Fuzzy Match & Master Studio

[ - ] 1. Data Sources & Three-Stage Fuzzy Clustering Engine No files loaded

Click to collapse / expand

FILE A (BLUE ORIGIN) Not loaded

Drop File A (.xlsx, .xls, .csv, .tsv) or click to browse

Parsed 100% locally in browser

FILE B (AMBER ORIGIN) Not loaded

Drop File B (.xlsx, .xls, .csv, .tsv) or click to browse

Parsed 100% locally in browser

Fuzzy Clustering Parameters

Stage 2: Self-Cluster Threshold (A vs A, B vs B)

0.82

Stage 3: Cross-File Threshold (A-Clusters <-> B-Clusters)

0.82

Stage 1: Ignored Corporate / Regional Suffix Tokens

Boost shared leading brand root (4+ chars, e.g. "Scania" <-> "Scania CV")

Unified Entity Groups

0 A-clusters, 0 B-clusters

In Both (A <-> B)

0 A rows <-> 0 B rows

Only in File A

0 rows in A

Only in File B

0 rows in B

Staged Master Rows

Ready for CSV export

Master Column Schema & Cross-File Field Alignment

Align columns from File A (Blue) and File B (Amber) into unified Master columns, choose default priority, or add new columns.

Include

Master Output Header

File A Source Column

File B Source Column

Golden Row Default Rule

Order / Remove