from .base import (equalize_samples, subscore, subselect_ypred, mean_ypred,
                   rescale_ypred, zscore_ypred, GAT, GATs, combine_y, MetaGAT,
                   update_pred, get_diagonal_ypred, get_diagonal_score,
                   SensorDecoding, TimeFrequencyDecoding)
from .classifiers import (SSSLinearClassifier, force_predict, force_weight,
                          LinearSVC_Proba, SVC_Light, SVR_angle, SVR_polar,
                          AngularRegression, PolarRegression,
                          AngularClassifier, MultiPolarRegressor,
                          MultiAngularRegressor)
from .predicters import predict_OneVsOne, predict_OneVsRest
from .scalers import MedianScaler, MedianClassScaler, StandardClassScaler
from .scorers import (scorer_spearman, scorer_auc, prob_accuracy, scorer_angle,
                      scorer_corr)
from .graphs import plot_graph, annotate_graph, animate_graph
from .preprocessing import Averager, MeanFeatures, DigitizedTransformer
from .transformers import (TimeFreqDecomposer, TimePadder, TimeSelector,
                           TimeFreqSelector, EpochsBaseliner,
                           TimeFreqBaseliner, MyXDawn,
                           EpochsTransformerMixin, SpatialFilter, Reshaper,
                           LightTimeDecoding, LightGAT, CustomEnsemble,
                           GenericTransformer, Filterer)

from .base import (equalize_samples, subscore, subselect_ypred, mean_ypred,
                   rescale_ypred, zscore_ypred, GAT, GATs, combine_y, MetaGAT,
                   update_pred, get_diagonal_ypred, get_diagonal_score,
                   SensorDecoding, TimeFrequencyDecoding)
from .classifiers import (SSSLinearClassifier, force_predict, force_weight,
                          LinearSVC_Proba, SVC_Light, SVR_angle, SVR_polar,
                          AngularRegression, PolarRegression,
                          AngularClassifier, MultiPolarRegressor,
                          MultiAngularRegressor)
from .predicters import predict_OneVsOne, predict_OneVsRest
from .scalers import MedianScaler, MedianClassScaler, StandardClassScaler
from .scorers import (scorer_spearman, scorer_auc, prob_accuracy, scorer_angle,
                      scorer_corr)
from .graphs import plot_graph, annotate_graph, animate_graph
from .preprocessing import Averager, MeanFeatures, DigitizedTransformer
from .transformers import (TimeFreqDecomposer, TimePadder, TimeSelector,
                           TimeFreqSelector, EpochsBaseliner,
                           TimeFreqBaseliner, MyXDawn,
                           SpatialFilter, Reshaper,
                           LightTimeDecoding, LightGAT, CustomEnsemble,
                           GenericTransformer, Filterer)

remove mixin transformers