{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyOlLFindc3fgyfiX5zbm1pQ"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["#**Criando gráficos de comparação**"],"metadata":{"id":"d2WbbaWKMVj1"}},{"cell_type":"markdown","source":["##**Carregando os dados**"],"metadata":{"id":"ksTTbEwmMd6x"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"JrLOYBMS9V0O"},"outputs":[],"source":["import pandas as pd"]},{"cell_type":"code","source":["df = pd.read_csv('https://raw.githubusercontent.com/alura-cursos/python_dados/refs/heads/main/Dados/loja_vendas.csv')"],"metadata":{"id":"jELc4K1UGRBN"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["df.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"_FLL8-h1GTmp","executionInfo":{"status":"ok","timestamp":1737049836872,"user_tz":180,"elapsed":6,"user":{"displayName":"Valquiria Alencar","userId":"06101258850801001374"}},"outputId":"e4bb884d-8042-4653-aba7-18c9094375e0"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   ID_compra            unidade                 cidade        data horario  \\\n","0          6  Parque das nações            Santo André  2022-01-03   15:40   \n","1          5       Oswaldo Cruz     São Caetano do Sul  2022-01-03   16:48   \n","2          9          Paulicéia  São Bernardo do Campo  2022-01-03   12:08   \n","3          4       Oswaldo Cruz     São Caetano do Sul  2022-01-03    9:29   \n","4          8  Parque das nações            Santo André  2022-01-03   13:02   \n","\n","            categoria_produto  valor_unitario  quantidade  valor_total  \\\n","0                 Eletrônicos          4457.9           4      17831.6   \n","1    Ferramentas e construção           115.9           1        115.9   \n","2  Beleza e cuidados pessoais            68.9           2        137.8   \n","3    Ferramentas e construção            80.9           5        404.5   \n","4  Beleza e cuidados pessoais           165.0           4        660.0   \n","\n","  metodo_pagamento  ID_cliente programa_cashback  idade  avaliacao_compra  \n","0         Dinheiro        6149               Sim     30                10  \n","1              PIX        9491               Sim     36                 9  \n","2           Cartão        5288               Não     39                 9  \n","3              PIX        9679               Sim     35                10  \n","4              PIX        1380               Não     50                 9  "],"text/html":["\n","  <div id=\"df-475e2994-4162-49a2-ad3e-775a12cedead\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>ID_compra</th>\n","      <th>unidade</th>\n","      <th>cidade</th>\n","      <th>data</th>\n","      <th>horario</th>\n","      <th>categoria_produto</th>\n","      <th>valor_unitario</th>\n","      <th>quantidade</th>\n","      <th>valor_total</th>\n","      <th>metodo_pagamento</th>\n","      <th>ID_cliente</th>\n","      <th>programa_cashback</th>\n","      <th>idade</th>\n","      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\"number\",\n        \"std\": 1,\n        \"min\": 0,\n        \"max\": 10,\n        \"num_unique_values\": 11,\n        \"samples\": [\n          2,\n          10\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":3}]},{"cell_type":"markdown","source":["Neste conjunto de dados, temos informações de uma loja de departamentos, incluindo registros das compras realizadas pelos clientes. Os dados abrangem variáveis numéricas, categóricas e as datas e horários das compras.\n","\n","Podemos **realizar comparações** nesses dados para **identificar semelhanças, diferenças e padrões**.\n","\n","Para começar, vamos analisar **qual unidade dessa rede de departamentos obteve o maior valor total de vendas**. Um **gráfico de colunas** é ideal para esta tarefa, pois permite visualizar facilmente as diferenças entre as categorias, destacando qual unidade tive o melhor desempenho.\n","\n","Para criar esse gráfico, utilizaremos a [biblioteca Seaborn](https://seaborn.pydata.org/index.html), que é uma ferramenta poderosa e intuitiva para criar visualizações de dados:"],"metadata":{"id":"SnXHjdRUHqsz"}},{"cell_type":"code","source":["import seaborn as sns"],"metadata":{"id":"jhewU9KuGj8h"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["##**Gráfico de colunas**"],"metadata":{"id":"zpTeftnGwFmR"}},{"cell_type":"markdown","source":["Para construir o gráficos de colunas, utilizaremos a função [`sns.barplot()`](https://seaborn.pydata.org/generated/seaborn.barplot.html):"],"metadata":{"id":"7g3lRL1FNgPm"}},{"cell_type":"markdown","source":["> 👩‍💻***Dica da Val:*** Usar `reset_index()` após um agrupamento com `groupby()` facilita o acesso às colunas, transformando o índice em uma sequência padrão (0, 1, 2,...) ao invés de considerar a coluna `categoria_produto` como índice, neste caso."],"metadata":{"id":"lE8GC-wIFl0s"}},{"cell_type":"code","source":["# Agrupando por unidade e somando o valor total\n","df_unidade = df.groupby('unidade')['valor_total'].sum().reset_index()\n","\n","# Criando o gráfico de colunas\n","sns.barplot(x='unidade', y='valor_total', data=df_unidade)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":483},"id":"j6VIfh0SKuYT","executionInfo":{"status":"ok","timestamp":1737049845372,"user_tz":180,"elapsed":1150,"user":{"displayName":"Valquiria Alencar","userId":"06101258850801001374"}},"outputId":"1f288b8f-abcc-4b52-c14e-4141acaaf0f3"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: xlabel='unidade', ylabel='valor_total'>"]},"metadata":{},"execution_count":5},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Também podemos **comparar a frequência de diferentes categorias** presentes nos dados. Por exemplo, para analisar quais métodos de pagamento foram mais utilizados nas compras, podemos usar a função [`sns.countplot()`](https://seaborn.pydata.org/generated/seaborn.countplot.html) da biblioteca Seaborn.\n","\n","Essa função conta automaticamente a frequência de cada categoria em uma variável:"],"metadata":{"id":"FHGTvCriMWqa"}},{"cell_type":"code","source":["# Criando o gráfico de contagem\n","sns.countplot(x='metodo_pagamento', data=df)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":468},"id":"jRUqVckMGlaI","executionInfo":{"status":"ok","timestamp":1737049845994,"user_tz":180,"elapsed":624,"user":{"displayName":"Valquiria Alencar","userId":"06101258850801001374"}},"outputId":"2d575520-ad59-493a-a7f6-7a285a5f746d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: xlabel='metodo_pagamento', ylabel='count'>"]},"metadata":{},"execution_count":6},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Só que, por padrão, o gráfico exibe as categorias na ordem em que aparecem no DataFrame. No entanto, essa disposição pode dificultar a análise e a comparação dos resultados. Para **tornar a visualização mais informativa e facilitar a interpretação**, o ideal é **ordenar as colunas de acordo com os valores**, como do maior para o menor. Isso ajuda a destacar as categorias mais relevantes e a criar uma análise mais clara e impactante."],"metadata":{"id":"LsnjvLbpOPj_"}},{"cell_type":"markdown","source":["Ordenando as categorias:"],"metadata":{"id":"vUwAOjdhvZ1l"}},{"cell_type":"code","source":["# Ordenando os dados da maior contagem para menor\n","metodo_pagamento_contagem = df['metodo_pagamento'].value_counts()\n","metodo_pagamento_contagem"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":241},"id":"27fi4ATAYPG7","executionInfo":{"status":"ok","timestamp":1737049845994,"user_tz":180,"elapsed":5,"user":{"displayName":"Valquiria Alencar","userId":"06101258850801001374"}},"outputId":"6ff07d89-317a-4851-c58c-d7d4689c4887"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["metodo_pagamento\n","Cartão              2851\n","PIX                 2244\n","Carteira digital     547\n","Dinheiro             527\n","Name: count, dtype: int64"],"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>count</th>\n","    </tr>\n","    <tr>\n","      <th>metodo_pagamento</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Cartão</th>\n","      <td>2851</td>\n","    </tr>\n","    <tr>\n","      <th>PIX</th>\n","      <td>2244</td>\n","    </tr>\n","    <tr>\n","      <th>Carteira digital</th>\n","      <td>547</td>\n","    </tr>\n","    <tr>\n","      <th>Dinheiro</th>\n","      <td>527</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div><br><label><b>dtype:</b> int64</label>"]},"metadata":{},"execution_count":7}]},{"cell_type":"code","source":["# Criando o gráfico de contagem ordenado\n","sns.countplot(x='metodo_pagamento', data=df, order=metodo_pagamento_contagem.index)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":468},"id":"HJlK50RmvLPI","executionInfo":{"status":"ok","timestamp":1737049846597,"user_tz":180,"elapsed":607,"user":{"displayName":"Valquiria Alencar","userId":"06101258850801001374"}},"outputId":"73a01579-1c45-4ece-93cb-d034e4fbf653"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: xlabel='metodo_pagamento', ylabel='count'>"]},"metadata":{},"execution_count":8},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["E se quisermos **comparar diferentes categorias em relação a uma variável específica**?\n","\n","Já sabemos a frequência dos métodos de pagamento, mas será que esses métodos variam entre as diferentes unidades da loja de departamentos?\n","\n","É nesse caso que o **gráfico de colunas agrupadas** se torna útil. Ele permite comparar as categorias (como os métodos de pagamento) para cada unidade da loja, facilitando a visualização das variações e padrões entre elas.\n","\n","Com esse gráfico, podemos observar claramente as diferenças nas preferências de pagamento de cada unidade, oferecendo uma análise mais detalhada e informativa.\n","\n"],"metadata":{"id":"m8J2BO5YPHZH"}},{"cell_type":"markdown","source":["##**Gráfico de colunas agrupadas**"],"metadata":{"id":"DzKIiMgZwWVB"}},{"cell_type":"markdown","source":["Para fazer isso no Seaborn, é bem simples! Basta adicionar o parâmetro `hue` e especificar a variável que queremos usar para agrupar/comparar. O `hue` permite separar os dados de acordo com essa variável, diferenciando as categorias com cores distintas no gráfico.\n","\n","Isso torna a visualização ainda mais clara e facilita a comparação entre as diferentes variáveis:"],"metadata":{"id":"HX4O64O1PuZT"}},{"cell_type":"code","source":["# Criando o gráfico de contagem com hue\n","sns.countplot(x='metodo_pagamento', data=df, order=metodo_pagamento_contagem.index, hue='unidade')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":469},"id":"R-2ERhHPPm-y","executionInfo":{"status":"ok","timestamp":1737049847372,"user_tz":180,"elapsed":777,"user":{"displayName":"Valquiria Alencar","userId":"06101258850801001374"}},"outputId":"b5b49157-ac00-4106-c36a-6a54c71f940a"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: xlabel='metodo_pagamento', ylabel='count'>"]},"metadata":{},"execution_count":9},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["> 👩‍💻***Dica da Val:*** Por padrão, ao definir o `hue`, o Seaborn escolhe automaticamente as cores para diferenciar as categorias. No entanto, você pode personalizar essas cores de acordo com as suas preferências, utilizando listas de cores específicas ou [paletas pré-definidas do Seaborn](https://seaborn.pydata.org/tutorial/color_palettes.html). Isso permite ajustar a aparência do gráfico para torná-lo mais adequado à sua análise ou à estética desejada."],"metadata":{"id":"_GWbwnqxQgec"}},{"cell_type":"code","source":["# Definindo uma paleta de cores\n","sns.countplot(x='metodo_pagamento', data=df, order=metodo_pagamento_contagem.index, hue='unidade', palette='Set2')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":469},"id":"KKDN2atHSxm3","executionInfo":{"status":"ok","timestamp":1737049848428,"user_tz":180,"elapsed":1059,"user":{"displayName":"Valquiria Alencar","userId":"06101258850801001374"}},"outputId":"b449273d-8bbf-4443-b88c-9c192c8f428d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: xlabel='metodo_pagamento', ylabel='count'>"]},"metadata":{},"execution_count":10},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["##**Gráfico de Barras**"],"metadata":{"id":"ATgey9WzxSWH"}},{"cell_type":"markdown","source":["Até agora, trabalhamos com poucas categorias para as comparações. Mas e quando lidamos com **várias categorias**? Qual será o gráfico mais adequado para analisar essas comparações de forma clara?\n","\n","Agora, vamos explorar as categorias de produtos vendidos e calcular o total de unidades vendidas em cada categoria. Para isso, precisaremos de um gráfico que nos ajude a comparar eficientemente um grande número de categorias.\n","\n","Se criarmos um gráfico de colunas, o resultado ficará assim:"],"metadata":{"id":"DL8aFXZfRN8_"}},{"cell_type":"code","source":["# Agrupando por categoria e somando a quantidade\n","soma_categorias_produtos = df.groupby('categoria_produto')['quantidade'].sum().reset_index()\n","\n","# Criando o gráfico de colunas\n","sns.barplot(x='categoria_produto', y='quantidade', data=soma_categorias_produtos)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":468},"id":"11mJy1Y2S_Cs","executionInfo":{"status":"ok","timestamp":1737049848919,"user_tz":180,"elapsed":494,"user":{"displayName":"Valquiria Alencar","userId":"06101258850801001374"}},"outputId":"ddd6ba43-3884-40e2-8610-959752d4466a"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: xlabel='categoria_produto', ylabel='quantidade'>"]},"metadata":{},"execution_count":11},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Quando temos muitas categorias, os nomes delas podem acabar ficando sobrepostos, o que dificulta a leitura. Para resolver esse problema, podemos **alterar a orientação do gráfico**, transformando-o em um **gráfico de barras** horizontais. Isso proporciona mais espaço para exibir os rótulos de forma clara e melhora a visualização, especialmente quando lidamos com muitas categorias.\n","\n","Para isso, basta ajustar os parâmetros da função barplot, invertendo o eixo x pelo y e o y pelo x:"],"metadata":{"id":"UnynlPsqR6N8"}},{"cell_type":"code","source":["# Criando o gráfico de barra\n","sns.barplot(y='categoria_produto', x='quantidade', data=soma_categorias_produtos)"],"metadata":{"id":"kwq55OnDHYjv","colab":{"base_uri":"https://localhost:8080/","height":467},"executionInfo":{"status":"ok","timestamp":1737049849422,"user_tz":180,"elapsed":505,"user":{"displayName":"Valquiria Alencar","userId":"06101258850801001374"}},"outputId":"7c03d2e8-37f0-49e3-ee5e-caf56cec3808"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: xlabel='quantidade', ylabel='categoria_produto'>"]},"metadata":{},"execution_count":12},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Para melhorar a visualização, podemos fazer a **ordenação**, deixando a comparação mais intuitiva:"],"metadata":{"id":"8NohEnmCShl-"}},{"cell_type":"code","source":["# Ordenando os dados da maior quantidade para menor\n","soma_categorias_produtos_ordenado = soma_categorias_produtos.sort_values(by=['quantidade'], ascending=False)\n","\n","# Criando o gráfico de barra ordenado\n","sns.barplot(y='categoria_produto', x='quantidade', data=soma_categorias_produtos_ordenado)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":467},"id":"RGT-TdhSHdMx","executionInfo":{"status":"ok","timestamp":1737049849947,"user_tz":180,"elapsed":527,"user":{"displayName":"Valquiria Alencar","userId":"06101258850801001374"}},"outputId":"5f01d18f-e0e7-4a8f-d22d-ea08c398cdac"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: xlabel='quantidade', ylabel='categoria_produto'>"]},"metadata":{},"execution_count":13},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["##**Gráfico de linhas**"],"metadata":{"id":"Htd_w0X-xZIL"}},{"cell_type":"markdown","source":["Por fim, para concluir nossa análise de gráficos de comparação, vamos explorar os **dados relacionados ao tempo**, ou seja, as séries temporais.\n","\n","Suponha que queiramos analisar o valor total das vendas de cada dia ao longo do período presente no nosso conjunto de dados, com base na coluna data.\n","\n","O primeiro passo para realizar essa análise é **converter a coluna de data para o formato [datetime](https://pandas.pydata.org/docs/reference/api/pandas.to_datetime.html)**. Isso nos permitirá trabalhar com ela de maneira mais eficaz, facilitando a manipulação e análise dos dados ao longo do tempo:"],"metadata":{"id":"CskNuM8tUxlm"}},{"cell_type":"code","source":["# Transformando a coluna data em datetime\n","df['data'] = pd.to_datetime(df['data'], format='%Y-%m-%d')"],"metadata":{"id":"C17jjQkCWaG_"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["Agora, vamos obter o valor total para cada dia e depois podemos exibir um gráfico de linhas com a função [sns.lineplot()](https://seaborn.pydata.org/generated/seaborn.lineplot.html), ideal para representar as tendências ao longo do tempo, ou de acordo com uma sequência que possui ordenação:"],"metadata":{"id":"m7-6hQ_PVg8x"}},{"cell_type":"code","source":["# Agrupando por data e somando o valor total\n","vendas_diarias = df.groupby('data')['valor_total'].sum().reset_index()\n","\n","# Criando o gráfico de linhas\n","sns.lineplot(x='data', y='valor_total', data=vendas_diarias)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"FaOSTVi2URsF","executionInfo":{"status":"ok","timestamp":1737049947635,"user_tz":180,"elapsed":764,"user":{"displayName":"Valquiria Alencar","userId":"06101258850801001374"}},"outputId":"0128011d-9a48-418c-817b-ba6208a3b588"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: xlabel='data', ylabel='valor_total'>"]},"metadata":{},"execution_count":19},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Por fim, é possível realizar **customizações básicas** em todos os gráficos utilizando o [módulo pyplot da biblioteca matplotlib](https://matplotlib.org/3.5.3/api/_as_gen/matplotlib.pyplot.html). Você pode, por exemplo, ajustar o tamanho do gráfico, adicionar título e rótulos aos eixos, modificar o tamanho das fontes, aplicar o método `despine()` da seaborn para remover bordas, e usar o comando `plt.show()` para exibir apenas o gráfico:"],"metadata":{"id":"Q8u4vQ4_xWSF"}},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","# Definindo o tamanho da figura\n","plt.figure(figsize=(10, 4))\n","\n","# Plotando o gráfico\n","sns.lineplot(x='data', y='valor_total', data=vendas_diarias)\n","\n","# Definindo o título do gráfico\n","plt.title('Vendas diárias ao longo do tempo', loc='left', fontsize=18)\n","\n","# Definindo a label do eixo x\n","plt.xlabel('Ano/Mês', fontsize=12)\n","\n","# Definindo a label do eixo y\n","plt.ylabel('Valor (R$)', fontsize=12)\n","\n","# Removendo a borda do gráfico\n","sns.despine()\n","\n","# Exibindo o gráfico\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":421},"id":"QVKpKp6bxBMx","executionInfo":{"status":"ok","timestamp":1737050051964,"user_tz":180,"elapsed":829,"user":{"displayName":"Valquiria Alencar","userId":"06101258850801001374"}},"outputId":"2bb5d1c2-cff1-46c8-b8a3-c752152c7b64"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]}]}