RSK World - Sales Forecasting Dataset | CSV | Time Series | RSK World

Sales Analysis Forecasting EDA Feature Engineering ML Ready CSV

This project features a meticulously curated Sales Forecasting dataset designed for both learning and real-world demand planning. The data covers historical sales records, product details, customer segments, seasonal patterns, promotions, and inventory levels. You get everything needed to build, validate, and deploy forecasting models: Python scripts for data preprocessing, time-based feature engineering (Fourier terms, lags, rolling stats), exploratory analysis with Pandas/NumPy, as well as notebook templates for EDA, visualization, and baseline model training with scikit-learn and time series libraries. The package includes preprocessing scripts, analysis plans, sample data, and a clear README to get started fast. Whether for teaching, bootcamps, or business intelligence prototyping, this resource accelerates the full sales forecasting workflow from raw CSVs to actionable predictions.

If you find this Sales Forecasting Dataset useful, you can support with a small contribution.

Secure Fast Trusted

Pay via UPI QR

Scan or tap an amount to auto-generate

₹

Open UPI app

GPay PhonePe Paytm

Download Free Source Code

Dataset Overview

Historical sales records with product details, customer segments, promotions, and inventory levels in one clean CSV.

Date, store_id, product_id, and product categories
Units sold and revenue per transaction
Price points and pricing dynamics
Customer segments (retail, online, B2B)
Promotion descriptors and campaign flags
Stock levels and inventory coverage
Regional store identifiers
Time-based features for seasonality
Ready for forecasting and demand planning

Data Quality & Prep

Ready-to-run preprocessing pipeline with time-series aware transformations for forecasting.

Date parsing and validation
Missing value checks and forward-fill strategies
Outlier detection for sales and prices
Time-ordered train/test splits
Saves preprocessed CSV output
Schema validation and consistency checks
Leakage prevention in feature engineering
Data profiling summaries
Verbose logging for reproducibility

Exploratory Analysis

Notebook and scripts to explore sales trends, seasonality, and demand patterns.

Sales trends by product and region
Seasonal decomposition and patterns
Price elasticity and revenue analysis
Customer segment comparisons
Promotion effectiveness evaluation
Ready Matplotlib/Seaborn plots
Time series visualizations
Inventory and stock level analysis
Reusable plotting templates

Feature Engineering

Time-series aware feature engineering for accurate sales forecasting.

Date components (day, week, month, quarter)
Fourier terms for seasonal patterns
Lag features (7/14/28 days)
Rolling statistics (4w/12w windows)
Price delta and promotion flags
Inventory coverage metrics
Train/test temporal split helpers
Categorical encodings for products/regions
Feature store-ready export option

Model Starting Points

Baseline forecasting models and time-series approaches to accelerate experimentation.

Linear regression baseline
Tree-based models (RandomForest, XGBoost)
Time series cross-validation
Metric tracking for RMSE/MAE/MAPE
Prophet and SARIMAX templates
Easily extensible training script
Hyperparameter grids you can extend
Prediction interval estimation
Feature importance and SHAP analysis

Evaluation & Reporting

Comprehensive evaluation metrics for forecasting performance.

RMSE, MAE, MAPE metrics
Forecast bias analysis
Prediction interval coverage
Residual diagnostics
Exportable forecast summaries
Product and region-level metrics
Backtest validation results
Visual comparison plots
Performance dashboards ready

What You Get

Everything packaged for quick starts and business forecasting.

CSV dataset in data/ folder
Preprocessing & feature engineering scripts
Analysis plan markdown
Sample sales data with schema
README and setup guides
Dataset description documentation
Time-series feature templates
Metadata JSON with project info
MIT License for flexible use

Deployment & Serving

Starter scaffolding to push forecasting models into production flows.

Batch forecasting pipeline templates
RESTful API endpoint examples
Automated retraining on new sales data
Forecast export to CSV/databases
Scheduling and orchestration patterns

Monitoring & Drift

Keep tabs on forecast accuracy and data quality over time.

Forecast accuracy tracking over time
Alerts for prediction drift and anomalies
Data distribution monitoring
Sales volume and trend monitors
Dashboard templates for visualization

Governance & Security

Guidance to operate responsibly with sales and business data.

Data privacy best practices
Access control guidelines
Audit logging for forecasts
Data retention policies
Compliance documentation templates

Credits & Acknowledgments

This dataset is provided for educational use. Core tools and inspirations are credited below.

Python - PSF License
Pandas - BSD License
NumPy - BSD License
Scikit-learn - BSD License
Matplotlib - PSF License
RSK World - Dataset provider and documentation
GitHub Repository - Source and releases
License compatibility notes for reuse
Attribution guidance for publications
Open-source contributions welcome

Support & Contact

For paid applications, please contact us for integration help or feedback.

Support Email: help@rskworld.in
Contact Number: +91 9330539277
Website: RSKWORLD.in
GitHub Project
Join Our Discord
Slack Support Channel
Sales Forecasting Dataset Documentation
Issue tracker & SLAs
Feature request form

Additional Sponsored Content

Download Free Source Code

Get the complete dataset bundle. You can view the files or download the dataset directly.

Download Free Source Code

Technologies

CSV Dataset

Pandas

Time Series

Scikit-learn

Python

Explore More Datasets

Sales Analytics & Forecasting

Dataset Learning Dataset Computer Vision Python Image Classification

E-commerce Customer Dataset

Tabular Data

E-commerce customer behavior dataset with purchase history, browsing patterns, a...

View Project

Customer Churn Dataset

Tabular Data

Comprehensive customer churn dataset with demographic, usage, and billing inform...

View Project

Energy Consumption Dataset

Time Series Data

Smart meter energy consumption dataset with hourly electricity usage patterns fo...

View Project

Surveillance Video Dataset

Video Data

Surveillance video dataset with security camera footage, activity monitoring, an...

View Project

IoT Sensor Dataset

Time Series Data

Internet of Things sensor dataset with temperature, humidity, pressure, and moti...

View Project

View All Projects

Theme Settings

Color Scheme

Display Options

Font Size

Sales Forecasting Dataset Ready To Use

Dataset Overview

Data Quality & Prep

Exploratory Analysis

Feature Engineering

Model Starting Points

Evaluation & Reporting

What You Get

Deployment & Serving

Monitoring & Drift

Governance & Security

Credits & Acknowledgments

Support & Contact

Featured Content

Additional Sponsored Content

Download Free Source Code

Quick Links

Categories

Technologies

Explore More Datasets

E-commerce Customer Dataset

Customer Churn Dataset

Energy Consumption Dataset

Surveillance Video Dataset

IoT Sensor Dataset