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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HierarchicalData

HierarchicalData ()

Initialize self. See help(type(self)) for accurate signature.