Comments (1)
Just to be clear, the performance remark was about a "horizontal fill" with cum_reduce
(and not the approach shown above)
# This does not "scale"
backward_fill_horizontal = lambda cols: (
pl.cum_reduce(function=lambda l, r: pl.coalesce(l, r), exprs=map(str, reversed(cols)))
.struct.field("*")
)
I believe another way to do this in pandas could be to use Categoricals? i.e. without horizontal bfill() / reindex:
import pandas as pd
df = pd.DataFrame({
"instu_id": [9000098, 9000099],
"COLL_END_DATE": ["2023-10-31","2023-10-31"],
"Period": [1,3],
"outstanding": [1.188779e+08, 1231231]
})
df["Period"] = pd.Categorical(temp_df["Period"], categories=[0, 1, 2, 3], ordered=True)
(df.groupby(["instu_id", "COLL_END_DATE", "Period"], dropna=False, observed=False)
.agg(["any", "sum"])
)
# outstanding
# any sum
# instu_id COLL_END_DATE Period
# 9000098 2023-10-31 0 NaN 0.0
# 1 True 118877900.0
# 2 NaN 0.0
# 3 NaN 0.0
# 9000099 2023-10-31 0 NaN 0.0
# 1 NaN 0.0
# 2 NaN 0.0
# 3 True 1231231.0
Which has popped up in a few issues:
tidyr::complete() functionality is also sort of similar:
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