diff --git a/packages/data/src/pyearthtools/data/modifications/modification.py b/packages/data/src/pyearthtools/data/modifications/modification.py
index 06f70204..4aaadf57 100644
--- a/packages/data/src/pyearthtools/data/modifications/modification.py
+++ b/packages/data/src/pyearthtools/data/modifications/modification.py
@@ -149,4 +149,4 @@ def __call__(self, dataset: xr.Dataset, variable: str) -> Union[xr.DataArray, xr
         if isinstance(data, xr.Dataset):
             data = data[variable]
 
-        return pyearthtools.data.transforms.attributes.update(self.attribute_update)(data)
+        return pyearthtools.data.transforms.attributes.SetAttributes(self.attribute_update)(data)
diff --git a/packages/data/src/pyearthtools/data/transforms/__init__.py b/packages/data/src/pyearthtools/data/transforms/__init__.py
index 71016b3a..9afa8fa4 100644
--- a/packages/data/src/pyearthtools/data/transforms/__init__.py
+++ b/packages/data/src/pyearthtools/data/transforms/__init__.py
@@ -71,7 +71,7 @@ def apply(self, dataset):
 from pyearthtools.data.transforms.default import get_default_transforms
 
 # from pyearthtools.data.transforms.mask import MaskTransform as mask
-from pyearthtools.data.transforms.derive import derive, Derive
+from pyearthtools.data.transforms.derive import Derive
 
 from pyearthtools.data.transforms import projection
 
@@ -92,7 +92,6 @@ def apply(self, dataset):
     "region",
     "mask",
     "get_default_transform",
-    "derive",
     "Derive",
     "projection",
     "get_default_transforms",
diff --git a/packages/data/src/pyearthtools/data/transforms/attributes.py b/packages/data/src/pyearthtools/data/transforms/attributes.py
index 6cac0376..3f420441 100644
--- a/packages/data/src/pyearthtools/data/transforms/attributes.py
+++ b/packages/data/src/pyearthtools/data/transforms/attributes.py
@@ -23,7 +23,6 @@
 import xarray as xr
 
 from pyearthtools.data.transforms import Transform
-from pyearthtools.utils.decorators import BackwardsCompatibility
 
 
 def _get_attributes_from_ds(reference: xr.DataArray | xr.Dataset) -> dict[str, dict[str, Any]]:
@@ -108,13 +107,6 @@ def apply(self, data_obj):
         return data_obj
 
 
-@BackwardsCompatibility(SetAttributes)
-def set_attributes(*args, **kwargs) -> Transform: ...
-
-
-update = set_attributes
-
-
 def _get_encoding_from_ds(reference: xr.DataArray | xr.Dataset, limit: list[str] | None = None):
     encoding: dict[str, dict[str, Any]] = {}
     relevant_encoding = limit or [
@@ -204,10 +196,6 @@ def update(x: xr.DataArray):
         return dataset
 
 
-@BackwardsCompatibility(SetEncoding)
-def set_encoding(*args, **kwargs) -> Transform: ...
-
-
 class SetType(Transform):
     """Set type of variables"""
 
@@ -252,10 +240,6 @@ def apply(self, dataset: xr.DataArray | xr.Dataset) -> xr.DataArray | xr.Dataset
         return dataset
 
 
-@BackwardsCompatibility(SetType)
-def set_type(*args, **kwargs) -> Transform: ...
-
-
 class Rename(Transform):
     """Rename Components inside Dataset"""
 
@@ -285,7 +269,3 @@ def __init__(self, names: dict[str, Any] | None = None, **extra_names: Any):
 
     def apply(self, dataset: xr.Dataset) -> xr.Dataset:
         return dataset.rename(**{key: self._names[key] for key in self._names if key in dataset})
-
-
-@BackwardsCompatibility(Rename)
-def rename(*args, **kwargs) -> Transform: ...
diff --git a/packages/data/src/pyearthtools/data/transforms/coordinates.py b/packages/data/src/pyearthtools/data/transforms/coordinates.py
index 5dda2890..84024eaf 100644
--- a/packages/data/src/pyearthtools/data/transforms/coordinates.py
+++ b/packages/data/src/pyearthtools/data/transforms/coordinates.py
@@ -29,8 +29,6 @@
 from pyearthtools.data.warnings import pyearthtoolsDataWarning
 from pyearthtools.data.exceptions import DataNotFoundError
 
-from pyearthtools.utils.decorators import BackwardsCompatibility
-
 DASK_IMPORTED = False
 try:
     import dask
@@ -560,10 +558,6 @@ def apply(self, dataset: xr.Dataset) -> xr.Dataset | xr.DataArray:
         return dataset
 
 
-@BackwardsCompatibility(Expand)
-def expand(*args, **kwargs) -> Transform: ...
-
-
 def SelectFlatten(
     coordinates: dict[str, tuple[Any] | Any] | None = None,
     tolerance: float = 0.01,
@@ -682,7 +676,3 @@ def apply(self, dataset: xr.Dataset) -> xr.Dataset:
     # @property
     # def _info_(self) -> Any | dict:
     #     return dict(coordinates=self._coordinates, **self._kwargs)
-
-
-@BackwardsCompatibility(Pad)
-def pad(*args, **kwargs) -> Transform: ...
diff --git a/packages/data/src/pyearthtools/data/transforms/default.py b/packages/data/src/pyearthtools/data/transforms/default.py
index bfaa95f1..4a227218 100644
--- a/packages/data/src/pyearthtools/data/transforms/default.py
+++ b/packages/data/src/pyearthtools/data/transforms/default.py
@@ -44,6 +44,6 @@ def get_default_transforms(
         transforms.append(pyearthtools.data.transforms.coordinates.StandardCoordinateNames(**REPLACEMENT_NAMES))  # type: ignore
         # transforms.append(pyearthtools.data.transforms.coordinates.StandardLongitude())
     # if intelligence_level > 1:
-    #     transforms.append(pyearthtools.data.transforms.coordinates.set_type("float"))
+    #     transforms.append(pyearthtools.data.transforms.coordinates.SetType("float"))
 
     return transforms
diff --git a/packages/data/src/pyearthtools/data/transforms/derive.py b/packages/data/src/pyearthtools/data/transforms/derive.py
index 34931d4f..7e097756 100644
--- a/packages/data/src/pyearthtools/data/transforms/derive.py
+++ b/packages/data/src/pyearthtools/data/transforms/derive.py
@@ -29,7 +29,6 @@
 
 
 from pyearthtools.data.transforms import Transform
-from pyearthtools.utils.decorators import BackwardsCompatibility
 
 LOG = logging.getLogger("pyearthtools.data")
 
@@ -509,10 +508,6 @@ def apply(self, dataset: xr.Dataset) -> xr.Dataset:
         return derive_equations(dataset, drop=self._drop, equation=self._equation)
 
 
-@BackwardsCompatibility(Derive)
-def derive(*args, **kwargs) -> Transform: ...
-
-
 # def equations(equation: str):
 #     class KnownEquations(Transform):
 #         @property
diff --git a/packages/data/src/pyearthtools/data/transforms/dimensions.py b/packages/data/src/pyearthtools/data/transforms/dimensions.py
index 7bbbbbda..92ad4397 100644
--- a/packages/data/src/pyearthtools/data/transforms/dimensions.py
+++ b/packages/data/src/pyearthtools/data/transforms/dimensions.py
@@ -19,7 +19,6 @@
 import xarray as xr
 
 from pyearthtools.data.transforms.transform import Transform
-from pyearthtools.utils.decorators import BackwardsCompatibility
 
 XR = TypeVar("XR", xr.Dataset, xr.DataArray)
 
@@ -60,10 +59,6 @@ def apply(self, dataset: xr.Dataset):
         return dataset
 
 
-@BackwardsCompatibility(StandardDimensionNames)
-def force_standard_dimension_names(*args, **kwargs: str) -> Transform: ...
-
-
 class Expand(Transform):
     """Expand Dimensions"""
 
@@ -138,7 +133,3 @@ def apply(self, dataset: XR) -> XR:
 
         data = dataset.expand_dims(_dim, axis=self._axis, **self._kwargs)
         return data
-
-
-@BackwardsCompatibility(Expand)
-def expand(*args, **kwargs) -> Transform: ...
diff --git a/packages/data/src/pyearthtools/data/transforms/interpolation.py b/packages/data/src/pyearthtools/data/transforms/interpolation.py
index e4c565b4..3cb279b0 100644
--- a/packages/data/src/pyearthtools/data/transforms/interpolation.py
+++ b/packages/data/src/pyearthtools/data/transforms/interpolation.py
@@ -25,8 +25,6 @@
 from pyearthtools.data.transforms.transform import Transform
 from pyearthtools.data.transforms.utils import parse_dataset
 
-from pyearthtools.utils.decorators import BackwardsCompatibility
-
 xESMF_IMPORTED = True
 try:
     import xesmf as xe  # type: ignore
@@ -263,10 +261,6 @@ def encode(x):
         )  # type: ignore
 
 
-@BackwardsCompatibility(InterpolateNan)
-def interpolate_na(*args, **kwargs): ...
-
-
 ### Model levels to pressure level transform needed
 
 
diff --git a/packages/data/src/pyearthtools/data/transforms/mask.py b/packages/data/src/pyearthtools/data/transforms/mask.py
index 7b0d127a..b6f14854 100644
--- a/packages/data/src/pyearthtools/data/transforms/mask.py
+++ b/packages/data/src/pyearthtools/data/transforms/mask.py
@@ -26,8 +26,6 @@
 from pyearthtools.data.transforms.transform import Transform
 from pyearthtools.data.transforms.utils import parse_dataset
 
-from pyearthtools.utils.decorators import BackwardsCompatibility
-
 OPERATIONS = ["==", "!=", ">", "<", ">=", "<="]
 OPERATIONS_TYPE = Literal["==", "!=", ">", "<", ">=", "<="]
 
@@ -305,10 +303,6 @@ def apply(self, dataset: xr.Dataset) -> xr.Dataset:
         )
 
 
-@BackwardsCompatibility(Dataset)
-def dataset(*a, **k): ...
-
-
 class Replace(UnderlyingMaskTransform):
     def __init__(
         self,
@@ -351,8 +345,4 @@ def apply(self, data):
         )
 
 
-@BackwardsCompatibility(Replace)
-def replace_value(*a, **k): ...
-
-
 __all__ = ["Dataset", "Replace"]
diff --git a/packages/data/src/pyearthtools/data/transforms/optimisation.py b/packages/data/src/pyearthtools/data/transforms/optimisation.py
index 23ee59c1..a0858a3d 100644
--- a/packages/data/src/pyearthtools/data/transforms/optimisation.py
+++ b/packages/data/src/pyearthtools/data/transforms/optimisation.py
@@ -20,8 +20,6 @@
 import xarray as xr
 from pyearthtools.data.transforms.transform import Transform
 
-from pyearthtools.utils.decorators import BackwardsCompatibility
-
 
 class Rechunk(Transform):
     """Rechunk data"""
@@ -48,7 +46,3 @@ def apply(self, dataset: xr.Dataset) -> xr.Dataset:
                     raise ValueError(f"Could not find 'chunksizes' in encoding of {var}")
             dataset[var].data = dataset[var].data.rechunk(chunks)
         return dataset
-
-
-@BackwardsCompatibility(Rechunk)
-def rechunk(*args, **kwargs): ...
diff --git a/packages/data/src/pyearthtools/data/transforms/region.py b/packages/data/src/pyearthtools/data/transforms/region.py
index e642de65..23808589 100644
--- a/packages/data/src/pyearthtools/data/transforms/region.py
+++ b/packages/data/src/pyearthtools/data/transforms/region.py
@@ -33,8 +33,6 @@
 from pyearthtools.data.transforms import Transform
 from pyearthtools.data.transforms.utils import parse_dataset
 
-from pyearthtools.utils.decorators import BackwardsCompatibility
-
 
 RegionLookupFILE = Path(__file__).parent / "RegionLookup.yaml"
 
@@ -137,10 +135,6 @@ def apply(self, dataset: xr.Dataset):
         return subset_dataset
 
 
-@BackwardsCompatibility(Select)
-def sel(*args, **kwargs): ...
-
-
 class ISelect(Transform):
     """ISelect"""
 
@@ -160,10 +154,6 @@ def apply(self, dataset: xr.Dataset):
         return subset_dataset
 
 
-@BackwardsCompatibility(ISelect)
-def isel(*args, **kwargs): ...
-
-
 def PointBox(point: tuple[float], size: float) -> Transform:
     """
     Create a region bounding box of `size` around `point`
@@ -187,10 +177,6 @@ def PointBox(point: tuple[float], size: float) -> Transform:
     return Bounding(edges[0][0], edges[1][0], edges[0][1], edges[1][1])
 
 
-@BackwardsCompatibility(PointBox)
-def point_box(*args, **kwargs): ...
-
-
 def Lookup(key: str, regionfile: str | Path = RegionLookupFILE) -> Transform:
     """
     Use string to retrieve preset lat and lon extent to transform geospatial extent
@@ -222,10 +208,6 @@ def Lookup(key: str, regionfile: str | Path = RegionLookupFILE) -> Transform:
     return Bounding(*bounding_box)
 
 
-@BackwardsCompatibility(Lookup)
-def lookup(*args, **kwargs): ...
-
-
 class ShapeFile(Transform):
     def __init__(self, shapefile, crs: str | None = None):
         """
@@ -283,10 +265,6 @@ def plot(self, **kwargs):
         self._shapefile.plot(**kwargs)
 
 
-@BackwardsCompatibility(ShapeFile)
-def from_shapefile(*args, **kwargs): ...
-
-
 def Geosearch(
     key: str,
     column: str | None = None,
@@ -328,7 +306,3 @@ def Geosearch(
         shapefile = geo.geometry
 
     return ShapeFile(shapefile, crs=crs)
-
-
-@BackwardsCompatibility(Geosearch)
-def from_geosearch(*args, **kwargs): ...
diff --git a/packages/data/src/pyearthtools/data/transforms/values.py b/packages/data/src/pyearthtools/data/transforms/values.py
index 8111d1cb..196e08b1 100644
--- a/packages/data/src/pyearthtools/data/transforms/values.py
+++ b/packages/data/src/pyearthtools/data/transforms/values.py
@@ -25,7 +25,6 @@
 
 import pyearthtools.data
 from pyearthtools.data.transforms.transform import Transform
-from pyearthtools.utils.decorators import BackwardsCompatibility
 
 
 class Fill(Transform):
@@ -137,10 +136,6 @@ def apply(self, dataset: xr.Dataset) -> xr.Dataset:
         return dataset
 
 
-@BackwardsCompatibility(Fill)
-def fill(*args, **kwargs): ...
-
-
 def ffill(*a, **b):
     return Fill(*a, direction=b.pop("direction", "forward"), **b)
 
diff --git a/packages/data/src/pyearthtools/data/transforms/variables.py b/packages/data/src/pyearthtools/data/transforms/variables.py
index fec0253f..ff52a834 100644
--- a/packages/data/src/pyearthtools/data/transforms/variables.py
+++ b/packages/data/src/pyearthtools/data/transforms/variables.py
@@ -20,10 +20,8 @@
 import pyearthtools.data.transforms.attributes as attr
 from pyearthtools.data.transforms.transform import Transform
 
-from pyearthtools.utils.decorators import BackwardsCompatibility
-
 # Backwards compatability
-rename_variables = attr.rename
+rename_variables = attr.Rename
 replace_name_deviation = rename_variables
 
 
@@ -58,14 +56,6 @@ def apply(self, dataset: xr.Dataset) -> xr.Dataset:
         return dataset[var_included]
 
 
-@BackwardsCompatibility(Trim)
-def trim(*args) -> Transform: ...
-
-
-@BackwardsCompatibility(Trim)
-def variable_trim(*args) -> Transform: ...
-
-
 class Drop(Transform):
     """Drop dataset variables"""
 
@@ -142,7 +132,3 @@ def apply(self, dataset: xr.Dataset) -> xr.Dataset:
             return dataset
 
         return dataset[list(var_included)]
-
-
-@BackwardsCompatibility(Drop)
-def drop(*args) -> Transform: ...
diff --git a/packages/pipeline/src/pyearthtools/pipeline/operations/dask/normalisation.py b/packages/pipeline/src/pyearthtools/pipeline/operations/dask/normalisation.py
index 2870ab2f..7cbef698 100644
--- a/packages/pipeline/src/pyearthtools/pipeline/operations/dask/normalisation.py
+++ b/packages/pipeline/src/pyearthtools/pipeline/operations/dask/normalisation.py
@@ -26,7 +26,6 @@
 
 from pyearthtools.data.utils import parse_path
 
-from pyearthtools.utils.decorators import BackwardsCompatibility
 from pyearthtools.pipeline.operations.dask.dask import DaskOperation
 
 
@@ -137,10 +136,6 @@ def denormalise(self, sample):
         return sample * self.expand(self.division_factor, sample)
 
 
-@BackwardsCompatibility(Division)
-def TemporalDifference(*a, **k): ...
-
-
 class Evaluated(daskNormalisation):
     """
     `eval` based normalisation
diff --git a/packages/pipeline/src/pyearthtools/pipeline/operations/numpy/normalisation.py b/packages/pipeline/src/pyearthtools/pipeline/operations/numpy/normalisation.py
index 0b135894..2a186844 100644
--- a/packages/pipeline/src/pyearthtools/pipeline/operations/numpy/normalisation.py
+++ b/packages/pipeline/src/pyearthtools/pipeline/operations/numpy/normalisation.py
@@ -21,7 +21,6 @@
 
 from pyearthtools.data.utils import parse_path
 
-from pyearthtools.utils.decorators import BackwardsCompatibility
 from pyearthtools.pipeline.operation import Operation
 
 
@@ -130,10 +129,6 @@ def denormalise(self, sample):
         return sample * self.expand(self.division_factor, sample)
 
 
-@BackwardsCompatibility(Division)
-def TemporalDifference(*a, **k): ...
-
-
 class Evaluated(numpyNormalisation):
     """
     `eval` based normalisation
diff --git a/packages/pipeline/src/pyearthtools/pipeline/operations/transform/add_coordinates.py b/packages/pipeline/src/pyearthtools/pipeline/operations/transform/add_coordinates.py
index 704dce1d..3e9e8a1e 100644
--- a/packages/pipeline/src/pyearthtools/pipeline/operations/transform/add_coordinates.py
+++ b/packages/pipeline/src/pyearthtools/pipeline/operations/transform/add_coordinates.py
@@ -53,9 +53,9 @@ def __init__(self, coordinates: Union[str, list[str]], *extra_coords: str):
 
     def apply(self, data: xr.Dataset):
         dims = list(data.dims)
-        rebuild_encoding = pyearthtools.data.transforms.attributes.set_encoding(
+        rebuild_encoding = pyearthtools.data.transforms.attributes.SetEncoding(
             reference=data
-        ) + pyearthtools.data.transforms.attributes.set_attributes(reference=data)
+        ) + pyearthtools.data.transforms.attributes.SetAttributes(reference=data)
 
         for coord in self.coordinates:
             if coord in data:
diff --git a/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/metadata.py b/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/metadata.py
index 5642492e..a9849660 100644
--- a/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/metadata.py
+++ b/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/metadata.py
@@ -52,10 +52,10 @@ def __init__(self, rename: Optional[dict[str, str]], **rename_kwargs):
         self._rename = rename
 
     def apply_func(self, sample: xr.Dataset) -> xr.Dataset:
-        return pyearthtools.data.transforms.attributes.rename(self._rename)(sample)
+        return pyearthtools.data.transforms.attributes.Rename(self._rename)(sample)
 
     def undo_func(self, sample: xr.Dataset) -> xr.Dataset:
-        return pyearthtools.data.transforms.attributes.rename({val: key for key, val in self._rename.items()})(sample)
+        return pyearthtools.data.transforms.attributes.Rename({val: key for key, val in self._rename.items()})(sample)
 
 
 class Encoding(Operation):
@@ -88,7 +88,7 @@ def __init__(
             recognised_types=(xr.Dataset, xr.DataArray),
         )
         self.record_initialisation()
-        self._encoding = pyearthtools.data.transforms.attributes.set_encoding(encoding)
+        self._encoding = pyearthtools.data.transforms.attributes.SetEncoding(encoding)
 
     def apply_func(self, sample: T) -> T:
         return self._encoding(sample)
@@ -124,13 +124,13 @@ def __init__(self, reference: Optional[str] = None, limit: Optional[list[str]] =
         self._encoding = (
             None
             if reference is None
-            else pyearthtools.data.transforms.attributes.set_encoding(reference=xr.open_dataset(reference), limit=limit)
+            else pyearthtools.data.transforms.attributes.SetEncoding(reference=xr.open_dataset(reference), limit=limit)
         )
         self._limit = limit
 
     def apply_func(self, sample: T) -> T:
         if not self._encoding:
-            self._encoding = pyearthtools.data.transforms.attributes.set_encoding(reference=sample, limit=self._limit)
+            self._encoding = pyearthtools.data.transforms.attributes.SetEncoding(reference=sample, limit=self._limit)
         return sample
 
     def undo_func(self, sample: T) -> T:
@@ -178,7 +178,7 @@ def __init__(
             recognised_types=(xr.Dataset, xr.DataArray),
         )
         self.record_initialisation()
-        self._attributes = pyearthtools.data.transforms.attributes.set_attributes(attrs=attributes, apply_on=apply_on)
+        self._attributes = pyearthtools.data.transforms.attributes.SetAttributes(attrs=attributes, apply_on=apply_on)
 
     def apply_func(self, sample: T) -> T:
         return self._attributes(sample)
@@ -214,12 +214,12 @@ def __init__(self, reference: Optional[str] = None):
         self._attributes = (
             None
             if reference is None
-            else pyearthtools.data.transforms.attributes.set_attributes(reference=xr.open_dataset(reference))
+            else pyearthtools.data.transforms.attributes.SetAttributes(reference=xr.open_dataset(reference))
         )
 
     def apply_func(self, sample: T) -> T:
         if not self._attributes:
-            self._attributes = pyearthtools.data.transforms.attributes.set_attributes(reference=sample)
+            self._attributes = pyearthtools.data.transforms.attributes.SetAttributes(reference=sample)
         return sample
 
     def undo_func(self, sample: T) -> T:
diff --git a/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/normalisation.py b/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/normalisation.py
index 68fe514f..abc0f1e9 100644
--- a/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/normalisation.py
+++ b/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/normalisation.py
@@ -22,7 +22,6 @@
 
 from pyearthtools.data.utils import parse_path
 
-from pyearthtools.utils.decorators import BackwardsCompatibility
 from pyearthtools.pipeline.operation import Operation
 
 
@@ -234,10 +233,6 @@ def denormalise(self, sample):
         return sample * self.division_factor
 
 
-@BackwardsCompatibility(Division)
-def TemporalDifference(*a, **k): ...
-
-
 class Evaluated(xarrayNormalisation):
     """
     `eval` based normalisation
diff --git a/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/reshape.py b/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/reshape.py
index 3fc8e572..93b53bde 100644
--- a/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/reshape.py
+++ b/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/reshape.py
@@ -118,4 +118,4 @@ def apply_func(self, ds):
         return pyearthtools.data.transforms.coordinates.Flatten(self.coords, skip_missing=self._skip_missing)(ds)
 
     def undo_func(self, ds):
-        return pyearthtools.data.transforms.coordinates.expand(self.coords)(ds)
+        return pyearthtools.data.transforms.coordinates.Expand(self.coords)(ds)
diff --git a/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/select.py b/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/select.py
index eb99386e..0500f481 100644
--- a/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/select.py
+++ b/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/select.py
@@ -52,7 +52,7 @@ def __init__(
         self.variables = variables
 
     def apply_func(self, sample: xr.Dataset):
-        return pyearthtools.data.transforms.variables.trim(self.variables)(sample)
+        return pyearthtools.data.transforms.variables.Trim(self.variables)(sample)
 
 
 class DropDataset(Operation):
@@ -87,7 +87,7 @@ def __init__(
         self.variables = variables
 
     def apply_func(self, sample: xr.Dataset):
-        return pyearthtools.data.transforms.variables.drop(self.variables)(sample)
+        return pyearthtools.data.transforms.variables.Drop(self.variables)(sample)
 
 
 class SliceDataset(Operation):
diff --git a/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/values.py b/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/values.py
index b2ac63a6..2b18ca49 100644
--- a/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/values.py
+++ b/packages/pipeline/src/pyearthtools/pipeline/operations/xarray/values.py
@@ -210,8 +210,8 @@ def __init__(
         derivation = derivation or {}
         derivation.update(derivations)
 
-        self._derive = pyearthtools.data.transforms.derive(derivation)
-        self._drop = pyearthtools.data.transform.variables.drop(list(derivation.keys())) if drop else None
+        self._derive = pyearthtools.data.transforms.Derive(derivation)
+        self._drop = pyearthtools.data.transform.variables.Drop(list(derivation.keys())) if drop else None
 
     def apply_func(self, sample):
         return self._derive(sample)
diff --git a/packages/training/src/pyearthtools/training/dataindex.py b/packages/training/src/pyearthtools/training/dataindex.py
index e0d1364a..89dfd91e 100644
--- a/packages/training/src/pyearthtools/training/dataindex.py
+++ b/packages/training/src/pyearthtools/training/dataindex.py
@@ -33,7 +33,7 @@
 
 import pyearthtools.training.wrapper
 
-ATTRIBUTE_MARK = pyearthtools.data.transforms.attributes.set_attributes(
+ATTRIBUTE_MARK = pyearthtools.data.transforms.attributes.SetAttributes(
     purpose="Research Use Only.",
     contact="For further information or support, contact the Data Science and Emerging Technologies Team.",
     crpyearthtools="Generated with `pyearthtools`, a research endeavour under the DSET team, and Project 3.1.",
@@ -170,7 +170,7 @@ def _generate(
         # Apply attribute marks to the prediction data
         if self.data_attributes is not None:
             attrs = yaml.safe_load(open(str(self.data_attributes), "r"))
-            predictions = pyearthtools.data.transforms.attributes.set_attributes(attrs, apply_on="dataset")(predictions)
+            predictions = pyearthtools.data.transforms.attributes.SetAttributes(attrs, apply_on="dataset")(predictions)
 
         return predictions
 
diff --git a/packages/training/src/pyearthtools/training/wrapper/predict/__init__.py b/packages/training/src/pyearthtools/training/wrapper/predict/__init__.py
index 313332a0..664aa12e 100644
--- a/packages/training/src/pyearthtools/training/wrapper/predict/__init__.py
+++ b/packages/training/src/pyearthtools/training/wrapper/predict/__init__.py
@@ -19,8 +19,6 @@
 Prediction Wrappers
 """
 
-from pyearthtools.utils.decorators import BackwardsCompatibility
-
 from pyearthtools.training.wrapper.predict.predict import Predictor
 from pyearthtools.training.wrapper.predict.timeseries import (
     TimeSeriesPredictor,
@@ -28,19 +26,3 @@
     TimeSeriesManagedPredictor,
     ManualTimeSeriesPredictor,
 )
-
-
-@BackwardsCompatibility(TimeSeriesPredictor)
-def TimeSeriesPredictionWrapper(): ...
-
-
-@BackwardsCompatibility(TimeSeriesAutoRecurrentPredictor)
-def TimeSeriesAutoRecurrent(): ...
-
-
-@BackwardsCompatibility(TimeSeriesManagedPredictor)
-def TimeSeriesManagedRecurrent(): ...
-
-
-@BackwardsCompatibility(ManualTimeSeriesPredictor)
-def ManualTimeSeriesPredictionWrapper(): ...
diff --git a/packages/zoo/src/pyearthtools/zoo/model.py b/packages/zoo/src/pyearthtools/zoo/model.py
index 588e79e8..67e7304f 100644
--- a/packages/zoo/src/pyearthtools/zoo/model.py
+++ b/packages/zoo/src/pyearthtools/zoo/model.py
@@ -794,7 +794,7 @@ def _get_index(self, cache: os.PathLike | None, **kwargs) -> "pyearthtools.train
             full_index_kwargs["pattern_kwargs"] = pattern_kwargs
 
         post_transforms = (
-            pyearthtools.data.transforms.attributes.set_attributes(
+            pyearthtools.data.transforms.attributes.SetAttributes(
                 pyearthtools_models=f"{self.get_name()}: {VERSION}",
                 apply_on="both",
             )
diff --git a/packages/zoo/src/pyearthtools/zoo/predict.py b/packages/zoo/src/pyearthtools/zoo/predict.py
index 2083f65d..50326ba7 100644
--- a/packages/zoo/src/pyearthtools/zoo/predict.py
+++ b/packages/zoo/src/pyearthtools/zoo/predict.py
@@ -215,7 +215,7 @@ def predict(  # pylint: disable=R0913
     data_cache_str = " " if data_cache is None else f" --data_cache {data_cache}"
 
     # Add a transform to add the command line to the history attributes
-    post_transforms = pyearthtools.data.transforms.attributes.set_attributes(
+    post_transforms = pyearthtools.data.transforms.attributes.SetAttributes(
         history=f"pet predict {model!r} --pipeline_name {pipeline_name!r} --output {output!s}"
         f"{f' --config_path {config_path}' if config_path else ''} "
         f"--time {time}{data_cache_str} {extra_kwargs_str}".replace("  ", " ")