19790: Fixes time series ablation to properly derive values prior to ablation

howso.amlg

@@ -235,6 +235,7 @@
 		"synthesis_utilities"
 		"synthesis_validation"
 		"train"
+		"train_ts_ablation"
 		"typing"
 		"update_cases"
 		"upgrade"

howso/ablation.amlg

@@ -34,6 +34,8 @@
 					use_case_weights use_case_weights
 					weight_feature weight_feature
 					details (assoc influential_cases (true) influential_cases_raw_weights (true))
+					skip_encoding (true)
+					skip_decoding (true)
 				)
 		))
 
@@ -51,7 +53,7 @@
 		)
 
 		(declare (assoc
-			influential_cases (get (call !SingleReact react_kwargs) "influential_cases")
+			influential_cases (get (call !ReactDiscriminative react_kwargs) "influential_cases")
 		))
 
 		(if
@@ -624,18 +626,18 @@
 							react_kwargs
 								(assoc
 								 	use_case_weights use_case_weights
-                    				weight_feature weight_feature
-                    				details (assoc influential_cases (true) influential_cases_raw_weights (true))
+									weight_feature weight_feature
+									details (assoc influential_cases (true) influential_cases_raw_weights (true))
 									context_features features
-									context_values feature_values
 									case_indices (unzip (last influentials_entropy_pair) [".session" ".session_training_index"] )
 									preserve_feature_values features
 									leave_case_out (true)
+									skip_encoding (true)
 								)
 						)
 
 						(declare (assoc
-							neighbor_influential_cases (get (call !SingleReact react_kwargs) "influential_cases")
+							neighbor_influential_cases (get (call !ReactDiscriminative react_kwargs) "influential_cases")
 						))
 
 						(declare (assoc
@@ -663,7 +665,7 @@
 	(and
 		(or
 			(not (and !hasInfluenceWeightEntropies !autoAblationEnabled) )
-			(< num_cases !autoAblationMinNumCases )
+			(< (+ num_cases (size cases)) !autoAblationMinNumCases )
 		)
 		(= (null)
 			!autoAblationExactPredictionFeatures

howso/custom_codes.amlg

@@ -83,7 +83,10 @@
 								data series_data
 								;specify indices for series_ordered_by_features and the index of !internalLabelSessionTrainingIndex
 								column_order_indices
-									(append (range 0 (- (size series_ordered_by_features) 1)) (size necessary_features))
+									(append
+										(unzip (zip necessary_features (indices necessary_features)) series_ordered_by_features)
+										(size necessary_features)
+									)
 							))
 					))
 				)

howso/derive_features.amlg

@@ -288,6 +288,10 @@
 			lag_features (list)
 		)
 
+		(if (= 0 (size lag_features))
+			(conclude)
+		)
+
 		(declare (assoc
 			series_id_features (get !featureAttributes (list (first lag_features) "auto_derive_on_train" "series_id_features"))
 			series_ordered_by_features (get !featureAttributes (list (first lag_features) "auto_derive_on_train" "ordered_by_features"))
@@ -337,7 +341,7 @@
 						series_data
 							(call !MultiSortList (assoc
 								data series_data
-								column_order_indices (range 0 (size series_ordered_by_features))
+								column_order_indices (unzip (zip necessary_features (indices necessary_features)) series_ordered_by_features)
 							))
 					))
 				)

howso/derive_utilities.amlg

@@ -171,12 +171,15 @@
 					a (current_value 1)
 					b (current_value 2)
 				)
+
 				(apply "or"
 					(map
 						(lambda
-							(-
-								(get a (current_value))
-								(get b (current_value))
+							;use - for numeric value comparison, and > for strings so it compares them alphabetically
+							(if (~ 0 (get a (current_value)))
+								(- (get a (current_value)) (get b (current_value)) )
+
+								(> (get a (current_value)) (get b (current_value)) )
 							)
 						)
 						column_order_indices