📈 SmartMIS: data quality demo

SmartMIS is my MIS automation platform in progress (Python, pandas, pydantic). Its engine profiles a file, runs configurable validation checks with a weighted Data Quality Score, then cleans the data: anything that can't be fixed safely goes to quarantine with a reason, and every changed cell is logged.

Code: github.com/Anjub004/smart-mis · Author: Anju Barai

These results were produced by running the real SmartMIS engine on its fictional DemoMart Retail sample data (the sales and orders files deliberately contain duplicates, blanks, invalid values and inconsistent spellings). To run it on your own CSV/Excel files, clone the repo and follow the README. KPI, TAT/SLA and anomaly detection are later phases of the project.

Data Quality Score

📈 SmartMIS: data quality demo

Checks that found issues

Cleaning steps

Quarantined rows (original values plus `_reason`, first 100)

Cell-level change log (first 100)

📈 SmartMIS: data quality demo

Checks that found issues

Cleaning steps

Quarantined rows (original values plus _reason, first 100)

Cell-level change log (first 100)

Quarantined rows (original values plus `_reason`, first 100)