Guided Tutorials
June 13, 2026 ยท View on GitHub
Guided Tutorials are scenario-driven walkthroughs that show how to solve real tasks with Insyra.
Purpose
This section is for readers who want to learn by doing.
Each tutorial starts from a practical scenario and walks through an end-to-end workflow.
How to use this section
- Pick one tutorial based on your current task.
- Follow the steps in order and run the code as you read.
- Adapt the final pipeline to your own dataset or automation flow.
Tutorials
| Tutorial | Category | Learning goal | Estimated time | Link |
|---|---|---|---|---|
| Sales Analysis End-to-End | Data Engineering | Build a complete sales analysis pipeline from raw CSV to enriched output using DataTable + CCL. | 15-20 min | Open |
| Data Quality and Column Engineering | Data Engineering | Clean messy records, apply replacements/filters, and engineer business columns with CCL. | 15-20 min | Open |
| Parquet Inspection, Streaming, and CCL Filtering | Data Engineering | Inspect schema/row-groups, stream safely, and filter parquet data with CCL. | 20-25 min | Open |
| A/B Test Decision with Statistics | Analytics | Turn experiment samples into a ship/hold decision with statistical evidence. | 15-20 min | Open |
| Nonparametric Tests When Normality Fails | Analytics | Route ordinal / small-n / heavy-tailed data to Wilcoxon, Mann-Whitney U, Kruskal-Wallis, or Friedman. | 15-20 min | Open |
| GLM for Binary Outcomes and Counts | Analytics | Choose logistic, Poisson, or generic GLM, including offsets and over-dispersion checks. | 15-20 min | Open |
| Customer Segmentation with RFM and CAI | Analytics | Segment customers by value and activity momentum for retention/upsell actions. | 20-25 min | Open |
| Market Trend Forecasting with Yahoo Finance | Analytics | Fetch market data, apply offline fallback, fit trend regression, and export outputs. | 20-25 min | Open |
| Interactive KPI Dashboard with plot | Analytics | Build browser-ready KPI charts and export HTML/PNG artifacts. | 15-20 min | Open |
| Static Executive Report with gplot | Analytics | Generate static PNG charts for executive reports and slide decks. | 15-20 min | Open |
| Capacity Planning with lp and lpgen | Optimization | Build and solve a linear-programming model for constrained capacity planning. | 20-25 min | Open |
| Python Enrichment and Parallel Batch Processing | Integration | Combine Python feature engineering with parallel KPI computation in Go. | 20-25 min | Open |
Planned next topics
- Cohort retention deep dive
- Anomaly detection playbook
- Demand scenario stress testing