Howso Engine 72.1.1

What's Changed

• 18909: Fixes unit test threshold by @howsoRes in #86
• 18924: Fixes residual computations not to use future data for time series by @howsoRes in #88
• 18930: Improves logic for initial series when continuing a series in time series flows by @howsoRes in #89

Full Changelog: 72.1.0...72.1.1

Howso Engine 72.1.0

What's Changed

• 18822: Fixes issue where not all features were output in influential cases for react_series by @howsoRes in #79
• 18846: Fixes react_series() missing action_features for some influential cases by @howsoRes in #80
• 18856: Updates get_prediction_stats to return a single value for MAE and add 'missing_value_accuracy' as a stat, MINOR by @cademack in #82
• 18743: Fixes issue where time series could use future data and adds 'universal' flag to time series time features, MINOR by @howsoRes in #83
• 18900: Bumps Amalgam version by @calebwherry in #84

Full Changelog: 72.0.0...72.1.0

Howso Engine 72.0.0

What's Changed

• 18708: Removes unused methods (simplify_model and forget_irrelevant_data), removes case_access_count_label MAJOR by @howsoRes in #72
• 18717: Fixes issue where null counts were not always updated during train, edit, or remove by @howsoRes in #74
• 18727: Updates git tag retrieval to skip non-repo tags by @calebwherry in #75
• 18728: Fixes missing counts of nulls for features during time series training by @howsoRes in #76
• 18709: Updates usage of distance types and null uncertainties for compatibility with Amalgam 47, MINOR by @howsoRes in #73
• 18748: Adds macOS arm64 tests by @calebwherry in #77
• 18766: Bumps amalgam depends version by @calebwherry in #78

Full Changelog: 71.1.0...72.0.0

Howso Engine 71.1.0

What's Changed

• 18541: Streamlines interpolation and ignoring cases with null action features by @howsoRes in #67
• 18564: Updates analyze to automatically reimpute previously imputed values by @howsoRes in #68
• 18667: Adds 'post_process_features' and 'post_process_values' to react, MINOR by @cademack in #69
• 18695: Fixes an issue where null cases may be output from generative reacts if details are specified by @cademack in #70

Full Changelog: 71.0.1...71.1.0

Howso Engine 71.0.1

What's Changed

• 18625: Fixes an issue where "categorical_action_probabilities" are requested when using unique cases by @cademack in #66

Full Changelog: 71.0.0...71.0.1

Howso Engine 71.0.0

What's Changed

• 18553 Fixes multiple discriminative series forecasting for untrained series by @cademack in #60
• 18554: Overwrites continue_series flag when continue_series_values are specified for react_series by @howsoRes in #62
• 17691 Removes use_deviations from derivation parameters detail MAJOR by @cademack in #61
• 18565: Fixes bug where nans could be output for residuals for inactive features by @howsoRes in #63
• 18483: Adds exclude_novel_nominals_from_uniqueness_check flag to reacts, MINOR by @howsoRes in #59
• 18493: Bumps Amalgam version by @cademack in #65

Full Changelog: 70.1.0...71.0.0

Howso Engine 70.1.0

What's Changed

• 188440: Adds aggregate categorical action probabilities detail to react_series, MINOR by @howsoRes in #52
• Update README.md by @bbefort in #53
• 18481: Fixes bug where training time series was not respecting auto-analyze limit by @howsoRes in #54
• 18486: Improves performance for training time series by @howsoRes in #55
• 18496: Cleans up internal method instances of call_entity to use call instead by @howsoRes in #56
• 18507: Adds ability to continue a provided (untrained) series, improves correctness for early imputed time series values, MINOR by @howsoRes in #57
• 17481: Bumps Amalgam version by @calebwherry in #58

New Contributors

• @bbefort made their first contribution in #53

Full Changelog: 70.0.1...70.1.0

Howso Engine 70.0.1

What's Changed

• bump Amalgam version by @cademack in #51

Full Changelog: 70.0.0...70.0.1

Howso Engine 70.0.0

What's Changed

• 18032: Refactors react robust_computation flag into robust_residuals and robust_influences, MAJOR by @howsoRes in #44
• 18065: Refactors internal 'target_' variables for compatibility with Amalgam rename of target_ variables by @howsoRes in #45
• 17937: Adds influential_cases attribution to react series, MINOR by @howsoRes in #46
• 18251: Adds categorical_action_probabilities support to generative react and react_series output, MINOR by @howsoRes in #49
• 18308: Adds "derivation_parameters" as a detail to react, MINOR by @cademack in #50

Full Changelog: 69.0.4...70.0.0

Howso Engine 69.0.4

What's Changed

• 17759: Adds 'features' key to react details which specifies a subset of features to compute metrics for by @cademack in #37
• 17918: Fixes hyperparameter printing in asteroid performance test by @cademack in #41
• 17930: Adds attribution for generative reacts via influential_cases detail by @howsoRes in #43
• 17917: Reduces unit test fragility and corrects a couple of test values by @howsohazard in #42

Full Changelog: 69.0.3...69.0.4