def test_invalid_bin_numerical_feature_attributes_values(numerical_feature_name, new_feature_name):
with pytest.raises(AttributeError):
dashboard = InteractiveDashboard(title='Test dashboard title',
output_directory=valid_output_directory,
dataframes=[pd.DataFrame({'X': [1], 'X2': ['A']})],
dataframes_names=['TestDF'],
numerical_columns=['X'],
categorical_columns=[],
date_columns=None,
dashboard_folder_name=None,
generate_encryption_secret=False)
dashboard.bin_numerical_feature(numerical_feature_name, new_feature_name, 5)
def test_invalid_generate_encryption_secret(generate_encryption_secret):
with pytest.raises(TypeError):
InteractiveDashboard(title='Test dashboard title',
output_directory=valid_output_directory,
dataframes=[pd.DataFrame({'X': [1]})],
dataframes_names=['TestDF'],
numerical_columns=['X'],
categorical_columns=[],
date_columns=None,
dashboard_folder_name=None,
generate_encryption_secret=generate_encryption_secret)
def test_invalid_numerical_columns_type(numerical_columns):
with pytest.raises(TypeError):
InteractiveDashboard(title='Test dashboard title',
output_directory=valid_output_directory,
dataframes=[pd.DataFrame()],
dataframes_names=['test'],
numerical_columns=numerical_columns,
categorical_columns=[],
date_columns=None,
dashboard_folder_name=None,
encryption_secret=None,
generate_encryption_secret=False)
def test_columns_not_found(dataframes, numerical_columns, categorical_columns, date_columns):
with pytest.raises(AttributeError):
InteractiveDashboard(title='Test dashboard title',
output_directory=valid_output_directory,
dataframes=dataframes,
dataframes_names=['test'],
numerical_columns=numerical_columns,
categorical_columns=categorical_columns,
date_columns=date_columns,
dashboard_folder_name=None,
encryption_secret=None,
generate_encryption_secret=False)
def test_invalid_data_attributes_length(dataframes, dataframes_names):
with pytest.raises(AttributeError):
InteractiveDashboard(title='Test dashboard title',
output_directory=valid_output_directory,
dataframes=dataframes,
dataframes_names=dataframes_names,
numerical_columns=[],
categorical_columns=[],
date_columns=None,
dashboard_folder_name=None,
encryption_secret=None,
generate_encryption_secret=False)
def simple_dashboard():
df = pd.DataFrame({'X': [1], 'B': ['Category_1'], 'C': ['2020-10-24']})
return InteractiveDashboard(title='Test dashboard title',
output_directory=valid_output_directory,
dataframes=[df],
dataframes_names=['test'],
numerical_columns=['X'],
categorical_columns=['B'],
date_columns=['C'],
dashboard_folder_name='TestDashboard',
encryption_secret=None,
generate_encryption_secret=False)
def complex_dashboard():
df = pd.DataFrame({'A': [1, 2,
2, 3,
4, 5],
'B': ['Category_1', 'Category_1',
'Category_2', 'Category_3',
'Category_3', 'Category_3'],
'C': ['Category_1', 'Category_1',
'Category_2', 'Category_2',
'Category_2', 'Category_2'],
'D': ['Category_1', 'Category_1',
'Category_2', 'Category_2',
'Category_2', 'Category_2'],
'E': ['Category_1', 'Category_1',
'Category_2', 'Category_2',
'Category_2', 'Category_2'],
'F': ['2020-10-24', '2020-10-23',
'2020-10-23', '2020-10-22',
'2020-10-22', '2020-10-21'],
'G': [1, 2,
2, 3,
4, 5],
'H': [1, 2,
2, 3,
4, 5],
'I': [1, 2,
2, 3,
4, 5]})
return InteractiveDashboard(title='Test dashboard title',
output_directory='.',
dataframes=[df],
dataframes_names=['test'],
numerical_columns=['A', 'G', 'H', 'I'],
categorical_columns=['B', 'C', 'D', 'E'],
date_columns=['F'],
dashboard_folder_name='TestDashboard',
encryption_secret=None,
generate_encryption_secret=False)