# Clean Datasets
Source: https://humanspark.ai/frameworks/clean-datasets/

*Output quality is capped by input quality - clean the data first.*

**When to use:** Data-foundations work, and any time a pilot stalls on messy source data.

Garbage in
what stalls pilots

Outdated, contradictory, scattered files living in "Final_FINAL_v7" folders.

Clean room in
what works

Current, approved, machine-readable documents - and only those.