22264: Adds #react_series_stationary allowing users to predict stat…

…ionary feature values for series data, MINOR (#391)

howso.amlg

@@ -235,6 +235,7 @@
 		"react_group"
 		"react_aggregate"
 		"react_series"
+		"react_series_stationary"
 		"react_series_utilities"
 		"react_utilities"
 		"remove_cases"

howso/details_cases.amlg

@@ -108,6 +108,14 @@
 		;return the influential_K
 		(declare (assoc candidate_case_ids (trunc sorted_influence_cases influential_k)))
 
+		(if return_entity_ids_only
+			(conclude
+				(accum (assoc
+					output (assoc "influential_cases" candidate_case_ids)
+				))
+			)
+		)
+
 		;pull all the feature values for the cases
 		(declare (assoc
 			audit_data
@@ -244,6 +252,17 @@
 				))
 		))
 
+		(if return_entity_ids_only
+			(conclude
+				(accum (assoc
+					output
+						(assoc
+							"most_similar_cases" (first similar_cases)
+						)
+				))
+			)
+		)
+
 		(declare (assoc
 			item_retrieval_map
 				(zip (append

howso/react.amlg

@@ -832,7 +832,10 @@
 			post_process_features (list)
 			post_process_values (list)
 
+			leave_series_out (false)
 			leave_case_out (false)
+			skip_encoding (not !hasEncodedFeatures)
+			skip_decoding (not !hasEncodedFeatures)
 			case_indices (null)
 			use_regional_residuals (true)
 			feature_bounds_map (assoc)
@@ -934,6 +937,7 @@
 											(true)
 										)
 									case_indices case_indices
+									leave_series_out leave_series_out
 									leave_case_out leave_case_out
 									preserve_feature_values preserve_feature_values
 									new_case_threshold new_case_threshold
@@ -975,6 +979,7 @@
 											(false)
 										)
 									case_indices case_indices
+									leave_series_out leave_series_out
 									leave_case_out leave_case_out
 									preserve_feature_values preserve_feature_values
 									new_case_threshold new_case_threshold
@@ -1123,12 +1128,15 @@
 							extra_features extra_features
 							ignore_case ignore_case
 							case_indices case_indices
+							leave_series_out leave_series_out
 							leave_case_out leave_case_out
 							weight_feature weight_feature
 							use_case_weights use_case_weights
 							preserve_feature_values preserve_feature_values
 							new_case_threshold new_case_threshold
 							allow_nulls allow_nulls
+							skip_decoding skip_decoding
+							skip_encoding skip_encoding
 							filtering_queries holdout_queries
 						))
 				)
@@ -1229,13 +1237,25 @@
 		;for all time series where the time feature is a context,
 		;filter out future data based on whether the time feature is universal
 		(if !tsTimeFeature
-			(if (not impute_react)
-				(let
-					(assoc context_map (zip context_features context_values) )
+			(let
+				(assoc context_map (zip context_features context_values) )
+				(if (not impute_react)
 					(if (contains_index context_map !tsTimeFeature)
 						(accum (assoc custom_extra_filtering_queries (call !ComputeTimeSeriesFilterQuery) ))
 					)
 				)
+				(if leave_series_out
+					(accum (assoc
+						custom_extra_filtering_queries
+							(map
+								(lambda (query_not_equals (current_value) (get context_map (current_value))) )
+								(indices (keep
+									context_map
+									(get !tsModelFeaturesMap "series_id_features")
+								))
+							)
+					))
+				)
 			)
 		)