class darts.datasets.dataset_loaders.DatasetLoader(metadata, root_path=None)

Bases: ABC

Class that downloads a dataset and caches it locally. Assumes that the file can be downloaded (i.e. publicly available via a URI)

Methods

load()

Load the dataset in memory, as a TimeSeries.

load()

Load the dataset in memory, as a TimeSeries. Downloads the dataset if it is not present already

Raises

DatasetLoadingException – If loading fails (MD5 Checksum is invalid, Download failed, Reading from disk failed)

Returns

time_series – A TimeSeries object that contains the dataset

Return type

TimeSeries

class darts.datasets.dataset_loaders.DatasetLoaderCSV(metadata, root_path=None)

Bases: DatasetLoader

Methods

load()

Load the dataset in memory, as a TimeSeries.

load()

Load the dataset in memory, as a TimeSeries. Downloads the dataset if it is not present already

Raises

DatasetLoadingException – If loading fails (MD5 Checksum is invalid, Download failed, Reading from disk failed)

Returns

time_series – A TimeSeries object that contains the dataset

Return type

TimeSeries

class darts.datasets.dataset_loaders.DatasetLoaderMetadata(name, uri, hash, header_time, format_time=None, freq=None, pre_process_zipped_csv_fn=None, pre_process_csv_fn=None, multivariate=None)

Bases: object

Attributes

format_time
freq
multivariate
pre_process_csv_fn
pre_process_zipped_csv_fn

format_time: Optional[str] = None

freq: Optional[str] = None

hash: str

header_time: Optional[str]

multivariate: Optional[bool] = None

name: str

pre_process_csv_fn: Optional[Callable] = None

pre_process_zipped_csv_fn: Optional[Callable] = None

uri: str

exception darts.datasets.dataset_loaders.DatasetLoadingException

Bases: BaseException

args

with_traceback()

Exception.with_traceback(tb) – set self.__traceback__ to tb and return self.

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Explainability