codeant-ai-for-open-source[bot] commented on code in PR #44679:
URL: https://github.com/apache/superset/pull/44679#discussion_r4300441855


##########
superset/charts/client_processing.py:
##########
@@ -479,6 +479,133 @@ def _apply_show_values_as(  # pylint: 
disable=too-many-arguments
     return numeric / denominator.replace(0, np.nan)
 
 
+def _reduce_result_values(values: pd.Series, aggregate: str) -> Any:
+    """Reduce original metric results without aggregating intermediate 
summaries."""
+    if values.empty:
+        return None
+    name = aggregate.split(" as Fraction of ")[0]
+    if name == "Count":
+        return len(values)
+    if name == "Count Unique Values":
+        return values.nunique(dropna=False)
+    if name == "List Unique Values":
+        return ", ".join(sorted({str(value) for value in values}))
+    if name in {"First", "Last"}:
+        present = values.dropna()
+        return present.iloc[0 if name == "First" else -1] if len(present) else 
None
+    numeric = pd.to_numeric(values, errors="coerce").dropna()

Review Comment:
   ✅ **Customized review instruction saved!**
   
   **Instruction:**
   > For numeric reducers, preserve null-skipping behavior to match the 
frontend; do not treat nulls as zero.
   
   **Applied to:**
     - `superset/charts/client_processing.py`
   
   ---
   💡 *To manage or update this instruction, visit: [CodeAnt AI 
Settings](https://app.codeant.ai/org/settings/learnings)*



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