code: def test_responsibleai_housing_with_pre_defined_cohorts(
      self,
      create_rai_insights_object_regression_with_model,
      create_rai_insights_object_regression_with_predictions,
      with_model,
  ):
      if with_model:
          ri = create_rai_insights_object_regression_with_model
      else:
          ri = create_rai_insights_object_regression_with_predictions
  
      cohort_filter_continuous_1 = CohortFilter(
          method=CohortFilterMethods.METHOD_LESS,
          arg=[30.5],
          column="HouseAge",
      )
      cohort_filter_continuous_2 = CohortFilter(
          method=CohortFilterMethods.METHOD_GREATER,
          arg=[3.0],
          column="AveRooms",
      )
  
      user_cohort_continuous = Cohort(name="Cohort Continuous")
      user_cohort_continuous.add_cohort_filter(
          cohort_filter_continuous_1
      )
      user_cohort_continuous.add_cohort_filter(
          cohort_filter_continuous_2
      )
  
      cohort_filter_index = CohortFilter(
          method=CohortFilterMethods.METHOD_LESS,
          arg=[20],
          column="Index",
      )
  
      user_cohort_index = Cohort(name="Cohort Index")
      user_cohort_index.add_cohort_filter(cohort_filter_index)
  
      cohort_filter_predicted_y = CohortFilter(
          method=CohortFilterMethods.METHOD_LESS,
          arg=[5.0],
          column="Predicted Y",
      )
  
      user_cohort_predicted_y = Cohort(name="Cohort Predicted Y")
      user_cohort_predicted_y.add_cohort_filter(
          cohort_filter_predicted_y
      )
  
      cohort_filter_true_y = CohortFilter(
          method=CohortFilterMethods.METHOD_GREATER,
          arg=[1.0],
          column="True Y",
      )
  
      user_cohort_true_y = Cohort(name="Cohort True Y")
      user_cohort_true_y.add_cohort_filter(cohort_filter_true_y)
  
      widget = ResponsibleAIDashboard(
          ri,
          cohort_list=[
              user_cohort_continuous,
              user_cohort_index,
              user_cohort_predicted_y,
              user_cohort_true_y,
          ],
      )
  
      self.validate_rai_dashboard_data(widget, with_model=with_model)
      self.validate_widget_end_points(widget)
  
file_path: responsible-ai-toolbox/raiwidgets/tests/responsibleai_dashboard/test_responsibleai_dashboard.py
imports: import json
  import re
  import pytest
  from raiutils.cohort import Cohort, CohortFilter, CohortFilterMethods
  from raiutils.data_processing import serialize_json_safe
  from raiutils.exceptions import UserConfigValidationException
  from raiwidgets import ResponsibleAIDashboard
  from raiwidgets.dashboard import invalid_feature_flights_error
  from responsibleai._interfaces import CausalData, CounterfactualData, Dataset, ErrorAnalysisData, ModelExplanationData
label_desc: Use image node_id 5 for calling the TestResponsibleAIDashboard obj's underlying member method code with example usage: obj.test_responsibleai_housing_with_pre_defined_cohorts(create_rai_insights_object_regression_with_model, create_rai_insights_object_regression_with_predictions, with_model) without return types