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+Bachelors,2017,Bangalore,3,38,Male,No,3,0 +Bachelors,2013,Pune,3,37,Male,No,3,0 +Bachelors,2016,Bangalore,3,22,Male,No,0,0 +PHD,2012,Bangalore,3,30,Female,No,4,0 +Bachelors,2013,Bangalore,3,39,Female,No,5,0 +Bachelors,2017,Bangalore,2,35,Male,No,0,0 +Bachelors,2012,Pune,3,25,Female,No,3,1 +Bachelors,2018,Bangalore,3,32,Male,Yes,1,1 +Bachelors,2018,Bangalore,3,31,Female,No,2,1 +Bachelors,2016,Bangalore,3,37,Male,No,2,0 +Bachelors,2016,New Delhi,1,38,Female,No,2,1 +Bachelors,2014,Bangalore,3,22,Female,No,0,0 +Masters,2014,New Delhi,3,37,Female,No,0,1 +Bachelors,2018,Bangalore,3,32,Male,Yes,2,1 +Bachelors,2013,Bangalore,3,26,Male,No,4,0 +Bachelors,2017,Bangalore,3,28,Male,No,0,1 +Bachelors,2015,Bangalore,3,35,Male,No,0,0 +Bachelors,2016,Bangalore,1,33,Female,No,0,1 +Bachelors,2012,Bangalore,3,36,Female,No,4,0 +Bachelors,2013,Bangalore,3,31,Female,No,5,0 +Bachelors,2015,Pune,3,32,Female,Yes,1,1 +Masters,2017,Pune,2,31,Female,No,2,0 +Bachelors,2013,Bangalore,3,25,Female,No,3,0 +Bachelors,2016,Pune,3,30,Male,No,2,0 +Bachelors,2013,Bangalore,3,26,Female,No,4,0 +Masters,2013,Pune,2,37,Male,No,2,1 +Masters,2018,New Delhi,3,27,Male,No,5,1 +Bachelors,2012,Bangalore,3,30,Male,Yes,2,0 +Bachelors,2015,Bangalore,3,33,Male,Yes,4,0 diff --git a/exercicios/para-casa/exercicio_s12.ipynb b/exercicios/para-casa/exercicio_s12.ipynb new file mode 100644 index 0000000..795a383 --- /dev/null +++ b/exercicios/para-casa/exercicio_s12.ipynb @@ -0,0 +1,662 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conjunto de dados de funcionários\n", + "Contexto: Este conjunto de dados contém informações sobre os funcionários de uma empresa, incluindo suas origens educacionais, histórico de trabalho, dados demográficos e fatores relacionados ao emprego. Ele foi anonimizado para proteger a privacidade e, ao mesmo tempo, fornecer informações valiosas sobre a força de trabalho.(Fonte:https://www.kaggle.com/datasets/tawfikelmetwally/employee-dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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EducationJoiningYearCityPaymentTierAgeGenderEverBenchedExperienceInCurrentDomainLeaveOrNot
0Bachelors2017Bangalore334MaleNo00
1Bachelors2013Pune128FemaleNo31
2Bachelors2014New Delhi338FemaleNo20
3Masters2016Bangalore327MaleNo51
4Masters2017Pune324MaleYes21
..............................
4648Bachelors2013Bangalore326FemaleNo40
4649Masters2013Pune237MaleNo21
4650Masters2018New Delhi327MaleNo51
4651Bachelors2012Bangalore330MaleYes20
4652Bachelors2015Bangalore333MaleYes40
\n", + "

4653 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " Education JoiningYear City PaymentTier Age Gender EverBenched \\\n", + "0 Bachelors 2017 Bangalore 3 34 Male No \n", + "1 Bachelors 2013 Pune 1 28 Female No \n", + "2 Bachelors 2014 New Delhi 3 38 Female No \n", + "3 Masters 2016 Bangalore 3 27 Male No \n", + "4 Masters 2017 Pune 3 24 Male Yes \n", + "... ... ... ... ... ... ... ... \n", + "4648 Bachelors 2013 Bangalore 3 26 Female No \n", + "4649 Masters 2013 Pune 2 37 Male No \n", + "4650 Masters 2018 New Delhi 3 27 Male No \n", + "4651 Bachelors 2012 Bangalore 3 30 Male Yes \n", + "4652 Bachelors 2015 Bangalore 3 33 Male Yes \n", + "\n", + " ExperienceInCurrentDomain LeaveOrNot \n", + "0 0 0 \n", + "1 3 1 \n", + "2 2 0 \n", + "3 5 1 \n", + "4 2 1 \n", + "... ... ... \n", + "4648 4 0 \n", + "4649 2 1 \n", + "4650 5 1 \n", + "4651 2 0 \n", + "4652 4 0 \n", + "\n", + "[4653 rows x 9 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('Employee.csv')\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
AgeGender
034Male
128Female
238Female
327Male
424Male
.........
464826Female
464937Male
465027Male
465130Male
465233Male
\n", + "

4653 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Age Gender\n", + "0 34 Male\n", + "1 28 Female\n", + "2 38 Female\n", + "3 27 Male\n", + "4 24 Male\n", + "... ... ...\n", + "4648 26 Female\n", + "4649 37 Male\n", + "4650 27 Male\n", + "4651 30 Male\n", + "4652 33 Male\n", + "\n", + "[4653 rows x 2 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.loc[:, [\"Age\", \"Gender\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(418, 9)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Usando a função query, vamos procurar por pessoas com idade de 25 anos:\n", + "df_consulta = df.query(\"Age == 25\")\n", + "#df_consulta.head()\n", + "df_consulta.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3735, 9)" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# A função query também pode ser utilizada para filtrar baseada em uma lista de valores\n", + "df_consulta = df.query(\" PaymentTier in (1,3)\")\n", + "#df_consulta.head()\n", + "df_consulta.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Contagem de passageiros por Gênero\n", + "Gender\n", + "Female 1875\n", + "Male 2778\n", + "Name: Gender, dtype: int64\n" + ] + } + ], + "source": [ + "# Agrupar funcionárias/os por gênero\n", + "dado_agrupadoGenero = df.groupby('Gender')\n", + "\n", + "# Contagem de funcionárias/os por gênero, usando os dados agrupados no passo anterior\n", + "contagem_funcionariosGenero = dado_agrupadoGenero['Gender'].count()\n", + "\n", + "print(\"Contagem de passageiros por Gênero\")\n", + "print(contagem_funcionariosGenero)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Média de Idade de passageiros por gênero\n", + "Gender\n", + "Female 29.41600\n", + "Male 29.37797\n", + "Name: Age, dtype: float64\n" + ] + } + ], + "source": [ + "#Obter a média da idade das funcionárias/os por genero:\n", + "media_genero = dado_agrupadoGenero['Age'].mean()\n", + "\n", + "print(\"Média de Idade de passageiros por gênero\")\n", + "print(media_genero)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "funcionarios_genero = df['Gender'].value_counts()\n", + "funcionarios_genero.plot(kind='bar')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_filtroIdade = df[df['Age'] > 30]\n", + "df_filtroIdade.head" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Verificando quantas dessas pessoas mais de 30 anos são mulheres:\n", + "df_filtrado = df[(df['Age'] > 30) & (df['Gender'] == 'Female')]\n", + "#df_filtrado.shape\n", + "df_filtrado.head" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "contagem_mulheres = df_filtrado.value_counts()\n", + "contagem_mulheres.plot(kind='bar')\n", + "\n", + "plt.xlabel('Idade')\n", + "plt.ylabel('Quantidade')\n", + "plt.title('Número de mulheres')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "taxa_generoIdade = df_filtroIdade.groupby('Gender')['Age'].mean()\n", + "taxa_generoIdade.plot.bar()\n", + "plt.xlabel('Gender')\n", + "plt.ylabel('Age')\n", + "plt.title('Taxa Gênero por Idade')\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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 +}