This page documents the duplicate-detection and near-duplicate matching utilities available in `filoma`. Use these helpers to evaluate dataset quality, find exact duplicates, and detect near-duplicates in text and images before training or analysis.

### Notebook tutorial  

[Open the rendered demo in a new tab](./dedup_tutorial.html)    
<iframe src="/dedup_tutorial.html" title="filoma demo notebook" style="width:100%; height:950px; border:0; box-shadow:0 2px 6px rgba(0,0,0,0.08);"></iframe>

