DOC: Fix SA04 errors in docstrings #28792 (#32182)

Author: AdrianMastronardi

pandas/core/base.py

@@ -1035,7 +1035,8 @@ def argmin(self, axis=None, skipna=True, *args, **kwargs):
 
         See Also
         --------
-        numpy.ndarray.argmin
+        numpy.ndarray.argmin : Return indices of the minimum values along
+            the given axis.
         """
         nv.validate_minmax_axis(axis)
         nv.validate_argmax_with_skipna(skipna, args, kwargs)
@@ -1055,7 +1056,8 @@ def tolist(self):
 
         See Also
         --------
-        numpy.ndarray.tolist
+        numpy.ndarray.tolist : Return the array as an a.ndim-levels deep
+            nested list of Python scalars.
         """
         if not isinstance(self._values, np.ndarray):
             # check for ndarray instead of dtype to catch DTA/TDA
@@ -1402,7 +1404,8 @@ def memory_usage(self, deep=False):
 
         See Also
         --------
-        numpy.ndarray.nbytes
+        numpy.ndarray.nbytes : Total bytes consumed by the elements of the
+            array.
 
         Notes
         -----
@@ -1473,8 +1476,8 @@ def factorize(self, sort=False, na_sentinel=-1):
 
         See Also
         --------
-        sort_values
-        numpy.searchsorted
+        sort_values : Sort by the values along either axis.
+        numpy.searchsorted : Similar method from NumPy.
 
         Notes
         -----

pandas/core/computation/eval.py

@@ -266,8 +266,10 @@ def eval(
 
     See Also
     --------
-    DataFrame.query
-    DataFrame.eval
+    DataFrame.query : Evaluates a boolean expression to query the columns
+            of a frame.
+    DataFrame.eval : Evaluate a string describing operations on
+            DataFrame columns.
 
     Notes
     -----

pandas/core/generic.py

@@ -1753,8 +1753,9 @@ def empty(self) -> bool_t:
 
         See Also
         --------
-        Series.dropna
-        DataFrame.dropna
+        Series.dropna : Return series without null values.
+        DataFrame.dropna : Return DataFrame with labels on given axis omitted
+            where (all or any) data are missing.
 
         Notes
         -----
@@ -2173,7 +2174,7 @@ def to_json(
 
         See Also
         --------
-        read_json
+        read_json : Convert a JSON string to pandas object.
 
         Notes
         -----
@@ -4452,7 +4453,8 @@ def filter(
 
         See Also
         --------
-        DataFrame.loc
+        DataFrame.loc : Access a group of rows and columns
+            by label(s) or a boolean array.
 
         Notes
         -----
@@ -4884,9 +4886,10 @@ def sample(
 
         See Also
         --------
-        DataFrame.apply
-        DataFrame.applymap
-        Series.map
+        DataFrame.apply : Apply a function along input axis of DataFrame.
+        DataFrame.applymap : Apply a function elementwise on a whole DataFrame.
+        Series.map : Apply a mapping correspondence on a
+            :class:`~pandas.Series`.
 
         Notes
         -----