[DEP] BaseTransformer list for deprecation to BaseSeriesTransformer

[TonyBagnall]

Describe the issue linked to the documentation

we are scrapping the whole BaseTransformer with its grossly inefficient VectorizedDF. This is a list of all files and classes to track changes. Some of these we may be able to just remove, some of it seems unnecessary, my thoughts in brackets.

aeon.transformers:

• _delegate.py: _DelegatedTransformer (remove)
• adapt.py: TabularToSeriesAdaptor, PandasTransformAdaptor
• clasp.py: ClaSPTransformer (move to SeriesTransformer)
• clear_sky.py: ClearSky (deprecate or contact contributor)
• compose.py: eek: ColumnwiseTransformer,ColumnConcatenator,FeatureUnion,FitInTransform, Id,InvertTransform,MultiplexTransformer,OptionalPassthrough,TransformerPipeline,YtoX
• date.py: DateTimeFeatures
• exponent.py: ExponentTransformer, (Tony after [DEP] Tidy up BaseTransformer testing #1541 )
• feature_selection.py: FeatureSelection
• func_transform.py: FunctionTransformer
• impute.py: Imputer
• lag.py: Lag, ReducerTransform
• summarize.py: SummaryTransformer, WindowSummarizer

aeon.transformers.bootstrap

• _mbb.py: STLBootstrapTransformer

aeon.transformers.detrend

• _deseasonalize.py: Deseasonalizer, ConditionalDeseasonalizer, STLTransformer
• _detrend.py: Detrender

aeon.transformers.hierarchical

• aggregate.py: Aggregator
• reconcile.py: Reconciler

Open PR

• outlier_detection.py: HampelFilter (move to anomaly detection) [DEP] Move HampelFilter to outliers #1538
• fourier.py: FourierFeatures [DEP] Convert Fourier #1551

Done

• acf.py: AutoCorrelationTransformer, PartialAutoCorrelationTransformer [DEP] Deprecate the ACF and PACF BaseTransformer wrappers #1473
• binning.py: TimeBinAggregate [DEP] Deprecate simple wrapper transformers #1494
• boxcox.py: BoxCoxTransformer, LogTransformer [DEP] Move BoxCox and Log transformer to series transformers #1493
• cos.py: CosineTransformer (remove) [DEP] Deprecate simple wrapper transformers #1494
• expontent.py SqrtTransformer (remove) [DEP] Deprecate simple wrapper transformers #1494
• subset.py: IndexSubset, ColumnSelect (remove) [DEP] Deprecate simple wrapper transformers #1494
• augmenter,py: WhiteNoiseAugmenter, ReverseAugmenter, InvertAugmenter, RandomSamplesAugmenter (remove) [DEP] Deprecate simple wrapper transformers #1494
• difference.py: Differencer [ENH] Deprecate Differencer #1534
• dobin.py: DOBIN: (Not really anomaly detection, move to series transformer) [DEP] Convert DOBIN to a BaseSeriesTransformer #1539
• scaledlogit.py: ScaledLogitTransformer [DEP] convert Scaled Logit #1552
• theta.py: ThetaLinesTransformer [ENH] Convert Theta transform to series transformer #1550
• pca.py: PCATransformer [DEP] Move and deprecate pca #1558
• timesince.py: TimeSince [DEP] Deprecate TimeSince #1559
• bkfilter.py: BKFilter statsmodels wrapper [DEP] Move and deprecate BKFilter #1560
• kalman_filter.py: BaseKalmanFilter, KalmanFilterTransformer [DEP] Deprecate kalman filter #1561