in osci/postprocess/osci_change_report/osci_change_report.py [0:0]
def get_contributors_ranking_mbm_change_report(reports: Iterable[Tuple[datetime, pd.DataFrame]],
contributor_field: str,
commits_amount_field: str) -> pd.DataFrame:
"""Creates a combined report, that shows the difference between several contributors rankings
:param reports: collection of datatime and pandas DataFrame objects
:param contributor_field: contributor column name
:param commits_amount_field: amount of commits column name
"""
df_list = []
for report in reports:
tmp_df = pd \
.pivot_table(report[1],
values=[commits_amount_field, ],
index=[report[1].index.values, contributor_field]) \
.rename(columns={commits_amount_field: datetime.strftime(report[0], '%b')}) \
.reset_index(contributor_field)
df_list.append(tmp_df)
df = reduce(lambda x, y: pd.merge(x, y, how='outer', on=contributor_field), df_list) \
.sort_values(by=contributor_field).fillna(0)
df.iloc[:, 1:] = df.iloc[:, 1:].astype(int)
df['Total'] = df.sum(axis=1)
return df