%div.card.bg-light
  %div.card-body
    %h6.card-title Model:
    Source:
    %a{:href=>model.source, :rel=>"external"}
      = model.source
    %br
    - model.classification? ? type = "Classification" : type = "Regression"
    = "Type:\t"
    = type
    %br
    = "Training compounds:\t"
    = data_entries.count/3
    %br
    = "Training dataset:\t"
    %a{:href=>"#{to("/predict/dataset/#{training_dataset.name}")}"}
      = training_dataset.name

%div.card.bg-light
  %div.card-body
    %h6.card-title Algorithms:
    %p.card-text
      Similarity:
      %a.card-link{: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:
      - if model.model.algorithms["prediction"]["method"] !~ /Caret/
        %a.card-link{:href=>"http://www.rubydoc.info/gems/lazar/OpenTox%2F#{model.model.algorithms["prediction"]["method"].sub("::","%2f")}", :rel=>"external"}
          = model.model.algorithms["prediction"]["method"]
      - else
        %a.card-link{:href=>"http://www.rubydoc.info/gems/lazar/OpenTox/Algorithm/Caret", :rel=>"external"}
          = model.model.algorithms["prediction"]["method"]

      %br
      Descriptors:
      = model.model.algorithms["descriptors"]["method"]+","
      = model.model.algorithms["descriptors"]["type"]

%div.card.bg-light
  %div.card-body
    - if type == "Classification"
      %h6.card-text Independent crossvalidations:
    - else
      %h6.card-text Independent crossvalidations (-log10 transformed):
  - crossvalidations.each_with_index do |cv,idx|
    %div.card.bg-light
      %div.card-body
        %h6.card-title= "Nr.#{idx+1}  |  Num folds:#{cv.folds}"
        %p.card-text
          / predictions nr
          %div.row
            %div.col-6
              %h6
                Predictions number:
              - cv.nr_predictions.each do |key,value|
                %div.row
                  %div.col
                    %h6
                      = key
                  %div.col
                    = value
          - if model.classification?
            %hr
            %div.row
              / accuracy
              %div.col-6
                %h6
                  Accuracy:
                - cv.accuracy.each do |key, value|
                  %div.row
                    %div.col
                      %h6
                        = key
                    %div.col
                      = value.signif(3)
            %hr
            / matrixes
            %div.row
              - cv.confusion_matrix.each do |key,matrix|
                %div.col-4
                  %h6
                    Confusion Matrix:
                    %i= key
                    %br
                    %table.table.table-sm.table-borderless.col-4
                      %tbody
                        %tr
                          %td
                          %td
                          %td 
                            %h6 actual
                          %td
                        %tr
                          %td
                          %td
                          %td active
                          %td inactive
                        %tr
                          %td 
                            %h6 predicted
                          %td active
                          %td 
                            = matrix[0][0]
                          %td 
                            = matrix[0][1]
                        %tr
                          %td
                          %td inactive
                          %td 
                            = matrix[1][0]
                          %td 
                            = matrix[1][1]
                        %br
          - if model.regression?
            %hr
            %div.row
              %div.col
                %h6
                  %a.card-link{:href=>"https://en.wikipedia.org/wiki/Root-mean-square_deviation", :rel=>"external"}
                    RMSE:
                - cv.rmse.each do |key,value|
                  %div.row
                    %div.col
                      %h6
                        = key
                    %div.col
                      = value.signif(3)
              %div.col
                %h6
                  %a.card-link{:href=>"https://en.wikipedia.org/wiki/Mean_absolute_error", :rel=>"external"}
                    MAE:
                - cv.mae.each do |key,value|
                  %div.row
                    %div.col
                      %h6
                        = key
                    %div.col
                      = value.signif(3)
              %div.col
                %h6
                  %a.card-link{:href=>"https://en.wikipedia.org/wiki/Coefficient_of_determination", :rel=>"external"}= "R"+"<sup>2</sup>"+":"
                - cv.r_squared.each do |key,value|
                  %div.row
                    %div.col
                      %h6.card-title
                        = key
                    %div.col
                      = value.signif(3)
            %hr
            %div.row
              %div.col
                %h6
                  Within prediction interval:
                - cv.within_prediction_interval.each do |key,value|
                  %div.row
                    %div.col
                      %h6
                        = key
                    %div.col
                      = value
              %div.col
                %h6
                  Out of prediction interval:
                - cv.out_of_prediction_interval.each do |key,value|
                  %div.row
                    %div.col
                      %h6
                        = key
                    %div.col
                      = value
%div.card.bg-light
  %div.card-body
    %h6.card-title QMRF:
    %a.btn.btn-outline-info{:href=>"#{to("/predict/report/#{model.id}")}", :id=>"report#{model.id}", :style=>"font-size:small;"}
      %span.fa.fa-download
      XML
%br