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fix: handle multi-level columns for df aggregates properly #305

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Jan 10, 2024
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12 changes: 10 additions & 2 deletions 12 bigframes/core/blocks.py
Original file line number Diff line number Diff line change
Expand Up @@ -855,13 +855,21 @@ def aggregate_all_and_stack(
aggregations = [
(col_id, operation, col_id) for col_id in self.value_columns
]
index_col_ids = [
guid.generate_guid() for i in range(self.column_labels.nlevels)
]
result_expr = self.expr.aggregate(aggregations, dropna=dropna).unpivot(
row_labels=self.column_labels.to_list(),
index_col_ids=["index"],
index_col_ids=index_col_ids,
unpivot_columns=tuple([(value_col_id, tuple(self.value_columns))]),
dtype=dtype,
)
return Block(result_expr, index_columns=["index"], column_labels=[None])
return Block(
result_expr,
index_columns=index_col_ids,
column_labels=[None],
index_labels=self.column_labels.names,
)
else: # axis_n == 1
# using offsets as identity to group on.
# TODO: Allow to promote identity/total_order columns instead for better perf
Expand Down
20 changes: 20 additions & 0 deletions 20 tests/system/small/test_multiindex.py
Original file line number Diff line number Diff line change
Expand Up @@ -713,6 +713,26 @@ def test_column_multi_index_binary_op(scalars_df_index, scalars_pandas_df_index)
pandas.testing.assert_series_equal(bf_result, pd_result)


@skip_legacy_pandas
def test_column_multi_index_any():
columns = pandas.MultiIndex.from_tuples(
[("col0", "col00"), ("col0", "col00"), ("col1", "col11")]
)
pd_df = pandas.DataFrame(
[[0, 1, 2], [0, 1, 2], [0, 1, 2], [0, 1, 2]], columns=columns
)
bf_df = bpd.DataFrame(pd_df)

pd_result = pd_df.isna().any()
bf_result = bf_df.isna().any().to_pandas()

pandas.testing.assert_frame_equal(
bf_result.reset_index(drop=False),
pd_result.reset_index(drop=False),
check_dtype=False,
)


def test_column_multi_index_agg(scalars_df_index, scalars_pandas_df_index):
columns = ["int64_too", "int64_col", "float64_col"]
multi_columns = pandas.MultiIndex.from_tuples(zip(["a", "b", "a"], ["a", "b", "b"]))
Expand Down
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