Explainit 1.2.1

Explainit 1.2.1 release introduces features & major bug fixes

Features

• chore: Added unique_threshold input param (5b822d9)

Bug Fixes

• build: Updated pkg version (cfea76d)
• docs: Updated screenshots (f194cd5)
• docs: Added doc-string to build function (615b8e3)
• fix: Fixed Typo (fd3b39b)
• fix: Updated doc-string (ef99f36)
• fix: Quoted the target name during exception (3b48608)
• docs: Added how to deploy on custom routes (bf7761e)
• docs: Updated getting-started example (3c10746)
• tutorial: Removed sklearn dependency (cf7d083)
• tutorial: Updated getting-started examples (f1338d2)
• docs: Added reference, production datasets (b268cbe)
• hooks: Removed large-files check hook (36f2663)
• style: Added bgcolors to graphs (5a88518)
• style: Updated histogram, scatter plots color, fixed cat graph title (a2823c8)
• fix: Updated correlation table name (a5b9352)
• fix: Updated title, highlighted graphs title (b38b449)
• fix: Fixed the graphs title (dbf19a7)
• fix: Updated P-value column name to P-value/Distance (7e6f7cb)
• fix: Updated the stats-info Column to Feature (42c628b)
• docs: Added repo url, contribution guide (056537e)
• fix: Updated the default threshold for jensen, wd tests (406e3d9)
• fix: Updated the cat, num filter condition (3e4154d)
• fix: Fixed the drift logic with threshold (e0cedec)
• docs: Updated screenshots for data&feat summaries (6c4cc7d)
• fix: Capitalized labels (763de35)
• fix: Capitalized labels (cd51213)
• fix: Capitalized labels for feature & df stats (a56e395)
• fix: Updated app screenshots to latest (fc32f05)
• fix: Fixed the target-drift graph layout (2a48e45)
• fix: Update pkg installation command (9b8185c)
• fix: removed tolist method as it is an integer (b9a95d5)

Merged Pull Requests

• 38-doc-fix-update-app-screenshots (#38)(3a452f5)
• 35-fr-add-unique-value-threshold-parameter (#35)(2cdd07f)
• 27-doc-fix-update-documentation-for-routes (#27)(72bd696)
• 31-bug-fix-the-cat-num-features-in-stats-info (#31)(b8913fe)
• 32-bug-fix-the-drift-not-drift-logic-in-jensenshannon-test (#32)(f13dcb6)
• 25-bug-index-column-issue-in-generating-graphs (#25)(502587f)
• update-correlation-table-columns (#23)(d23bd27)

Explainit 1.2

Explainit 1.2 release introduces bug fixes

Bug Fixes

• Updated naming convention, typo (5fc4095)
• Fixed typo in feature summary stats graph (6dd7f9a)
• Updated changelog (6e2d32e)
• Updated release version (29d5965)
• Update bug-report template (9655ded)
• Updated current dataset label to production (2b563ed)
• Updated architecture diagram (5632a7a)
• Added type validation for input params (9899702)
• Updated train-test labels to ref-prod (6d24e90)
• Updated build function input params (7ae5e19)
• Update getting-started example (348ac0d)
• Updated Getting-started example with docs (2a68460)
• Updated features, drift definition (89f5daa)
• Updated doc URLs (a83a44d)
• Changed colorpalette for histograms (2cea54d)
• Changed colorpalette for histograms (52ac6c5)
• Expanded metric container by +5rem (335d8c7)
• Added hr spacing below tabs section (f01af59)
• changed indicator, hist colors & added KDE (c785b57)
• Removed unwanted horizontal space below tabs (d7975f9)
• Updated punctuation (7b3ceca)
• Updated datetime in input params (9689f02)
• Updated the output (8d4771c)
• Updated the getting-started guide (7680bf9)
• Updated punctuation (538e3a7)
• Updated concept-drift definition, fixed typo (88654d1)

Merged Pull Requests

• 21-bug-fix-typo-in-feature-summary-stats (#22) (40e7154)
• 19-doc-fix-update-release-version (#20) (8a5f937)
• 17-doc-fix-update-the-app-workflow (#18) (e67edf7)
• 14-br-update-build-function-input-parameters (#16) (59fdba5)
• 13-doc-fix-update-typo-punctuation (#15) (812b1c0)

Explainit 1.1

Explainit 1.1 release introduces major features

Features

• [Python] Introducing 5 major Independent Statistical Tests (Chi-Square, Jensen-Shannon, Kolmogorov-Smirnov, Wasserstein-Distance, Z-Score) to calculate & Detect Drifts in Data (for both Batch Data and Production Data).
• [Python] Added Histograms, Pie-charts & Scatter Graphs modules for Data Quality Management, Data Summary & Feature Summary calculation.
• [Python] Added Correlation Graphs modules to get the insights of the relationship between features.
• [Python] Removed support for 2 Statistial Tests (Population Stability Index (PSI), Kullback Leibler Divergence (KL Div)).

Documentation

• Updated Contribution Guide.
• Updated Code-base Structure.
• Updated Explainit Documentation.
• Updated Explainit Tests.

Explainit 1.0

Explainit 1.0 general availability release introduces major features

• Drift Detection (for both Features & Target)
• Data Quality Management

Features

• [Python] Introducing Explainit to Detect Drifts in Data (for both Batch Data and Production Data) at the same time.
• [Python] Introducing Explainit for Data Quality Management.
• [Python] Introducing Explainit Data Metrics to Understand the in-depth relationship between features and target as well as between the features.

Documentation

• Introducing Explainit documentation.
• Introducing end-to-end Tutorials Examples.
• Introducing Explainit Roadmap.
• Introducing Explainit Tests.
• Introducing Explainit Architecture.