Howso-engine

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

What's Changed
- 20472: Fixes recall and precision metric calculations by jackx111 in [193](https://github.com/howsoai/howso-engine/pull/193)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/471dd8edb407cadac01eee9659abab0593cd8cb6...5797a48d928a343243c0b9d8e55a7b5602d29849

What's Changed
- 20435: Add a warning and error to `train` for new or invalid values for `features` by cademack in [191](https://github.com/howsoai/howso-engine/pull/191)



**Full changelog**: https://github.com/howsoai/howso-engine/compare/eaed33c3a0159a78a00cc0fb64a6ff35a2c9540e...471dd8edb407cadac01eee9659abab0593cd8cb6