Howso-engine

What's Changed
* 21488: Moves alpha ifa recipe and renames integration directory to integrations by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/177
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/178
* 20700: Updated recipes to display feature_attributes.to_dataframe() by hankomatic in https://github.com/howsoai/howso-engine-recipes/pull/179
* 21529: Updated alpha_infer_attributes_tutorial to fix input bugs by lancegliser in https://github.com/howsoai/howso-engine-recipes/pull/180
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/181
* 21676: Restores the JSON feature recipe by jdbeel in https://github.com/howsoai/howso-engine-recipes/pull/184
* 21676: Re-adds JSON feature recipe test by jdbeel in https://github.com/howsoai/howso-engine-recipes/pull/185


**Full Changelog**: https://github.com/howsoai/howso-engine-recipes/compare/3.1.2...3.1.3

What's Changed
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/173
* 21483: Updates requirements.in by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/174
* 21483: Adjust graphing bounds for model monitoring by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/175


**Full Changelog**: https://github.com/howsoai/howso-engine-recipes/compare/3.1.1...3.1.2

What's Changed
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/158
* 21234: Adds ST AFMI Howso config file by apbassett in https://github.com/howsoai/howso-engine-recipes/pull/159
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/160
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/161
* 21113: Bumps howso-engine version by apbassett in https://github.com/howsoai/howso-engine-recipes/pull/162
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/163
* Automated requirements generation by github-actions in https://github.com/howsoai/howso-engine-recipes/pull/164
* 21354: Updates interpret_react test to use different react_aggregate detail by jdbeel in https://github.com/howsoai/howso-engine-recipes/pull/165
* 21353: Updates recipes to no longer use "global_case_feature_residual_conviction" and use "case_feature_residual_conviction" instead by cademack in https://github.com/howsoai/howso-engine-recipes/pull/167
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/166
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/168
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/169
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/170
* 21113: Automated requirements generation by github-actions in https://github.com/howsoai/howso-engine-recipes/pull/171
* Automated recipe re-run by github-actions in https://github.com/howsoai/howso-engine-recipes/pull/172


**Full Changelog**: https://github.com/howsoai/howso-engine-recipes/compare/3.1.0...3.1.1

What's Changed
* 20781: Adds some text for sparse confusion matrices by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/144
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/145
* Automated recipe re-run by github-actions in https://github.com/howsoai/howso-engine-recipes/pull/146
* 20809: Fixes engine_intro.ipynb test by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/147
* 20634: MINOR Added Notebook to demonstrate alpha FeaturesAttributesControl widget by lancegliser in https://github.com/howsoai/howso-engine-recipes/pull/137
* 20681: Adds UMAP visualization to clustering recipe by jdbeel in https://github.com/howsoai/howso-engine-recipes/pull/148
* 20949: Adds additional documentation to the Map dependents UI by lancegliser in https://github.com/howsoai/howso-engine-recipes/pull/149
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/151
* 21024: Adds optional debug mode to CI/CD by apbassett in https://github.com/howsoai/howso-engine-recipes/pull/152
* 21137: Fixes matplotlib 3.9.1 issue on Windows by jdbeel in https://github.com/howsoai/howso-engine-recipes/pull/153
* Automated requirements generation by github-actions in https://github.com/howsoai/howso-engine-recipes/pull/154
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/155
* 00000: Automated recipe re-run by github-actions in https://github.com/howsoai/howso-engine-recipes/pull/156

New Contributors
* lancegliser made their first contribution in https://github.com/howsoai/howso-engine-recipes/pull/137

**Full Changelog**: https://github.com/howsoai/howso-engine-recipes/compare/3.0.5...3.1.0

What's Changed
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/125
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/126
* 20521: Increases number of gen reacts to decrease test flakiness by jdbeel in https://github.com/howsoai/howso-engine-recipes/pull/127
* 19984: Remove default action features by hankomatic in https://github.com/howsoai/howso-engine-recipes/pull/130
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/129
* 20450: Adds new model monitoring recipe by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/128
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/132
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/133
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/135
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/140
* 20676: Updates api for new react_aggregate method by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/136
* 20750: engine recipes bug fix by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/141
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/142
* Automated recipe re-run by github-actions in https://github.com/howsoai/howso-engine-recipes/pull/143


**Full Changelog**: https://github.com/howsoai/howso-engine-recipes/compare/3.0.4...3.0.5

What's Changed
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/101
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/103
* 19579: reorg use cases by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/91
* 17481: Update tests to use absolute filepath for Howso config by apbassett in https://github.com/howsoai/howso-engine-recipes/pull/105
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/106
* 20041: Adds prediction insights recipe by jdbeel in https://github.com/howsoai/howso-engine-recipes/pull/104
* Automated requirements generation by github-actions in https://github.com/howsoai/howso-engine-recipes/pull/111
* 20349: Bumps engine-py requirements by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/114
* 20347: Adjusts recipes for new get_prediction_stats params by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/115
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/116
* 22040: Adds conditioned insights recipe by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/112
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/118
* 20330: Updates requirements.in by apbassett in https://github.com/howsoai/howso-engine-recipes/pull/119
* 20430: Adds biweekly scheduled rerun by apbassett in https://github.com/howsoai/howso-engine-recipes/pull/120
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/122
* 20371: Updates prediction stats display format by jackx111 in https://github.com/howsoai/howso-engine-recipes/pull/121
* Automated update to .devcontainer by dmglennie-diveplane in https://github.com/howsoai/howso-engine-recipes/pull/124
* Automated recipe re-run by github-actions in https://github.com/howsoai/howso-engine-recipes/pull/123


**Full Changelog**: https://github.com/howsoai/howso-engine-recipes/compare/3.0.3...3.0.4