PandasDataset
- class lightautoml.dataset.np_pd_dataset.PandasDataset(data=None, roles=None, task=None, **kwargs)[source]
Bases:
LAMLDataset
Dataset that contains pd.DataFrame features and pd.Series targets.
- Parameters:
- property features
Get list of features.
- Returns:
list of features.
- set_data(data, features, roles)[source]
Inplace set data, features, roles for empty dataset.
- Parameters:
data (
DataFrame
) – Table with features.features (
None
) – None, just for same interface.roles (
Dict
[str
,ColumnRole
]) – Dict with roles.
- to_numpy()[source]
Convert to class:NumpyDataset.
- Returns:
NumpyDataset format.
- Return type:
Same dataset in class
- static from_dataset(dataset)[source]
Convert random dataset to pandas dataset.
- Parameters:
dataset (
TypeVar
(Dataset
, bound=LAMLDataset
)) – Dataset.- Return type:
- Returns:
Converted to pandas dataset.