%b Model:
%br
Source:
%a{:href=>model.source, :rel=>"external"}
  = model.source
%br
- model.classification? ? type = "Classification" : type = "Regression"
= "Type:\t"
= type
%br
- training_dataset = OpenTox::Dataset.find model.model.training_dataset_id
= "Training compounds:\t"
= training_dataset.compounds.size
%br
= "Training dataset:\t"
%a{:href=>"#{to("/predict/dataset/#{training_dataset.name}")}"}
  = training_dataset.name
%br
%b Algorithms:
%br
Similarity:
%a{:href=> "http://www.rubydoc.info/gems/lazar/OpenTox%2F#{model.model.algorithms["similarity"]["method"].sub("::", "%2F")}", :rel=>"external"}
  = model.model.algorithms["similarity"]["method"]
= ", min: #{model.model.algorithms["similarity"]["min"]}"
%br
Prediction:
%a{:href=>"http://www.rubydoc.info/gems/lazar/OpenTox%2F#{model.model.algorithms["prediction"]["method"].sub("::","%2f")}", :rel=>"external"}
  = model.model.algorithms["prediction"]["method"]
%br
Descriptors:
= model.model.algorithms["descriptors"]["method"]+","
= model.model.algorithms["descriptors"]["type"]
%p
- if type == "Classification"
  %b Independent crossvalidations:
- else
  %b Independent crossvalidations (-log10 transformed):
%div.row{:id=>"validations#{model.id}", :style=>"background-color:#f5f5f5;"}
  - crossvalidations.each do |cv|
    %span.col-xs-4.col-sm-4.col-md-4.col-lg-4
      = "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
        = "Weighted accuracy:\t"
        = cv.weighted_accuracy.round(3) if cv.weighted_accuracy
        %br
        = "True positive rate:\t"
        = cv.true_rate["active"].round(3) if cv.true_rate
        %br
        = "True negative rate:\t"
        = cv.true_rate["inactive"].round(3) if cv.true_rate
        %br 
        = "Positive predictive value:\t"
        = cv.predictivity["active"].round(3) if cv.predictivity
        %br
        = "Negative predictive value:\t"
        = cv.predictivity["inactive"].round(3) if cv.predictivity
        %p
        - ["confusion_matrix", "weighted_confusion_matrix"].each_with_index do |matrix,idx|
          %b= (idx == 0 ? "Confusion Matrix" : "Weighted 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 
                  =( idx == 1 ? cv.send(matrix)[0][0].round(3) : cv.send(matrix)[0][0])
                %td 
                  =( idx == 1 ? cv.send(matrix)[0][1].round(3) : cv.send(matrix)[0][1])
                -#%td 
                  =cv.confusion_matrix[0][0]+cv.confusion_matrix[0][1]
              %tr
                %td
                %td inactive
                %td 
                  =( idx == 1 ? cv.send(matrix)[1][0].round(3) : cv.send(matrix)[1][0])
                %td 
                  =( idx == 1 ? cv.send(matrix)[1][1].round(3) : cv.send(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
        %br
        /= "Confidence plot:"
        /%p.plot
        /  %img{:src=>"confp#{cv.id}.svg"}
      - if model.regression?
        %br
        %a.ht5{:href=>"https://en.wikipedia.org/wiki/Root-mean-square_deviation", :rel=>"external"} RMSE:
        = cv.rmse.round(3) if cv.rmse
        %br
        %a.ht5{:href=>"https://en.wikipedia.org/wiki/Mean_absolute_error", :rel=>"external"} MAE:
        = cv.mae.round(3) if cv.mae
        %br 
        %a.ht5{:href=>"https://en.wikipedia.org/wiki/Coefficient_of_determination", :rel=>"external"}= "R"+"<sup>2</sup>"+":"
        = 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