MetaInsight Explainer#3

Merged

YuvalUner merged 27 commits intomainfrom

YuvalUner-MetaInsights_explainer

Jun 28, 2025

Commits on Mar 25, 2025

Updated outlier explainer to support adding text from external source and delay drawing the plot.
YuvalUner
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Commits on Mar 30, 2025

Fixed division by zero error.
YuvalUner
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Commits on May 5, 2025

Added WIP MetaInsight explainer (migrated from pd-explain).
YuvalUner
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Commits on May 6, 2025

Continued progress on MetaInsight explainer. Added most required functionality (except for the main mining function).
YuvalUner
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Finished adding the MetaInsight mining process, and it seems to be able to run to conclusion with possibly correct results.
YuvalUner
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Commits on May 9, 2025

Commits on May 10, 2025

Commits on May 12, 2025

Commits on May 13, 2025

Commits on May 14, 2025

Visualization updates.
YuvalUner
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Commits on May 18, 2025

Completely redid visualization for more comprehensible visualization. Still need to fix size and clipping issues.
YuvalUner
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Commits on May 20, 2025

Commits on May 22, 2025

Fixed bugs in computations and visualizations, added more caching for improved performance.
YuvalUner
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Commits on May 23, 2025

Changed so NONE patterns are included and taken into account, changed so HDS only bin numeric columns and use all columns from categorical columns, added None patterns to visualizations.
YuvalUner
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Commits on May 27, 2025

Fixed spacing and location issues in visualizations, fixed bugs in computation that could cause crashes in cases where multi-index series existed.
YuvalUner
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Commits on May 31, 2025

Added __str__ method to MetaInsight class.
YuvalUner
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Commits on Jun 2, 2025

Changed caching to work globally using a singleton LRU cache class.
YuvalUner
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Commits on Jun 8, 2025

Added string representation function for exceptions in meta insights.
YuvalUner
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Commits on Jun 9, 2025

Fixed issue causing visualization to sometimes fail with multi-index series due to matplotlib not expecting tuple input.
YuvalUner
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Commits on Jun 24, 2025

Added support for MetaInsights to add text to the figure, allowing for pd-explain to add LLM reasoning to them.
YuvalUner
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Commits on Jun 26, 2025

Changed visualization of trend pattern to use the mean over the distribution, instead of displaying raw data.
YuvalUner
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Commits on Jun 27, 2025

Fixed bug causing a crash when the subspace value was not a string.
YuvalUner
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