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40 changes: 35 additions & 5 deletions tests/test_datasets/test_dataset.py
Original file line number Diff line number Diff line change
Expand Up @@ -24,13 +24,43 @@ def setUp(self):

# Load dataset id 2 - dataset 2 is interesting because it contains
# missing values, categorical features etc.
self.dataset = openml.datasets.get_dataset(2, download_data=False)
self._dataset = None
# titanic as missing values, categories, and string
self.titanic = openml.datasets.get_dataset(40945, download_data=False)
self._titanic = None
# these datasets have some boolean features
self.pc4 = openml.datasets.get_dataset(1049, download_data=False)
self.jm1 = openml.datasets.get_dataset(1053, download_data=False)
self.iris = openml.datasets.get_dataset(61, download_data=False)
self._pc4 = None
self._jm1 = None
self._iris = None

@property
def dataset(self):
if self._dataset is None:
self._dataset = openml.datasets.get_dataset(2, download_data=False)
return self._dataset

@property
def titanic(self):
if self._titanic is None:
self._titanic = openml.datasets.get_dataset(40945, download_data=False)
return self._titanic

@property
def pc4(self):
if self._pc4 is None:
self._pc4 = openml.datasets.get_dataset(1049, download_data=False)
return self._pc4

@property
def jm1(self):
if self._jm1 is None:
self._jm1 = openml.datasets.get_dataset(1053, download_data=False)
return self._jm1

@property
def iris(self):
if self._iris is None:
self._iris = openml.datasets.get_dataset(61, download_data=False)
return self._iris

def test_repr(self):
# create a bare-bones dataset as would be returned by
Expand Down