polars unnest for dataframe
Decompose struct columns into separate columns for each of their fields. The new columns will be inserted into the dataframe at the location of the struct column.
Signature
> polars unnest {flags} ...rest
Flags
--separator, -s {string}: optional separator to use when creating new column names
Parameters
...rest: columns to unnest
Input/output types:
| input | output |
|---|---|
| polars_dataframe | polars_dataframe |
| polars_lazyframe | polars_lazyframe |
Examples
Unnest a dataframe
> [[id person]; [1 {name: "Bob", age: 36}] [2 {name: "Betty", age: 63}]]
| polars into-df -s {id: i64, person: {name: str, age: u8}}
| polars unnest person
| polars get id name age
| polars sort-by id
╭───┬────┬───────┬─────╮
│ # │ id │ name │ age │
├───┼────┼───────┼─────┤
│ 0 │ 1 │ Bob │ 36 │
│ 1 │ 2 │ Betty │ 63 │
╰───┴────┴───────┴─────╯Unnest a lazy dataframe
> [[id person]; [1 {name: "Bob", age: 36}] [2 {name: "Betty", age: 63}]]
| polars into-df -s {id: i64, person: {name: str, age: u8}}
| polars into-lazy
| polars unnest person
| polars select (polars col id) (polars col name) (polars col age)
| polars collect
| polars sort-by id
╭───┬────┬───────┬─────╮
│ # │ id │ name │ age │
├───┼────┼───────┼─────┤
│ 0 │ 1 │ Bob │ 36 │
│ 1 │ 2 │ Betty │ 63 │
╰───┴────┴───────┴─────╯Unnest with a custom separator
> [[id person]; [1 {name: "Bob", age: 36}] [2 {name: "Betty", age: 63}]]
| polars into-df -s {id: i64, person: {name: str, age: u8}}
| polars unnest person -s "_"
| polars get id person_name person_age
| polars sort-by id
╭───┬────┬─────────────┬────────────╮
│ # │ id │ person_name │ person_age │
├───┼────┼─────────────┼────────────┤
│ 0 │ 1 │ Bob │ 36 │
│ 1 │ 2 │ Betty │ 63 │
╰───┴────┴─────────────┴────────────╯