diff --git a/src/xsdba/indicator.py b/src/xsdba/indicator.py
index fd376ed..4c01195 100644
--- a/src/xsdba/indicator.py
+++ b/src/xsdba/indicator.py
@@ -111,7 +111,7 @@
 from functools import reduce
 from inspect import Parameter as _Parameter
 from inspect import Signature
-from inspect import _empty as _empty_default  # noqa
+from inspect import _empty as _empty_default
 from inspect import signature
 from os import PathLike
 from pathlib import Path
@@ -802,7 +802,7 @@ def __call__(self, *args, **kwds):
         #     params : OrderedDict of parameters (var_kwargs as a single argument, if any)
 
         if self._version_deprecated:
-            self._show_deprecation_warning()  # noqa
+            self._show_deprecation_warning()
 
         das, params, dsattrs = self._parse_variables_from_call(args, kwds)
 
diff --git a/src/xsdba/locales.py b/src/xsdba/locales.py
index ecde7e7..07bac51 100644
--- a/src/xsdba/locales.py
+++ b/src/xsdba/locales.py
@@ -1,4 +1,4 @@
-"""
+"""# noqa: SS01
 Internationalization
 ====================
 
diff --git a/src/xsdba/nbutils.py b/src/xsdba/nbutils.py
index 88fc3d4..d676b1a 100644
--- a/src/xsdba/nbutils.py
+++ b/src/xsdba/nbutils.py
@@ -277,7 +277,7 @@ def quantile(da: DataArray, q: np.ndarray, dim: str | Sequence[Hashable]) -> Dat
     nogil=True,
     cache=False,
 )
-def remove_NaNs(x):  # noqa
+def remove_NaNs(x):
     """Remove NaN values from series."""
     remove = np.zeros_like(x[0, :], dtype=boolean)
     for i in range(x.shape[0]):
@@ -386,9 +386,7 @@ def _first_and_last_nonnull(arr):
     nogil=True,
     cache=False,
 )
-def _extrapolate_on_quantiles(
-    interp, oldx, oldg, oldy, newx, newg, method="constant"
-):  # noqa
+def _extrapolate_on_quantiles(interp, oldx, oldg, oldy, newx, newg, method="constant"):
     """Apply extrapolation to the output of interpolation on quantiles with a given grouping.
 
     Arguments are the same as _interp_on_quantiles_2D.
diff --git a/src/xsdba/processing.py b/src/xsdba/processing.py
index feb2d66..b15fc53 100644
--- a/src/xsdba/processing.py
+++ b/src/xsdba/processing.py
@@ -581,12 +581,12 @@ def to_additive_space(
             raise NotImplementedError("`trans` must be one of 'log' or 'logit'.")
 
     # Attributes to remember all this.
-    out = out.assign_attrs(sdba_transform=trans)
-    out = out.assign_attrs(sdba_transform_lower=lower_bound_array)
+    out = out.assign_attrs(xsdba_transform=trans)
+    out = out.assign_attrs(xsdba_transform_lower=lower_bound_array)
     if upper_bound is not None:
-        out = out.assign_attrs(sdba_transform_upper=upper_bound_array)
+        out = out.assign_attrs(xsdba_transform_upper=upper_bound_array)
     if "units" in out.attrs:
-        out = out.assign_attrs(sdba_transform_units=out.attrs.pop("units"))
+        out = out.assign_attrs(xsdba_transform_units=out.attrs.pop("units"))
         out = out.assign_attrs(units="")
     return out