{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Objetivos \n", "\n", " - Apresentar e utilizar o pacote **pandas**\n", " - Como carregar uma base dados\n", " - Como visualizar os dados\n", " - Intuição de análise exploratória de dados\n", "\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introdução\n", "\n", "Vamos começar pelo começo! Vamos escolher um dataset (conjunto de dados) para analisar.\n", "\n", "Vamos utilizar um pacote do python capaz de trabalhar com tabelas de dados chamada **pandas**, para essas tabelas chamamos de ***dataframe***.\n", "\n", "Veja mais em: https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Nome Idade\n", "0 Riu 50\n", "1 Mário 40\n", "2 Gogu 45\n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Cria uma dataframe\n", "data = {\n", " \"Nome\": [\"Riu\", \"Mário\", \"Gogu\"],\n", " \"Idade\": [50, 40, 45]\n", "}\n", "\n", "# Carrega o dataframe\n", "df = pd.DataFrame(data)\n", "\n", "print(df) \n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0 1\n", "0 Riu 50\n", "1 Gogu 15\n", "2 Mário 80\n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Cria uma dataframe\n", "data = [[\"Riu\", 50],[\"Gogu\",15],[\"Mário\",80]]\n", "\n", "# Carrega o dataframe\n", "df = pd.DataFrame(data)\n", "\n", "print(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Para instalar**\n", "- **pandas**: `pip3 install pandas`\n", "\n", "LEIA A DOCUMENTAÇÃO: https://pandas.pydata.org/docs/index.html\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Inicializção das bibliotecas\n", "%matplotlib inline\n", "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dataset\n", "\n", "Podemos escolher qualquer base de dados disponivel na internet, ou até mesmo criar nosso proprio dataset.\n", "\n", "Vamos simplificar essa etapa e começar analisando uma base pequena e muito famosa chamada **iris** que esta disponivel em:\n", "\n", "ref: https://archive.ics.uci.edu/ml/datasets/Iris\n", "\n", "Conheça outros datasets: https://archive.ics.uci.edu/ml/datasets.php\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Caminho do arquivo\n", "url = \"https://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data\"\n", "\n", "# Lê e carrega o arquivo para a memória\n", "df = pd.read_csv(url)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conhecendo os dados\n", "\n", "Essa etapa é muito importante, CONHECER OS DADOS! \n", "\n", "Quanto mais você conhece a base de DADOS maior a possibilidade de extrair INFORMAÇÕES úteis para tomada de decisão. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 5.1 3.5 1.4 0.2 Iris-setosa\n", "0 4.9 3.0 1.4 0.2 Iris-setosa\n", "1 4.7 3.2 1.3 0.2 Iris-setosa\n", "2 4.6 3.1 1.5 0.2 Iris-setosa\n", "3 5.0 3.6 1.4 0.2 Iris-setosa\n", "4 5.4 3.9 1.7 0.4 Iris-setosa" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note que a primeira linha não é com os nomes das colunas ou atributos(variaveis) e sim de dados (valores). Por padrão os dados da primeira linha são importados como atributos.\n", "\n", "Vamos adicionar um cabeçario ao nosso dataframe. \n", "No repositório oficial é dito que as variaveis são:\n", "```\n", "Attribute Information:\n", "\n", "1. sepal length in cm\n", "2. sepal width in cm\n", "3. petal length in cm\n", "4. petal width in cm\n", "5. class:\n", "-- Iris Setosa\n", "-- Iris Versicolour\n", "-- Iris Virginica\n", "```\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Define o nome das colunas\n", "header = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width', 'species']\n", "# Lê e carrega o arquivo para a memória\n", "df = pd.read_csv(url, header=None, names=header)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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05.13.51.40.2Iris-setosa
14.93.01.40.2Iris-setosa
24.73.21.30.2Iris-setosa
34.63.11.50.2Iris-setosa
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" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 Iris-setosa\n", "1 4.9 3.0 1.4 0.2 Iris-setosa\n", "2 4.7 3.2 1.3 0.2 Iris-setosa\n", "3 4.6 3.1 1.5 0.2 Iris-setosa\n", "4 5.0 3.6 1.4 0.2 Iris-setosa" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Retorna um trecho com as 5 primeiras linhas do dataframe\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 150 entries, 0 to 149\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 sepal_length 150 non-null float64\n", " 1 sepal_width 150 non-null float64\n", " 2 petal_length 150 non-null float64\n", " 3 petal_width 150 non-null float64\n", " 4 species 150 non-null object \n", "dtypes: float64(4), object(1)\n", "memory usage: 6.0+ KB\n" ] } ], "source": [ "# Mostra informações sobre o dataframe em si\n", "df.info()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(150, 5)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# exibe o shape (dimensoẽs) do dataframe\n", "df.shape" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "species\n", "Iris-setosa 50\n", "Iris-versicolor 50\n", "Iris-virginica 50\n", "dtype: int64\n" ] } ], "source": [ "# class distribution\n", "print(df.groupby('species').size())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Desafio 1 \n", "\n", "1. Analisando as informações do df e no repositorio do dataset, responda:\n", "\n", "2. Quantos dados existem nesse dataset?\n", "\n", "3. Qual a quantidade de atributos?\n", "\n", "4. Existe valores faltantes?\n", "\n", "5. De que tipo são os dados (dtype)?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "## Suas respostas....\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Análisando dos dados mais a fundo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "São 150 exemplares de flor de íris, pertencentes a três espécies diferentes: **setosa**, **versicolor** e **virginica**, sendo 50 amostras de cada espécie. Os atributos de largura e comprimento de sépala e largura e comprimento de pétala de cada flor fooram medidos manualmente.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_width
count150.000000150.000000150.000000150.000000
mean5.8433333.0540003.7586671.198667
std0.8280660.4335941.7644200.763161
min4.3000002.0000001.0000000.100000
25%5.1000002.8000001.6000000.300000
50%5.8000003.0000004.3500001.300000
75%6.4000003.3000005.1000001.800000
max7.9000004.4000006.9000002.500000
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" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width\n", "count 150.000000 150.000000 150.000000 150.000000\n", "mean 5.843333 3.054000 3.758667 1.198667\n", "std 0.828066 0.433594 1.764420 0.763161\n", "min 4.300000 2.000000 1.000000 0.100000\n", "25% 5.100000 2.800000 1.600000 0.300000\n", "50% 5.800000 3.000000 4.350000 1.300000\n", "75% 6.400000 3.300000 5.100000 1.800000\n", "max 7.900000 4.400000 6.900000 2.500000" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note que o método ***describe()*** não exibe a coluna **species**, pois se trata de uma coluna não-numérica. Apenas as colunas numéricas estão presentes, e a coluna *species** indica rótulos - trata-se de dados categóricos." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Iris-setosa', 'Iris-versicolor', 'Iris-virginica'], dtype=object)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.species.unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analisando informações em gráficos\n", "\n", "Uma análise gráfica pode ajudar a compreeder melhor os dados que estamos trabalhando...." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# box and whisker plots\n", "df.plot(kind='box', subplots=True, layout=(2,2), sharex=False, sharey=False, figsize=(15, 15))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Lembra de histograma, que exibe uma gráfico de frequência.\n", "df.hist(bins=100, figsize=(15, 15))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# scatter plot matrix\n", "from pandas.plotting import scatter_matrix\n", "scatter_matrix(df,figsize=(15, 15))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos instalar o pacote seaborn para visualizar gráficos de dispersão entre todos os campos da tabela\n", "\n", "- **seaborn**: `pip3 install seaborn`" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# A cor vem do campo `species` do dataframe\n", "sns.pairplot(df, hue='species', height=5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "O Violin plot é similar ao box plot, exibe a distribuição de variaveis numéricas em niveis, pode ser configurada de muitas formas e é uma forma de visualização interessante de dados.\n", " \n", "Saiba mais em: https://seaborn.pydata.org/generated/seaborn.violinplot.html" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Violin plot\n", "g = sns.violinplot(y='species', x='sepal_length', data=df, inner='quartile')\n", "plt.show()\n", "g = sns.violinplot(y='species', x='sepal_width', data=df, inner='quartile')\n", "plt.show()\n", "g = sns.violinplot(y='species', x='petal_length', data=df, inner='quartile')\n", "plt.show()\n", "g = sns.violinplot(y='species', x='petal_width', data=df, inner='quartile')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlação entre atributos\n", "\n", "A matriz de correlação avalia a relação entre duas ou mais variaveis (correlação). \n", "\n", "valores:\n", " - 0.9 a 1 positivo ou negativo indica uma correlação muito forte.\n", " - 0.7 a 0.9 positivo ou negativo indica uma correlação forte.\n", " - 0.5 a 0.7 positivo ou negativo indica uma correlação moderada.\n", " - 0.3 a 0.5 positivo ou negativo indica uma correlação fraca.\n", " - 0 a 0.3 positivo ou negativo indica uma correlação desprezível.\n", "\n", " ***lembre-se*** que: alta correlação não implica em causa. (causa e consequência). Para entender melhor vale a pena dar uma olhada nesse site que mostra correlações absurdas...['spurious correlations'](http://www.tylervigen.com/spurious-correlations) " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cols = ['sepal_length', 'sepal_width', 'petal_length','petal_width']\n", "corr_matx = df[cols].corr()\n", "heatmap = sns.heatmap(corr_matx,cbar=True,annot=True,square=True,fmt='.2f',annot_kws={'size': 15},yticklabels=cols,xticklabels=cols,cmap='Dark2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Desafio 2 \n", "\n", "Analise os gráficos gerados até o momento para responder as questões abaixo: \n", "\n", "1. A especie que possui na média a menor sepala é a mesma que possui a menor petala?\n", "\n", "2. Existe sobreposição entre as medições, ou seja, uma petala de tamanho x pode ser tanto da especie versicolor ou da virginica?\n", "\n", "3. É possivel classificar as especies de iris com base apenas em suas dimensões?\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "### Implemente sua solução e apresente sua análise....\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Acessando dados de um Dataframe\n", "\n", "Há várias maneiras de acessar o conteúdo de um `DataFrame`. Os mais simples são aqueles que usam a notação de colchetes.\n", "Primeiramente, podemos acessar uma coluna através do seu índice, retornando uma `Series`, ou seja, uma coluna do dataframe." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 1.4\n", "1 1.4\n", "2 1.3\n", "3 1.5\n", "4 1.4\n", "Name: petal_length, dtype: float64" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['petal_length'].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Por outro lado, se dentro dos colchetes passamos uma lista de nomes de coluna, o reultado é outro `DataFrame` contendo aquelas colunas. Isso vale inclusive para uma coluna simples:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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petal_length
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" ], "text/plain": [ " petal_length\n", "0 1.4\n", "1 1.4\n", "2 1.3\n", "3 1.5\n", "4 1.4" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Mostra apenas a coluna petal_len\n", "df[['petal_length']].head()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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petal_lengthpetal_width
01.40.2
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" ], "text/plain": [ " petal_length petal_width\n", "0 1.4 0.2\n", "1 1.4 0.2\n", "2 1.3 0.2\n", "3 1.5 0.2\n", "4 1.4 0.2" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Mostra as colunas petal_length e petal_width\n", "df[['petal_length', 'petal_width']].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Desafio 3\n", "\n", "Faça agora uma exploração de dados em outra base, conheça a base, e crie hipoteses de teste. \n", "\n", "1. Importar os dados do dataset *Breast Cancer Data Set*: `https://archive.ics.uci.edu/ml/datasets/breast+cancer`\n", "2. Nomear as colunas de acordo com o arquivo `breast-cancer.names`\n", "3. Criar um subdataframe contendo apenas o conteúdo das colunas `Class`, `age`, `menopause` e `tumor-size` \n", "4. Visualizar os dados usando pelo menos `head()` e `pairplot()`" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "### Implemente sua sua solução e análise de dados. :)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.5 64-bit", "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": "3.9.5" }, "vscode": { "interpreter": { "hash": "8d68938bd6f1c8d824a292cb48fdc812f23ce0d2e12c844cec6ac89d2f668725" } } }, "nbformat": 4, "nbformat_minor": 2 }