%b Model: %br Source: %a{:href=>model.source, :target=>"external"} = model.source %br - model.classification? ? type = "Classification" : type = "Regression" = "Type:\t" = type %br - training_dataset = OpenTox::Dataset.find model.training_dataset.id = "Training compounds:\t" = training_dataset.compounds.size %p - if type == "Classification" %b Independent crossvalidations: - else %b Independent crossvalidations (-log10 transformed): %div.row{:id=>"validations#{model.id}", :style=>"background-color:#f5f5f5;"} - model.crossvalidations.each do |crossvalidation| %span.col-xs-4.col-sm-4.col-md-4.col-lg-4 - cv = OpenTox::CrossValidation.find crossvalidation.id = "Num folds:\t" = cv.folds %br = "Num instances:\t" = cv.nr_instances %br = "Num unpredicted" = cv.nr_unpredicted - if model.classification? %br = "Accuracy:\t" = cv.accuracy.round(3) if cv.accuracy %br = "True positive rate:\t" = cv.true_rate["active"].round(3) if cv.true_rate["active"] %br = "True negative rate:\t" = cv.true_rate["inactive"].round(3) if cv.true_rate["inactive"] %br = "Positive predictive value:\t" = cv.predictivity["active"].round(3) if cv.predictivity["active"] %br = "Negative predictive value:\t" = cv.predictivity["inactive"].round(3) if cv.predictivity["inactive"] %p %b Confusion Matrix: %table.table.table-condensed.table-borderless{:style=>"width:20%;"} %tbody %tr %td %td %td %b actual %td %td %tr %td %td %td active %td inactive -#%td total %tr %td %b predicted %td active %td =cv.confusion_matrix[0][0] %td =cv.confusion_matrix[0][1] -#%td =cv.confusion_matrix[0][0]+cv.confusion_matrix[0][1] %tr %td %td inactive %td =cv.confusion_matrix[1][0] %td =cv.confusion_matrix[1][1] -#%td =cv.confusion_matrix[1][0]+cv.confusion_matrix[1][1] -#%tr %td %td total %td =cv.confusion_matrix[0][0]+cv.confusion_matrix[1][0] %td =cv.confusion_matrix[0][1]+cv.confusion_matrix[1][1] %td -#= "Confusion Matrix:\t" -#= cv.confusion_matrix %br /= "Confidence plot:" /%p.plot / %img{:src=>"confp#{cv.id}.svg"} - if model.regression? %br = "Root mean squared error:\t" = cv.rmse.round(3) if cv.rmse %br = "Mean absolute error:\t" = cv.mae.round(3) if cv.mae %br = "R square:\t" = cv.r_squared.round(3) if cv.r_squared %br /= "Confidence plot:" /%p.plot / %img{:src=>"/confp#{cv.id}.svg"} /%br /= "Correlation plot" /%p.plot / %img{:src=>"/corrp#{cv.id}.svg"} %br