Responsibleai

- educational materials
- Notebook change showing the usage of identity feature and feature metadata by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1627
- new features
- Responsible AI Dashboard
- Vision Dashboard Table View and initial explanation flyout by jamesbchao in https://github.com/microsoft/responsible-ai-toolbox/pull/1621
- Vision dashboard backend without data characteristics tab by jamesbchao in https://github.com/microsoft/responsible-ai-toolbox/pull/1668
- Vision dashboard data characteristics tab by jamesbchao in https://github.com/microsoft/responsible-ai-toolbox/pull/1675
- Vision dashboard cohorts by jamesbchao in https://github.com/microsoft/responsible-ai-toolbox/pull/1686
- Vision model overview metrics by jamesbchao in https://github.com/microsoft/responsible-ai-toolbox/pull/1688
- Error Analysis
- NLP Feature Extractors
- Add the code for the nlp_feature_extractors to the RAI Toolbox by ilmarinen in https://github.com/microsoft/responsible-ai-toolbox/pull/1580
- bug fixes and tests
- Responsible AI Dashboard
- [Accessibility] Data analysis scatter chart - use symbol and color to differentiate data series by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1667
- Bump moment-timezone from 0.5.34 to 0.5.35 by dependabot in https://github.com/microsoft/responsible-ai-toolbox/pull/1677
- Add validations for dashboard endpoints by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1672
- [Accessibility][reflow] Error analysis tree map & Data explorer & Feature importance Reflow by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1678
- [Accessibility][reflow] Error Analysis heat map & Model overview & Counterfactual & Causal analysis by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1680
- [localization] Localize high chart context menu items by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1691
- for RAI text dashboard, remove radio buttons and legend text when avg of abs value local importances selected by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1683
- Vision dashboard UI Fixups by jamesbchao in https://github.com/microsoft/responsible-ai-toolbox/pull/1687
- touch ups from designer feedback to RAI dashboard for text data by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1695
- RAIInsights
- Update econml to 0.13.1 by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1660
- [responsibleai]: Add tests for classification outcome (multiclass) and regression error by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1662
- JSON serialize the endpoint output and add tests by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1679
- Cache predict() and predict_proba() output by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1702
- Reduce the train and test dataset sizes in responsibleai to reduce test time by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1630
- Counterfactual
- Causal
- Add validations for heterogeneity_features in causal manager by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1659
- Fix localization for causal tooltips by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1690
- Error Analysis
- [Accessibility] Error analysis screen reader by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1663
- Add metric computation of mean prediction by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1693
- Add support for 'True Y' filter for cohort filtering by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1685
- Avoid additional predict call in case of ModelAnalyzer by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1701
- release erroranalysis v0.3.10 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1706
- Dataset Explorer
- refactor table view into data analysis component by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1673
- add mini-table to feature importances view by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1682
- Model Overview
- [Model Overview] Box plot data for classification probabilities from SDK endpoint by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1689
- Change 'Accuracy' to 'Accuracy score' in ModelOverview by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1700
- Interpret
- [Accessibility][reflow] Individual conditional expectation plot by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1699
- NLP Feature Extractors
- update nlp-feature-extractors readme, dependencies and add a release script by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1666
- fix nlp-feature-extractors release by renaming requirements file by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1670
- add missing positive negative words csv file to attribute extractors by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1671
- other
- [localization] LEGO: Pull request from JUNO/hb_a12a4630-4852-4e7d-9cbc-c0e1117da1ab_20220907180147477 to main by csigs in https://github.com/microsoft/responsible-ai-toolbox/pull/1694
- Update CODEOWNERS by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1696

- educational materials
- [docs] Add Data Balance README by ms-kashyap in https://github.com/microsoft/responsible-ai-toolbox/pull/1567
- Replace SynapseML links with RAIToolbox links by ms-kashyap in https://github.com/microsoft/responsible-ai-toolbox/pull/1592
- new features
- Responsible AI Dashboard
- Data Balance UX Part 2: Add visualizations as a flight by ms-kashyap in https://github.com/microsoft/responsible-ai-toolbox/pull/1512
- add new interpret-vision library skeleton by jamesbchao in https://github.com/microsoft/responsible-ai-toolbox/pull/1586
- add support for multiclass local importance values for text by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1601
- Vision explanation dashboard -- Image explorer view by jamesbchao in https://github.com/microsoft/responsible-ai-toolbox/pull/1587
- Error Analysis
- Make generic class interface for cohort based filtering by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1597
- bug fixes and tests
- Responsible AI Dashboard
- update release workflows to include interpret-text npm package by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1582
- Add RAI prefix for OSS UI telemetry events by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1584
- Bump moment from 2.29.2 to 2.29.4 by dependabot in https://github.com/microsoft/responsible-ai-toolbox/pull/1538
- Bump eventsource from 1.0.7 to 1.1.1 by dependabot in https://github.com/microsoft/responsible-ai-toolbox/pull/1456
- [Bugfix] Fix Dropdown bug and Update styling for feature balance measures by ms-kashyap in https://github.com/microsoft/responsible-ai-toolbox/pull/1583
- Refactor tests in test_responsibleai_dashboard_input.py to have common success and failure criteria by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1591
- update raiwidgets and responsibleai to erroranalysis 0.3.6 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1588
- Fix tooltip location showing up incorrectly due to conflicting ids by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1599
- Update e2e test to expand correct predictions caret symbol by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1603
- Updates to RAI text dashboard - update test app values to latest shap release, fix predicted label, limit selection to one row, fix random crash by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1605
- [300 line limit] Refactor AxisConfigDialog: create AxisConfigBinOptions and AxisConfigChoiceGroup component by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1609
- [300 line limit] Refactor CohortEditor, OverallMetricChart, set max-lines rule for core-ui package by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1612
- design updates for the RAI text dashboard local importances view by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1611
- [Accessibility] Fix all existing accessibility bugs by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1613
- Move CalculateBoxPlot.test.tsx to core-ui by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1620
- Add feature metadata to IDataset and JointDataset by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1614
- Remove console.log() statement from CohortEditor.tsx by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1628
- update raiwidgets and responsibleai to erroranalysis 0.3.8 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1629
- add new interpret-vision package to npm publish workflows in build and release gates by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1615
- [Accessibility] fix several accessibility bugs by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1632
- add UI tests for RAI text dashboard by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1636
- Fix typo for indices by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1640
- Add extra space between Identity feature and the actual feature name by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1641
- Use JointDataset API in ProcessPreBuiltCohort.ts by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1635
- add wrapping for long text documents to text highlighting component in RAI dashboard for text by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1643
- add tests to RAI text dashboard importances part 2 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1642
- add radio button tests for RAI text dashboard by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1648
- Localized file check-in by OneLocBuild Task: Build definition ID 21368: Build ID 69976515 by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1653
- Add unit test for calculateLineData by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1654
- Add test for uncovered condition in responsibleai_dashboard_input.py by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1638
- update raiwidgets and responsibleai to erroranalysis 0.3.9 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1657
- RAIInsights
- responsibleai: Add FeatureMetadata class and related tests by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1604
- Add categorical statistics computation in RAIInsights by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1598
- Add cohort filtering capability in RAIInsights class by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1618
- Inject FeatureMetadata into RAIInsights by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1616
- responsibleai: Remove old manager namespaces by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1564
- Fix docs in rai_base_insights.py by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1650
- fix failing RAI Insights test due to change in EA \_string_ind_data type by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1658
- Enable validations for FeatureMetadata when passed into RAIInsights by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1651
- Counterfactual
- [300 line limit] Refactor CounterfactualList by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1619
- Reduce the time taken by RAIInsights counterfactual tests by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1622
- [300 line limit] Refactor CounterfactualChart by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1624
- Add identity feature value to counterfactual hover over by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1626
- Minor refactoring in counterfactual package by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1634
- [Accessibility] Add headings & change counterfactual text color by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1646
- Causal
- Add backend functions in causal_manager.py to handle dashboard requests by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1579
- SDK change for computing aggregate causal effects and policy tree per cohort by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1552
- Add identity feature value to causal hover over by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1633
- Error Analysis
- Refactor categorical statistics computation in separate module by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1600
- Add more classification metrics to erroranalysis by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1575
- Improve error message when categorical string column is treated as numeric and error analysis is run by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1562
- fix bug in treeview filtering logic in error analysis package by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1593
- erroranalysis: Bug fix in classification outcome cohort filter by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1596
- release erroranalysis 0.3.7 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1606
- fix error analysis predictions analyzer failing due to new filtering refactor by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1625
- Make return type of string_ind_data in process_categoricals consistent by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1617
- Handle 'Classification outcome' cohort filter for multiclass scenario in SDK by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1623
- Handle 'Regression Error' cohort filter for regression scenario in SDK by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1644
- [Accessibility] Error analysis tree node change 1. Bubble error rate colors; 2. Bubble text & fill by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1649
- release erroranalysis 0.3.9 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1655
- Dataset Explorer
- Add identity feature value to dataset explorer scatter plot by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1645
- Model Overview
- If feature groups is more than 10, short it to 10 with "Other" for the rest by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1602
- [Model Overview]Fix bug: x axis selection is not kept between tab switch by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1607
- [ModelOverview] Fix bug- On choosing a specific feature cohort and trying to choose feature cohort again - dropdown has all cohorts selected by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1608
- [ModelOverview]Fix bug- Model Overview: Clarification - Should state of 'use line chart' be persisted when switched from Probability -> Metrics -> Prob tab by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1610
- enable new Model Overview experience in OSS RAI Dashboard by default by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1647
- Interpret
- Add backend functions in explainer_manager.py to handle dashboard requests by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1585
- Add identity feature value to feature importance hover over by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1637
- other
- update CHANGES.md release notes to reflect delay in package release by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1581
- Remove strict pinnings from rai-core-flask requirements.txt. by janjagusch in https://github.com/microsoft/responsible-ai-toolbox/pull/1578
- release rai-core-flask 0.5.0 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1589
- update deprecated pypi publish github action to new supported version by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1595
- Update CODEOWNERS to add default reviewers for core-ui by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1639

- new features
- Responsible AI Dashboard
- Model overview: add legend to probability line chart by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1492
- Model overview: add cohort selection hint by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1496
- Model overview: wrap text after max line width by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1503
- Model overview: use spline instead of line chart by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1508
- Model overview: turn on heatmap colors by default by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1510
- Model overview: disable confirm button when no changes were made by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1509
- Add e2e tests for new model overview experience (part 1) by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1467
- Model overview: use unique key to avoid heatmap color mismatch by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1517
- Model overview: new cohorts should show up by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1519
- Model overview: bold cohort names in tooltip by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1531
- add text interpretability dashboard UI by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1159
- Data Balance UX Part 1: add data_balance_measures to IDataset by ms-kashyap in https://github.com/microsoft/responsible-ai-toolbox/pull/1511
- refactor individual importances view to integrate local importances view for text data by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1569
- RAIInsights
- Create DataBalanceManager + unit tests; clean up data balance conftest by ms-kashyap in https://github.com/microsoft/responsible-ai-toolbox/pull/1485
- bug fixes and tests
- Responsible AI Dashboard
- [office-ui upgrade] Move components in causality, counterfactuals and dataset-explorer package to fluentui by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1481
- [office-ui upgrade] Move components in error-analysis package to fluentui by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1484
- [office-ui upgrade] Move components in interpret package to fluentui by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1495
- [office-ui upgrade] Move components in fairness package to fluentui by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1494
- [office-ui upgrade] Move components in model-assessment & dependencies to fluentui by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1497
- [office-ui upgrade] Move ChoiceGroup & all other remaining dependencies to fluentui by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1501
- [Bugfix] HeatmapHighChart: Prioritize configOverride over defaultOptions by ms-kashyap in https://github.com/microsoft/responsible-ai-toolbox/pull/1490
- Remove download svg option due to highcharts limitations by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1498
- Upgrade highcharts from v9.3.0 to v10.1.0, remove highcharts bundle by setting it to external module by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1506
- Fix highcharts tooltip is clipped by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1502
- Bump shell-quote from 1.7.2 to 1.7.3 by dependabot in https://github.com/microsoft/responsible-ai-toolbox/pull/1514
- [UI refactor] Remove all alert functions and set no-alert rule by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1518
- Use of "==" and "!=" confusing to non-programmers, update operators to strings by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1525
- [UI refactor] Remove .bind() part 1 - Remove .bind(this, true/false) by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1523
- Panel buttons should be uniform: change all buttons to "Apply"; all buttons should be at bottom by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1524
- Fix slider bug by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1526
- Fix e2e-widget.js for the case without flight argument by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1529
- Make the local point selection drop down consistent in causal and counterfactual by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1539
- [UI refactor] Remove .bind() part2 - Remove .bind in counterfactual folder and part of .bind() in other folders by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1542
- [UI refactor] Remove .bind() part3 - Remove .bind for SpinButton in AxisConfigDialog, MultiICEPlot and Fairness by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1555
- refactor text highlighting component to use Text and Label from FluentUI instead of styles on spans by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1558
- centralize plot colors to core ui by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1559
- create other cohort in model overview when there are more than 10 cohorts by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1572
- [Telemetry] Add button click event tracking for main menu and error analysis component by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1570
- Remove redundant lines of code in StatisticsUtils.ts by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1571
- [Telemetry] Add button click event trackers for new model overview, data explorer, feature importances, counterfactual and causal by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1574
- RAIInsights
- update responsibleai package to latest interpret-community 0.26.0 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1491
- Update requirements.txt to bump up econml to 0.13.0 by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1499
- remove version for flask by xuke444 in https://github.com/microsoft/responsible-ai-toolbox/pull/1515
- Remove unused variables from create_classification_pipeline() by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1520
- update raiwidgets and responsibleai to latest erroranalysis 0.3.3 release by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1535
- Add column and feature range meta data to meta file by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1541
- update raiwidgets and responsibleai to erroranalysis 0.3.4 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1544
- update packages to new raiutils 0.2.0 and rai-core-flask 0.4.0 releases by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1550
- Add hierarchy to rai exceptions by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1568
- Add multiclass classification test in raiwidgets by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1576
- Counterfactual
- Update counterfactual serialization via dice-ml APIs by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1479
- Fix unable to input decimal point in what if counterfactual feature text field by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1459
- Bold input text for values that have changed from the original reference values for counterfactual list by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1516
- Fix bug in deserializing counterfactual explainer by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1554
- Add ID to counterfactual config and serialized counterfactual data by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1553
- Causal
- Enable skipped causal unit test by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1565
- Error Analysis
- add more docs to matrix filter aka heatmap in error analysis by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1489
- part 2: add pyspark support to tree surrogate model in error analysis by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1388
- use new getNativeModel method in get_surrogate_booster_pyspark to simplify erroranalysis code by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1475
- fix erroranalysis erroring on serialization with numpy int64 feature names by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1537
- Dataset Explorer
- Reorder controls in data explorer legend by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1493
- Fill color for data explorer box plot by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1504
- other
- Add issues template for bugs and feature requests by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1486
- Taking dependency on `is_classifier()` method and `SKLearn` constants class from `raiutils` by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1289
- Localized file check-in by OneLocBuild Task: Build definition ID 21368: Build ID 65085801 by riedgar-ms in https://github.com/microsoft/responsible-ai-toolbox/pull/1500
- Split raiwidgets/e2e-notebooks test pipeline in two by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1478
- Derandomize notebooks by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1507
- Unify naming between notebooks and test cases by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1505
- Update CODEOWNERS by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1513
- Add License and Requirements to Source Distribtion by janjagusch in https://github.com/microsoft/responsible-ai-toolbox/pull/1522
- Move references for \_convert_to_list() and \_convert_to_string_list_dict() to raiutils by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1534
- Move references for serialize_json_safe() to raiutils by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1536
- fix flaky test by adding retry logic to fetch openml dataset in notebook by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1547
- release rai-core-flask 0.4.0 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1546
- release raiutils v0.2.0 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1545
- update sphinx dependencies to fix jinja2 doc build error by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1551
- Update CODEOWNERS by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1557
- [E2ETests]Add flight && screenshots by RubyZ10 in https://github.com/microsoft/responsible-ai-toolbox/pull/1566
- fix release pipeline failing on UI widget tests by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1573
- fix e2e UI tests incorrectly running tests with flights when no notebook name specified and reduce number of test jobs by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1577

- educational materials
- add info about PR reviews to the contributing docs file by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1472
- Adding extra statement in PR template for e2e by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1461
- new features
- Responsible AI Dashboard
- Model overview: improve placeholder, put confirm/cancel buttons at the bottom, and hide toggle when needed by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1433
- RAIInsights
- Add DataBalanceAnalysis module to ResponsibleAI package to be consumed by visualizations by ms-kashyap in https://github.com/microsoft/responsible-ai-toolbox/pull/1473
- bug fixes and tests
- Responsible AI Dashboard
- Fix locators logic for string features - data explorer component by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1441
- Fix cohort name conflict and not run few tests for AML by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1442
- Few e2e tests changes to accommodate AML static tests by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1445
- Fix locators logic for string features - data explorer and model statistics components by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1446
- Add more unittests RAI dashboard input class by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1448
- Update the way to get the length of elements obtained in e2e tests by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1450
- Fix dataset explorer plot with count not displaying by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1454
- Add toggle for switching classes in binary classification case by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1444
- [office-ui upgrade] Move checkbox to fluentui by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1465
- [office-ui upgrade] Move combobox to fluentui by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1469
- [office-ui upgrade] Move components in core-ui packageto fluentui by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1471
- Fix TypeError: Cannot read properties of undefined (reading 'treatAsCategorical')" by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1452
- Update predicted class value to uneditable text in counterfactual panel by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1458
- Collapse correct prediction by default for individual feature importance by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1474
- RAIInsights
- Update requirements.txt to pin dice-ml at 0.8 by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1470
- other
- Add more utilities into raiutils by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1295
- Release raiutils v0.1.0 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1480
- Update responsibleai to raiutils 0.1.0, raiwidgets and responsibleai to erroranalysis 0.3.2 by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1483
- Merge postbuild branch back into main by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1466
- Remove postbuild branch triggers by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1476

- bug fixes and tests
- Responsible AI Dashboard
- Bug fixes on 'Set value' not copying over feature values correctly in what if counterfactual panel by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1416
- Fix description for model overview by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1425
- Fix math.min / max for array size more than 10^7 by xuke444 in https://github.com/microsoft/responsible-ai-toolbox/pull/1427
- RAIInsights
- Add warning in counterfactual manager when unable to load explainer by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1412
- Counterfactual
- Remove "Set Value" blurb in case it is not available in counterfactual panel by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1426
- Add y-axis description to counterfactual feature importance chart by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1423
- Causal
- Fix causal UI strings according to classification/regression tasks by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1419
- Add the user class name to causal UI strings by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1422
- Upper bound SciKit-Learn to address freeze in causal by riedgar-ms in https://github.com/microsoft/responsible-ai-toolbox/pull/1432
- Error Analysis
- Fix error on machines with pyspark installed where passed dataframe is not spark pandas by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1415
- Fix failing to create error report when filter_features is empty list by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1421
- Interpret
- Filter out missing values from what if dropdown to prevent explanation dashboard from crashing by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1418
- Fix dependency chart axis updating with incorrect values in explanation dashboard by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1437
- other
- Add postbuild branch trigger by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1417
- Upgrade numpy to fix random segfault test failures by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1424
- Fix flaky notebook causing build failures by adding retry logic by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1431
- Fix codecov and widget test screenshot uploads by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1428

- educational materials
- Add pre-built cohort into adult census notebook by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1243
- Add pre-defined cohorts in responsibleaidashboard-diabetes-decision-making.ipynb by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1252
- new features
- Responsible AI Dashboard
- Add a summary for disaggregated analysis showing ratio and difference by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1367
- Use global cohort for disaggregated analysis by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1370
- Add accuracy as multiclass metric by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1371
- Add a top-level pivot to model overview by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1375
- Add a toggle to model overview to turn heatmap colors on and off by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1376
- Add feature and metric configuration flyouts to model overview by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1381
- Add probability distribution line chart to model overview by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1382
- Provide feature flight support to dashboard, test environment, and Python widget by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1385
- Error Analysis
- add pyspark support to tree surrogate model in error analysis by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1251
- bug fixes and tests
- Responsible AI Dashboard
- Fix bug on scatter points in dataset explorer; remove outlier for aggregate feature importance box chart by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1364
- Change procedural loops to functions map() and filter() by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1255
- Create rai-e2e package for tests shared with AML by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1378
- Create e2e package for tests shared with AML by vinuthakaranth in https://github.com/microsoft/responsible-ai-toolbox/pull/1383
- fix race condition in tree view update code which can cause root stats to be ignored on selected cohort in RAI dashboard static view by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1386
- String updates for model overview by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1387
- Some fixes for data explorer, heatmap, counterfactual components by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1389
- disable causal treatment whatif in static view by imatiach-msft in https://github.com/microsoft/responsible-ai-toolbox/pull/1391
- Fix feature selection state carry-over bug in model overview by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1390
- RAIInsights
- Rename \_validate_model_analysis_input_parameters() to \_validate_rai_insights_input_parameters() by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1373
- Counterfactual
- Add missing desired range to counterfactual chart by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1366
- Cache and serialize the counterfactual explainer by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1374
- fix big data set for counter factual chart by xuke444 in https://github.com/microsoft/responsible-ai-toolbox/pull/1393
- Causal
- Handle the loading of causal models more gracefully by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1377
- Alignment and style fixes for causal by tongyu-microsoft in https://github.com/microsoft/responsible-ai-toolbox/pull/1392
- other
- Add more context to download print statement in fetch_dataset by gaugup in https://github.com/microsoft/responsible-ai-toolbox/pull/1368
- Update PR template to be more intuitive by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1116
- Update CODEOWNERS file by romanlutz in https://github.com/microsoft/responsible-ai-toolbox/pull/1369
- update code owner by xuke444 in https://github.com/microsoft/responsible-ai-toolbox/pull/1372