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|
%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
|
