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v0.30.1 Aug. 12, 2021
Enhancements
DatetimeFormatDataCheck
for time series problems DatetimeFormatDataCheck for equal interval and sorting #2603ProphetRegressor
to estimators Add Prophet Regressor #2242ComponentGraph
to handle not calling samplers' transform during predict, and updated samplers' transform methods s.t.fit_transform
is equivalent tofit(X, y).transform(X, y)
UpdateComponentGraph
to handle not callingtransform
duringpredict
, and update samplers'transform
methods s.t.fit_transform
is equivalent tofit(X, y).transform(X, y)
#2583ComponentGraph
_validate_component_dict
logic to be stricter about input values Update ComponentGraph_validate_component_dict
logic #2599xgboost
estimators where predicting on a feature matrix of only booleans would throw an exception. Convert Boolean features to Integer in XGBoost estimators #2602ARIMARegressor
to use relative forecasting to predict values Support relative forecasting for ARIMA #2613Fixes
get_best_sampler_for_data
to consider all non-numeric datatypes as categorical for SMOTE Fix SMOTE Oversampler #2590TargetDistributionDataCheck
Fix Inconsistent Test Outcome from TargetDistributionDataCheck #2608Changes
partial_dependence
andgraph_partial_dependence
to raise aPartialDependenceError
instead ofValueError
. This is not a breaking change becausePartialDependenceError
is a subclass ofValueError
Raise a custom exception for partial dependence errors #2604ComponentGraph
Clean upComponentGraph
implementation #2612Documentation Changes
Testing Changes
-t
flag Lint against python 3.9 only #2586test_all_components
Install prophet during linux nightlies #2598make_pipeline
tests to assert correct order and address new Woodwork Unknown type inference Refactor and fix make_pipeline tests to assert correct order and address new Woodwork Unknown type #2572component_graphs
as a global variable intest_component_graphs.py
Removecomponent_graphs
as a global variable intest_component_graphs.py
#2609Breaking Changes
SMOTEOversampler
,SMOTENCOversampler
,SMOTENOversampler
instead ofSMOTESampler
,SMOTENCSampler
, andSMOTENSampler
Rename SMOTE samplers to SMOTE oversampler #2595