Created
March 28, 2018 18:56
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import itertools | |
import pandas as pd | |
def flatten_df(df, list_col, elem_col_name="elem"): | |
"""Convert a series of list to individual rows, within a dataframe. | |
Adapted from https://stackoverflow.com/a/48532692 | |
This function can be used on a dask dataframe: | |
```python | |
df.map_partitions(lambda x: flatten_df(x, "list_col", elem_col_name="elem")).clear_divisions() | |
// I am not sure if the clear_divisions is requied | |
``` | |
""" | |
len_lists = df[list_col].str.len() | |
return pd.DataFrame({ | |
**{col: df[col].repeat(len_lists) for col in df.columns.drop(list_col)}, | |
elem_col_name: list(itertools.chain.from_iterable(df[list_col].values))}) | |
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