def __init__(self, model, parent=None):
super(ImputationWizard, self).__init__(parent)
self.model = model
self.studies = self.model.get_studies_in_current_order()
self.imp_results = None
# Mice Parameters Page
self.mice_params_page = MiceParametersPage()
self.setPage(Page_MiceParameters, self.mice_params_page)
# Covariate Select Page
self.cov_select_page = CovariateSelectPage(model = self.model)
self.setPage(Page_CovariateSelect, self.cov_select_page)
# Output page
self.mice_output_page = MiceOutputPage()
self.setPage(Page_MiceOutput, self.mice_output_page)
# Imputation results select page
self.imputation_results_choice_page = ImputationResultsChoicePage()
self.setPage(Page_ImpResChoices, self.imputation_results_choice_page)
class ImputationWizard(QtGui.QWizard):
def __init__(self, model, parent=None):
super(ImputationWizard, self).__init__(parent)
self.model = model
self.studies = self.model.get_studies_in_current_order()
self.imp_results = None
# Mice Parameters Page
self.mice_params_page = MiceParametersPage()
self.setPage(Page_MiceParameters, self.mice_params_page)
# Covariate Select Page
self.cov_select_page = CovariateSelectPage(model = self.model)
self.setPage(Page_CovariateSelect, self.cov_select_page)
# Output page
self.mice_output_page = MiceOutputPage()
self.setPage(Page_MiceOutput, self.mice_output_page)
# Imputation results select page
self.imputation_results_choice_page = ImputationResultsChoicePage()
self.setPage(Page_ImpResChoices, self.imputation_results_choice_page)
def get_included_studies_in_proper_order(self):
return self.studies
def nextId(self):
current_id = self.currentId()
page_order_map = {Page_MiceParameters:Page_CovariateSelect,
Page_CovariateSelect:Page_MiceOutput,
Page_MiceOutput:Page_ImpResChoices,
Page_ImpResChoices:-1}
return page_order_map[current_id]
def _run_imputation(self):
imp_results = python_to_R.impute(model=self.model,
studies=self.studies,
covariates=self.get_included_covariates(),
m=self.get_m(),
maxit=self.get_maxit(),
defaultMethod_rstring=self.get_defaultMethod_rstring())
self.imp_results = imp_results
return imp_results
def get_imputation_summary(self):
return self.imp_results['summary']
def get_imputation_choices(self):
covariates = self.get_included_covariates() # covariates in original order
imputation_choices = python_to_R.imputation_dataframes_to_pylist_of_ordered_dicts(
self.imp_results['imputations'],
covariates)
return imputation_choices
def get_source_data(self):
# an ordered dict mapping covariates --> values to see which ones are
# none
return self.imp_results['source_data']
######## getters ###########
### Covariate Select Page
def get_included_covariates(self):
return self.cov_select_page.get_included_covariates()
### Mice Parameters Page
def get_m(self): # number of multiple imputations
return self.mice_params_page.get_m()
def get_maxit(self): # number of iterations
return self.mice_params_page.get_maxit()
def get_defaultMethod_rstring(self):
return self.mice_params_page.get_defaultMethod_rstring()
# Imputation Results Choice Page
def get_imputed_values(self):
return self.imputation_results_choice_page.get_imputed_values()