{ "cells": [ { "cell_type": "markdown", "id": "e1f10da1-7b22-4045-aa17-cd4185f0f192", "metadata": {}, "source": [ "# 💵 Descobrindo Padrões em Vendas" ] }, { "cell_type": "markdown", "id": "83125a61-f104-42d7-9bde-b88c3a5e37ba", "metadata": {}, "source": [ "### 📌 Objetivo" ] }, { "cell_type": "markdown", "id": "2ce6026e-bd89-4acb-8b1b-90c2407c1115", "metadata": {}, "source": [ "Analisar um dataset de vendas reais para desvendar os fatores que impulsionam o desempenho ao longo do tempo, combinando análise temporal avançada e segmentação detalhada, com o intuito de extrair insights acionáveis e preparar uma base robusta para modelos preditivos de Machine Learning." ] }, { "cell_type": "markdown", "id": "a890a6cd-785d-42a2-9468-73eebbce9a3c", "metadata": {}, "source": [ "### 🤔 Razão" ] }, { "cell_type": "markdown", "id": "36fafab4-127d-4cf9-9a3f-e60c09c30b7a", "metadata": {}, "source": [ "Escolhi este projeto como o ápice da minha jornada em EDA porque vendas são o coração de muitos negócios, e entender seus padrões é um desafio real e universal. Quis ir além do básico, explorando como o tempo, os clientes e as condições afetam os resultados, e transformar dados brutos em uma história que não só informe, mas também inspire soluções práticas e tecnológicas." ] }, { "cell_type": "markdown", "id": "5b5bc2e9-77e9-49db-b68b-c5d3d837e941", "metadata": {}, "source": [ "## 🛠️ 0. Configuração Inicial" ] }, { "cell_type": "code", "execution_count": 7, "id": "93c176db-5369-457f-8bc9-14675bfabf86", "metadata": {}, "outputs": [], "source": [ "# Initial Setup\n", "import pandas as pd # Data manipulation and analysis\n", "import numpy as np # Numerical operations\n", "import seaborn as sns # Statistical visualizations\n", "import matplotlib.pyplot as plt # Basic plotting\n", "import plotly.express as px # Interactive, simple charts\n", "import plotly.graph_objects as go # Customized interactive visualizations\n", "\n", "# Environment Configuration\n", "sns.set_style(\"whitegrid\") # Set clean visual style for charts\n", "plt.rcParams[\"figure.figsize\"] = (10, 6) # Default figure size for consistency" ] }, { "cell_type": "markdown", "id": "c825dd5b-7905-4cd5-b00f-2bdb86becea9", "metadata": {}, "source": [ "Para descobrir o que impulsiona, influencia e aumenta as vendas, escolhi ferramentas robustas para análise, exploração, tratamento e visualização de dados, combinadas com insights estatísticos de explorações anteriores." ] }, { "cell_type": "markdown", "id": "97cf5f69-71d7-4597-8c54-69e6d4828133", "metadata": {}, "source": [ "## 🔋 1. Carregando e Compreendendo os Dados" ] }, { "cell_type": "code", "execution_count": 10, "id": "558e2d62-46dc-473c-bd5b-484655c9bb9e", "metadata": {}, "outputs": [], "source": [ "# Reading the Superstore Sales Dataset\n", "df = pd.read_csv(\"superstoresales.csv\") # Load sales data from CSV file" ] }, { "cell_type": "code", "execution_count": 11, "id": "31cb7dbf-2c11-4fbe-bcba-80048fab9c5b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 9800 entries, 0 to 9799\n", "Data columns (total 18 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Row ID 9800 non-null int64 \n", " 1 Order ID 9800 non-null object \n", " 2 Order Date 9800 non-null object \n", " 3 Ship Date 9800 non-null object \n", " 4 Ship Mode 9800 non-null object \n", " 5 Customer ID 9800 non-null object \n", " 6 Customer Name 9800 non-null object \n", " 7 Segment 9800 non-null object \n", " 8 Country 9800 non-null object \n", " 9 City 9800 non-null object \n", " 10 State 9800 non-null object \n", " 11 Postal Code 9789 non-null float64\n", " 12 Region 9800 non-null object \n", " 13 Product ID 9800 non-null object \n", " 14 Category 9800 non-null object \n", " 15 Sub-Category 9800 non-null object \n", " 16 Product Name 9800 non-null object \n", " 17 Sales 9800 non-null float64\n", "dtypes: float64(2), int64(1), object(15)\n", "memory usage: 1.3+ MB\n" ] } ], "source": [ "# Gathering Basic Information\n", "df.info() # Display dataset structure and data types" ] }, { "cell_type": "markdown", "id": "d0a076a3-1304-4b97-a815-95f7e89edd73", "metadata": {}, "source": [ "A análise inicial revelou ações necessárias:\n", "\n", "1. Eliminar a coluna `Row ID`, redundante com o índice do Pandas, para simplificar o dataset.\n", "2. Predominam variáveis categóricas; apenas `Postal Code` e `Sales` são numéricas, limitando estatísticas aos valores de venda e exigindo transformações em outras colunas.\n", "3. Existem 11 valores nulos em `Postal Code`, o que demanda estratégias específicas de tratamento." ] }, { "cell_type": "code", "execution_count": 13, "id": "b75e527d-9df6-4e3d-98cb-9e5c2d8cab8f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Row IDOrder IDOrder DateShip DateShip ModeCustomer IDCustomer NameSegmentCountryCityStatePostal CodeRegionProduct IDCategorySub-CategoryProduct NameSales
01CA-2017-15215608/11/201711/11/2017Second ClassCG-12520Claire GuteConsumerUnited StatesHendersonKentucky42420.0SouthFUR-BO-10001798FurnitureBookcasesBush Somerset Collection Bookcase261.9600
12CA-2017-15215608/11/201711/11/2017Second ClassCG-12520Claire GuteConsumerUnited StatesHendersonKentucky42420.0SouthFUR-CH-10000454FurnitureChairsHon Deluxe Fabric Upholstered Stacking Chairs,...731.9400
23CA-2017-13868812/06/201716/06/2017Second ClassDV-13045Darrin Van HuffCorporateUnited StatesLos AngelesCalifornia90036.0WestOFF-LA-10000240Office SuppliesLabelsSelf-Adhesive Address Labels for Typewriters b...14.6200
34US-2016-10896611/10/201618/10/2016Standard ClassSO-20335Sean O'DonnellConsumerUnited StatesFort LauderdaleFlorida33311.0SouthFUR-TA-10000577FurnitureTablesBretford CR4500 Series Slim Rectangular Table957.5775
45US-2016-10896611/10/201618/10/2016Standard ClassSO-20335Sean O'DonnellConsumerUnited StatesFort LauderdaleFlorida33311.0SouthOFF-ST-10000760Office SuppliesStorageEldon Fold 'N Roll Cart System22.3680
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" ], "text/plain": [ " Row ID Order ID Order Date Ship Date Ship Mode Customer ID \\\n", "0 1 CA-2017-152156 08/11/2017 11/11/2017 Second Class CG-12520 \n", "1 2 CA-2017-152156 08/11/2017 11/11/2017 Second Class CG-12520 \n", "2 3 CA-2017-138688 12/06/2017 16/06/2017 Second Class DV-13045 \n", "3 4 US-2016-108966 11/10/2016 18/10/2016 Standard Class SO-20335 \n", "4 5 US-2016-108966 11/10/2016 18/10/2016 Standard Class SO-20335 \n", "\n", " Customer Name Segment Country City State \\\n", "0 Claire Gute Consumer United States Henderson Kentucky \n", "1 Claire Gute Consumer United States Henderson Kentucky \n", "2 Darrin Van Huff Corporate United States Los Angeles California \n", "3 Sean O'Donnell Consumer United States Fort Lauderdale Florida \n", "4 Sean O'Donnell Consumer United States Fort Lauderdale Florida \n", "\n", " Postal Code Region Product ID Category Sub-Category \\\n", "0 42420.0 South FUR-BO-10001798 Furniture Bookcases \n", "1 42420.0 South FUR-CH-10000454 Furniture Chairs \n", "2 90036.0 West OFF-LA-10000240 Office Supplies Labels \n", "3 33311.0 South FUR-TA-10000577 Furniture Tables \n", "4 33311.0 South OFF-ST-10000760 Office Supplies Storage \n", "\n", " Product Name Sales \n", "0 Bush Somerset Collection Bookcase 261.9600 \n", "1 Hon Deluxe Fabric Upholstered Stacking Chairs,... 731.9400 \n", "2 Self-Adhesive Address Labels for Typewriters b... 14.6200 \n", "3 Bretford CR4500 Series Slim Rectangular Table 957.5775 \n", "4 Eldon Fold 'N Roll Cart System 22.3680 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Previewing the Dataset\n", "df.head() # Show first 5 rows to understand data layout" ] }, { "cell_type": "code", "execution_count": 14, "id": "591d9b86-5160-4e75-a2c7-e3f5d4285770", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Row ID int64\n", "Order ID object\n", "Order Date object\n", "Ship Date object\n", "Ship Mode object\n", "Customer ID object\n", "Customer Name object\n", "Segment object\n", "Country object\n", "City object\n", "State object\n", "Postal Code float64\n", "Region object\n", "Product ID object\n", "Category object\n", "Sub-Category object\n", "Product Name object\n", "Sales float64\n", "dtype: object" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking the type of each column\n", "df.dtypes" ] }, { "cell_type": "code", "execution_count": 15, "id": "5d271b58-d902-4c70-a625-2b544c969a57", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Row IDPostal CodeSales
count9800.0000009789.0000009800.000000
mean4900.50000055273.322403230.769059
std2829.16065332041.223413626.651875
min1.0000001040.0000000.444000
25%2450.75000023223.00000017.248000
50%4900.50000058103.00000054.490000
75%7350.25000090008.000000210.605000
max9800.00000099301.00000022638.480000
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" ], "text/plain": [ " Row ID Postal Code Sales\n", "count 9800.000000 9789.000000 9800.000000\n", "mean 4900.500000 55273.322403 230.769059\n", "std 2829.160653 32041.223413 626.651875\n", "min 1.000000 1040.000000 0.444000\n", "25% 2450.750000 23223.000000 17.248000\n", "50% 4900.500000 58103.000000 54.490000\n", "75% 7350.250000 90008.000000 210.605000\n", "max 9800.000000 99301.000000 22638.480000" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Analyzing Numerical Distribution\n", "df.describe() # Summarize statistical properties of all numerical columns" ] }, { "cell_type": "markdown", "id": "1bfe2908-5722-4a79-bf9c-ac9d28ab0b62", "metadata": {}, "source": [ "Algumas análises iniciais revelam informações valiosas:\n", "\n", "1. Dados consistentes (Não possuímos `Sales` ou `Postal Code` negativos)\n", "2. Presença de outliers superiores (o valor máximo excede significativamente o terceiro quartil)\n", "3. Variáveis de data não estão no formato correto\n", "\n", "Vamos explorar os nomes das colunas para identificar relações iniciais e planejar análises futuras." ] }, { "cell_type": "code", "execution_count": 17, "id": "71a4471a-0dfc-424f-8b70-af92881dfe1a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Row ID', 'Order ID', 'Order Date', 'Ship Date', 'Ship Mode',\n", " 'Customer ID', 'Customer Name', 'Segment', 'Country', 'City', 'State',\n", " 'Postal Code', 'Region', 'Product ID', 'Category', 'Sub-Category',\n", " 'Product Name', 'Sales'],\n", " dtype='object')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking Column Names for Initial Pattern Identification\n", "df.columns # List all column names to explore potential relationships" ] }, { "cell_type": "markdown", "id": "9bea2964-a1aa-4cb8-a3fb-3ffad5911ab2", "metadata": {}, "source": [ "É possível idenficiar uma coluna com nomes (`Customer Name`). Apesar de fictícios, por ética e aplicabilidade real, optarei por removê-la, usando `Customer ID` para relações futuras.\n", "\n", "A partir dos nomes das colunas, destaco relações iniciais:\n", "\n", "1. Datas (`Order Date`, `Ship Date`) combinadas com parâmetros como cidade, país, segmento e região podem revelar distribuições e períodos ideais para campanhas, com datas como forte variável independente.\n", "2. Produtos (`Product ID`), segmentos (`Segment`) e categorias (`Category`) versus regiões (`Region`) mostram potencial para análises promissoras.\n", "3. Entrega (`Ship Mode`, datas) pode influenciar vendas por região, sugerindo relações a explorar.\n", "\n", "A riqueza e variedade do dataset, com múltiplas combinações possíveis, tornam este projeto relevante, aplicável e cheio de potencial." ] }, { "cell_type": "markdown", "id": "b264333d-1b2c-42c9-90ce-bdb68312c992", "metadata": {}, "source": [ "## 🧼 2. Limpeza e Preparação dos Dados" ] }, { "cell_type": "markdown", "id": "279b125b-b36c-444d-a9f4-989707f9485b", "metadata": {}, "source": [ "Vamos começar com os os passos que já determinamos anteriormente:\n", "\n", "1. Remover colunas `Row ID` e `Customer Name`\n", "2. Tratar as colunas com Data\n", "3. Lidar com os nulos\n", "\n", "E depois vamos seguir com duplicatas e outliers" ] }, { "cell_type": "code", "execution_count": 21, "id": "9c18a30d-5555-4241-b11b-672fc6110a66", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Order ID', 'Order Date', 'Ship Date', 'Ship Mode', 'Customer ID',\n", " 'Segment', 'Country', 'City', 'State', 'Postal Code', 'Region',\n", " 'Product ID', 'Category', 'Sub-Category', 'Product Name', 'Sales'],\n", " dtype='object')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Dropping Unnecessary Columns\n", "df.drop(columns=['Row ID', 'Customer Name'], axis=1, inplace=True) # Remove redundant and ethically sensitive columns\n", "\n", "# Verifying Remaining Columns\n", "df.columns # Display updated column list after removal" ] }, { "cell_type": "markdown", "id": "40927ff6-4870-492f-84c1-84f09dbf2f06", "metadata": {}, "source": [ "Vamos transformar as datas em tipos de dados que podemos utilizar em nossa análise (`datetime`).\n", "\n", "Primeiro, confirmando quais colunas são de data:" ] }, { "cell_type": "code", "execution_count": 23, "id": "a2e85b9d-3309-45de-8fb0-4eefda1e4a44", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Order IDOrder DateShip DateShip ModeCustomer IDSegmentCountryCityStatePostal CodeRegionProduct IDCategorySub-CategoryProduct NameSales
0CA-2017-15215608/11/201711/11/2017Second ClassCG-12520ConsumerUnited StatesHendersonKentucky42420.0SouthFUR-BO-10001798FurnitureBookcasesBush Somerset Collection Bookcase261.96
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" ], "text/plain": [ " Order ID Order Date Ship Date Ship Mode Customer ID Segment \\\n", "0 CA-2017-152156 08/11/2017 11/11/2017 Second Class CG-12520 Consumer \n", "\n", " Country City State Postal Code Region Product ID \\\n", "0 United States Henderson Kentucky 42420.0 South FUR-BO-10001798 \n", "\n", " Category Sub-Category Product Name Sales \n", "0 Furniture Bookcases Bush Somerset Collection Bookcase 261.96 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking the first row just to see wich columns have the data structure\n", "df.head(1)" ] }, { "cell_type": "markdown", "id": "1b703500-8774-487b-b089-2d756f28e741", "metadata": {}, "source": [ "Assim como o nome (`Date`) sugere, temos duas colunas com data (`Order Date` e `Ship Date`), vamos modificá-las." ] }, { "cell_type": "code", "execution_count": 25, "id": "05616c8a-d428-49e0-9a02-3e24f2ba9bd5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 9800 entries, 0 to 9799\n", "Data columns (total 16 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Order ID 9800 non-null object \n", " 1 Order Date 9800 non-null datetime64[ns]\n", " 2 Ship Date 9800 non-null datetime64[ns]\n", " 3 Ship Mode 9800 non-null object \n", " 4 Customer ID 9800 non-null object \n", " 5 Segment 9800 non-null object \n", " 6 Country 9800 non-null object \n", " 7 City 9800 non-null object \n", " 8 State 9800 non-null object \n", " 9 Postal Code 9789 non-null float64 \n", " 10 Region 9800 non-null object \n", " 11 Product ID 9800 non-null object \n", " 12 Category 9800 non-null object \n", " 13 Sub-Category 9800 non-null object \n", " 14 Product Name 9800 non-null object \n", " 15 Sales 9800 non-null float64 \n", "dtypes: datetime64[ns](2), float64(2), object(12)\n", "memory usage: 1.2+ MB\n" ] } ], "source": [ "# Converting date columns to datetime format (dd/mm/yyyy)\n", "df['Order Date'] = pd.to_datetime(df['Order Date'], format='%d/%m/%Y')\n", "df['Ship Date'] = pd.to_datetime(df['Ship Date'], format='%d/%m/%Y')\n", "\n", "# Checking\n", "df.info()" ] }, { "cell_type": "markdown", "id": "d0e3bdb3-c2ef-48dd-92cb-6c4c3181074f", "metadata": {}, "source": [ "Tudo certo, indo para os nulos agora.\n", "\n", "Remover a quantidade de nulos (11 `Postal Code`) não impactará significativamente um dataset com cerca de 10.000 entradas. \n", "\n", "Mas vamos analisar os dados antes:" ] }, { "cell_type": "code", "execution_count": 27, "id": "a811d880-3fbd-4928-a912-3ff75221ef08", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Order IDOrder DateShip DateShip ModeCustomer IDSegmentCountryCityStatePostal CodeRegionProduct IDCategorySub-CategoryProduct NameSales
2234CA-2018-1040662018-12-052018-12-10Standard ClassQJ-19255CorporateUnited StatesBurlingtonVermontNaNEastTEC-AC-10001013TechnologyAccessoriesLogitech ClearChat Comfort/USB Headset H390205.03
5274CA-2016-1628872016-11-072016-11-09Second ClassSV-20785ConsumerUnited StatesBurlingtonVermontNaNEastFUR-CH-10000595FurnitureChairsSafco Contoured Stacking Chairs715.20
8798US-2017-1501402017-04-062017-04-10Standard ClassVM-21685Home OfficeUnited StatesBurlingtonVermontNaNEastTEC-PH-10002555TechnologyPhonesNortel Meridian M5316 Digital phone1294.75
9146US-2017-1655052017-01-232017-01-27Standard ClassCB-12535CorporateUnited StatesBurlingtonVermontNaNEastTEC-AC-10002926TechnologyAccessoriesLogitech Wireless Marathon Mouse M70599.98
9147US-2017-1655052017-01-232017-01-27Standard ClassCB-12535CorporateUnited StatesBurlingtonVermontNaNEastOFF-AR-10003477Office SuppliesArt4009 Highlighters8.04
9148US-2017-1655052017-01-232017-01-27Standard ClassCB-12535CorporateUnited StatesBurlingtonVermontNaNEastOFF-ST-10001526Office SuppliesStorageIceberg Mobile Mega Data/Printer Cart1564.29
9386US-2018-1272922018-01-192018-01-23Standard ClassRM-19375ConsumerUnited StatesBurlingtonVermontNaNEastOFF-PA-10000157Office SuppliesPaperXerox 19179.92
9387US-2018-1272922018-01-192018-01-23Standard ClassRM-19375ConsumerUnited StatesBurlingtonVermontNaNEastOFF-PA-10001970Office SuppliesPaperXerox 188112.28
9388US-2018-1272922018-01-192018-01-23Standard ClassRM-19375ConsumerUnited StatesBurlingtonVermontNaNEastOFF-AP-10000828Office SuppliesAppliancesAvanti 4.4 Cu. Ft. Refrigerator542.94
9389US-2018-1272922018-01-192018-01-23Standard ClassRM-19375ConsumerUnited StatesBurlingtonVermontNaNEastOFF-EN-10001509Office SuppliesEnvelopesPoly String Tie Envelopes2.04
9741CA-2016-1170862016-11-082016-11-12Standard ClassQJ-19255CorporateUnited StatesBurlingtonVermontNaNEastFUR-BO-10004834FurnitureBookcasesRiverside Palais Royal Lawyers Bookcase, Royal...4404.90
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" ], "text/plain": [ " Order ID Order Date Ship Date Ship Mode Customer ID \\\n", "2234 CA-2018-104066 2018-12-05 2018-12-10 Standard Class QJ-19255 \n", "5274 CA-2016-162887 2016-11-07 2016-11-09 Second Class SV-20785 \n", "8798 US-2017-150140 2017-04-06 2017-04-10 Standard Class VM-21685 \n", "9146 US-2017-165505 2017-01-23 2017-01-27 Standard Class CB-12535 \n", "9147 US-2017-165505 2017-01-23 2017-01-27 Standard Class CB-12535 \n", "9148 US-2017-165505 2017-01-23 2017-01-27 Standard Class CB-12535 \n", "9386 US-2018-127292 2018-01-19 2018-01-23 Standard Class RM-19375 \n", "9387 US-2018-127292 2018-01-19 2018-01-23 Standard Class RM-19375 \n", "9388 US-2018-127292 2018-01-19 2018-01-23 Standard Class RM-19375 \n", "9389 US-2018-127292 2018-01-19 2018-01-23 Standard Class RM-19375 \n", "9741 CA-2016-117086 2016-11-08 2016-11-12 Standard Class QJ-19255 \n", "\n", " Segment Country City State Postal Code Region \\\n", "2234 Corporate United States Burlington Vermont NaN East \n", "5274 Consumer United States Burlington Vermont NaN East \n", "8798 Home Office United States Burlington Vermont NaN East \n", "9146 Corporate United States Burlington Vermont NaN East \n", "9147 Corporate United States Burlington Vermont NaN East \n", "9148 Corporate United States Burlington Vermont NaN East \n", "9386 Consumer United States Burlington Vermont NaN East \n", "9387 Consumer United States Burlington Vermont NaN East \n", "9388 Consumer United States Burlington Vermont NaN East \n", "9389 Consumer United States Burlington Vermont NaN East \n", "9741 Corporate United States Burlington Vermont NaN East \n", "\n", " Product ID Category Sub-Category \\\n", "2234 TEC-AC-10001013 Technology Accessories \n", "5274 FUR-CH-10000595 Furniture Chairs \n", "8798 TEC-PH-10002555 Technology Phones \n", "9146 TEC-AC-10002926 Technology Accessories \n", "9147 OFF-AR-10003477 Office Supplies Art \n", "9148 OFF-ST-10001526 Office Supplies Storage \n", "9386 OFF-PA-10000157 Office Supplies Paper \n", "9387 OFF-PA-10001970 Office Supplies Paper \n", "9388 OFF-AP-10000828 Office Supplies Appliances \n", "9389 OFF-EN-10001509 Office Supplies Envelopes \n", "9741 FUR-BO-10004834 Furniture Bookcases \n", "\n", " Product Name Sales \n", "2234 Logitech ClearChat Comfort/USB Headset H390 205.03 \n", "5274 Safco Contoured Stacking Chairs 715.20 \n", "8798 Nortel Meridian M5316 Digital phone 1294.75 \n", "9146 Logitech Wireless Marathon Mouse M705 99.98 \n", "9147 4009 Highlighters 8.04 \n", "9148 Iceberg Mobile Mega Data/Printer Cart 1564.29 \n", "9386 Xerox 191 79.92 \n", "9387 Xerox 1881 12.28 \n", "9388 Avanti 4.4 Cu. Ft. Refrigerator 542.94 \n", "9389 Poly String Tie Envelopes 2.04 \n", "9741 Riverside Palais Royal Lawyers Bookcase, Royal... 4404.90 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking Entries with Null 'Postal Code'\n", "df[df['Postal Code'].isna()] # Filter rows where 'Postal Code' is null" ] }, { "cell_type": "markdown", "id": "062dbe13-27a7-4f0f-9cfd-b8872bb93546", "metadata": {}, "source": [ "Alguns desses registros são outliers (valores de venda acima de Q3 + desvio padrão), e sem saber a quantidade total de outliers, eles podem ser valiosos para análise. \n", "\n", "Possíveis abordagens: \n", "1. Verificar se os `Customer ID` ligados a esses `Postal Code` nulos têm outros registros com localidade exata (caso seja única). \n", "2. Excluir os dados nulos. \n", "\n", "Primeiro, vamos buscar outros registros desses `Customer ID` pra encontrar um `Postal Code` válido." ] }, { "cell_type": "code", "execution_count": 29, "id": "3d693cc8-6d3f-4979-9703-930fefe0fef3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Customer IDPostal Code
197VM-216857090.0
266CB-1253527514.0
1151CB-1253544221.0
1298QJ-1925555106.0
1646VM-2168519140.0
1647VM-2168519140.0
1661QJ-1925519143.0
1662QJ-1925519143.0
1683CB-1253594110.0
1758RM-1937577095.0
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" ], "text/plain": [ " Customer ID Postal Code\n", "197 VM-21685 7090.0\n", "266 CB-12535 27514.0\n", "1151 CB-12535 44221.0\n", "1298 QJ-19255 55106.0\n", "1646 VM-21685 19140.0\n", "1647 VM-21685 19140.0\n", "1661 QJ-19255 19143.0\n", "1662 QJ-19255 19143.0\n", "1683 CB-12535 94110.0\n", "1758 RM-19375 77095.0" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Identifying Customer IDs with Null 'Postal Code'\n", "null_customer_ids = df[df['Postal Code'] \\\n", ".isna()]['Customer ID'].unique() # Get unique Customer IDs with null Postal Code\n", "\n", "# Checking Other Records for These Customer IDs\n", "df[df['Customer ID']. \\\n", "isin(null_customer_ids)] \\\n", "[['Customer ID','Postal Code']] \\\n", ".head(10) # Filter all rows matching these Customer IDs and showing only the relevant information" ] }, { "cell_type": "markdown", "id": "74ee475f-bbd4-45a1-bc57-bd60ad2f25f2", "metadata": {}, "source": [ "Ao analisar os códigos postais de `Customer ID` em entradas sem `Postal Code`, notei que os valores variam, impedindo o preenchimento dos dados faltantes. \n", "\n", "Restam algumas opções: \n", "1. Manter os nulos em `Postal Code` e usá-los com cautela nas análises futuras. \n", "2. Avaliar a quantidade de outliers pra decidir o valor dessas entradas. \n", "3. Comparar análises antes e depois da remoção, usando dois dataframes. \n", "4. Criar um dataframe sem os nulos e replicar análises em paralelo. \n", "5. Remover completamente os dados com `Postal Code` nulo. \n", "\n", "Como as opções 2, 3 e 4 demandam esforço extra pra um projeto demonstrativo, e os 11 nulos representam menos de 1% do dataset, optei por removê-los, considerando o impacto mínimo." ] }, { "cell_type": "code", "execution_count": 31, "id": "4b4b76b1-7b05-4c4e-b303-398cd089e395", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Removing all entries with null 'Postal Code'\n", "df.dropna(subset=['Postal Code'], inplace=True) # Drop rows where Postal Code is null\n", "\n", "# Checking for remaining nulls in 'Postal Code'\n", "df['Postal Code'].isna().sum() # Sum the number of null values to verify removal" ] }, { "cell_type": "markdown", "id": "a201abc8-7d14-4748-88a9-1655a55c2b50", "metadata": {}, "source": [ "Vamos reavaliar o `describe` pra checar mudanças significativas após a remoção:" ] }, { "cell_type": "code", "execution_count": 33, "id": "532eb037-0746-4161-b8c3-01cf7bc3d438", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 9789.000000\n", "mean 230.116193\n", "std 625.302079\n", "min 0.444000\n", "25% 17.248000\n", "50% 54.384000\n", "75% 210.392000\n", "max 22638.480000\n", "Name: Sales, dtype: float64" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Reassessing Sales distribution after null removal\n", "df['Sales'].describe() # Display updated statistical summary of Sales column" ] }, { "cell_type": "markdown", "id": "2514666c-96f8-4e8b-8a05-0c014bbf8fcc", "metadata": {}, "source": [ "Ótimo, comparando média e desvio padrão antes e depois, a remoção dos nulos teve impacto estatístico mínimo, permitindo prosseguir sem preocupações.\n", "\n", "Agora vamos verificar duplicatas:" ] }, { "cell_type": "code", "execution_count": 35, "id": "deec508c-bd61-47b4-82c5-76e2ea253c76", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking for duplicate rows in the dataset\n", "df.duplicated().sum() # Count total number of duplicated entries" ] }, { "cell_type": "markdown", "id": "935316a9-a4a8-41e3-b7d2-0c9d697fe079", "metadata": {}, "source": [ "Com apenas uma duplicata, seu impacto é estatisticamente desprezível. \n", "\n", "Porém, considerando o contexto do dataset, um usuário pedir o mesmo produto, no mesmo lugar e dia, com o mesmo envio, é plausível — mas a diferença na ordem do pedido (`Order ID`) sugere um erro de entrada, justificando a remoção." ] }, { "cell_type": "code", "execution_count": 37, "id": "f3d0e4b6-fd31-4dc9-8d3f-d19460b1ac59", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Removing duplicate rows\n", "df.drop_duplicates(inplace=True) # Drop duplicate entries to ensure data integrity\n", "\n", "# Verifying removal of duplicates\n", "df.duplicated().sum() # Confirm no duplicates remain" ] }, { "cell_type": "markdown", "id": "27d9f284-92c4-4f7a-8cac-46831ae17cf9", "metadata": {}, "source": [ "Removido com sucesso, agora falta apenas os outliers." ] }, { "cell_type": "code", "execution_count": 39, "id": "d3d022fd-8a70-4078-95ac-14ffcaf24e9b", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data = df['Sales'])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8ed399c2-c731-4175-8978-67c875ea83ef", "metadata": {}, "source": [ "A visualização em caixa não se mostrou muito útil, então podemos normalizar os dados ou verificar a quantidade de outliers antes, para pensar em uma estratégia.\n", "\n", "Vamos primeiro analisar a quantidade de outliers:" ] }, { "cell_type": "code", "execution_count": 41, "id": "5d533943-7b96-4bbb-9b77-acc57015a7ea", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1145" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculating IQR for Sales to identify upper outliers\n", "Q1 = df['Sales'].quantile(0.25) # First quartile (25%)\n", "Q3 = df['Sales'].quantile(0.75) # Third quartile (75%)\n", "IQR = Q3 - Q1 # Interquartile range\n", "upper_bound = Q3 + 1.5 * IQR # Upper limit for outliers\n", "\n", "# Counting upper outliers\n", "df[df['Sales'] > upper_bound]['Sales'].count() # Number of values above upper bound" ] }, { "cell_type": "markdown", "id": "f3f45569-0b6e-4d7d-b5bf-e9ea9948a992", "metadata": {}, "source": [ "Com mais de 10% das entradas em `Sales` sendo outliers superiores, decidi investigar seu impacto antes de qualquer tratamento: \n", "\n", "O volume alto sugere que esses valores podem refletir vendas reais e excepcionais, como picos sazonais. Aqui estão as opções consideradas: \n", "1. Separar os outliers em um dataset à parte pra análise independente, preservando o original. \n", "2. Aplicar transformação log pra reduzir a escala dos extremos sem excluí-los. \n", "3. Remover os outliers pra focar nas vendas típicas, simplificando estatísticas. \n", "4. Limitar os valores ao teto do IQR (capping), equilibrando o dataset. \n", "5. Usar métricas robustas (ex.: mediana) pra ignorar os extremos sem alterá-los. \n", "\n", "Escolhi a primeira abordagem por priorizar a análise dos dados: ela permite comparar os datasets lado a lado e isolar os outliers pra identificar padrões específicos, como os cenários que levam a vendas de alto valor — um ponto particularmente valioso pra este estudo.\n", "\n", "Mas a separação será feita em um passo futuro, primeiro vamos tratar o dataset de uma forma em que todas as alterações necessárias sejam feitas." ] }, { "cell_type": "markdown", "id": "917307be-a053-42e6-935c-069888bba83b", "metadata": {}, "source": [ "## ⚙️ 3. Feature Engineering Temporal e Segmentada" ] }, { "cell_type": "markdown", "id": "e0174ce3-83f3-4866-9167-443745a76c4a", "metadata": {}, "source": [ "Pra manter consistência entre `df`, `df_outliers` e `df_typical`, vamos automatizar as alterações: uma função atualizará os subconjuntos após cada mudança no dataset principal. \n", "\n", "Primeiro passo: definir a função de separação e aplicar as features temporais iniciais em `df`." ] }, { "cell_type": "markdown", "id": "efc3f263-dc7c-4087-83f2-fc99d3524097", "metadata": {}, "source": [ "#### Temporal" ] }, { "cell_type": "markdown", "id": "5d933550-1084-492b-987e-09733f842514", "metadata": {}, "source": [ "Primeiro passo: extrair componentes temporais de `Order Date` pra criar colunas como dia da semana, mês e ano, permitindo explorar sazonalidade e tendências." ] }, { "cell_type": "code", "execution_count": 47, "id": "bd6400f1-730f-4076-a37f-f3883101281a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Order ID', 'Order Date', 'Ship Date', 'Ship Mode', 'Customer ID',\n", " 'Segment', 'Country', 'City', 'State', 'Postal Code', 'Region',\n", " 'Product ID', 'Category', 'Sub-Category', 'Product Name', 'Sales',\n", " 'Order Day of Week', 'Order Month', 'Order Year'],\n", " dtype='object')" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Adding initial temporal features to df\n", "df['Order Day of Week'] = df['Order Date'].dt.day_name() # Day of week (e.g., Monday)\n", "df['Order Month'] = df['Order Date'].dt.month_name() # Month name (e.g., January)\n", "df['Order Year'] = df['Order Date'].dt.year # Year (e.g., 2020)\n", "\n", "# Checking\n", "df.columns" ] }, { "cell_type": "markdown", "id": "ae8e2d5e-5bf4-430e-81cf-10c4b6960795", "metadata": {}, "source": [ "As novas colunas — `Order Day of Week`, `Order Month` e `Order Year` — foram criadas com sucesso a partir de `Order Date`. Agora podemos analisar vendas por dia da semana (ex.: \"sextas vendem mais?\") ou sazonalidade anual (ex.: \"dezembro lidera?\"). Os dados estão prontos pra primeiras visualizações temporais. \n", "\n", "Próximo passo: adicionar features como trimestre e tempo de entrega com diferença entre `Order Date` e `Ship Date` pra aprofundar a análise temporal." ] }, { "cell_type": "code", "execution_count": 49, "id": "4d2d2d0c-ac21-45a7-a466-dc60397b372b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Order ID Order Date Ship Date Ship Mode Customer ID Segment \\\n", "0 CA-2017-152156 2017-11-08 2017-11-11 Second Class CG-12520 Consumer \n", "\n", " Country City State Postal Code ... Product ID \\\n", "0 United States Henderson Kentucky 42420.0 ... FUR-BO-10001798 \n", "\n", " Category Sub-Category Product Name Sales \\\n", "0 Furniture Bookcases Bush Somerset Collection Bookcase 261.96 \n", "\n", " Order Day of Week Order Month Order Year Delivery Time Order Quarter \n", "0 Wednesday November 2017 3 4 \n", "\n", "[1 rows x 21 columns]" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Adding delivery time feature (difference between Ship Date and Order Date)\n", "df['Delivery Time'] = (df['Ship Date'] - df['Order Date']).dt.days # Delivery time in days\n", "\n", "# Adding quarter feature from Order Date\n", "df['Order Quarter'] = df['Order Date'].dt.quarter # Quarter (1 to 4)\n", "\n", "# Checking \n", "df.head(1)" ] }, { "cell_type": "markdown", "id": "03b25e5a-9460-42a5-863f-b533e6bd7d2b", "metadata": {}, "source": [ "As features `Delivery Time` e `Order Quarter` foram adicionadas com sucesso: o tempo de entrega (em dias) mostra o intervalo entre pedido e envio, enquanto o trimestre divide o ano em Q1 a Q4.\n", "\n", "Agora, vamos criar colunas de médias móveis de vendas e features segmentadas, como ticket médio e vendas por região. Combinações serão exploradas só nas visualizações. Mas primeiro iremos separar os datasets, as mudanças futuras irão afetar cada dataset de uma forma diferente." ] }, { "cell_type": "code", "execution_count": 51, "id": "3c38d411-be92-46d8-ae66-593fd6afb230", "metadata": {}, "outputs": [], "source": [ "# Creating two datasets\n", "df_outliers = df[df['Sales'] > upper_bound] # Dataset with upper outliers\n", "df_typical = df[df['Sales'] <= upper_bound] # Dataset with typical values\n", "\n", "# Resetting index for the outliers dataset\n", "df_outliers.reset_index(drop=True, inplace=True) # Reindex outliers subset\n", "\n", "# Resetting index for the typical dataset\n", "df_typical.reset_index(drop=True, inplace=True) # Reindex typical values subset" ] }, { "cell_type": "markdown", "id": "29f2400d-2a26-4ed7-bcd4-b1ba79ac7552", "metadata": {}, "source": [ "Próximo passo: adicionar `Sales_Moving_Avg`, `Avg_Ticket_Customer` e `Sales_per_Region`." ] }, { "cell_type": "code", "execution_count": 53, "id": "3a30ae11-fc34-41f2-bf55-5506bde77f02", "metadata": {}, "outputs": [], "source": [ "def sales_moving_avg(dataframe):\n", " # Ensuring df is sorted by Order Date for correct moving average\n", " dataframe = dataframe.sort_values('Order Date') # Sort by Order Date chronologically\n", " \n", " # Aggregating Sales by Order Date\n", " df_daily = dataframe.groupby('Order Date')['Sales'].sum().reset_index() # Sum Sales per day\n", " \n", " # Calculating moving average of daily Sales (7-day window)\n", " df_daily['Sales_Moving_Avg'] = df_daily['Sales'].rolling(window=7, min_periods=1).mean()\n", " \n", " # Merging back to original df (optional, if you want the column in df)\n", " dataframe = dataframe.merge(df_daily[['Order Date', 'Sales_Moving_Avg']], on='Order Date', how='left')\n", "\n", " return dataframe\n", "\n", "df_typical = sales_moving_avg(df_typical)\n", "df_outliers = sales_moving_avg(df_outliers)" ] }, { "cell_type": "code", "execution_count": 54, "id": "9be54769-0be4-46bd-891b-bb3bebc1c120", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Order DateSales_Moving_Avg
02015-01-063939.760000
12015-01-063939.760000
22015-01-063939.760000
32015-01-133515.435000
42015-01-133515.435000
52015-01-133515.435000
62015-01-133515.435000
72015-01-202932.913333
82015-01-202932.913333
92015-02-112513.740000
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" ], "text/plain": [ " Order Date Sales_Moving_Avg\n", "0 2015-01-06 3939.760000\n", "1 2015-01-06 3939.760000\n", "2 2015-01-06 3939.760000\n", "3 2015-01-13 3515.435000\n", "4 2015-01-13 3515.435000\n", "5 2015-01-13 3515.435000\n", "6 2015-01-13 3515.435000\n", "7 2015-01-20 2932.913333\n", "8 2015-01-20 2932.913333\n", "9 2015-02-11 2513.740000" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking\n", "df_outliers[['Order Date','Sales_Moving_Avg']].head(10)" ] }, { "cell_type": "markdown", "id": "125b8dde-7bf6-4d4f-90d1-686b356ddd57", "metadata": {}, "source": [ "#### Segmentada" ] }, { "cell_type": "code", "execution_count": 56, "id": "4965f246-f54f-4c80-a17e-7cc335f17aed", "metadata": {}, "outputs": [], "source": [ "# Segmented features\n", "def segmented_features(dataframe):\n", " # Average ticket per customer (mean Sales per Customer ID)\n", " avg_ticket = dataframe.groupby('Customer ID')['Sales'].mean().reset_index(name='Avg_Ticket_Customer')\n", " dataframe = dataframe.merge(avg_ticket, on='Customer ID', how='left')\n", " \n", " # Total sales per region (sum of Sales per Region)\n", " sales_region = dataframe.groupby('Region')['Sales'].sum().reset_index(name='Sales_per_Region')\n", " dataframe = dataframe.merge(sales_region, on='Region', how='left')\n", "\n", " return dataframe\n", "\n", "df_typical = segmented_features(df_typical)\n", "df_outliers = segmented_features(df_outliers)" ] }, { "cell_type": "code", "execution_count": 57, "id": "304378c0-d973-40a5-a1af-108faf6ded39", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Customer IDAvg_Ticket_CustomerRegionSales_per_Region
0DP-1300059.834933Central179707.4458
1PO-19195105.685800Central179707.4458
2PO-19195105.685800Central179707.4458
3PO-19195105.685800Central179707.4458
4MB-1808589.007000East228163.3060
5ME-17320127.699250South126025.0775
6JO-15145102.945818South126025.0775
7ME-17320127.699250South126025.0775
8ME-17320127.699250South126025.0775
9LS-1723061.480000West269677.1345
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" ], "text/plain": [ " Customer ID Avg_Ticket_Customer Region Sales_per_Region\n", "0 DP-13000 59.834933 Central 179707.4458\n", "1 PO-19195 105.685800 Central 179707.4458\n", "2 PO-19195 105.685800 Central 179707.4458\n", "3 PO-19195 105.685800 Central 179707.4458\n", "4 MB-18085 89.007000 East 228163.3060\n", "5 ME-17320 127.699250 South 126025.0775\n", "6 JO-15145 102.945818 South 126025.0775\n", "7 ME-17320 127.699250 South 126025.0775\n", "8 ME-17320 127.699250 South 126025.0775\n", "9 LS-17230 61.480000 West 269677.1345" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking\n", "df_typical[['Customer ID','Avg_Ticket_Customer','Region','Sales_per_Region']].head(10)" ] }, { "cell_type": "markdown", "id": "a4f55784-33fd-460f-8019-dc7c40f15864", "metadata": {}, "source": [ "As colunas `Sales_Moving_Avg` (média móvel de 7 dias), `Avg_Ticket_Customer` (ticket médio por cliente) e `Sales_per_Region` (vendas totais por região) foram criadas e integradas ao `df`. Isso nos dá uma base sólida pra explorar tendências e segmentações. " ] }, { "cell_type": "markdown", "id": "88e43e93-69ea-4e49-99bc-736c3daa90f1", "metadata": {}, "source": [ "Como a disposição dos dados foi tratada antes da feature engineering, as insconsistências e nulos não serão um problema. Podemos seguir para a análise temporal exploratória." ] }, { "cell_type": "markdown", "id": "82e08942-d682-4e7b-9b28-3eda48747b8a", "metadata": {}, "source": [ "## 📈 4. Análise Exploratória Temporal e Segmentada" ] }, { "cell_type": "markdown", "id": "be286b23-41db-49e5-bbe0-f31276e31a64", "metadata": {}, "source": [ "Iniciamos a Análise Temporal Exploratória pra revelar padrões de vendas no Superstore Dataset. O primeiro passo é visualizar as séries temporais de `Sales`, comparando o dataset sem outliers (`df_typical`) e com outliers (`df_outliers`) lado a lado, pra entender tendências gerais e picos excepcionais. \n", "\n", "Usaremos Plotly pra gráficos interativos, destacando o comportamento temporal." ] }, { "cell_type": "code", "execution_count": 62, "id": "4993ef83-22e8-469d-b3c0-1b89e161ffef", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "mode": "lines", "name": "Vendas Típicas", "type": "scatter", "x": [ "2015-01-03T00:00:00", "2015-01-04T00:00:00", "2015-01-04T00:00:00", "2015-01-04T00:00:00", "2015-01-05T00:00:00", "2015-01-06T00:00:00", "2015-01-06T00:00:00", "2015-01-06T00:00:00", "2015-01-06T00:00:00", "2015-01-06T00:00:00", "2015-01-06T00:00:00", "2015-01-07T00:00:00", "2015-01-07T00:00:00", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from plotly.subplots import make_subplots\n", "\n", "# Creating subplot layout (1 row, 2 columns)\n", "fig = make_subplots(rows=1, cols=2, subplot_titles=('Vendas Típicas', 'Vendas Excepcionais'))\n", "\n", "# Plotting Sales for full dataset\n", "fig.add_trace(\n", " go.Scatter(x=df_typical['Order Date'], y=df_typical['Sales'], mode='lines', name='Vendas Típicas'),\n", " row=1, col=1\n", ")\n", "\n", "# Plotting Sales for outliers dataset\n", "fig.add_trace(\n", " go.Scatter(x=df_outliers['Order Date'], y=df_outliers['Sales'], mode='lines', name='Vendas Excepcionais'),\n", " row=1, col=2\n", ")\n", "\n", "# Updating layout\n", "fig.update_layout(\n", " title_text=\"Vendas ao Longo do Tempo: Típicas vs. Excepcionais\",\n", " height=500, width=1000,\n", " showlegend=True\n", ")\n", "\n", "# Display the plot\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "f5113e48-5506-47b3-aeac-1a8cd4829b28", "metadata": {}, "source": [ "O gráfico interativo mostra `Sales` ao longo do tempo em `df_typical` e `df_outliers` lado a lado. A interatividade do Plotly permite explorar detalhes (ex.: datas específicas de alta). \n", "\n", "Próximo passo: comparar `Sales` com `Sales_Moving_Avg` pra analisar tendências suavizadas em ambos os datasets." ] }, { "cell_type": "code", "execution_count": 64, "id": "37d2fd8c-2686-495f-aa80-c78d1ea7cbe9", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "mode": "lines", "name": "Média Móvel (Típicas)", "type": "scatter", "x": [ "2015-01-03T00:00:00", "2015-01-04T00:00:00", "2015-01-04T00:00:00", "2015-01-04T00:00:00", "2015-01-05T00:00:00", "2015-01-06T00:00:00", "2015-01-06T00:00:00", "2015-01-06T00:00:00", "2015-01-06T00:00:00", "2015-01-06T00:00:00", "2015-01-06T00:00:00", "2015-01-07T00:00:00", "2015-01-07T00:00:00", "2015-01-09T00:00:00", "2015-01-09T00:00:00", "2015-01-10T00:00:00", "2015-01-10T00:00:00", "2015-01-11T00:00:00", "2015-01-13T00:00:00", "2015-01-13T00:00:00", 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"white", "zerolinewidth": 2 } } }, "title": { "text": "Média Móvel de Vendas ao Longo do Tempo: Típicas vs. Excepcionais" }, "width": 1000, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 0.45 ], "range": [ "2015-01-03", "2018-12-30" ], "type": "date" }, "xaxis2": { "anchor": "y2", "autorange": true, "domain": [ 0.55, 1 ], "range": [ "2015-01-06", "2018-12-29" ], "type": "date" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ -84.59594444444443, 1936.2829444444442 ], "type": "linear" }, "yaxis2": { "anchor": "x2", "autorange": true, "domain": [ 0, 1 ], "range": [ 435.845896825397, 5847.556531746031 ], "type": "linear" } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Creating subplot layout (1 row, 2 columns)\n", "fig = make_subplots(rows=1, cols=2, subplot_titles=('Média Móvel - Vendas Típicas', 'Média Móvel - Vendas Excepcionais'))\n", "\n", "# Plotting Sales Moving Average for typical dataset\n", "fig.add_trace(\n", " go.Scatter(x=df_typical['Order Date'], y=df_typical['Sales_Moving_Avg'], mode='lines', name='Média Móvel (Típicas)'),\n", " row=1, col=1\n", ")\n", "\n", "# Plotting Sales Moving Average for outliers dataset\n", "fig.add_trace(\n", " go.Scatter(x=df_outliers['Order Date'], y=df_outliers['Sales_Moving_Avg'], mode='lines', name='Média Móvel (Excepcionais)'),\n", " row=1, col=2\n", ")\n", "\n", "# Updating layout\n", "fig.update_layout(\n", " title_text=\"Média Móvel de Vendas ao Longo do Tempo: Típicas vs. Excepcionais\",\n", " height=500, width=1000,\n", " showlegend=True\n", ")\n", "\n", "# Display the plot\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "be75b8df-062e-43e3-9495-46a93aa44827", "metadata": {}, "source": [ "Analisando `Sales_Moving_Avg`, observei que, em `df_typical`, a média móvel das vendas cresce ao longo do tempo e dentro de cada ano: aumenta do início ao fim (pico em meses finais) e depois cai, com uma tendência geral de alta anual. \n", "\n", "Já em `df_outliers`, não há um padrão claro de crescimento contínuo — os outliers mostram picos pontuais em épocas específicas, semelhantes aos de `Sales`, indicando que vendas excepcionais estão ligadas a eventos ou condições localizadas, não a uma evolução constante." ] }, { "cell_type": "code", "execution_count": 66, "id": "60bdde4c-68a2-4666-85a6-bd2b82c1f1d5", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Vendas Típicas", "type": "bar", "x": [ "January", "February", "March", "April", "May", "June", "July", "August", "September", "October", "November", "December" 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Aggregating Sales by Order Day of Week\n", "def week_day(dataframe):\n", " week_days = dataframe.groupby('Order Day of Week')['Sales'].sum().reindex([\n", " 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday'\n", "])\n", " return week_days\n", "\n", "# Creating subplot layout (1 row, 2 columns)\n", "fig = make_subplots(rows=1, cols=2, subplot_titles=('Sales por Dia da Semana (Típicas)', 'Sales por Dia da Semana (Excepcionais)'))\n", "\n", "# Adding bars for typical dataset\n", "fig.add_trace(\n", " go.Bar(x=week_day(df_typical).index, y=week_day(df_typical).values, name='Vendas Típicas'),\n", " row=1, col=1\n", ")\n", "\n", "# Adding bars for outliers dataset\n", "fig.add_trace(\n", " go.Bar(x=week_day(df_outliers).index, y=week_day(df_outliers).values, name='Vendas Excepcionais'),\n", " row=1, col=2\n", ")\n", "\n", "# Updating layout\n", "fig.update_layout(\n", " title_text=\"Vendas por Dia da Semana: Típicas vs. Excepcionais\",\n", " height=500, width=1000,\n", " showlegend=True\n", ")\n", "\n", "# Display the plot\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "f4465b24-22d6-4ea3-8ebc-310bb112e3b8", "metadata": {}, "source": [ "Ao analisar as visualizações iniciais de vendas, média móvel, vendas por mês e por dia da semana, notei que os padrões entre `df_typical` e `df_outliers` não diferem tanto quanto esperado. Isso sugere que as vendas excepcionais podem não ser eventos isolados ou sazonais extremos, mas sim reflexos de clientes que gastam mais consistentemente. \n", "\n", "Essa hipótese inicial justifica explorar visualizações focadas no comportamento de clientes e segmentações, pra entender se os outliers são estruturais (ex.: clientes habituais com ticket alto) ou circunstanciais (ex.: picos esporádicos)." ] }, { "cell_type": "markdown", "id": "9cd3ee0a-e734-4e83-9811-6abf5879f789", "metadata": {}, "source": [ "Vamos explorar o ticket médio por cliente (`Avg_Ticket_Customer`) ao longo do tempo em `df_typical` e `df_outliers`, pra testar se as vendas excepcionais vêm de clientes que gastam mais consistentemente. Usaremos linhas interativas com Plotly pra comparar tendências temporais nos dois datasets." ] }, { "cell_type": "code", "execution_count": 70, "id": "a78277c4-a27d-4eaf-8076-dfb2ed2d217f", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "mode": "lines", "name": "Ticket Médio (Típicas)", "type": "scatter", "x": [ "2015-01-03T00:00:00", "2015-01-04T00:00:00", "2015-01-05T00:00:00", "2015-01-06T00:00:00", "2015-01-07T00:00:00", "2015-01-09T00:00:00", "2015-01-10T00:00:00", "2015-01-11T00:00:00", "2015-01-13T00:00:00", "2015-01-14T00:00:00", "2015-01-15T00:00:00", "2015-01-16T00:00:00", "2015-01-18T00:00:00", "2015-01-19T00:00:00", "2015-01-20T00:00:00", "2015-01-23T00:00:00", "2015-01-26T00:00:00", "2015-01-27T00:00:00", "2015-01-28T00:00:00", "2015-01-30T00:00:00", "2015-01-31T00:00:00", "2015-02-01T00:00:00", "2015-02-02T00:00:00", "2015-02-03T00:00:00", "2015-02-04T00:00:00", 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"width": 1000, "xaxis": { "anchor": "y", "autorange": true, "domain": [ 0, 0.45 ], "range": [ "2015-01-03", "2018-12-30" ], "title": { "text": "Data do Pedido" }, "type": "date" }, "xaxis2": { "anchor": "y2", "autorange": true, "domain": [ 0.55, 1 ], "range": [ "2015-01-06", "2018-12-29" ], "type": "date" }, "yaxis": { "anchor": "x", "autorange": true, "domain": [ 0, 1 ], "range": [ -8.915611111111112, 217.7266111111111 ], "title": { "text": "Ticket Médio (USD)" }, "type": "linear" }, "yaxis2": { "anchor": "x2", "autorange": true, "domain": [ 0, 1 ], "range": [ -248.08722222222224, 14749.857222222221 ], "type": "linear" } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Aggregating Avg_Ticket_Customer by Order Date (mean per day)\n", "typical_ticket_time = df_typical.groupby('Order Date')['Avg_Ticket_Customer'].mean()\n", "outliers_ticket_time = df_outliers.groupby('Order Date')['Avg_Ticket_Customer'].mean()\n", "\n", "# Creating subplot layout (1 row, 2 columns)\n", "fig = make_subplots(rows=1, cols=2, subplot_titles=('Ticket Médio por Cliente - Vendas Típicas', 'Ticket Médio por Cliente - Vendas Excepcionais'))\n", "\n", "# Plotting ticket average over time for typical dataset\n", "fig.add_trace(\n", " go.Scatter(x=typical_ticket_time.index, y=typical_ticket_time.values, mode='lines', name='Ticket Médio (Típicas)'),\n", " row=1, col=1\n", ")\n", "\n", "# Plotting ticket average over time for outliers dataset\n", "fig.add_trace(\n", " go.Scatter(x=outliers_ticket_time.index, y=outliers_ticket_time.values, mode='lines', name='Ticket Médio (Excepcionais)'),\n", " row=1, col=2\n", ")\n", "\n", "# Updating layout\n", "fig.update_layout(\n", " title_text=\"Ticket Médio por Cliente ao Longo do Tempo: Típicas vs. Excepcionais\",\n", " height=500, width=1000,\n", " showlegend=True,\n", " xaxis_title=\"Data do Pedido\",\n", " yaxis_title=\"Ticket Médio (USD)\"\n", ")\n", "\n", "# Display the plot\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "08dac28f-41be-49c0-89ad-36acec582b5c", "metadata": {}, "source": [ "Seguimos a Análise Temporal Exploratória com as vendas por segmento de cliente (`Segment`), comparando `df_typical` e `df_outliers`. Essa visualização busca identificar se um segmento específico domina as vendas excepcionais ou segue padrões distintos nas vendas típicas. Usaremos barras interativas com Plotly pra análise lado a lado." ] }, { "cell_type": "code", "execution_count": 72, "id": "f0a12c52-3a4b-4f5a-b4ac-09c76b5ac05e", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Vendas (Típicas)", "type": "bar", "x": [ "Consumer", "Corporate", "Home Office" ], "xaxis": "x", "y": [ 430067.2958, 234603.7698, 138901.8982 ], "yaxis": "y" }, { "name": "Vendas (Excepcionais)", "type": "bar", "x": [ "Consumer", "Corporate", "Home Office" ], "xaxis": "x2", "y": [ 716640.8552, 447608.065, 284504.1567 ], "yaxis": "y2" } ], "layout": { "annotations": [ { "font": { "size": 16 }, "showarrow": false, "text": "Vendas por Segmento - Típicas", "x": 0.225, "xanchor": "center", "xref": "paper", "y": 1, "yanchor": "bottom", "yref": "paper" }, { "font": { "size": 16 }, "showarrow": false, "text": "Vendas por Segmento - Excepcionais", "x": 0.775, "xanchor": "center", "xref": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Aggregating Sales by Segment\n", "typical_category = df_typical.groupby('Category')['Sales'].sum()\n", "outliers_category = df_outliers.groupby('Category')['Sales'].sum()\n", "\n", "# Creating subplot layout (1 row, 2 columns)\n", "fig = make_subplots(rows=1, cols=2, subplot_titles=('Vendas por Categoria - Típicas', 'Vendas por Categoria - Excepcionais'))\n", "\n", "# Adding bars for typical dataset\n", "fig.add_trace(\n", " go.Bar(x=typical_category.index, y=typical_category.values, name='Vendas (Típicas)'),\n", " row=1, col=1\n", ")\n", "\n", "# Adding bars for outliers dataset\n", "fig.add_trace(\n", " go.Bar(x=outliers_category.index, y=outliers_category.values, name='Vendas (Excepcionais)'),\n", " row=1, col=2\n", ")\n", "\n", "# Updating layout\n", "fig.update_layout(\n", " title_text=\"Vendas por Categoria: Típicas vs. Excepcionais\",\n", " height=500, width=1000,\n", " showlegend=True,\n", " yaxis_title=\"Vendas Totais (USD)\"\n", ")\n", "\n", "# Display the plot\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "5bbf0469-e232-4124-83bf-75ed5db12deb", "metadata": {}, "source": [ "Ao analisar vendas por categoria, identifiquei uma inversão significativa: em `df_typical`, `Office Supplies` lidera as vendas, seguido por `Furniture`, com `Technology` em último. Já em `df_outliers`, `Technology` é o primeiro, seguido por `Furniture`, e `Office Supplies` fica em último. \n", "\n", "Essa diferença sugere que vendas excepcionais priorizam itens de tecnologia, enquanto vendas típicas dependem de suprimentos de escritório, justificando uma análise mais profunda por subcategorias." ] }, { "cell_type": "code", "execution_count": 76, "id": "d64ab30d-69ea-48d7-ab00-f7178878975b", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Vendas (Típicas)", "type": "bar", "x": [ "Accessories", "Appliances", "Art", "Binders", "Bookcases", "Chairs", "Copiers", "Envelopes", "Fasteners", "Furnishings", "Labels", "Machines", "Paper", "Phones", "Storage", "Supplies", "Tables" ], "xaxis": "x", "y": [ 90422, 46221.145, 25584.346, 59452.183, 40169.5663, 90762.927, 4859.838, 15521.35, 3001.96, 67580.506, 10932.062, 12465.317000000001, 74114.854, 115860.1, 93655.484, 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showlegend=True,\n", " yaxis_title=\"Vendas Totais (USD)\"\n", ")\n", "\n", "# Display the plot\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "2c017411-80f8-4d07-8440-a4ca0e525128", "metadata": {}, "source": [ "Alguns insights e padrões interessantes foram observados, vamos apenas verificar o impacto financeiro dos outliers comparado às vendas típicas:" ] }, { "cell_type": "code", "execution_count": 78, "id": "507161b3-98b5-4e73-b490-bbd2e9a3a977", "metadata": {}, "outputs": [], "source": [ "# Summing all the values of sales from each dataset\n", "df_outliers_sum = df_outliers['Sales'].sum()\n", "df_typical_sum = df_typical['Sales'].sum()" ] }, { "cell_type": "code", "execution_count": 79, "id": "43ad9511-4a2e-48ed-b901-1321c940414f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1448753.0769" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_outliers_sum" ] }, { "cell_type": "code", "execution_count": 80, "id": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Aggregating Sales by Segment and Order Month\n", "typical_segment_month = df_typical.groupby(['Segment', 'Order Month'])['Sales'].sum().unstack().reindex(\n", " columns=['January', 'February', 'March', 'April', 'May', 'June', 'July', 'August', 'September', 'October', 'November', 'December']\n", ")\n", "outliers_segment_month = df_outliers.groupby(['Segment', 'Order Month'])['Sales'].sum().unstack().reindex(\n", " columns=['January', 'February', 'March', 'April', 'May', 'June', 'July', 'August', 'September', 'October', 'November', 'December']\n", ")\n", "\n", "# Creating subplot layout (1 row, 2 columns)\n", "fig = make_subplots(rows=1, cols=2, subplot_titles=('Vendas por Segmento e Mês - Típicas', 'Vendas por Segmento e Mês - Excepcionais'))\n", "\n", "# Adding traces for typical dataset\n", "for segment in typical_segment_month.index:\n", " fig.add_trace(\n", " go.Bar(x=typical_segment_month.columns, y=typical_segment_month.loc[segment], name=f'{segment} (Típicas)'),\n", " row=1, col=1\n", " )\n", "\n", "# Adding traces for outliers dataset\n", "for segment in outliers_segment_month.index:\n", " fig.add_trace(\n", " go.Bar(x=outliers_segment_month.columns, y=outliers_segment_month.loc[segment], name=f'{segment} (Excepcionais)'),\n", " row=1, col=2\n", " )\n", "\n", "# Updating layout\n", "fig.update_layout(\n", " title_text=\"Vendas por Segmento e Mês: Típicas vs. Excepcionais\",\n", " height=500, width=1000,\n", " barmode='stack', # Stacked bars to show total per month\n", " showlegend=True,\n", " yaxis_title=\"Vendas Totais (USD)\"\n", ")\n", "\n", "# Display the plot\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 83, "id": "fcca88e8-b0e4-44f1-982e-26b7d142791b", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Ticket Médio (Típicas)", "type": "bar", "x": [ 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculating metrics by Segment\n", "typical_metrics = df_typical.groupby('Segment')[['Avg_Ticket_Customer', 'Delivery Time']].mean()\n", "outliers_metrics = df_outliers.groupby('Segment')[['Avg_Ticket_Customer', 'Delivery Time']].mean()\n", "\n", "# Creating subplot layout (2 rows, 2 columns)\n", "fig = make_subplots(rows=2, cols=2, subplot_titles=(\n", " 'Ticket Médio por Segmento - Típicas', 'Ticket Médio por Segmento - Excepcionais',\n", " 'Tempo de Entrega por Segmento - Típicas', 'Tempo de Entrega por Segmento - Excepcionais'\n", "))\n", "\n", "# Ticket Médio - Typical\n", "fig.add_trace(\n", " go.Bar(x=typical_metrics.index, y=typical_metrics['Avg_Ticket_Customer'], name='Ticket Médio (Típicas)'),\n", " row=1, col=1\n", ")\n", "\n", "# Ticket Médio - Outliers\n", "fig.add_trace(\n", " go.Bar(x=outliers_metrics.index, y=outliers_metrics['Avg_Ticket_Customer'], name='Ticket Médio (Excepcionais)'),\n", " row=1, col=2\n", ")\n", "\n", "# Delivery Time - Typical\n", "fig.add_trace(\n", " go.Bar(x=typical_metrics.index, y=typical_metrics['Delivery Time'], name='Tempo de Entrega (Típicas)'),\n", " row=2, col=1\n", ")\n", "\n", "# Delivery Time - Outliers\n", "fig.add_trace(\n", " go.Bar(x=outliers_metrics.index, y=outliers_metrics['Delivery Time'], name='Tempo de Entrega (Excepcionais)'),\n", " row=2, col=2\n", ")\n", "\n", "# Updating layout\n", "fig.update_layout(\n", " title_text=\"Métricas por Segmento: Típicas vs. Excepcionais\",\n", " height=700, width=1000,\n", " showlegend=True\n", ")\n", "fig.update_yaxes(title_text=\"Ticket Médio (USD)\", row=1, col=1)\n", "fig.update_yaxes(title_text=\"Ticket Médio (USD)\", row=1, col=2)\n", "fig.update_yaxes(title_text=\"Tempo de Entrega (Dias)\", row=2, col=1)\n", "fig.update_yaxes(title_text=\"Tempo de Entrega (Dias)\", row=2, col=2)\n", "\n", "# Display the plot\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 84, "id": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Aggregating Sales by Segment and Category\n", "typical_segment_category = df_typical.groupby(['Segment', 'Category'])['Sales'].sum().unstack()\n", "outliers_segment_category = df_outliers.groupby(['Segment', 'Category'])['Sales'].sum().unstack()\n", "\n", "# Creating subplot layout (1 row, 2 columns)\n", "fig = make_subplots(rows=1, cols=2, subplot_titles=('Vendas por Segmento e Categoria - Típicas', 'Vendas por Segmento e Categoria - Excepcionais'))\n", "\n", "# Heatmap for typical dataset\n", "fig.add_trace(\n", " go.Heatmap(\n", " x=typical_segment_category.columns, \n", " y=typical_segment_category.index, \n", " z=typical_segment_category.values, \n", " colorscale='Viridis', \n", " name='Típicas'\n", " ),\n", " row=1, col=1\n", ")\n", "\n", "# Heatmap for outliers dataset\n", "fig.add_trace(\n", " go.Heatmap(\n", " x=outliers_segment_category.columns, \n", " y=outliers_segment_category.index, \n", " z=outliers_segment_category.values, \n", " colorscale='Viridis', \n", " name='Excepcionais'\n", " ),\n", " row=1, col=2\n", ")\n", "\n", "# Updating layout\n", "fig.update_layout(\n", " title_text=\"Vendas por Segmento e Categoria: Típicas vs. Excepcionais\",\n", " height=500, width=1000,\n", " showlegend=False\n", ")\n", "\n", "# Display the plot\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "eb40e46b-04d4-41b2-a3a5-316304be67c8", "metadata": {}, "source": [ "### Conclusão da Análise Exploratória Temporal e Segmentada\n", "\n", "Encerramos a Análise Exploratória Temporal e Segmentada com uma investigação abrangente em `df_typical` e `df_outliers`, cobrindo vendas ao longo do tempo, média móvel, vendas por mês, dia da semana, segmento, região, tempo de entrega, categorias e subcategorias. Inicialmente, padrões como sazonalidade, segmentos e tempos de entrega mostraram semelhanças entre vendas típicas e excepcionais, sugerindo que os outliers não têm gatilhos temporais ou operacionais óbvios. Ainda assim, oportunidades como promoções sazonais ou otimização de entregas permanecem viáveis.\n", "\n", "A análise por categorias revelou uma inversão significativa: em `df_typical`, `Office Supplies` lidera, seguido por `Furniture` e `Technology` em último; em `df_outliers`, `Technology` é o primeiro, seguido por `Furniture` e `Office Supplies` em último. Os outliers geram quase o dobro da receita das típicas, com subcategorias líderes (ex.: itens de tecnologia) apresentando ganhos discrepantes e recompensadores. Na análise detalhada por subgrupos, cruzando `Segment` com meses e categorias, a proporção de vendas entre segmentos se mantém similar entre os datasets, mas o ticket médio (`Avg_Ticket_Customer`) e o poder aquisitivo dos clientes em `df_outliers` são significativamente maiores.\n", "\n", "Apesar do impacto financeiro dos outliers, a maior fonte de renda total vem de clientes normais (`Consumer`), destacando sua relevância no volume de vendas típicas. Esses insights sugerem que estratégias focadas em subcategorias de tecnologia para clientes de alto ticket podem maximizar lucros, enquanto o segmento `Consumer` sustenta a base de receita. Com isso, finalizamos esta seção e avançamos pra Análise Bivariada e Multivariada, explorando relações entre variáveis pra refinar essas descobertas." ] }, { "cell_type": "markdown", "id": "4c413d77-9dd9-4389-8749-8b6c827202b3", "metadata": {}, "source": [ "## 🔍 5. Análise Bivariada e Multivariada" ] }, { "cell_type": "markdown", "id": "ffd0feb6-808b-4207-b6e9-1b88a397e57e", "metadata": {}, "source": [ "Iniciamos a Análise Bivariada e Multivariada explorando a relação entre `Sales`, `Segment` e `Category` em `df_typical` e `df_outliers`. Usaremos barras agrupadas com Plotly pra visualizar como as vendas variam por segmento de cliente (Consumer, Corporate, Home Office) dentro de cada categoria de produto, comparando padrões típicos e excepcionais." ] }, { "cell_type": "code", "execution_count": 88, "id": "6879970c-4b60-45dc-800c-b8c3a26d0f01", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Furniture (Típicas)", "type": "bar", "x": [ "Consumer", "Corporate", "Home Office" ], "xaxis": "x", "y": [ 134686.4188, 69745.11779999999, 38157.2862 ], "yaxis": "y" }, { "name": "Office Supplies (Típicas)", "type": "bar", "x": [ "Consumer", "Corporate", "Home Office" ], "xaxis": "x", "y": [ 175858.304, 100434.396, 61084.186 ], "yaxis": "y" }, { "name": "Technology (Típicas)", "type": "bar", "x": [ "Consumer", "Corporate", "Home Office" ], "xaxis": "x", "y": [ 119522.573, 64424.256, 39660.426 ], "yaxis": "y" }, { "name": "Furniture 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Aggregating Sales by Segment and Category\n", "typical_segment_category = df_typical.groupby(['Segment', 'Category'])['Sales'].sum().unstack()\n", "outliers_segment_category = df_outliers.groupby(['Segment', 'Category'])['Sales'].sum().unstack()\n", "\n", "# Creating subplot layout (1 row, 2 columns)\n", "fig = make_subplots(rows=1, cols=2, subplot_titles=('Vendas por Segmento e Categoria - Típicas', 'Vendas por Segmento e Categoria - Excepcionais'))\n", "\n", "# Adding grouped bars for typical dataset\n", "for category in typical_segment_category.columns:\n", " fig.add_trace(\n", " go.Bar(x=typical_segment_category.index, y=typical_segment_category[category], name=f'{category} (Típicas)'),\n", " row=1, col=1\n", " )\n", "\n", "# Adding grouped bars for outliers dataset\n", "for category in outliers_segment_category.columns:\n", " fig.add_trace(\n", " go.Bar(x=outliers_segment_category.index, y=outliers_segment_category[category], name=f'{category} (Excepcionais)'),\n", " row=1, col=2\n", " )\n", "\n", "# Updating layout\n", "fig.update_layout(\n", " title_text=\"Vendas por Segmento e Categoria: Típicas vs. Excepcionais\",\n", " height=500, width=1100,\n", " barmode='group', # Grouped bars for comparison\n", " showlegend=True,\n", " yaxis_title=\"Vendas Totais (USD)\"\n", ")\n", "\n", "# Display the plot\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "9ba43a7a-8890-424a-babd-bf1cdcaeed9e", "metadata": {}, "source": [ "Examinaremos a interação multivariada entre `Sales`, `Region` e `Category` em `df_typical` e `df_outliers`. Um heatmap com Plotly será usado pra visualizar o total de vendas por região e categoria, destacando combinações de alto desempenho e diferenças entre vendas típicas e excepcionais." ] }, { "cell_type": "code", "execution_count": 90, "id": "b02ff5a1-364f-45ce-9322-a4d38ed0b37a", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "colorscale": [ [ 0, "#440154" ], [ 0.1111111111111111, "#482878" ], [ 0.2222222222222222, "#3e4989" ], [ 0.3333333333333333, "#31688e" ], [ 0.4444444444444444, "#26828e" ], [ 0.5555555555555556, "#1f9e89" ], [ 0.6666666666666666, "#35b779" ], [ 0.7777777777777778, "#6ece58" ], [ 0.8888888888888888, "#b5de2b" ], [ 1, "#fde725" ] ], "name": "Típicas", "type": "heatmap", "x": [ "Furniture", "Office Supplies", "Technology" ], "xaxis": "x", "y": [ "Central", "East", "South", "West" ], "yaxis": "y", "z": [ [ 52843.3218, 75078.901, 51785.223 ], [ 72730.154, 94554.059, 60879.093 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Aggregating Sales by Region and Category\n", "typical_region_category = df_typical.groupby(['Region', 'Category'])['Sales'].sum().unstack()\n", "outliers_region_category = df_outliers.groupby(['Region', 'Category'])['Sales'].sum().unstack()\n", "\n", "# Creating subplot layout (1 row, 2 columns)\n", "fig = make_subplots(rows=1, cols=2, subplot_titles=('Vendas por Região e Categoria - Típicas', 'Vendas por Região e Categoria - Excepcionais'))\n", "\n", "# Heatmap for typical dataset\n", "fig.add_trace(\n", " go.Heatmap(\n", " x=typical_region_category.columns, \n", " y=typical_region_category.index, \n", " z=typical_region_category.values, \n", " colorscale='Viridis', \n", " name='Típicas'\n", " ),\n", " row=1, col=1\n", ")\n", "\n", "# Heatmap for outliers dataset\n", "fig.add_trace(\n", " go.Heatmap(\n", " x=outliers_region_category.columns, \n", " y=outliers_region_category.index, \n", " z=outliers_region_category.values, \n", " colorscale='Viridis', \n", " name='Excepcionais'\n", " ),\n", " row=1, col=2\n", ")\n", "\n", "# Updating layout\n", "fig.update_layout(\n", " title_text=\"Vendas por Região e Categoria: Típicas vs. Excepcionais\",\n", " height=500, width=1000,\n", " showlegend=False\n", ")\n", "\n", "# Display the plot\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "72a4f2f0-5047-4e7c-a462-38ec37ffd05e", "metadata": {}, "source": [ "### Conclusão da Análise Bivariada e Multivariada\n", "\n", "Finalizamos a Análise Bivariada e Multivariada com visualizações que cruzaram `Sales` com variáveis como `Segment`, `Category`, `Delivery Time` e `Region` em `df_typical` e `df_outliers`. Os resultados reforçam padrões já observados: o segmento `Consumer` é o principal responsável pelas vendas totais, tanto em vendas típicas quanto excepcionais, destacando sua relevância no volume de receita. Nas categorias, exceto `Technology`, as porporções de vendas são semelhantes entre os datasets; porém, em `Technology`, a diferença é discrepante, com `df_outliers` gerando valores significativamente maiores, alinhando-se à preferência por itens de tecnologia nas vendas excepcionais.\n", "\n", "Um novo insight surgiu ao analisar as regiões: `West` e `East` se destacam como as mais ativas em compras, tanto em `df_typical` quanto em `df_outliers`. Isso levanta questões pra investigação futura: será que essas regiões possuem sedes de lojas, taxas ou tempos de entrega menores, ou são áreas com maior concentração populacional em vez de comércio/empresas? Essas hipóteses podem guiar estratégias regionais. Com esses achados, encerramos esta seção e avançamos para Insights." ] }, { "cell_type": "markdown", "id": "c2a903e1-8e9d-4014-94db-fc9736f7302f", "metadata": {}, "source": [ "## 📊 6. Insights" ] }, { "cell_type": "markdown", "id": "3ceef3d5-8af9-4baa-92e8-78b764187066", "metadata": {}, "source": [ "- **Sazonalidade oferece oportunidades de pico em vendas típicas**: \n", " - Vendas em `df_typical` crescem ao longo do ano, com picos nos meses finais (ex.: novembro e dezembro), sugerindo que campanhas sazonais no fim do ano podem impulsionar a receita recorrente.\n", "\n", "- **Outliers geram quase o dobro da receita das vendas típicas**: \n", " - A soma total de `Sales` em `df_outliers` é cerca de 2x maior que em `df_typical`, indicando que focar em clientes ou pedidos excepcionais pode dobrar o faturamento com menos volume.\n", "\n", "- **Technology é a chave dos outliers**: \n", " - Em `df_outliers`, `Technology` lidera as vendas, enquanto em `df_typical` fica em último (atrás de `Office Supplies` e `Furniture`), destacando que investimentos em produtos de tecnologia têm alto retorno em vendas excepcionais.\n", "\n", "- **Consumer é a maior fonte de renda total**: \n", " - O segmento `Consumer` domina o volume de vendas em ambos os datasets, revelando que estratégias amplas pra clientes individuais sustentam a base de receita.\n", "\n", "- **Ticket médio dos outliers é significativamente maior**: \n", " - `Avg_Ticket_Customer` em `df_outliers` é muito superior ao de `df_typical` (estável perto de 1200 USD vs. variações esporádicas), sugerindo que identificar e reter clientes de alto poder aquisitivo maximiza lucros por pedido.\n", "\n", "- **Subcategorias de tecnologia amplificam ganhos nos outliers**: \n", " - Subcategorias líderes em `df_outliers` (ex.: itens de tecnologia) geram receitas discrepantes e recompensadoras comparadas a `df_typical`, indicando que promoções ou estoque focado nessas subcategorias podem alavancar vendas altas sem afetar as demais.\n", "\n", "- **West e East concentram atividade de compras**: \n", " - As regiões `West` e `East` lideram vendas em `df_typical` e `df_outliers`, sugerindo que alocar mais recursos (ex.: estoque, marketing) nessas áreas pode aumentar o desempenho geral.\n", "\n", "- **Padrões semelhantes limitam diferenciação dos outliers**: \n", " - Vendas, média móvel, meses, dias da semana, segmentos e tempo de entrega seguem tendências similares entre `df_typical` e `df_outliers`, apontando que os gatilhos dos outliers estão mais nas categorias e clientes do que em fatores temporais ou operacionais.\n", "\n", "- **Office Supplies sustenta vendas típicas**: \n", " - Em `df_typical`, `Office Supplies` é a categoria mais vendida, sugerindo que manter estoque consistente e promoções regulares nessa área garante estabilidade na receita base." ] }, { "cell_type": "markdown", "id": "b9185c79-b85e-4332-a3f8-487aa3379aec", "metadata": {}, "source": [ "## 🤖 9. Integração com Machine Learning" ] }, { "cell_type": "markdown", "id": "41775cb4-a1cb-44e8-9e4d-67684694532f", "metadata": {}, "source": [ "Nesta etapa, reconhecemos o potencial do dataset processado pra integração com modelos de Machine Learning (ML), destacando as descobertas, o feature engineering realizado e as adaptações necessárias pra previsão ou classificação, como prever `Sales` ou identificar outliers.\n", "\n", "#### Descobertas Relevantes\n", "- **Padrões Temporais**: Vendas crescem sazonalmente (picos em meses finais), com `Sales_Moving_Avg` capturando tendências suavizadas. \n", "- **Segmentação**: `Consumer` domina volume, enquanto `Technology` lidera outliers, com `West` e `East` como regiões-chave. \n", "- **Impacto dos Outliers**: Outliers geram quase o dobro da receita, com ticket médio (`Avg_Ticket_Customer`) muito maior. \n", "- **Variáveis Categóricas**: `Segment`, `Region`, `Category`, `Sub-Category` e `Order Month` influenciam padrões de vendas.\n", "\n", "#### Feature Engineering Realizado\n", "- **Temporais**: `Order Day of Week`, `Order Month`, `Order Year`, `Order Quarter`, `Delivery Time`, `Sales_Moving_Avg`. \n", "- **Segmentadas**: `Avg_Ticket_Customer`, `Sales_per_Region`. \n", "- **Separação**: Divisão em `df_typical` e `df_outliers` baseada em `Sales`. \n", "- **Base Sólida**: Features numéricas (`Sales`, `Delivery Time`) e categóricas já criadas pra análise.\n", "\n", "#### Adaptações Necessárias\n", "- **Codificação de Variáveis Categóricas**: \n", " - Usar One-Hot Encoding pra `Segment`, `Region`, `Category` (baixa cardinalidade) e Target Encoding pra `Sub-Category` (alta cardinalidade), evitando explosão de colunas. \n", "- **Normalização**: \n", " - Escalar `Sales`, `Delivery Time` e `Avg_Ticket_Customer` (ex.: Min-Max ou StandardScaler) pra modelos sensíveis a magnitude. \n", "- **Lidar com Outliers**: \n", " - Tratar como classe separada (classificação binária) ou prever `Sales` com modelos robustos a valores extremos. \n", "\n", "#### Modelos Viáveis\n", "- **Regressão Linear/Random Forest**: \n", " - Prever `Sales` com features categóricas codificadas e numéricas; Random Forest lida bem com variáveis categóricas e interações. \n", "- **Gradient Boosting (ex.: XGBoost)**: \n", " - Ideal pra capturar relações complexas entre `Sales`, `Category` e `Region`, com suporte nativo a categóricas em algumas versões. \n", "- **Clustering (ex.: K-Means)**: \n", " - Identificar grupos de clientes ou regiões com base em `Avg_Ticket_Customer` e `Sales`, refinando segmentação.\n", "\n", "#### Estratégias pra Variáveis Categóricas\n", "- **Redução de Cardinalidade**: Agrupar `Sub-Category` em clusters (ex.: por vendas médias) antes da codificação. \n", "- **Feature Importance**: Usar modelos como Random Forest pra priorizar categóricas mais influentes (ex.: `Category` sobre `Region`). \n", "- **Embedding**: Em DL, converter `Sub-Category` em embeddings pra capturar relações sem one-hot encoding massivo. \n", "\n", "Com essas adaptações, o dataset está pronto pra suportar previsões de vendas, identificação de outliers ou segmentação avançada, reforçando estratégias de BI com ML/DL no futuro." ] }, { "cell_type": "markdown", "id": "f1fbcf3a-d3c8-4c0e-a18f-4c040484629e", "metadata": {}, "source": [ "## 🏁 10. Conclusão e Apresentação Final" ] }, { "cell_type": "markdown", "id": "edfffdd4-4260-43ac-bea1-ae6c8283549a", "metadata": {}, "source": [ "O Projeto explorou o Superstore Dataset com uma abordagem avançada de análise de dados, destacando padrões temporais e segmentados pra decisões de Business Intelligence. Por meio de limpeza, feature engineering e análises exploratórias, identificamos que:\n", "\n", "- Vendas típicas crescem sazonalmente, com `Office Supplies` liderando e `Consumer` como base de receita. \n", "- Outliers, quase dobrando a receita, são impulsionados por `Technology` e clientes de alto ticket médio, especialmente em `West` e `East`. \n", "- Subcategorias de tecnologia oferecem ganhos discrepantes, sugerindo foco estratégico pra lucros altos.\n", "\n", "O diferencial do projeto está na análise temporal detalhada (`Sales_Moving_Avg`, `Delivery Time`), segmentação robusta (`Segment`, `Region`, `Category`) e uso de visualizações interativas com Plotly, tudo em `df_typical` e `df_outliers`. Embora um pipeline de automação não tenha sido implementado, o fluxo é reutilizável trocando o dataset na leitura, com potencial pra expansão futura.\n", "\n", "A integração com Machine Learning foi mapeada, com features prontas pra previsão de `Sales` ou clustering, adaptando variáveis categóricas pra modelos como Random Forest. Este trabalho entrega uma base sólida pra estratégias de vendas, desde promoções sazonais até foco em tecnologia e regiões-chave, pronta para aplicação real." ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:base] *", "language": "python", "name": "conda-base-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }