diff options
Diffstat (limited to 'views/model_details.haml')
| -rw-r--r-- | views/model_details.haml | 85 |
1 files changed, 44 insertions, 41 deletions
diff --git a/views/model_details.haml b/views/model_details.haml index 2d7a693..714d4d8 100644 --- a/views/model_details.haml +++ b/views/model_details.haml @@ -48,34 +48,42 @@ %p.card-text - if model.classification? / accuracy, confusion matrixes - - av = cv.accept_values + - accept_values = cv.accept_values + - av = [] + - if accept_values[1] =~ /^non/ + - av << accept_values[0] + - av << accept_values[1] + - else + - av = accept_values - keys = cv.accuracy.collect{|key, value| key} - acc = cv.accuracy.collect{|key, value| value.signif(3)} - tpr = cv.true_rate.collect{|key, hash| hash[av[0]].signif(3)} - fpr = cv.true_rate.collect{|key, hash| hash[av[1]].signif(3)} - pp = cv.predictivity.collect{|key, hash| hash[av[0]].signif(3)} - np = cv.predictivity.collect{|key, hash| hash[av[1]].signif(3)} - %table.table.table-borderless.table-responsive + %table.table.table-bordered.table-responsive.text-center.bg-white %tr - %td.text-center + %td.text-center.bg-light = "Nr.#{idx+1}" - %td Accuracy + %td + %a{:href=>"https://en.wikipedia.org/wiki/Accuracy_and_precision", :rel=>"external"} + Accuracy %td %a{:href=>"https://en.wikipedia.org/wiki/Sensitivity_and_specificity", :rel=>"external"} - True #{av[0] =~ /^non/ ? "negative" : "positive"} rate + True positive rate (Sensitivity, Recall) %td %a{:href=>"https://en.wikipedia.org/wiki/Sensitivity_and_specificity", :rel=>"external"} - True #{av[1] =~ /^non/ ? "negative" : "positive"} rate + True negative rate (Specificity) %td %a{:href=>"https://en.wikipedia.org/wiki/Positive_and_negative_predictive_values", :rel=>"external"} - #{av[0] =~ /^non/ ? "Negative" : "Positive"} predictiv value + Positive predictive value (Precision) %td %a{:href=>"https://en.wikipedia.org/wiki/Positive_and_negative_predictive_values", :rel=>"external"} - #{av[1] =~ /^non/ ? "Negative" : "Positive"} predictiv value + Negative predictive value - keys.each_with_index do |key,idx| %tr / keys - %td.fit.text-right.pr-0= key.gsub("_", " ") + %td.fit.text-right= key.gsub("_", " ") / acc,accuray value: %td= acc[idx] / tpr,true positive rate @@ -86,52 +94,48 @@ %td= pp[idx] / np,negative predictions %td= np[idx] - %div.row - %button.btn.btn-outline-info.mx-auto{:type=>"button", :data=>{:toggle=>"collapse", :target=>"#pplot#{model.id}#{idx}"}, :aria=>{:expanded=>"false", :controls=>"pplot#{model.id}#{idx}"}, :style=>"font-size:small;"} - Probability plot - %button.btn.btn-outline-info.mx-auto{:type=>"button", :data=>{:toggle=>"collapse", :target=>"#matrix#{model.id}#{idx}"}, :aria=>{:expanded=>"false", :controls=>"matrix#{model.id}#{idx}"}, :style=>"font-size:small;"} - Confusion matrix - %div.collapse{:id=>"matrix#{model.id}#{idx}"} + %div.row.justify-content-center + %h6 Confusion matrix + %div.row{:id=>"matrix#{model.id}#{idx}"} %table.table.table-borderless.table-responsive %tr %td.fit.text-center all %td.fit.text-center confidence high %td.fit.text-center confidence low - %tr + %tr.justify-content-around / confusion matrix - keys.each do |key| - matrix = cv.confusion_matrix[key] - %td.fit.text-right - %table.table-sm + %td + %table.table-sm.text-center %tr %td %td - %td - %h6 actual + %td actual %td %tr %td %td - %td active - %td inactive + %td.border.bg-secondary.text-white active + %td.border.bg-secondary.text-white inactive %tr - %td - %h6 predicted - %td active - %td - = matrix[0][0] - %td + %td predicted + %td.border.bg-secondary.text-white active + %td.border.bg-white + %b= matrix[0][0] + %td.border.bg-white = matrix[0][1] %tr %td - %td inactive - %td + %td.border.bg-secondary.text-white inactive + %td.border.bg-white = matrix[1][0] - %td - = matrix[1][1] - + %td.border.bg-white + %b= matrix[1][1] + %div.row.justify-content-center + %h6 Probability plot %div.row - %div.collapse.plot.mx-auto{:id=>"pplot#{model.id}#{idx}"} + %div.plot.mx-auto{:id=>"pplot#{model.id}#{idx}"} %img{:src=>"/#{cv.id}.png", :alt=>"#{cv.id}.png"} / regression @@ -144,9 +148,9 @@ - nrp = cv.nr_predictions.collect{|key,value| value} - wpi = cv.within_prediction_interval.collect{|key,value| value} - opi = cv.out_of_prediction_interval.collect{|key,value| value} - %table.table.table-borderless.table-responsive + %table.table.table-bordered.table-responsive.text-center.bg-white %tr - %td.text-center + %td.text-center.bg-light = "Nr.#{idx+1}" %td %a{:href=>"https://en.wikipedia.org/wiki/Root-mean-square_deviation", :rel=>"external"} @@ -162,7 +166,7 @@ - keys.each_with_index do |key,idx| %tr / keys - %td.fit.text-right.pr-0= key.gsub("_", " ") + %td.fit.text-right= key.gsub("_", " ") / rsme: %td= rmse[idx] / mae: @@ -175,11 +179,10 @@ %td= wpi[idx] / Out of prediction interval: %td= opi[idx] + %div.row.justify-content-center + %h6 Correlation plot %div.row - %button.btn.btn-outline-info.mx-auto{:type=>"button", :data=>{:toggle=>"collapse", :target=>"#cplot#{model.id}#{idx}"}, :aria=>{:expanded=>"false", :controls=>"cplot#{model.id}#{idx}"}, :style=>"font-size:small;"} - Correlation plot - %div.row - %div.collapse.plot.mx-auto{:id=>"cplot#{model.id}#{idx}"} + %div.plot.mx-auto{:id=>"cplot#{model.id}#{idx}"} %img{:src=>"/#{cv.id}.png", :alt=>"#{cv.id}.png"} - unless idx == crossvalidations.size-1 %hr |