWaYHe3t7IysoC8H/n1cXHxyM4OBgAEBQUhJiYmALPp8tnYGCA3NxclWX//PMPOnXqBC8vL8ydO1flNX9/f+Tm5uLOnTuoVq2ayuPVQ7hFycjIQHJyMr7//nu0bNkSNWvWLNXFJN7e3jh8+LDKstefExER0burWHvqEhMT0aBBAxgZGQEAXFxcsG3bNrV28+bNK3UhGRkZ+Pjjj/H555/D19cXZmZmOH78OGbOnIlOnToBgHRe3datW6WLBIKDg9G1a1fY2tpK5/lp4ubmhiNHjiA1NRWmpqawtrbGwIEDcePGDezZswd3796V2lpbW8PT0xO9evVCnz59MGfOHPj7++PevXuIj49H7dq1i33uoJWVFWxsbLB06VI4ODggLS1NOi+uJIYOHYomTZpg5syZ+PDDD7Fz585Cz6cjIiKid0ux9tRdvHgRwcHB0i00Xr9NRlncNsPU1BQNGzbEvHnz0KxZM/j4+CA8PBwDBgzAjz/+CODlhQ3+/v6wtraWAlxgYCDy8vKKPJ9u1KhR0NXVhbe3N2xtbZGWlobExESkp6fD29sbDg4O0uPgwYMAgKioKPTp0wfffPMNatSogQ8++ABHjhwp0cUGOjo6iImJQVJSEnx8fDBixAjMmjWrxPPTqFEjLF++HAsXLoSfnx927tyJ77//vsT9EBERkTwpRDFP1lq6dCkWLlwoXaSg6TwyIQQUCoXaYU56O2RmZsLCwgKDLAZBqVBquxwiogpt3oPSH50iKon839+PHj0q9KLHYl8o8cUXX8Df3x/Ay9uHEBEREdHbo0RXv9avXx8ASn3rECIiIiIqH6X+26/Ay7+mkJaWpnZrjqLu20ZEREREZatUoe7u3bv47LPP8Oeff2p8nefUEREREb1ZpbpP3fDhw/HgwQMcPnwYRkZGiIuLw6pVq1C9enVs2bKlrGskIiIioiKUak9dfHw8fv/9d9SvXx86OjpwdXVF69atYW5ujmnTpkl/v5SIiIiI3oxS7anLyspC5cqVAby8UW/+jXtr166NEydOlF11RERERFQspQp1NWrUwMWLFwEAfn5+WLJkCf766y9ERkZKf4ieiIiIiN6cUh1+HT58ONLT0wEAERERCAkJwdq1a2FgYIDo6OiyrI+IiIiIiqFEoe7p06cYPXo0YmNjkZOTg507d+I///kPUlNTceHCBbi4uKBSpUrlVSsRERERFaBEh18jIiIQHR2N9u3bo0ePHti1axcGDRoEY2NjBAQEMNARERERaUmJ9tRt3rwZK1asQPfu3QEAvXr1QtOmTZGbmwtdXd1yKZCIiIiIilaiPXU3btxAYGCg9LxBgwbQ09PDrVu3yrwwIiIiIiq+EoW63NxcGBgYqCzT09PDixcvyrQoIiIiIiqZEh1+FUIgNDQUSqVSWvbPP//gyy+/hImJibRs8+bNZVchERERERWpRKGub9++ass+/fTTMiuGiIiIiEqnRKEuKiqqvOogIiIion+hVH9RgoiIiIjeLgx1RERERDLAUEdEREQkAwx1RERERDLAUEdEREQkAyW6+pXkYXradJibm2u7DCIiIipD3FNHREREJAMMdUREREQywFBHREREJAMMdUREREQywFBHREREJAMMdUREREQywFBHREREJAMMdUREREQywFBHREREJAMMdUREREQywFBHREREJAMMdUREREQywFBHREREJAMMdUREREQyoKftAujNG+syFkqFUttlEBERldi8B/O0XcJbi3vqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqiIiIiGSAoY6IiIhIBhjqtCA1NRUKhQKnTp3SdilEREQkE+9kqLtz5w4GDhwIFxcXKJVK2NvbIyQkBIcOHdJ2aURERESloqftArSha9euyMnJwapVq1C1alX8/fff2LNnD+7fv6/t0oiIiIhK5Z3bU/fw4UPs378fM2bMQPPmzeHq6ooGDRogLCwM7du3xzfffIOOHTtK7efPnw+FQoE//vhDWlajRg0sWbJEeh4VFYWaNWvC0NAQXl5eWLx4scqYR48ehb+/PwwNDVGvXj2cPHlSra7z58+jXbt2MDU1hZ2dHXr37o179+5JrwcHB2Po0KEYM2YMrK2tYW9vjwkTJhS6rtnZ2cjMzFR5EBERkTy9c6HO1NQUpqamiI2NRXZ2ttrrwcHB2LdvH/Ly8gAAiYmJqFSpEhITEwEAt2/fxqVLlxAUFAQAWLZsGcaNG4cffvgBycnJmDp1KsLDw7Fq1SoAQFZWFjp06IAaNWogKSkJEyZMwKhRo1TGTE9PR1BQEPz8/HD8+HHExcXh77//Rrdu3VTarVq1CiYmJjhy5AhmzpyJSZMmYdeuXQWu67Rp02BhYSE9nJ2dSz9xRERE9FZTCCGEtot40zZt2oQBAwbg2bNnCAgIQFBQELp37w5fX188evQI1tbWOHr0KAICAmBra4tRo0Zh8+bNOHr0KNatW4cRI0bg9u3bAAAXFxfMmDEDPXr0kPqfMmUKtm/fjoMHD2Lp0qUICwvDjRs3YGxsDACIjIzEoEGDcPLkSfj5+WH8+PE4cuQIduzYIfVx8+ZNODs74+LFi/D09ERwcDByc3Oxb98+qU2DBg3QokULTJ8+XeN6ZmdnqwTXzMxMODs7Y5DFICgVyjKdUyIiojdh3oN52i7hjcvMzISFhQUePXoEc3PzAtu9c3vqgJfn1N26dQtbtmxBSEgIEhISEBAQgOjoaFhYWMDPzw8JCQk4e/YsdHR0MHDgQJw+fRqPHz9GQkKCtJfu7t27uHHjBvr16yftATQ1NcWUKVOQkpICAEhOTkadOnWkQAcAjRs3VqknKSkJe/fuVenDy8sLAKR+AMDX11flfQ4ODrhz506B66lUKmFubq7yICIiInl6Jy+UAABDQ0O0bt0arVu3xvjx49G/f39EREQgNDQUwcHBSEhIgIGBAYKCgmBlZYVatWrhwIEDSEhIwPDhwwFAOkS7bNkyNGzYUKV/XV1dAEBxdoTm5eWhY8eOmDFjhtprDg4O0s/6+voqrykUCqkGIiIiere9s6Hudd7e3oiNjQXw8ry6FStWQE9PD61atQIABAUFISYmRuV8Ojs7Ozg5OeHq1avo1atXgf2uXr0az549g5GREQDg8OHDKm0CAgKwadMmuLm5QU+PHwkRERGV3Dt3+DUjIwMtWrTAmjVrcObMGVy7dg0bNmzAzJkz0alTJwBAs2bN8PjxY2zduhXBwcEAXga9NWvWwNbWFt7e3lJ/EyZMwLRp07BgwQJcunQJZ8+eRVRUFObOnQsA6NmzJ3R0dNCvXz+cP38e27dvx+zZs1Vq+uqrr3D//n306NEDR48exdWrV7Fz5058/vnnyM3NfTMTQ0RERBXaO7dbyNTUFA0bNsS8efOQkpKCnJwcODs7Y8CAAfjuu+8AABYWFvD390daWpoU4AIDA5GXlyftpcvXv39/GBsbY9asWRgzZgxMTExQu3Zt6RCtqakptm7dii+//BL+/v7w9vbGjBkz0LVrV6kPR0dHHDhwAN9++y1CQkKQnZ0NV1dXtG3bFjo671zuJiIiolJ4J69+fVflXz3Dq1+JiKii4tWvvPqViIiISNYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkQE/bBdCbNz1tOszNzbVdBhEREZUh7qkjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZYKgjIiIikgGGOiIiIiIZ0NN2AfTmjXUZC6VCqe0yiIiIZGPeg3naLoF76oiIiIjkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkgKGOiIiISAYY6oiIiIhkQLahLjo6GpaWlhWu71elpqZCoVDg1KlT5T4WERERVWxaDXWhoaFQKBSYPn26yvLY2FgoFIpi9+Pm5ob58+eXcXVEREREFYfW99QZGhpixowZePDggbZLKZacnBxtl0BERESkRuuhrlWrVrC3t8e0adMKbHPw4EE0a9YMRkZGcHZ2xtChQ5GVlQUACA4OxvXr1zFixAgoFAq1PXw7duxAzZo1YWpqirZt2yI9PV3l9aioKNSsWROGhobw8vLC4sWLpdfyD3+uX78ewcHBMDQ0xJo1a9TqS0lJQadOnWBnZwdTU1PUr18fu3fvVmnj5uaGqVOn4vPPP4eZmRlcXFywdOlSlTZHjx6Fv78/DA0NUa9ePZw8eVLl9QcPHqBXr16wtbWFkZERqlevjqioqEJml4iIiN4VWg91urq6mDp1KhYuXIibN2+qvX727FmEhISgS5cuOHPmDH799Vfs378fQ4YMAQBs3rwZVapUwaRJk5Cenq4S2p4+fYrZs2dj9erV+O9//4u0tDSMGjVKen3ZsmUYN24cfvjhByQnJ2Pq1KkIDw/HqlWrVGr49ttvMXToUCQnJyMkJEStxidPnqBdu3bYvXs3Tp48iZCQEHTs2BFpaWkq7ebMmSOFtcGDB2PQoEG4cOECACArKwsdOnRAjRo1kJSUhAkTJqjUCgDh4eE4f/48/vzzTyQnJ+Onn35CpUqVCpzb7OxsZGZmqjyIiIhInvS0XQAAdO7cGX5+foiIiMCKFStUXps1axZ69uyJ4cOHAwCqV6+O//znPwgKCsJPP/0Ea2tr6OrqwszMDPb29irvzcnJQWRkJDw8PAAAQ4YMwaRJk6TXJ0+ejDlz5qBLly4AAHd3d5w/fx5LlixB3759pXbDhw+X2mhSp04d1KlTR3o+ZcoU/Pbbb9iyZYsUPgGgXbt2GDx4MICXQXHevHlISEiAl5cX1q5di9zcXKxcuRLGxsaoVasWbt68iUGDBknvT0tLg7+/P+rVqwfg5d6/wkybNg0TJ04stA0RERHJg9b31OWbMWMGVq1ahfPnz6ssT0pKQnR0NExNTaVHSEgI8vLycO3atUL7NDY2lgIdADg4OODOnTsAgLt37+LGjRvo16+fSt9TpkxBSkqKSj/5IaogWVlZGDNmDLy9vWFpaQlTU1NcuHBBbU+dr6+v9LNCoYC9vb1UT3JyMurUqQNjY2OpTePGjVXeP2jQIMTExMDPzw9jxozBwYMHC60rLCwMjx49kh43btwotD0RERFVXG/FnjoAaNasGUJCQvDdd98hNDRUWp6Xl4eBAwdi6NChau9xcXEptE99fX2V5wqFAkIIqV/g5SHYhg0bqrTT1dVVeW5iYlLoOKNHj8aOHTswe/ZsVKtWDUZGRvjoo4/w/PnzIuvJryO/rsK8//77uH79Ov744w/s3r0bLVu2xFdffYXZs2drbK9UKqFUKovsl4iIiCq+tybUAcD06dPh5+cHT09PaVlAQADOnTuHatWqFfg+AwMD5ObmlmgsOzs7ODk54erVq+jVq1epawaAffv2ITQ0FJ07dwbw8hy71NTUEvXh7e2N1atX49mzZzAyMgIAHD58WK2dra0tQkNDERoaisDAQIwePbrAUEdERETvjrfm8CsA1K5dG7169cLChQulZd9++y0OHTqEr776CqdOncLly5exZcsWfP3111IbNzc3/Pe//8Vff/2Fe/fuFXu8CRMmYNq0aViwYAEuXbqEs2fPIioqCnPnzi1R3dWqVcPmzZtx6tQpnD59Gj179pT2wBVXz549oaOjg379+uH8+fPYvn27WlgbP348fv/9d1y5cgXnzp3Dtm3bULNmzRKNQ0RERPL0VoU64OXFC68eivT19UViYiIuX76MwMBA+Pv7Izw8HA4ODlKbSZMmITU1FR4eHrC1tS32WP3798fy5csRHR2N2rVrIygoCNHR0XB3dy9RzfPmzYOVlRWaNGmCjh07IiQkBAEBASXqw9TUFFu3bsX58+fh7++PcePGYcaMGSptDAwMEBYWBl9fXzRr1gy6urqIiYkp0ThEREQkTwpRnJO5SBYyMzNhYWGBQRaDoFTwXDsiIqKyMu/BvHLrO//396NHj2Bubl5gu7duTx0RERERlRxDHREREZEMMNQRERERyQBDHREREZEMMNQRERERyQBDHREREZEMMNQRERERyQBDHREREZEMMNQRERERyQBDHREREZEMMNQRERERyQBDHREREZEMMNQRERERyQBDHREREZEMMNQRERERyQBDHREREZEMMNQRERERyQBDHREREZEMMNQRERERyQBDHREREZEMMNQRERERyQBDHREREZEMMNQRERERyYCetgugN2962nSYm5truwwiIiIqQ9xTR0RERCQDDHVEREREMsBQR0RERCQDDHVEREREMsBQR0RERCQDvPr1HSKEAABkZmZquRIiIiIqrvzf2/m/xwvCUPcOycjIAAA4OztruRIiIiIqqcePH8PCwqLA1xnq3iHW1tYAgLS0tEI3CipbmZmZcHZ2xo0bN3h/wDeMc68dnHft4dxrR3nPuxACjx8/hqOjY6HtGOreITo6L0+htLCw4JddC8zNzTnvWsK51w7Ou/Zw7rWjPOe9ODtjeKEEERERkQww1BERERHJAEPdO0SpVCIiIgJKpVLbpbxTOO/aw7nXDs679nDuteNtmXeFKOr6WCIiIiJ663FPHREREZEMMNQRERERyQBDHREREZEMMNQRERERyQBDHREREZEMMNRVIIsXL4a7uzsMDQ1Rt25d7Nu3r9D2iYmJqFu3LgwNDVG1alVERkaqtdm0aRO8vb2hVCrh7e2N33777V+PKzfamPcJEyZAoVCoPOzt7ct0vSqCsp77c+fOoWvXrnBzc4NCocD8+fPLZFy50ca8c5t/qaznftmyZQgMDISVlRWsrKzQqlUrHD169F+PKzfamPdy2eYFVQgxMTFCX19fLFu2TJw/f14MGzZMmJiYiOvXr2tsf/XqVWFsbCyGDRsmzp8/L5YtWyb09fXFxo0bpTYHDx4Uurq6YurUqSI5OVlMnTpV6OnpicOHD5d6XLnR1rxHRESIWrVqifT0dOlx586dcl/ft0l5zP3Ro0fFqFGjxLp164S9vb2YN2/evx5XbrQ179zmy2fue/bsKRYtWiROnjwpkpOTxWeffSYsLCzEzZs3Sz2u3Ghr3stjm2eoqyAaNGggvvzyS5VlXl5eYuzYsRrbjxkzRnh5eaksGzhwoGjUqJH0vFu3bqJt27YqbUJCQkT37t1LPa7caGveIyIiRJ06df5l9RVbecz9q1xdXTWGC27z2pl3bvPlP/dCCPHixQthZmYmVq1aVepx5UZb814e2zwPv1YAz58/R1JSEtq0aaOyvE2bNjh48KDG9xw6dEitfUhICI4fP46cnJxC2+T3WZpx5URb857v8uXLcHR0hLu7O7p3746rV6/+21WqMMpr7stjXDnR1rzn4zZf/nP/9OlT5OTkwNrautTjyom25j1fWW/zDHUVwL1795Cbmws7OzuV5XZ2drh9+7bG99y+fVtj+xcvXuDevXuFtsnvszTjyom25h0AGjZsiJ9//hk7duzAsmXLcPv2bTRp0gQZGRllsWpvvfKa+/IYV060Ne8At/k3Nfdjx46Fk5MTWrVqVepx5URb8w6UzzavV+p30hunUChUngsh1JYV1f715cXps6Tjyo025v3999+Xfq5duzYaN24MDw8PrFq1CiNHjiz5SlRQ5TH35TGu3Ghj3rnNv1Secz9z5kysW7cOCQkJMDQ0/Ffjyo025r08tnmGugqgUqVK0NXVVftfw507d9T+t5DP3t5eY3s9PT3Y2NgU2ia/z9KMKyfamndNTExMULt2bVy+fLk0q1LhlNfcl8e4cqKtedeE2/xLZTX3s2fPxtSpU7F79274+vr+q3HlRFvzrklZbPM8/FoBGBgYoG7duti1a5fK8l27dqFJkyYa39O4cWO19jt37kS9evWgr69faJv8Pkszrpxoa941yc7ORnJyMhwcHEqzKhVOec19eYwrJ9qad024zb9UFnM/a9YsTJ48GXFxcahXr96/HldOtDXvmpTJNl+ml11Qucm/5HrFihXi/PnzYvjw4cLExESkpqYKIYQYO3as6N27t9Q+/5LrESNGiPPnz4sVK1aoXXJ94MABoaurK6ZPny6Sk5PF9OnTC7ylSUHjyp225v2bb74RCQkJ4urVq+Lw4cOiQ4cOwszM7J2ZdyHKZ+6zs7PFyZMnxcmTJ4WDg4MYNWqUOHnypLh8+XKxx5U7bc07t/nymfsZM2YIAwMDsXHjRpVbZzx+/LjY48qdtua9PLZ5hroKZNGiRcLV1VUYGBiIgIAAkZiYKL3Wt29fERQUpNI+ISFB+Pv7CwMDA+Hm5iZ++ukntT43bNggatSoIfT19YWXl5fYtGlTicZ9F2hj3j/55BPh4OAg9PX1haOjo+jSpYs4d+5cuazf26ys5/7atWsCgNrj9X64zb/5eec2/1JZz72rq6vGuY+IiCj2uO8Cbcx7eWzzCiH+/9l9RERERFRh8Zw6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCMiIiKSAYY6IiIiIhlgqCN6B0VFReHQoUPaLoOIiMoQQx3ROyYxMRFz5swp8o9LExFRxcJQR/SOSUtLw8aNG2FiYqLtUojeWseOHcOcOXPAP7pEFQlDHdE7pnfv3vDy8vrX/SgUCsTGxgIAUlNToVAocOrUqX/db0kEBwdj+PDhb3TM0goNDcWHH374xsedMGEC/Pz8Cm1TFrWV1zYQHR0NS0vLMu2zKE+ePEHfvn2xfft2REZGvtGxif4Nhjqid0x5hAtnZ2ekp6fDx8enTPt9E9zc3KBQKKBQKGBkZAQ3Nzd069YN8fHxZTrOggULEB0dXaZ9UvFlZmYiPDwctWrVgpGREWxsbFC/fn3MnDkTDx48UGk7ZswYDBs2DLGxsVi+fDmuX7+upaqJSkZP2wUQUcWnq6sLe3t7bZdRapMmTcKAAQPw/PlzpKamYs2aNWjVqhUmT56McePGlckYFhYWZdIPldz9+/fx3nvvITMzE5MnT0bdunVhYGCAK1eu4JdffsEvv/yCr776Smq/ePFi6eekpKQ3UmNOTg709fXfyFgkX9xTR/SOCw4OxtChQzFmzBhYW1vD3t4eEyZMUGlz+fJlNGvWDIaGhvD29sauXbtUXtd06O3cuXNo3749zM3NYWZmhsDAQKSkpEivR0VFoWbNmjA0NISXl5fKL1JNsrKy0KdPH5iamsLBwQFz5sxRa/P8+XOMGTMGTk5OMDExQcOGDZGQkFDkHJiZmcHe3h4uLi5o1qwZli5divDwcIwfPx4XL16U2p0/fx7t2rWDqakp7Ozs0Lt3b9y7d096fePGjahdu7a0J6hVq1bIysoCoL6H9PHjx+jVqxdMTEzg4OCAefPmqR1OfvUQdz5LS0uVPX7ffvstPD09YWxsjKpVqyI8PBw5OTkFrmtubi5GjhwJS0tL2NjYYMyYMWrnjcXFxeG9996T2nTo0EHlswOAo0ePwt/fH4aGhqhXrx5OnjypNlZR86VJdHQ0XFxcYGxsjM6dOyMjI0OtzdatW1G3bl0YGhqiatWqmDhxIl68eFFgn9999x3S0tJw5MgRfPbZZ/D19YWXlxc6dOiAX375BYMHD5baFrUN5R8O3rFjB2rWrAlTU1O0bdsW6enpKmMWtn3nf1/Wr1+P4OBgGBoaYs2aNcjLy8OkSZNQpUoVKJVK+Pn5IS4urtD5IlIhiOid0rdvX9GpUyfpeVBQkDA3NxcTJkwQly5dEqtWrRIKhULs3LlTCCFEbm6u8PHxEcHBweLkyZMiMTFR+Pv7CwDit99+E0IIce3aNQFAnDx5UgghxM2bN4W1tbXo0qWLOHbsmLh48aJYuXKluHDhghBCiKVLlwoHBwexadMmcfXqVbFp0yZhbW0toqOjC6x70KBBokqVKmLnzp3izJkzokOHDsLU1FQMGzZMatOzZ0/RpEkT8d///ldcuXJFzJo1SyiVSnHp0qUC+3V1dRXz5s1TW56RkSEUCoWYMWOGEEKIW7duiUqVKomwsDCRnJwsTpw4IVq3bi2aN28uva6npyfmzp0rrl27Js6cOSMWLVokHj9+rHHe+/fvL1xdXcXu3bvF2bNnRefOnYWZmZnK+rw6x/ksLCxEVFSU9Hzy5MniwIED4tq1a2LLli3Czs5OqlkIISIiIkSdOnWk5zNmzBAWFhZi48aN4vz586Jfv37CzMxMpbaNGzeKTZs2iUuXLomTJ0+Kjh07itq1a4vc3FwhhBBPnjwRtra24pNPPhH/+9//xNatW0XVqlVVtoGi5kuTw4cPC4VCIaZNmyYuXrwoFixYICwtLYWFhYXUJi4uTpibm4vo6GiRkpIidu7cKdzc3MSECRM09pmbmyssLS3FwIEDCxz3VUVtQ1FRUUJfX1+0atVKHDt2TCQlJYmaNWuKnj17Sn0UtX3nf1/c3NykNn/99ZeYO3euMDc3F+vWrRMXLlwQY8aMEfr6+oVuv0SvYqgjesdoCnXvvfeeSpv69euLb7/9VgghxI4dO4Surq64ceOG9Pqff/5ZaKgLCwsT7u7u4vnz5xprcHZ2Fr/88ovKssmTJ4vGjRtrbP/48WNhYGAgYmJipGUZGRnCyMhICkFXrlwRCoVC/PXXXyrvbdmypQgLC9M8GaLgUCeEEHZ2dmLQoEFCCCHCw8NFmzZtVF6/ceOGACAuXrwokpKSBACRmpqqsa9X5z0zM1Po6+uLDRs2SK8/fPhQGBsblzjUvW7mzJmibt260vPXQ52Dg4OYPn269DwnJ0dUqVJFZZt43Z07dwQAcfbsWSGEEEuWLBHW1tYiKytLavPTTz+pbANFzZcmPXr0EG3btlVZ9sknn6iEusDAQDF16lSVNqtXrxYODg4a+7x9+7YAIObOnauyPCAgQJiYmAgTExPRvXt3IUTxtqGoqCgBQFy5ckV6fdGiRcLOzk56XtT2nf99mT9/vkobR0dH8cMPP6gsq1+/vhg8eLDGdSN6Hc+pIyK1e9Y5ODjgzp07AIDk5GS4uLigSpUq0uuNGzcutL9Tp04hMDBQ4zlCd+/exY0bN9CvXz8MGDBAWv7ixYsCzztLSUnB8+fPVca1trZGjRo1pOcnTpyAEAKenp4q783OzoaNjU2h9RZECAGFQgHg5blVe/fuhampqcb62rRpg5YtW6J27doICQlBmzZt8NFHH8HKykqt/dWrV5GTk4MGDRpIyywsLFTWp7g2btyI+fPn48qVK3jy5AlevHgBc3NzjW0fPXqE9PR0lXnU09NDvXr1VA7BpqSkIDw8HIcPH8a9e/eQl5cH4OXtcHx8fJCcnIw6derA2NhYes/r20RR8/X65wS83NY6d+6ssqxx48YqhyCTkpJw7Ngx/PDDD9Ky3Nxc/PPPP3j69KlKTa/K/xzz/fbbb3j+/Dm+/fZbPHv2DEDxtyFjY2N4eHhIz1/9vpRk+65Xr570c2ZmJm7duoWmTZuqtGnatClOnz6tcZ2IXsdQR0Rq4UuhUEi/yIWG+3S9/gvydUZGRgW+lt/vsmXL0LBhQ5XXdHV1Nb5HUw2a+tXV1UVSUpJaP5qCRVEyMjJw9+5duLu7S/137NgRM2bMUGvr4OAAXV1d7Nq1CwcPHsTOnTuxcOFCjBs3DkeOHJH6eH19Xp/H19dToVCoLXv1fLnDhw+je/fumDhxIkJCQmBhYYGYmBiN5xuWRMeOHeHs7Ixly5bB0dEReXl58PHxwfPnzzXWqUlR86VJcfudOHEiunTpovaaoaGh2jJbW1tYWlriwoULKstdXFwAvDyf8uHDh1LfxdmGNH1f8msvyfat6V6RmraJor5vRPkY6oioUN7e3khLS8OtW7fg6OgIAEX+iTFfX1+sWrVK4xV9dnZ2cHJywtWrV9GrV69i1VCtWjXo6+vj8OHD0i/jBw8e4NKlSwgKCgIA+Pv7Izc3F3fu3EFgYGBJV1PNggULoKOjI13cEBAQgE2bNsHNzQ16epr/6VQoFGjatCmaNm2K8ePHw9XVFb/99htGjhyp0s7DwwP6+vo4evQonJ2dAbzcU3P58mVpfYCXgeTVE/AvX76Mp0+fSs8PHDgAV1dXlSt0C7v9hoWFBRwcHHD48GE0a9YMwMs9SElJSQgICADwMswmJydjyZIl0jzu379fpR9vb2+sXr0az549kwL84cOHVdoUZ75e5+3trdaPpn4vXryIatWqFatPHR0ddOvWDWvWrEF4eDicnJwKbFsW21Bptm8AMDc3h6OjI/bv3y99NgBw8OBBlT26RIVhqCOiQrVq1Qo1atRAnz59MGfOHGRmZhZ5m48hQ4Zg4cKF6N69O8LCwmBhYYHDhw+jQYMGqFGjBiZMmIChQ4fC3Nwc77//PrKzs3H8+HE8ePBALQABL/eS9OvXD6NHj4aNjQ3s7Owwbtw46Oj83wX8np6e6NWrl1Snv78/7t27h/j4eNSuXRvt2rUrsN7Hjx/j9u3byMnJwbVr17BmzRosX74c06ZNk8LDV199hWXLlqFHjx4YPXo0KlWqhCtXriAmJgbLli3D8ePHsWfPHrRp0waVK1fGkSNHcPfuXdSsWVNtPDMzM/Tt2xejR4+GtbU1KleujIiICOjo6KjslWnRogV+/PFHNGrUCHl5efj2229VQnK1atWQlpaGmJgY1K9fH3/88Qd+++23Qj+bYcOGYfr06ahevTpq1qyJuXPnSnuqAMDKygo2NjZYunQpHBwckJaWhrFjx6r00bNnT4wbNw79+vXD999/j9TUVMyePVulTVHzpWmv7NChQ9GkSRPMnDkTH374IXbu3Kl29ef48ePRoUMHODs74+OPP4aOjg7OnDmDs2fPYsqUKRrXeerUqUhISEDDhg0xadIk1KtXDyYmJjhz5gwOHTok3V/x32xDryrp9p1v9OjRiIiIgIeHB/z8/BAVFYVTp05h7dq1xRqXiBdKEL1jNF0o8erJ+UII0alTJ9G3b1/p+cWLF8V7770nDAwMhKenp4iLiyv0QgkhhDh9+rRo06aNMDY2FmZmZiIwMFCkpKRIr69du1b4+fkJAwMDYWVlJZo1ayY2b95cYN2PHz8Wn376qTA2NhZ2dnZi5syZarU/f/5cjB8/Xri5uQl9fX1hb28vOnfuLM6cOVNgv66urgKAACAMDAyEi4uL6Natm4iPj1dre+nSJdG5c2dhaWkpjIyMhJeXlxg+fLjIy8sT58+fFyEhIcLW1lYolUrh6ekpFi5cWOC8Z2Zmip49ewpjY2Nhb28v5s6dKxo0aCDGjh0rtfnrr79EmzZthImJiahevbrYvn272oUSo0ePFjY2NsLU1FR88sknYt68eSoXFrx+oUROTo4YNmyYMDc3F5aWlmLkyJGiT58+KrXt2rVL1KxZUyiVSuHr6ysSEhLULto4dOiQqFOnjjAwMBB+fn5i06ZNattAYfNVkBUrVogqVaoIIyMj0bFjRzF79myV9RHi5RWwTZo0EUZGRsLc3Fw0aNBALF26tMA+hXh5IUpYWJjw8vISSqVSGBkZCV9fXxEeHi4yMjKkdkVtQ1FRUWr1/Pbbb+L1X6eFbd+avi9CvLxSd+LEicLJyUno6+uLOnXqiD///LPQ9SJ6lUII/mE7IiJty8rKgpOTE+bMmYN+/fppuxwiqoB4+JWISAtOnjyJCxcuoEGDBnj06BEmTZoEAOjUqZOWKyOiioqhjohIS2bPno2LFy/CwMAAdevWxb59+1CpUiVtl0VEFRQPvxIRERHJAP/2KxEREZEMMNQRERERyQBDHREREZEMMNQRERERyQBDHREREZEMMNQRERERyQBDHREREZEMMNQRERERycD/A2d9MvmiIBVxAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Identificando os 5 países com menor desigualdade de gênero\n", + "df.sort_values(by=\"Rank\", inplace=True)\n", + "top_5 = df.head(5)\n", + "fig, ax = plt.subplots()\n", + "sns.barplot(x=df[\"GII\"], y=top_5[\"Country\"], color=\"purple\", ax=ax)\n", + "\n", + "ax.set_title(\"Top 5 países com menor desigualdade de gênero\")\n", + "ax.set_xlabel(\"Índice de Desigualdade de Gênero\")\n", + "ax.set_ylabel(\"Países\")" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "coloraxis": "coloraxis", + "geo": "geo", + "hovertemplate": "%{hovertext}

Country=%{location}
GII=%{z}", + "hovertext": [ + "Denmark", + "Norway", + "Switzerland", + "Sweden", + "Netherlands", + "Finland", + "Singapore", + "Iceland", + "Luxembourg", + "Belgium", + "United Arab Emirates", + "Austria", + "Italy", + "Spain", + "South Korea", + "Portugal", + "Canada", + "Slovenia", + "Germany", + "Australia", + "Ireland", + "France", + "Israel", + "Japan", + "New Zealand", + "Croatia", + "United Kingdom", + "Estonia", + "Belarus", + "Lithuania", + "Poland", + "Montenegro", + "Greece", + "Czechia", + "Cyprus", + "Serbia", + "North Macedonia", + "Bosnia and Herzegovina", + "Albania", + "Latvia", + "Kazakhstan", + "Malta", + "Turkmenistan", + "United States", + "Slovakia", + "Bahrain", + "Chile", + "China", + "Ukraine", + "Russian Federation", + "Moldova", + "Bulgaria", + "Armenia", + "Qatar", + "Hungary", + "Uzbekistan", + "Malaysia", + "Uruguay", + "Saudi Arabia", + "Costa Rica", + "Tunisia", + "Brunei Darussalam", + "Libya", + "Barbados", + "Türkiye", + "Georgia", + "Romania", + 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"backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Índice de Desigualdade de Gênero por país" + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Identificando como a localização de cada país influencia na desigualdade de gênero.\n", + "fig = px.choropleth(df, \n", + " locations=\"Country\", \n", + " locationmode=\"country names\",\n", + " color=\"GII\", \n", + " hover_name=\"Country\",\n", + " projection=\"natural earth\", \n", + " title=\"Índice de Desigualdade de Gênero por país\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "metadata": {}, + "outputs": [], + "source": [ + "# transformando objeto Human_development em string\n", + "human_development_strings = df[\"Human_development\"].apply(lambda x: str(x))" + ] + }, + { + "cell_type": "code", + "execution_count": 231, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.34169048, 0.59386667, 0.47947222, 0.14703226])" + ] + }, + "execution_count": 231, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Preparando média de GII por IDH\n", + "media_por_IDH = df[\"GII\"].groupby(human_development_strings).mean()\n", + "media_por_IDH.dropna(inplace=True)\n", + "media_por_IDH_numeric = media_por_IDH.to_numpy()\n", + "media_por_IDH_numeric" + ] + }, + { + "cell_type": "code", + "execution_count": 232, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Very high', 'High', 'Medium', 'Low', 'nan'], dtype=object)" + ] + }, + "execution_count": 232, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Identificando valores únicos de IDH\n", + "human_development_strings = human_development_strings.unique()\n", + "human_development_strings" + ] + }, + { + "cell_type": "code", + "execution_count": 233, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Grouper and axis must be same length", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mc:\\Users\\Asus\\ON26-Python\\Semana13\\on26-python-s13-projeto-guiado-II\\exercicios\\para-casa\\gender_inequality_csv.ipynb Cell 11\u001b[0m line \u001b[0;36m4\n\u001b[0;32m 1\u001b[0m \u001b[39m# Identifiando a variação do GII pelo IDH\u001b[39;00m\n\u001b[0;32m 2\u001b[0m \u001b[39m#color = [\"orange\", \"red\", \"green\", \"black\"]\u001b[39;00m\n\u001b[0;32m 3\u001b[0m fig, ax \u001b[39m=\u001b[39m plt\u001b[39m.\u001b[39msubplots()\n\u001b[1;32m----> 4\u001b[0m sns\u001b[39m.\u001b[39mbarplot(x\u001b[39m=\u001b[39mhuman_development_strings, y\u001b[39m=\u001b[39mmedia_por_IDH_numeric, color\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mpurple\u001b[39m\u001b[39m\"\u001b[39m, ax\u001b[39m=\u001b[39max)\n\u001b[0;32m 5\u001b[0m ax\u001b[39m.\u001b[39mset_title(\u001b[39m\"\u001b[39m\u001b[39mÍndice de Desigualdade de Gênero por IDH\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m 6\u001b[0m ax\u001b[39m.\u001b[39mset_xlabel(\u001b[39m\"\u001b[39m\u001b[39mIDH\u001b[39m\u001b[39m\"\u001b[39m)\n", + "File \u001b[1;32mc:\\Users\\Asus\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:2755\u001b[0m, in \u001b[0;36mbarplot\u001b[1;34m(data, x, y, hue, order, hue_order, estimator, errorbar, n_boot, units, seed, orient, color, palette, saturation, width, errcolor, errwidth, capsize, dodge, ci, ax, **kwargs)\u001b[0m\n\u001b[0;32m 2752\u001b[0m \u001b[39mif\u001b[39;00m estimator \u001b[39mis\u001b[39;00m \u001b[39mlen\u001b[39m:\n\u001b[0;32m 2753\u001b[0m estimator \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39msize\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m-> 2755\u001b[0m plotter \u001b[39m=\u001b[39m _BarPlotter(x, y, hue, data, order, hue_order,\n\u001b[0;32m 2756\u001b[0m estimator, errorbar, n_boot, units, seed,\n\u001b[0;32m 2757\u001b[0m orient, color, palette, saturation,\n\u001b[0;32m 2758\u001b[0m width, errcolor, errwidth, capsize, dodge)\n\u001b[0;32m 2760\u001b[0m \u001b[39mif\u001b[39;00m ax \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m 2761\u001b[0m ax \u001b[39m=\u001b[39m plt\u001b[39m.\u001b[39mgca()\n", + "File \u001b[1;32mc:\\Users\\Asus\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:1530\u001b[0m, in \u001b[0;36m_BarPlotter.__init__\u001b[1;34m(self, x, y, hue, data, order, hue_order, estimator, errorbar, n_boot, units, seed, orient, color, palette, saturation, width, errcolor, errwidth, capsize, dodge)\u001b[0m\n\u001b[0;32m 1525\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__init__\u001b[39m(\u001b[39mself\u001b[39m, x, y, hue, data, order, hue_order,\n\u001b[0;32m 1526\u001b[0m estimator, errorbar, n_boot, units, seed,\n\u001b[0;32m 1527\u001b[0m orient, color, palette, saturation, width,\n\u001b[0;32m 1528\u001b[0m errcolor, errwidth, capsize, dodge):\n\u001b[0;32m 1529\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"Initialize the plotter.\"\"\"\u001b[39;00m\n\u001b[1;32m-> 1530\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mestablish_variables(x, y, hue, data, orient,\n\u001b[0;32m 1531\u001b[0m order, hue_order, units)\n\u001b[0;32m 1532\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mestablish_colors(color, palette, saturation)\n\u001b[0;32m 1533\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mestimate_statistic(estimator, errorbar, n_boot, seed)\n", + "File \u001b[1;32mc:\\Users\\Asus\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:594\u001b[0m, in \u001b[0;36m_CategoricalPlotter.establish_variables\u001b[1;34m(self, x, y, hue, data, orient, order, hue_order, units)\u001b[0m\n\u001b[0;32m 591\u001b[0m group_names \u001b[39m=\u001b[39m categorical_order(groups, order)\n\u001b[0;32m 593\u001b[0m \u001b[39m# Group the numeric data\u001b[39;00m\n\u001b[1;32m--> 594\u001b[0m plot_data, value_label \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_group_longform(vals, groups,\n\u001b[0;32m 595\u001b[0m group_names)\n\u001b[0;32m 597\u001b[0m \u001b[39m# Now handle the hue levels for nested ordering\u001b[39;00m\n\u001b[0;32m 598\u001b[0m \u001b[39mif\u001b[39;00m hue \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n", + "File \u001b[1;32mc:\\Users\\Asus\\anaconda3\\Lib\\site-packages\\seaborn\\categorical.py:641\u001b[0m, in \u001b[0;36m_CategoricalPlotter._group_longform\u001b[1;34m(self, vals, grouper, order)\u001b[0m\n\u001b[0;32m 638\u001b[0m vals \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39mSeries(vals, index\u001b[39m=\u001b[39mindex)\n\u001b[0;32m 640\u001b[0m \u001b[39m# Group the val data\u001b[39;00m\n\u001b[1;32m--> 641\u001b[0m grouped_vals \u001b[39m=\u001b[39m vals\u001b[39m.\u001b[39mgroupby(grouper)\n\u001b[0;32m 642\u001b[0m out_data \u001b[39m=\u001b[39m []\n\u001b[0;32m 643\u001b[0m \u001b[39mfor\u001b[39;00m g \u001b[39min\u001b[39;00m order:\n", + "File \u001b[1;32mc:\\Users\\Asus\\anaconda3\\Lib\\site-packages\\pandas\\core\\series.py:2064\u001b[0m, in \u001b[0;36mSeries.groupby\u001b[1;34m(self, by, axis, level, as_index, sort, group_keys, observed, dropna)\u001b[0m\n\u001b[0;32m 2061\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mTypeError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mas_index=False only valid with DataFrame\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m 2062\u001b[0m axis \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_get_axis_number(axis)\n\u001b[1;32m-> 2064\u001b[0m \u001b[39mreturn\u001b[39;00m SeriesGroupBy(\n\u001b[0;32m 2065\u001b[0m obj\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m,\n\u001b[0;32m 2066\u001b[0m keys\u001b[39m=\u001b[39mby,\n\u001b[0;32m 2067\u001b[0m axis\u001b[39m=\u001b[39maxis,\n\u001b[0;32m 2068\u001b[0m level\u001b[39m=\u001b[39mlevel,\n\u001b[0;32m 2069\u001b[0m as_index\u001b[39m=\u001b[39mas_index,\n\u001b[0;32m 2070\u001b[0m sort\u001b[39m=\u001b[39msort,\n\u001b[0;32m 2071\u001b[0m group_keys\u001b[39m=\u001b[39mgroup_keys,\n\u001b[0;32m 2072\u001b[0m observed\u001b[39m=\u001b[39mobserved,\n\u001b[0;32m 2073\u001b[0m dropna\u001b[39m=\u001b[39mdropna,\n\u001b[0;32m 2074\u001b[0m )\n", + "File \u001b[1;32mc:\\Users\\Asus\\anaconda3\\Lib\\site-packages\\pandas\\core\\groupby\\groupby.py:931\u001b[0m, in \u001b[0;36mGroupBy.__init__\u001b[1;34m(self, obj, keys, axis, level, grouper, exclusions, selection, as_index, sort, group_keys, observed, dropna)\u001b[0m\n\u001b[0;32m 928\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdropna \u001b[39m=\u001b[39m dropna\n\u001b[0;32m 930\u001b[0m \u001b[39mif\u001b[39;00m grouper \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m--> 931\u001b[0m grouper, exclusions, obj \u001b[39m=\u001b[39m get_grouper(\n\u001b[0;32m 932\u001b[0m obj,\n\u001b[0;32m 933\u001b[0m keys,\n\u001b[0;32m 934\u001b[0m axis\u001b[39m=\u001b[39maxis,\n\u001b[0;32m 935\u001b[0m level\u001b[39m=\u001b[39mlevel,\n\u001b[0;32m 936\u001b[0m sort\u001b[39m=\u001b[39msort,\n\u001b[0;32m 937\u001b[0m observed\u001b[39m=\u001b[39mobserved,\n\u001b[0;32m 938\u001b[0m dropna\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdropna,\n\u001b[0;32m 939\u001b[0m )\n\u001b[0;32m 941\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mobj \u001b[39m=\u001b[39m obj\n\u001b[0;32m 942\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39maxis \u001b[39m=\u001b[39m obj\u001b[39m.\u001b[39m_get_axis_number(axis)\n", + "File \u001b[1;32mc:\\Users\\Asus\\anaconda3\\Lib\\site-packages\\pandas\\core\\groupby\\grouper.py:996\u001b[0m, in \u001b[0;36mget_grouper\u001b[1;34m(obj, key, axis, level, sort, observed, validate, dropna)\u001b[0m\n\u001b[0;32m 991\u001b[0m in_axis \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m\n\u001b[0;32m 993\u001b[0m \u001b[39m# create the Grouping\u001b[39;00m\n\u001b[0;32m 994\u001b[0m \u001b[39m# allow us to passing the actual Grouping as the gpr\u001b[39;00m\n\u001b[0;32m 995\u001b[0m ping \u001b[39m=\u001b[39m (\n\u001b[1;32m--> 996\u001b[0m Grouping(\n\u001b[0;32m 997\u001b[0m group_axis,\n\u001b[0;32m 998\u001b[0m gpr,\n\u001b[0;32m 999\u001b[0m obj\u001b[39m=\u001b[39mobj,\n\u001b[0;32m 1000\u001b[0m level\u001b[39m=\u001b[39mlevel,\n\u001b[0;32m 1001\u001b[0m sort\u001b[39m=\u001b[39msort,\n\u001b[0;32m 1002\u001b[0m observed\u001b[39m=\u001b[39mobserved,\n\u001b[0;32m 1003\u001b[0m in_axis\u001b[39m=\u001b[39min_axis,\n\u001b[0;32m 1004\u001b[0m dropna\u001b[39m=\u001b[39mdropna,\n\u001b[0;32m 1005\u001b[0m )\n\u001b[0;32m 1006\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39misinstance\u001b[39m(gpr, Grouping)\n\u001b[0;32m 1007\u001b[0m \u001b[39melse\u001b[39;00m gpr\n\u001b[0;32m 1008\u001b[0m )\n\u001b[0;32m 1010\u001b[0m groupings\u001b[39m.\u001b[39mappend(ping)\n\u001b[0;32m 1012\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(groupings) \u001b[39m==\u001b[39m \u001b[39m0\u001b[39m \u001b[39mand\u001b[39;00m \u001b[39mlen\u001b[39m(obj):\n", + "File \u001b[1;32mc:\\Users\\Asus\\anaconda3\\Lib\\site-packages\\pandas\\core\\groupby\\grouper.py:522\u001b[0m, in \u001b[0;36mGrouping.__init__\u001b[1;34m(self, index, grouper, obj, level, sort, observed, in_axis, dropna, uniques)\u001b[0m\n\u001b[0;32m 520\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mlevel \u001b[39m=\u001b[39m level\n\u001b[0;32m 521\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_orig_grouper \u001b[39m=\u001b[39m grouper\n\u001b[1;32m--> 522\u001b[0m grouping_vector \u001b[39m=\u001b[39m _convert_grouper(index, grouper)\n\u001b[0;32m 523\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_all_grouper \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n\u001b[0;32m 524\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_orig_cats \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\Asus\\anaconda3\\Lib\\site-packages\\pandas\\core\\groupby\\grouper.py:1038\u001b[0m, in \u001b[0;36m_convert_grouper\u001b[1;34m(axis, grouper)\u001b[0m\n\u001b[0;32m 1036\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39misinstance\u001b[39m(grouper, (\u001b[39mlist\u001b[39m, \u001b[39mtuple\u001b[39m, Index, Categorical, np\u001b[39m.\u001b[39mndarray)):\n\u001b[0;32m 1037\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(grouper) \u001b[39m!=\u001b[39m \u001b[39mlen\u001b[39m(axis):\n\u001b[1;32m-> 1038\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mGrouper and axis must be same length\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m 1040\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(grouper, (\u001b[39mlist\u001b[39m, \u001b[39mtuple\u001b[39m)):\n\u001b[0;32m 1041\u001b[0m grouper \u001b[39m=\u001b[39m com\u001b[39m.\u001b[39masarray_tuplesafe(grouper)\n", + "\u001b[1;31mValueError\u001b[0m: Grouper and axis must be same length" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Identifiando a variação do GII pelo IDH\n", + "#color = [\"orange\", \"red\", \"green\", \"black\"]\n", + "fig, ax = plt.subplots()\n", + "sns.barplot(x=human_development_strings, y=media_por_IDH_numeric, color=\"purple\", ax=ax)\n", + "ax.set_title(\"Índice de Desigualdade de Gênero por IDH\")\n", + "ax.set_xlabel(\"IDH\")\n", + "ax.set_ylabel(\"Índice de Desigualdade de Gênero\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Índice de Desigualdade de Gênero')" + ] + }, + "execution_count": 197, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Identificando a correlação entre desigualdade de gênero e mortalidade de mães durante o parto\n", + "fig, ax = plt.subplots()\n", + "sns.regplot(x=df[\"Maternal_mortality\"], y=df[\"GII\"], color=\"purple\", ax=ax)\n", + "\n", + "ax.set_title(\"Correlação entre desigualdade de gênero e mortalidade de mães durante o parto\")\n", + "ax.set_xlabel(\"Mortalidade materna (Mortes por 100.000 nascimentos)\")\n", + "ax.set_ylabel(\"Índice de Desigualdade de Gênero\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Índice de Desigualdade de Gênero')" + ] + }, + "execution_count": 198, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Identificando a Correlação entre desigualdade de gênero e gravidez na adolescência\n", + "fig, ax = plt.subplots()\n", + "sns.regplot(x=df[\"Adolescent_birth_rate\"], y=df[\"GII\"], color=\"purple\", ax=ax)\n", + "\n", + "ax.set_title(\"Correlação entre desigualdade de gênero e gravidez na adolescência\")\n", + "ax.set_xlabel(\"Gravidez na adolescência (Nascimentos por 100.000 mulheres entre 15 e 19 anos)\")\n", + "ax.set_ylabel(\"Índice de Desigualdade de Gênero\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Índice de Desigualdade de Gênero')" + ] + }, + "execution_count": 199, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Identificando a Correlação entre desigualdade de gênero e representatividade no parlamento\n", + "fig, ax = plt.subplots()\n", + "sns.regplot(x=df[\"Seats_parliament\"], y=df[\"GII\"], color=\"purple\", ax=ax)\n", + "\n", + "ax.set_title(\"Correlação entre desigualdade de gênero e representatividade no parlamento\")\n", + "ax.set_xlabel(\"Cadeiras no parlamento (Porcentagem ocupadas por mulheres)\")\n", + "ax.set_ylabel(\"Índice de Desigualdade de Gênero\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Índice de Desigualdade de Gênero')" + ] + }, + "execution_count": 200, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Identificando a Correlação entre desigualdade de gênero e mulheres que concluem o ensino médio\n", + "fig, ax = plt.subplots()\n", + "sns.regplot(x=df[\"F_secondary_educ\"], y=df[\"GII\"], color=\"purple\", ax=ax)\n", + "\n", + "ax.set_title(\"Correlação entre desigualdade de gênero e mulheres que concluem o ensino médio\")\n", + "ax.set_xlabel(\"Mulheres com pelo menos ensino médio completo (Porcentagem com 25 anos ou mais)\")\n", + "ax.set_ylabel(\"Índice de Desigualdade de Gênero\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Índice de Desigualdade de Gênero')" + ] + }, + "execution_count": 201, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Identificando a Correlação entre desigualdade de gênero e homens que concluem o ensino médio\n", + "fig, ax = plt.subplots()\n", + "sns.regplot(x=df[\"M_secondary_educ\"], y=df[\"GII\"], color=\"purple\", ax=ax)\n", + "\n", + "ax.set_title(\"Correlação entre desigualdade de gênero e homens que concluem o ensino médio\")\n", + "ax.set_xlabel(\"Homens com pelo menos ensino médio completo (Porcentagem com 25 anos ou mais)\")\n", + "ax.set_ylabel(\"Índice de Desigualdade de Gênero\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Índice de Desigualdade de Gênero')" + ] + }, + "execution_count": 202, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Identificando a correlação entre desigualdade de gênero e força de trabalho feminina\n", + "fig, ax = plt.subplots()\n", + "sns.regplot(x=df[\"F_Labour_force\"], y=df[\"GII\"], color=\"purple\", ax=ax)\n", + "\n", + "ax.set_title(\"Correlação entre desigualdade de gênero e força de trabalho feminina\")\n", + "ax.set_xlabel(\"Força de trabalho feminina (Porcentagem com 15 anos ou mais)\")\n", + "ax.set_ylabel(\"Índice de Desigualdade de Gênero\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Índice de Desigualdade de Gênero')" + ] + }, + "execution_count": 203, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Identificando a correlação entre desigualdade de gênero e força de trabalho masculina\n", + "fig, ax = plt.subplots()\n", + "sns.regplot(x=df[\"M_Labour_force\"], y=df[\"GII\"], color=\"purple\", ax=ax)\n", + "\n", + "ax.set_title(\"Correlação entre desigualdade de gênero e força de trabalho masculina\")\n", + "ax.set_xlabel(\"Força de trabalho masculina (Porcentagem com 15 anos ou mais)\")\n", + "ax.set_ylabel(\"Índice de Desigualdade de Gênero\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Principais observações:\n", + "\n", + "- Os 5 países com menor desigualdade de gênero são: Dinamarca, Noruega, Suíça, Suécia e Holanda\n", + "- Observa-se uma maior desigualdade de gênero em países do hemisfério sul, salvo algumas exceções, como Nova Zelândia e Austrália\n", + "- Observa-se que quanto maior a desigualdade de gênero em um país, maior é a taxa mortalidade materna, gravidez na adolescência e a força de trabalho masculina e menor é o número de cadeiras ocupadas por mulheres no parlamento, a quantidade de mulheres e homens com pelo menos ensino médio completo e a força de trabalho feminina." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/exercicios/para-casa/gii.db b/exercicios/para-casa/gii.db new file mode 100644 index 0000000..01dd87a Binary files /dev/null and b/exercicios/para-casa/gii.db differ diff --git a/exercicios/para-casa/gii.db-journal b/exercicios/para-casa/gii.db-journal new file mode 100644 index 0000000..f474faf Binary files /dev/null and b/exercicios/para-casa/gii.db-journal differ