Howso-engine

What's Changed
- 20609: Updates to replace `.nan` and `.nas` with `(null)` by cademack in [207](https://github.com/howsoai/howso-engine/pull/207)

- 20669: Updates the FeatureAttributes schema to unbound "original_type" by cademack in [208](https://github.com/howsoai/howso-engine/pull/208)

- 20674: Fixes batch_react_series to have appropriate default parameter values by cademack in [209](https://github.com/howsoai/howso-engine/pull/209)

- 20674: Alters default values for react_series's "initial_values" parameter to demonstrate its optionality by cademack in [210](https://github.com/howsoai/howso-engine/pull/210)

- 20678: Ignores inactive action features in reacts and analyze by howsoRes in [211](https://github.com/howsoai/howso-engine/pull/211)

- 20449: Combines react_into_trainee and get_prediction_stats into react_aggregate and modifies react and react_aggregate parameters, MAJOR by jackx111 in [199](https://github.com/howsoai/howso-engine/pull/199)

- 20701: FIxes analyze always outputs warnings by howsoRes in [213](https://github.com/howsoai/howso-engine/pull/213)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/c3b5344fcb4522cf8712720154334b2f375b0158...c686b0f941f699bae5c56eb397048f76e2228ff2

What's Changed
- 20416: Adds basic batching to reduce_data, MINOR by jdbeel in [204](https://github.com/howsoai/howso-engine/pull/204)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/2ce777894f020b7737edb755c60426fe5b442b81...c3b5344fcb4522cf8712720154334b2f375b0158

What's Changed
- 20482: Adds parameter validation and type hints by cademack in [195](https://github.com/howsoai/howso-engine/pull/195)

- 20645: Renames an internally used Hyperparameter key and update the type schema by cademack in [206](https://github.com/howsoai/howso-engine/pull/206)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/ba61ba64d7be4c69be1abe9055c7388e20d6a6a5...2ce777894f020b7737edb755c60426fe5b442b81

What's Changed
- 20501: Sparsifies confusion matrix, added 'confusion_matrix_min_count' param to react_into_trainee and get_prediction_stats, MAJOR by howsoRes in [197](https://github.com/howsoai/howso-engine/pull/197)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/868b4101496de49a09c1c9d82f4a9e2f6521a022...ba61ba64d7be4c69be1abe9055c7388e20d6a6a5

What's Changed
- 20494: Accumulates data mass when training, removing, and editing cases and uses that to determine when to auto-analyze by jdbeel in [194](https://github.com/howsoai/howso-engine/pull/194)

- 20587: Filters out null predictions from confusion matrix creation by cademack in [201](https://github.com/howsoai/howso-engine/pull/201)

- 20591: Filters case weight feature from being in query context by cademack in [202](https://github.com/howsoai/howso-engine/pull/202)

- 20594: Fixes unit test consistency by howsoRes in [203](https://github.com/howsoai/howso-engine/pull/203)

- 20608: Fixes reduce data removing all cases occasionally by jdbeel in [205](https://github.com/howsoai/howso-engine/pull/205)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/632f93788735fb5e6d098226d6c16a0777eea8b1...868b4101496de49a09c1c9d82f4a9e2f6521a022

What's Changed
- 20434: Skips computing residuals and stats for unique features by howsoRes in [192](https://github.com/howsoai/howso-engine/pull/192)

- 20401: Adds the ability to select features for prediction stats, MINOR by jackx111 in [187](https://github.com/howsoai/howso-engine/pull/187)

- 20285: Adds support for sparse deviation matrix in hyperparameters, MINOR by howsoRes in [180](https://github.com/howsoai/howso-engine/pull/180)

- 20535: Fixes incorrect min nominal residual computation by howsoRes in [196](https://github.com/howsoai/howso-engine/pull/196)

- 20505: Updates AccumulateCaseInfluenceWeights to utilize case weight values if given by cademack in [198](https://github.com/howsoai/howso-engine/pull/198)

- 20438: Bumps amalgam version by jackx111 in [200](https://github.com/howsoai/howso-engine/pull/200)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/5797a48d928a343243c0b9d8e55a7b5602d29849...632f93788735fb5e6d098226d6c16a0777eea8b1