Created
June 20, 2024 18:59
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def parse_dtypes(df, exclude=[]): | |
str_cols = [x for x, y in df.schema.items() if y == pl.String and x not in exclude] | |
try_casts = df.select( | |
pl.struct(pl.all()).alias("original"), | |
pl.struct( | |
pl.coalesce( | |
pl.col(col).str.strptime(pl.Datetime, x, strict=False) | |
for x in ["%Y-%m-%dT%H:%M:%S", "%Y-%m-%d %H:%M:%S"] | |
) | |
for col in str_cols | |
).alias("Datetime"), | |
pl.struct( | |
pl.coalesce( | |
pl.col(col).str.strptime(pl.Date, x, strict=False) for x in ["%Y-%m-%d"] | |
) | |
for col in str_cols | |
).alias("Date"), | |
*[ | |
pl.struct(pl.col(col).cast(x, strict=False) for col in str_cols).alias( | |
str(x) | |
) | |
for x in [pl.Int64, pl.Float64] | |
], | |
) | |
good_cast = ( | |
pl.concat( | |
[ | |
try_casts.select( | |
pl.lit(str(x)).alias("dtype"), | |
*( | |
pl.col(str(x)).struct.field(col).null_count() | |
- pl.col("original").struct.field(col).null_count() | |
for col in str_cols | |
), | |
) | |
for x in [pl.Datetime, pl.Date, pl.Float64, pl.Int64] | |
] | |
) | |
.melt("dtype") | |
.filter(pl.col("value") == 0) | |
.sort("dtype") | |
.unique("variable", keep="last", maintain_order=True) | |
.drop("value") | |
) | |
map_cols = pl.concat( | |
[ | |
good_cast, | |
pl.Series("variable", df.columns) | |
.to_frame() | |
.with_columns(pl.lit("original").alias("dtype")), | |
], | |
how="diagonal_relaxed", | |
).unique("variable", keep="first") | |
return try_casts.select( | |
pl.col(x).struct.field(y) for x, y in map_cols.iter_rows() | |
).select(df.columns) |
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