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13 changes: 10 additions & 3 deletions pemi/pipes/pd.py
Original file line number Diff line number Diff line change
Expand Up @@ -175,21 +175,28 @@ def __init__(self, field, forks, **kwargs):
)

def flow(self):
grouped = self.sources['main'].df.groupby(self.field)
work_df = self.sources['main'].df.copy()
grouped = work_df.groupby(self.field)

for fork in self.forks:
if fork in grouped.groups:
self.targets[fork].df = grouped.get_group(fork).copy()
else:
self.targets[fork].df = pd.DataFrame(columns=self.sources['main'].df.columns)
self.targets[fork].df = pd.DataFrame(columns=work_df.columns)

remainder = set(grouped.groups.keys()) - set(self.forks)
if len(remainder) > 0:
self.targets['remainder'].df = pd.concat(
[grouped.get_group(r) for r in remainder]
).sort_index()
else:
self.targets['remainder'].df = pd.DataFrame(columns=self.sources['main'].df.columns)
self.targets['remainder'].df = pd.DataFrame(columns=work_df.columns)

if None in work_df[self.field].unique():
self.targets['remainder'].df = pd.concat(
[self.targets['remainder'].df, work_df[work_df[self.field].isna()]]
).sort_index()


class PdLambdaPipe(pemi.Pipe):
'''
Expand Down
10 changes: 5 additions & 5 deletions tests/pipes/test_pd.py
Original file line number Diff line number Diff line change
Expand Up @@ -549,8 +549,8 @@ def pipe(self):
)

df = pd.DataFrame({
'target': ['create', 'update', 'update', 'else1', 'create', 'else2'],
'values': [1, 2, 3, 4, 5, 6]
'target': ['create', 'update', 'update', 'else1', 'create', 'else2', '', None],
'values': [1, 2, 3, 4, 5, 6, 7, 8]
})

pipe.sources['main'].df = df
Expand Down Expand Up @@ -592,9 +592,9 @@ def test_it_forks_data_to_update(self, pipe):

def test_it_puts_unknown_values_in_remainder(self, pipe):
expected_df = pd.DataFrame({
'target': ['else1', 'else2'],
'values': [4, 6]
}, index=[3, 5])
'target': ['else1', 'else2', '', None],
'values': [4, 6, 7, 8]
}, index=[3, 5, 6, 7])
actual_df = pipe.targets['remainder'].df
pt.assert_frame_equal(actual_df, expected_df)

Expand Down