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GoldenMatch

v1.23.0 Feature

This release adds 3 notable features for engineering teams evaluating rollout.

Published 2mo Data Pipelines & ETL
✓ No known CVEs patched
Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

data-cleaning data-engineering data-matching data-quality deduplication entity-resolution
+14 more
fellegi-sunter fuzzy-matching knowledge-graph llm master-data-management mcp-server polars pprl python record-linkage rust splink typescript zero-config

Summary

AI summary

Updates Fixed - auto-config recall, Internal, and Smith/Smyth across a mixed release.

Full changelog

Changed

  • Auto-config commits by zero-label confidence by default (#489). The controller's pick_committed tiebreaker prefers the higher -overall_confidence candidate over the higher -mass_separation one among same-health-rank candidates carrying a zero_label profile (precision-collapse rank-3 demotion still precedes it). DQbench composite 92.03 (>= 91.04 floor; byte-identical on T1/T2/T3). Opt out: GOLDENMATCH_AUTOCONFIG_ZERO_LABEL_COMMIT=0.

Fixed - auto-config recall

  • Composite name+DOB identity matchkey (#538). When individual name/year columns fall below the cardinality>=0.5 exact-matchkey gate, auto-config previously degraded to a single weighted matchkey that averaged every field, so one corrupted field (e.g. an abbreviated address scored by token_sort) could sink an otherwise-clean true pair. Auto-config now also emits an exact matchkey on the name+DOB combination (highly unique even when the individual fields aren't). Date-anchor gated; matchkeys are OR'd, so it only adds candidate pairs. NCVR F1 0.871 -> 0.969, Febrl3 0.897 -> 0.912; DBLP-ACM and DQbench unchanged.
  • Phonetic name+DOB identity matchkey (#491). A soundex sibling of the composite: equal-sounding spellings (Smith/Smyth) sharing a DOB still match when the exact composite misses them. Same date-anchor gate (DQbench, no DOB, untouched). Febrl3 F1 0.912 -> 0.924.

Internal

  • CI Febrl3 smoke-gate floor raised 0.85 -> 0.90 (#438).

Full changelog: packages/python/goldenmatch/CHANGELOG.md.

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Related context

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Earlier breaking changes

  • v3.1.0 `GOLDENMATCH_FRAME=polars` now requires the `[polars]` extra; raises error without it.
  • vgoldencheck-v3.0.0 `inferred_type` emits neutral dtype vocabulary (str/int/uint/float/date/datetime/bool/other) instead of raw Polars dtypes.
  • vgoldencheck-v3.0.0 'inferred_type' now emits a neutral dtype vocabulary instead of raw Polars dtype strings.
  • vgoldencheck-v3.0.0 `scan_file`, `scan_dataframe`, and CLI `check` now run without Polars, using Arrow-native pyarrow.Table.
  • v3.0.0 Result frames now return pyarrow.Table instead of Polars DataFrame.

Beta — feedback welcome: [email protected]