spread
spread(__data, key, value, fill=None, reset_index=True)
Reshape table by spreading it out to wide format.
Parameters
Name | Type | Description | Default |
---|---|---|---|
__data |
The input data. | required | |
key |
Column whose values will be used as new column names. | required | |
value |
Column whose values will fill the new column entries. | required | |
fill |
Value to set for any missing values. By default keeps them as missing values. | None |
Examples
>>> import pandas as pd
>>> from siuba import _, gather
>>> df = pd.DataFrame({"id": ["a", "b"], "x": [1, 2], "y": [3, None]})
>>> long = gather(df, "key", "value", -_.id, drop_na=True)
>>> long
id key value
0 a x 1.0
1 b x 2.0
2 a y 3.0
>>> spread(long, "key", "value")
id x y
0 a 1.0 3.0
1 b 2.0 NaN