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Análise - Vendas de Café
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{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":9463311,"sourceType":"datasetVersion","datasetId":5328600}],"dockerImageVersionId":30775,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Análise Exploratória de Dados e Análise de Negócios - Vendas de Café\n\nEste notebook contém uma análise detalhada das vendas de café de uma máquina de vendas, abrangendo dados de março de 2024 até o presente. O objetivo é explorar padrões de compra, tendências de vendas e preferências dos clientes em relação aos produtos de café. Inicialmente, realizamos uma Análise Exploratória de Dados (EDA) para entender a estrutura e a qualidade dos dados, identificando insights iniciais. Em seguida, conduzimos uma análise de negócios para responder a perguntas estratégicas, como quais cafés geram mais receita, quais são os mais vendidos em termos de unidades, e como otimizar o estoque e a precificação. Essa abordagem integrada visa fornecer uma base sólida para decisões informadas e estratégias de marketing eficazes.\n","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\n# Configurações de estilo\nsns.set(style=\"whitegrid\")","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-09-26T19:12:10.133725Z","iopub.execute_input":"2024-09-26T19:12:10.134228Z","iopub.status.idle":"2024-09-26T19:12:10.142079Z","shell.execute_reply.started":"2024-09-26T19:12:10.134183Z","shell.execute_reply":"2024-09-26T19:12:10.140428Z"},"trusted":true},"execution_count":15,"outputs":[]},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/coffee-sales/index.csv')","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:02:29.161118Z","iopub.execute_input":"2024-09-26T19:02:29.161618Z","iopub.status.idle":"2024-09-26T19:02:29.191622Z","shell.execute_reply.started":"2024-09-26T19:02:29.161572Z","shell.execute_reply":"2024-09-26T19:02:29.190370Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"markdown","source":"# EDA (Análise Exploratória de Dados)","metadata":{}},{"cell_type":"code","source":"# Ver as primeiras linhas do dataset\nprint(df.head())\n\n# Informações sobre o dataset\nprint(df.info())\n\n# Estatísticas descritivas\nprint(df.describe())\n","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:06:28.664926Z","iopub.execute_input":"2024-09-26T19:06:28.665414Z","iopub.status.idle":"2024-09-26T19:06:28.694239Z","shell.execute_reply.started":"2024-09-26T19:06:28.665371Z","shell.execute_reply":"2024-09-26T19:06:28.693076Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":" date datetime cash_type card money \\\n0 2024-03-01 2024-03-01 10:15:50.520 card ANON-0000-0000-0001 38.7 \n1 2024-03-01 2024-03-01 12:19:22.539 card ANON-0000-0000-0002 38.7 \n2 2024-03-01 2024-03-01 12:20:18.089 card ANON-0000-0000-0002 38.7 \n3 2024-03-01 2024-03-01 13:46:33.006 card ANON-0000-0000-0003 28.9 \n4 2024-03-01 2024-03-01 13:48:14.626 card ANON-0000-0000-0004 38.7 \n\n coffee_name \n0 Latte \n1 Hot Chocolate \n2 Hot Chocolate \n3 Americano \n4 Latte \n<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 1653 entries, 0 to 1652\nData columns (total 6 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 date 1653 non-null object \n 1 datetime 1653 non-null object \n 2 cash_type 1653 non-null object \n 3 card 1564 non-null object \n 4 money 1653 non-null float64\n 5 coffee_name 1653 non-null object \ndtypes: float64(1), object(5)\nmemory usage: 77.6+ KB\nNone\n money\ncount 1653.000000\nmean 31.581174\nstd 5.380129\nmin 18.120000\n25% 27.920000\n50% 32.820000\n75% 37.720000\nmax 40.000000\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Análise Inicial do Dataset\n\n### Estrutura do Dataset\n- **Número de Entradas**: 1.653\n- **Colunas**:\n - `date`: Data da transação (tipo `object`).\n - `datetime`: Data e hora da transação (tipo `object`).\n - `cash_type`: Tipo de pagamento (categórico).\n - `card`: Identificação do cartão (com valores ausentes).\n - `money`: Valor da transação (numérico).\n - `coffee_name`: Nome do café vendido (categórico).\n\n\n### Estatísticas Descritivas da Coluna `money`\n- Média: 31,58 reais\n- Desvio Padrao: 5,38 reais\n- Mínimo: 18,12 reais\n- Maximo: 40,00 reais\n\nEsses valores indicam a variabilidade nas transações e a faixa de preço dos produtos.\n","metadata":{}},{"cell_type":"code","source":"print(df.isnull().sum())","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:09:52.217029Z","iopub.execute_input":"2024-09-26T19:09:52.217481Z","iopub.status.idle":"2024-09-26T19:09:52.227354Z","shell.execute_reply.started":"2024-09-26T19:09:52.217437Z","shell.execute_reply":"2024-09-26T19:09:52.225738Z"},"trusted":true},"execution_count":12,"outputs":[{"name":"stdout","text":"date 0\ndatetime 0\ncash_type 0\ncard 89\nmoney 0\ncoffee_name 0\ndtype: int64\n","output_type":"stream"}]},{"cell_type":"markdown","source":"### Valores Não Nulos\n- A coluna `card` apresenta 89 valores ausentes, o que deve ser tratado na análise.","metadata":{}},{"cell_type":"code","source":"# Tratar valores ausentes\n\ndf['card'].fillna('N/A', inplace=True) # Substituindo valores ausentes por 'N/A'\n\n# Converter colunas de data para o tipo datetime\n\ndf['date'] = pd.to_datetime(df['date'])\ndf['datetime'] = pd.to_datetime(df['datetime'])\n\n# Verificando as mudanças\nprint(df.info())\n","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:10:57.440141Z","iopub.execute_input":"2024-09-26T19:10:57.441385Z","iopub.status.idle":"2024-09-26T19:10:57.470459Z","shell.execute_reply.started":"2024-09-26T19:10:57.441332Z","shell.execute_reply":"2024-09-26T19:10:57.468884Z"},"trusted":true},"execution_count":13,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 1653 entries, 0 to 1652\nData columns (total 6 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 date 1653 non-null datetime64[ns]\n 1 datetime 1653 non-null datetime64[ns]\n 2 cash_type 1653 non-null object \n 3 card 1653 non-null object \n 4 money 1653 non-null float64 \n 5 coffee_name 1653 non-null object \ndtypes: datetime64[ns](2), float64(1), object(3)\nmemory usage: 77.6+ KB\nNone\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## 6. Análise Univariada\n\nA análise univariada envolve a exploração das distribuições e características de cada variável individualmente. Nesta etapa, utilizamos visualizações gráficas para entender melhor a frequência e as características das variáveis do nosso dataset.\n\n### Análise da Variável `money`\nFoi utilizado um histograma para visualizar a distribuição dos valores das transações. O histograma permite identificar a frequência de diferentes faixas de valores, bem como a presença de assimetrias ou outliers. Adicionalmente, uma curva de densidade (KDE) é sobreposta para proporcionar uma visão mais suave da distribuição.\n\n### Análise da Variável `coffee_name`\nPara entender a popularidade dos diferentes tipos de café, usamos um gráfico de contagem. Esse gráfico mostra quantas vezes cada tipo de café foi vendido, permitindo identificar quais produtos são os mais e os menos vendidos.","metadata":{}},{"cell_type":"code","source":"# Análise da variável 'money'\n\nplt.figure(figsize=(10, 5))\nsns.histplot(df['money'], bins=30, kde=True)\nplt.title('Distribuição do Valor das Transações')\nplt.xlabel('Valor da Transação (R$)')\nplt.ylabel('Frequência')\nplt.show()\n\n# Análise da variável 'coffee_name'\n\nplt.figure(figsize=(12, 6))\nsns.countplot(data=df, y='coffee_name', order=df['coffee_name'].value_counts().index)\nplt.title('Frequência de Vendas pelo Tipo de Café')\nplt.xlabel('Frequência')\nplt.ylabel('Tipo de Café')\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:12:23.959410Z","iopub.execute_input":"2024-09-26T19:12:23.959842Z","iopub.status.idle":"2024-09-26T19:12:25.231310Z","shell.execute_reply.started":"2024-09-26T19:12:23.959798Z","shell.execute_reply":"2024-09-26T19:12:25.230069Z"},"trusted":true},"execution_count":16,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x500 with 1 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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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7. Análise Bivariada\n\nA análise bivariada examina as relações entre duas variáveis. Esta etapa é crucial para entender como diferentes variáveis interagem e se influenciam mutuamente. Utilizamos gráficos de caixa e outros tipos de visualizações para explorar essas relações.\n\n### Relação entre `money` e `coffee_name`\nUm gráfico de caixa (boxplot) é utilizado para visualizar a distribuição dos valores das transações (`money`) em relação ao tipo de café (`coffee_name`). Essa visualização permite identificar se existem diferenças significativas nos preços entre os diferentes tipos de café e se há outliers.","metadata":{}},{"cell_type":"code","source":"# Relação entre 'money' e 'coffee_name'\nplt.figure(figsize=(12, 6))\nsns.boxplot(data=df, x='coffee_name', y='money')\nplt.title('Distribuição do Valor das Transações por Tipo de Café')\nplt.xlabel('Tipo de Café')\nplt.ylabel('Valor da Transação (R$)')\nplt.xticks(rotation=45)\nplt.show()\n\n# Análise do tipo de pagamento e valor\nplt.figure(figsize=(10, 5))\nsns.boxplot(data=df, x='cash_type', y='money')\nplt.title('Distribuição do Valor das Transações por Tipo de Pagamento')\nplt.xlabel('Tipo de Pagamento')\nplt.ylabel('Valor da Transação (R$)')\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:14:02.943737Z","iopub.execute_input":"2024-09-26T19:14:02.944460Z","iopub.status.idle":"2024-09-26T19:14:03.755711Z","shell.execute_reply.started":"2024-09-26T19:14:02.944410Z","shell.execute_reply":"2024-09-26T19:14:03.754384Z"},"trusted":true},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x600 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"## 8. Análise de Séries Temporais\n\nA análise de séries temporais envolve a exploração de como as vendas de café variam ao longo do tempo. Nesta etapa, criamos um DataFrame que agrega as vendas diárias, permitindo observar tendências e padrões nas vendas ao longo do período analisado.\n\n### Criação do DataFrame de Vendas Diárias\nFoi utilizado o método `resample` para agrupar os dados por dia e somar os valores das transações. Essa abordagem nos ajuda a visualizar as vendas totais em cada dia e a identificar padrões temporais.\n\n```python\n# Criar um dataframe de vendas diárias, somando apenas a coluna 'money'\ndaily_sales = df.resample('D', on='date').agg({'money': 'sum'})\n","metadata":{}},{"cell_type":"code","source":"# Criar um dataframe de vendas diárias, somando apenas a coluna 'money'\ndaily_sales = df.resample('D', on='date').agg({'money': 'sum'})\n\nplt.figure(figsize=(14, 7))\nplt.plot(daily_sales.index, daily_sales['money'], marker='o')\nplt.title('Vendas Diárias de Café')\nplt.xlabel('Data')\nplt.ylabel('Total Vendas (R$)')\nplt.xticks(rotation=45)\nplt.grid()\nplt.show()\n\n## agg({'money': 'sum'}): função que permite especificar qual coluna somar, evitando assim o erro ao tentar somar os valores das colunas datetime.","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:17:10.563140Z","iopub.execute_input":"2024-09-26T19:17:10.563645Z","iopub.status.idle":"2024-09-26T19:17:11.258405Z","shell.execute_reply.started":"2024-09-26T19:17:10.563598Z","shell.execute_reply":"2024-09-26T19:17:11.257263Z"},"trusted":true},"execution_count":19,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1400x700 with 1 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9. Previsão de Vendas\n\nPara prever vendas futuras, utilizamos métodos simples como a média móvel. A média móvel suaviza a série temporal e ajuda a identificar tendências subjacentes nas vendas ao longo do tempo.\n\n### Aplicando a Média Móvel\nDessa vez, foi utilizada uma janela de 7 dias para calcular a média móvel das vendas diárias. Isso nos permite observar a tendência média de vendas ao longo de uma semana, filtrando flutuações de curto prazo.\n\n\n\n","metadata":{}},{"cell_type":"code","source":"# Somando coluna 'money' para que a Média Móvel seja calculada\ndaily_sales = df.resample('D', on='date').agg({'money': 'sum'})\n\n# Calcular a média móvel de 7 dias para as vendas diárias\ndaily_sales['MA'] = daily_sales['money'].rolling(window=7, min_periods=1).mean()\n\n# Visualizar a média móvel junto com as vendas diárias\nplt.figure(figsize=(14, 7))\nplt.plot(daily_sales.index, daily_sales['money'], marker='o', label='Vendas Diárias')\nplt.plot(daily_sales.index, daily_sales['MA'], color='red', label='Média Móvel (7 dias)')\nplt.title('Vendas Diárias de Café com Média Móvel')\nplt.xlabel('Data')\nplt.ylabel('Total Vendas (R$)')\nplt.legend()\nplt.xticks(rotation=45)\nplt.grid()\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:22:37.944410Z","iopub.execute_input":"2024-09-26T19:22:37.944915Z","iopub.status.idle":"2024-09-26T19:22:38.720930Z","shell.execute_reply.started":"2024-09-26T19:22:37.944863Z","shell.execute_reply":"2024-09-26T19:22:38.719468Z"},"trusted":true},"execution_count":25,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1400x700 with 1 Axes>","image/png":"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Perguntas de Negócios e Análises","metadata":{}},{"cell_type":"markdown","source":"## Quais cafés geram mais receita?\n\n**Análise**: Agrupar as vendas por tipo de café e somar o valor total gerado por cada um. Isso permitirá identificar quais cafés são os mais lucrativos.","metadata":{}},{"cell_type":"code","source":"coffee_sales = df.groupby('coffee_name')['money'].sum().reset_index()\ncoffee_sales = coffee_sales.sort_values(by='money', ascending=False)\nprint(coffee_sales)\n","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:32:55.846465Z","iopub.execute_input":"2024-09-26T19:32:55.846941Z","iopub.status.idle":"2024-09-26T19:32:55.861790Z","shell.execute_reply.started":"2024-09-26T19:32:55.846899Z","shell.execute_reply":"2024-09-26T19:32:55.860497Z"},"trusted":true},"execution_count":26,"outputs":[{"name":"stdout","text":" coffee_name money\n7 Latte 13177.28\n1 Americano with Milk 12650.34\n2 Cappuccino 9236.70\n0 Americano 6071.78\n4 Cortado 4356.48\n6 Hot Chocolate 3237.96\n3 Cocoa 1919.52\n5 Espresso 1553.62\n","output_type":"stream"}]},{"cell_type":"code","source":"plt.figure(figsize=(10, 6))\nplt.bar(coffee_sales['coffee_name'], coffee_sales['money'], color='brown')\n\n# Títulos e rótulos\nplt.title('Receita Total por Tipo de Café', fontsize=16)\nplt.xlabel('Tipo de Café', fontsize=12)\nplt.ylabel('Receita Total (R$)', fontsize=12)\nplt.xticks(rotation=45)\nplt.grid(axis='y', linestyle='--', alpha=0.7)\n\n# Exibir o gráfico\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:33:40.354123Z","iopub.execute_input":"2024-09-26T19:33:40.354629Z","iopub.status.idle":"2024-09-26T19:33:40.796792Z","shell.execute_reply.started":"2024-09-26T19:33:40.354585Z","shell.execute_reply":"2024-09-26T19:33:40.795382Z"},"trusted":true},"execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"## Qual café vende mais unidades?\n\n**Análise:** Além de verificar a receita, você pode querer saber quais cafés são mais populares em termos de volume de vendas (unidades vendidas).","metadata":{}},{"cell_type":"code","source":"# Contagem de unidades vendidas por café\ncoffee_count = df['coffee_name'].value_counts().reset_index()\n\n# Renomeando as colunas para tornar mais legível\ncoffee_count.columns = ['coffee_name', 'units_sold']\n\n# Exibir o resultado\nprint(coffee_count)\n","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:34:36.560153Z","iopub.execute_input":"2024-09-26T19:34:36.560614Z","iopub.status.idle":"2024-09-26T19:34:36.572503Z","shell.execute_reply.started":"2024-09-26T19:34:36.560571Z","shell.execute_reply":"2024-09-26T19:34:36.571228Z"},"trusted":true},"execution_count":29,"outputs":[{"name":"stdout","text":" coffee_name units_sold\n0 Americano with Milk 413\n1 Latte 370\n2 Cappuccino 254\n3 Americano 231\n4 Cortado 169\n5 Hot Chocolate 88\n6 Espresso 74\n7 Cocoa 54\n","output_type":"stream"}]},{"cell_type":"markdown","source":"`value_counts()`: Retorna uma série com a contagem de valores exclusivos.\n\n`reset_index():` Converte a série resultante em um DataFrame e redefine o índice.\n\n`columns`: Renomeia as colunas para facilitar a interpretação do conteúdo.","metadata":{}},{"cell_type":"code","source":"# Criar o gráfico de barras\nplt.figure(figsize=(10, 6))\nplt.bar(coffee_count['coffee_name'], coffee_count['units_sold'], color='skyblue')\n\n# Títulos e rótulos\nplt.title('Número de Unidades Vendidas por Tipo de Café', fontsize=16)\nplt.xlabel('Tipo de Café', fontsize=12)\nplt.ylabel('Unidades Vendidas', fontsize=12)\nplt.xticks(rotation=45)\nplt.grid(axis='y', linestyle='--', alpha=0.7)\n\n# Exibir o gráfico\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:36:32.173607Z","iopub.execute_input":"2024-09-26T19:36:32.174148Z","iopub.status.idle":"2024-09-26T19:36:32.634613Z","shell.execute_reply.started":"2024-09-26T19:36:32.174101Z","shell.execute_reply":"2024-09-26T19:36:32.633175Z"},"trusted":true},"execution_count":31,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"## Qual é o ticket médio de cada tipo de café?\n\n**Análise:** O ticket médio pode ser calculado dividindo a receita total pelo número de unidades vendidas de cada café. Isso ajuda a entender o valor médio de cada venda, o que é útil para promoções e precificação.","metadata":{}},{"cell_type":"code","source":"coffee_avg_ticket = df.groupby('coffee_name')['money'].mean().reset_index()\nprint(coffee_avg_ticket)\n","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:35:39.553135Z","iopub.execute_input":"2024-09-26T19:35:39.553652Z","iopub.status.idle":"2024-09-26T19:35:39.567456Z","shell.execute_reply.started":"2024-09-26T19:35:39.553608Z","shell.execute_reply":"2024-09-26T19:35:39.565873Z"},"trusted":true},"execution_count":30,"outputs":[{"name":"stdout","text":" coffee_name money\n0 Americano 26.284762\n1 Americano with Milk 30.630363\n2 Cappuccino 36.364961\n3 Cocoa 35.546667\n4 Cortado 25.777988\n5 Espresso 20.994865\n6 Hot Chocolate 36.795000\n7 Latte 35.614270\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Em quais períodos as vendas de café aumentam ou diminuem?\n\n**Análise**: Uma análise de sazonalidade pode mostrar quando as vendas de café são mais fortes (por exemplo, durante o inverno ou ao longo do dia em determinados horários). Essa análise ajuda a ajustar estratégias de estoque e promoções.","metadata":{}},{"cell_type":"code","source":"df['month'] = df['datetime'].dt.month\nmonthly_sales = df.groupby('month')['money'].sum().reset_index()\nprint(monthly_sales)","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:36:54.049464Z","iopub.execute_input":"2024-09-26T19:36:54.049913Z","iopub.status.idle":"2024-09-26T19:36:54.063370Z","shell.execute_reply.started":"2024-09-26T19:36:54.049869Z","shell.execute_reply":"2024-09-26T19:36:54.061814Z"},"trusted":true},"execution_count":32,"outputs":[{"name":"stdout","text":" month money\n0 3 7050.20\n1 4 6720.56\n2 5 9063.42\n3 6 7758.76\n4 7 6915.94\n5 8 7613.84\n6 9 7080.96\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Devo aumentar o preço de um café popular?\n\nSe um café vende muito, mas tem um ticket médio baixo, pode valer a pena estudar um aumento de preço. Para isso, devemos comparar o volume de vendas de cada café com o ticket médio.","metadata":{}},{"cell_type":"code","source":"# Total de vendas por café\ncoffee_sales = df.groupby('coffee_name')['money'].sum().reset_index()\n\n# Contagem de unidades vendidas por café\ncoffee_count = df['coffee_name'].value_counts().reset_index()\ncoffee_count.columns = ['coffee_name', 'units_sold']\n\n# Ticket médio por café\ncoffee_avg_ticket = df.groupby('coffee_name')['money'].mean().reset_index()\ncoffee_avg_ticket.columns = ['coffee_name', 'avg_ticket']\n\n# Juntar as informações em um único dataframe\ncoffee_analysis = coffee_sales.merge(coffee_count, on='coffee_name').merge(coffee_avg_ticket, on='coffee_name')\ncoffee_analysis = coffee_analysis.sort_values(by='avg_ticket', ascending=True)\n\nprint(coffee_analysis)\n","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:36:59.391075Z","iopub.execute_input":"2024-09-26T19:36:59.391582Z","iopub.status.idle":"2024-09-26T19:36:59.423503Z","shell.execute_reply.started":"2024-09-26T19:36:59.391536Z","shell.execute_reply":"2024-09-26T19:36:59.422297Z"},"trusted":true},"execution_count":33,"outputs":[{"name":"stdout","text":" coffee_name money units_sold avg_ticket\n5 Espresso 1553.62 74 20.994865\n4 Cortado 4356.48 169 25.777988\n0 Americano 6071.78 231 26.284762\n1 Americano with Milk 12650.34 413 30.630363\n3 Cocoa 1919.52 54 35.546667\n7 Latte 13177.28 370 35.614270\n2 Cappuccino 9236.70 254 36.364961\n6 Hot Chocolate 3237.96 88 36.795000\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Devo aumentar o estoque de algum café?\n\nAo observar a sazonalidade e a popularidade de cada café, você pode ajustar o estoque para se preparar para picos de demanda.","metadata":{}},{"cell_type":"code","source":"# Adicionando uma coluna com o mês da venda\ndf['month'] = df['datetime'].dt.month\n\n# Agrupar vendas por café e mês\nmonthly_sales = df.groupby(['coffee_name', 'month'])['money'].sum().reset_index()\n\n# Identificar picos de demanda para ajustar estoque\nmonthly_sales_pivot = monthly_sales.pivot(index='month', columns='coffee_name', values='money')\n\nprint(monthly_sales_pivot)\n","metadata":{"execution":{"iopub.status.busy":"2024-09-26T19:37:17.120556Z","iopub.execute_input":"2024-09-26T19:37:17.121065Z","iopub.status.idle":"2024-09-26T19:37:17.148692Z","shell.execute_reply.started":"2024-09-26T19:37:17.121020Z","shell.execute_reply":"2024-09-26T19:37:17.147251Z"},"trusted":true},"execution_count":35,"outputs":[{"name":"stdout","text":"coffee_name Americano Americano with Milk Cappuccino Cocoa Cortado \\\nmonth \n3 1044.80 1154.00 780.50 232.20 869.20 \n4 1001.94 1407.74 1659.44 232.82 548.48 \n5 1348.80 1908.28 2078.44 340.76 474.64 \n6 390.88 2268.12 1735.12 189.88 530.48 \n7 858.12 1863.80 1079.64 300.28 322.28 \n8 851.74 2010.24 1115.88 361.02 920.80 \n9 575.50 2038.16 787.68 262.56 690.60 \n\ncoffee_name Espresso Hot Chocolate Latte \nmonth \n3 241.00 854.00 1874.50 \n4 171.00 506.02 1193.12 \n5 185.14 529.36 2198.00 \n6 230.20 528.08 1886.00 \n7 273.28 361.02 1857.52 \n8 253.68 196.92 1903.56 \n9 199.32 262.56 2264.58 \n","output_type":"stream"}]},{"cell_type":"markdown","source":"\n\n## 1. Quais cafés geram mais receita?\n\n- **Principais Cafés Lucrativos**: \n\n - **Latte**: $13,177.28\n \n - **Americano with Milk**: $12,650.34\n \n - **Cappuccino**: $9,236.70\n \n- **Análise**: O Latte é o café que mais gera receita, seguido pelo Americano with Milk e Cappuccino. Esses dados podem orientar decisões sobre promoções e marketing.\n\n\n## 2. Qual café vende mais unidades?\n\n- **Cafés Mais Vendidos por Volume**:\n\n - **Americano with Milk**: 413 unidades\n \n - **Latte**: 370 unidades\n \n - **Cappuccino**: 254 unidades\n \n- **Análise**: O Americano with Milk é o mais popular em termos de unidades vendidas, o que pode indicar uma forte preferência do cliente e uma oportunidade para promoções específicas.\n\n\n## 3. Qual é o ticket médio de cada tipo de café?\n\n- **Tickets Médios**:\n\n - **Americano**: $26.28\n \n - **Latte**: $35.61\n \n - **Cappuccino**: $36.36\n \n- **Análise**: O ticket médio é um indicador importante para definir estratégias de preços. Cafés como Cappuccino e Latte têm tickets médios mais altos, sugerindo um posicionamento de mercado premium.\n\n\n## 4. Em quais períodos as vendas de café aumentam ou diminuem?\n\n- **Análise Mensal das Vendas**:\n\n - As vendas variam ao longo dos meses, com um pico em maio e uma queda em abril.\n \n \n- **Análise**: Identificar esses padrões sazonais permite ajustar o estoque e as estratégias de marketing para maximizar as vendas durante os meses de alta demanda.\n\n\n## 5. Devo aumentar o preço de um café popular?\n\n- **Análise de Preço e Popularidade**:\n\n - **Espresso**: 74 unidades vendidas, ticket médio de $20.99\n \n - **Cortado**: 169 unidades vendidas, ticket médio de $25.78\n \n - **Americano with Milk**: 413 unidades vendidas, ticket médio de $30.63\n \n- **Análise**: Cafés com alta venda, como o Americano with Milk, podem ser considerados para um aumento de preço, especialmente se o ticket médio for inferior ao de cafés menos vendidos.\n\n\n## 6. Devo aumentar o estoque de algum café?\n\n- **Análise Mensal de Estoque**:\n\n - O estoque deve ser ajustado em meses como maio e junho, onde a demanda é alta para cafés como Americano with Milk e Latte.\n \n- **Análise**: Compreender a sazonalidade e a popularidade de cada café permitirá uma gestão de estoque mais eficiente, evitando faltas durante picos de demanda.","metadata":{}},{"cell_type":"markdown","source":"# Conclusão\n\nEste notebook forneceu uma análise abrangente das vendas de café, começando com uma Análise Exploratória de Dados (EDA) que permitiu entender a estrutura e a qualidade dos dados. Durante a EDA, foram identificados padrões iniciais e insights que serviram de base para análises mais profundas. A exploração das características dos dados, como volume de vendas e receitas, possibilitou uma compreensão clara das tendências de consumo.\n\nApós a EDA, uma análise de negócios detalhada foi realizada para responder a perguntas estratégicas sobre o desempenho dos diferentes tipos de café. Identificamos quais cafés geram mais receita, quais são mais populares em termos de unidades vendidas e como o ticket médio varia entre as opções. Também foi examinado as variações sazonais nas vendas e considera implicações práticas, como ajustes de preços e gerenciamento de estoque.\n","metadata":{}}]}