Hierarchical Datasets

Here we host a collection of datasets used in previous hierarchical research by Rangapuram et al. [2021], Olivares et al. [2023], and Kamarthi et al. [2022]. The benchmark datasets utilized include Australian Monthly Labour (Labour), SF Bay Area daily Traffic (Traffic, OldTraffic), Quarterly Australian Tourism Visits (TourismSmall), Monthly Australian Tourism visits (TourismLarge, OldTourismLarge), and daily Wikipedia article views (Wiki2). Old datasets favor the original datasets with minimal target variable preprocessing (Rangapuram et al. [2021], Olivares et al. [2023]), while the remaining datasets follow PROFHIT experimental settings.

References

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Labour

 Labour (freq:str='MS', horizon:int=8, papers_horizon:int=12,
         seasonality:int=12, test_size:int=125,
         tags_names:Tuple[str]=('Country', 'Country/Region',
         'Country/Gender/Region', 'Country/Employment/Gender/Region'))

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TourismLarge

 TourismLarge (freq:str='MS', horizon:int=12, papers_horizon:int=12,
               seasonality:int=12, test_size:int=57,
               tags_names:Tuple[str]=('Country', 'Country/State',
               'Country/State/Zone', 'Country/State/Zone/Region',
               'Country/Purpose', 'Country/State/Purpose',
               'Country/State/Zone/Purpose',
               'Country/State/Zone/Region/Purpose'))

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TourismSmall

 TourismSmall (freq:str='Q', horizon:int=4, papers_horizon:int=4,
               seasonality:int=4, test_size:int=9,
               tags_names:Tuple[str]=('Country', 'Country/Purpose',
               'Country/Purpose/State',
               'Country/Purpose/State/CityNonCity'))

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Traffic

 Traffic (freq:str='D', horizon:int=14, papers_horizon:int=7,
          seasonality:int=7, test_size:int=91,
          tags_names:Tuple[str]=('Level1', 'Level2', 'Level3', 'Level4'))

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Wiki2

 Wiki2 (freq:str='D', horizon:int=14, papers_horizon:int=7,
        seasonality:int=7, test_size:int=91,
        tags_names:Tuple[str]=('Views', 'Views/Country',
        'Views/Country/Access', 'Views/Country/Access/Agent',
        'Views/Country/Access/Agent/Topic'))

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OldTraffic

 OldTraffic (freq:str='D', horizon:int=1, papers_horizon:int=1,
             seasonality:int=7, test_size:int=91,
             tags_names:Tuple[str]=('Level1', 'Level2', 'Level3',
             'Level4'))

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OldTourismLarge

 OldTourismLarge (freq:str='MS', horizon:int=12, papers_horizon:int=12,
                  seasonality:int=12, test_size:int=57,
                  tags_names:Tuple[str]=('Country', 'Country/State',
                  'Country/State/Zone', 'Country/State/Zone/Region',
                  'Country/Purpose', 'Country/State/Purpose',
                  'Country/State/Zone/Purpose',
                  'Country/State/Zone/Region/Purpose'))

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