From 9be4ea0e2c8e8823b3c8453db18fc92e8a0f1c96 Mon Sep 17 00:00:00 2001 From: MStarmans91 Date: Sat, 3 Jul 2021 11:39:03 +0200 Subject: [PATCH 01/22] Prepare for 3.4.5 release. --- CHANGELOG | 8 + README.md | 2 +- README.rst | 2 +- WORC/doc/_build/doctrees/environment.pickle | Bin 2878561 -> 2879369 bytes .../_build/doctrees/static/changelog.doctree | Bin 148285 -> 149480 bytes WORC/doc/_build/html/.buildinfo | 2 +- .../_modules/WORC/IOparser/config_WORC.html | 4 +- .../WORC/IOparser/config_io_classifier.html | 4 +- .../WORC/IOparser/config_preprocessing.html | 4 +- .../WORC/IOparser/config_segmentix.html | 4 +- .../html/_modules/WORC/IOparser/file_io.html | 4 +- WORC/doc/_build/html/_modules/WORC/WORC.html | 4 +- .../html/_modules/WORC/addexceptions.html | 4 +- .../WORC/classification/AdvancedSampler.html | 4 +- .../WORC/classification/ObjectSampler.html | 4 +- .../WORC/classification/RankedSVM.html | 4 +- .../WORC/classification/SearchCV.html | 4 +- .../classification/construct_classifier.html | 4 +- .../classification/createfixedsplits.html | 4 +- .../WORC/classification/crossval.html | 4 +- .../WORC/classification/estimators.html | 4 +- .../WORC/classification/fitandscore.html | 4 +- .../_modules/WORC/classification/metrics.html | 4 +- .../parameter_optimization.html | 4 +- .../WORC/classification/trainclassifier.html | 4 +- .../_modules/WORC/detectors/detectors.html | 4 +- .../WORC/exampledata/datadownloader.html | 4 +- .../WORC/featureprocessing/Imputer.html | 4 +- .../WORC/featureprocessing/Relief.html | 4 +- .../WORC/featureprocessing/SelectGroups.html | 4 +- .../featureprocessing/SelectIndividuals.html | 4 +- .../StatisticalTestFeatures.html | 4 +- .../StatisticalTestThreshold.html | 4 +- .../featureprocessing/VarianceThreshold.html | 4 +- .../_modules/WORC/plotting/compute_CI.html | 4 +- .../_modules/WORC/plotting/linstretch.html | 4 +- .../html/_modules/WORC/plotting/plot_ROC.html | 4 +- .../_modules/WORC/plotting/plot_barchart.html | 4 +- .../_modules/WORC/plotting/plot_images.html | 7 +- .../WORC/plotting/plot_ranked_scores.html | 21 +- .../_modules/WORC/plotting/scatterplot.html | 4 +- .../processing/ExtractNLargestBlobsn.html | 4 +- .../_modules/WORC/processing/classes.html | 4 +- .../WORC/processing/label_processing.html | 4 +- .../fastr_tests/CalcFeatures_test.html | 4 +- .../resources/fastr_tests/elastix_test.html | 4 +- .../resources/fastr_tests/segmentix_test.html | 4 +- .../html/_modules/WORC/tools/Elastix.html | 4 +- .../html/_modules/WORC/tools/Evaluate.html | 4 +- .../html/_modules/WORC/tools/Slicer.html | 4 +- .../html/_modules/WORC/tools/Transformix.html | 4 +- .../WORC/tools/createfixedsplits.html | 4 +- WORC/doc/_build/html/_modules/index.html | 4 +- .../html/_static/documentation_options.js | 2 +- .../_build/html/autogen/WORC.IOparser.html | 4 +- .../html/autogen/WORC.classification.html | 4 +- WORC/doc/_build/html/autogen/WORC.config.html | 4 +- .../_build/html/autogen/WORC.detectors.html | 4 +- .../_build/html/autogen/WORC.exampledata.html | 4 +- WORC/doc/_build/html/autogen/WORC.facade.html | 4 +- .../html/autogen/WORC.featureprocessing.html | 4 +- WORC/doc/_build/html/autogen/WORC.html | 4 +- .../_build/html/autogen/WORC.plotting.html | 4 +- .../_build/html/autogen/WORC.processing.html | 4 +- .../autogen/WORC.resources.fastr_tests.html | 4 +- .../autogen/WORC.resources.fastr_tools.html | 4 +- .../_build/html/autogen/WORC.resources.html | 4 +- WORC/doc/_build/html/autogen/WORC.tools.html | 4 +- WORC/doc/_build/html/genindex.html | 4 +- WORC/doc/_build/html/index.html | 192 +++--- WORC/doc/_build/html/objects.inv | Bin 6269 -> 6269 bytes WORC/doc/_build/html/py-modindex.html | 4 +- WORC/doc/_build/html/search.html | 4 +- WORC/doc/_build/html/searchindex.js | 2 +- WORC/doc/_build/html/static/changelog.html | 569 +++++++++--------- .../doc/_build/html/static/configuration.html | 4 +- .../_build/html/static/file_description.html | 4 +- WORC/doc/_build/html/static/introduction.html | 4 +- WORC/doc/_build/html/static/quick_start.html | 4 +- WORC/doc/_build/html/static/user_manual.html | 4 +- WORC/plotting/plot_estimator_performance.py | 1 - WORC/plotting/plot_images.py | 3 +- WORC/plotting/plot_ranked_scores.py | 17 +- setup.py | 2 +- version | 2 +- 85 files changed, 568 insertions(+), 532 deletions(-) diff --git a/CHANGELOG b/CHANGELOG index 49cf6627..2933824a 100644 --- a/CHANGELOG +++ b/CHANGELOG @@ -6,6 +6,14 @@ All notable changes to this project will be documented in this file. The format is based on `Keep a Changelog `_ and this project adheres to `Semantic Versioning `_ + +3.4.5 - 2021-07-03 +------------------ + +Fixed +~~~~~ +- Bug in plotting images when ranking the posteriors or percentages. + 3.4.4 - 2021-07-01 ------------------ diff --git a/README.md b/README.md index 4852f7b6..ce13275b 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# WORC v3.4.4 +# WORC v3.4.5 ## Workflow for Optimal Radiomics Classification ## Information diff --git a/README.rst b/README.rst index 070f0780..29aa278e 100644 --- a/README.rst +++ b/README.rst @@ -1,4 +1,4 @@ -WORC v3.4.4 +WORC v3.4.5 =========== Workflow for Optimal Radiomics Classification diff --git a/WORC/doc/_build/doctrees/environment.pickle b/WORC/doc/_build/doctrees/environment.pickle index a3b51161891d5a58c924363529154bd74cfa21f6..88d62191611e3d5d9ac7f6d436b9f1f579178f00 100644 GIT binary patch literal 2879369 zcmeFa2fQ3dl|Cvf=NujI;OiiVxmUrqY#HNlCCfsVWF%n|Y({-&`rhf*%=GmH1@rel 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    diff --git a/WORC/doc/_build/html/_modules/WORC/detectors/detectors.html b/WORC/doc/_build/html/_modules/WORC/detectors/detectors.html index 2bbe8b34..9f5031a2 100644 --- a/WORC/doc/_build/html/_modules/WORC/detectors/detectors.html +++ b/WORC/doc/_build/html/_modules/WORC/detectors/detectors.html @@ -8,7 +8,7 @@ - WORC.detectors.detectors — WORC 3.4.4 documentation + WORC.detectors.detectors — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/exampledata/datadownloader.html b/WORC/doc/_build/html/_modules/WORC/exampledata/datadownloader.html index df78d60e..2e43ffc5 100644 --- a/WORC/doc/_build/html/_modules/WORC/exampledata/datadownloader.html +++ b/WORC/doc/_build/html/_modules/WORC/exampledata/datadownloader.html @@ -8,7 +8,7 @@ - WORC.exampledata.datadownloader — WORC 3.4.4 documentation + WORC.exampledata.datadownloader — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/Imputer.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/Imputer.html index a14bcb94..857090b7 100644 --- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/Imputer.html +++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/Imputer.html @@ -8,7 +8,7 @@ - WORC.featureprocessing.Imputer — WORC 3.4.4 documentation + WORC.featureprocessing.Imputer — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/Relief.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/Relief.html index 82359d8c..a1445ff1 100644 --- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/Relief.html +++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/Relief.html @@ -8,7 +8,7 @@ - WORC.featureprocessing.Relief — WORC 3.4.4 documentation + WORC.featureprocessing.Relief — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectGroups.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectGroups.html index ec4ebc55..65f27892 100644 --- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectGroups.html +++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectGroups.html @@ -8,7 +8,7 @@ - WORC.featureprocessing.SelectGroups — WORC 3.4.4 documentation + WORC.featureprocessing.SelectGroups — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectIndividuals.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectIndividuals.html index a349a0d0..5e8d703b 100644 --- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectIndividuals.html +++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectIndividuals.html @@ -8,7 +8,7 @@ - WORC.featureprocessing.SelectIndividuals — WORC 3.4.4 documentation + WORC.featureprocessing.SelectIndividuals — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestFeatures.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestFeatures.html index 8b1eac60..cbdfcc36 100644 --- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestFeatures.html +++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestFeatures.html @@ -8,7 +8,7 @@ - WORC.featureprocessing.StatisticalTestFeatures — WORC 3.4.4 documentation + WORC.featureprocessing.StatisticalTestFeatures — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestThreshold.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestThreshold.html index 3d9c32d5..2e5c735a 100644 --- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestThreshold.html +++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestThreshold.html @@ -8,7 +8,7 @@ - WORC.featureprocessing.StatisticalTestThreshold — WORC 3.4.4 documentation + WORC.featureprocessing.StatisticalTestThreshold — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/VarianceThreshold.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/VarianceThreshold.html index 557e4e21..a2132204 100644 --- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/VarianceThreshold.html +++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/VarianceThreshold.html @@ -8,7 +8,7 @@ - WORC.featureprocessing.VarianceThreshold — WORC 3.4.4 documentation + WORC.featureprocessing.VarianceThreshold — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/compute_CI.html b/WORC/doc/_build/html/_modules/WORC/plotting/compute_CI.html index 8d59232b..d13676d7 100644 --- a/WORC/doc/_build/html/_modules/WORC/plotting/compute_CI.html +++ b/WORC/doc/_build/html/_modules/WORC/plotting/compute_CI.html @@ -8,7 +8,7 @@ - WORC.plotting.compute_CI — WORC 3.4.4 documentation + WORC.plotting.compute_CI — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/linstretch.html b/WORC/doc/_build/html/_modules/WORC/plotting/linstretch.html index 367cf7b0..8ce23965 100644 --- a/WORC/doc/_build/html/_modules/WORC/plotting/linstretch.html +++ b/WORC/doc/_build/html/_modules/WORC/plotting/linstretch.html @@ -8,7 +8,7 @@ - WORC.plotting.linstretch — WORC 3.4.4 documentation + WORC.plotting.linstretch — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/plot_ROC.html b/WORC/doc/_build/html/_modules/WORC/plotting/plot_ROC.html index eb3547de..fe730fa8 100644 --- a/WORC/doc/_build/html/_modules/WORC/plotting/plot_ROC.html +++ b/WORC/doc/_build/html/_modules/WORC/plotting/plot_ROC.html @@ -8,7 +8,7 @@ - WORC.plotting.plot_ROC — WORC 3.4.4 documentation + WORC.plotting.plot_ROC — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/plot_barchart.html b/WORC/doc/_build/html/_modules/WORC/plotting/plot_barchart.html index a6f7fa03..7a889843 100644 --- a/WORC/doc/_build/html/_modules/WORC/plotting/plot_barchart.html +++ b/WORC/doc/_build/html/_modules/WORC/plotting/plot_barchart.html @@ -8,7 +8,7 @@ - WORC.plotting.plot_barchart — WORC 3.4.4 documentation + WORC.plotting.plot_barchart — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/plot_images.html b/WORC/doc/_build/html/_modules/WORC/plotting/plot_images.html index 6d868753..26730e4f 100644 --- a/WORC/doc/_build/html/_modules/WORC/plotting/plot_images.html +++ b/WORC/doc/_build/html/_modules/WORC/plotting/plot_images.html @@ -8,7 +8,7 @@ - WORC.plotting.plot_images — WORC 3.4.4 documentation + WORC.plotting.plot_images — WORC 3.4.5 documentation @@ -62,7 +62,7 @@
    - 3.4.4 + 3.4.5
    @@ -235,7 +235,6 @@

    Source code for WORC.plotting.plot_images

             figsize = (imsize[1]*spacing[1]/100.0, imsize[2]*spacing[2]/100.0)
 
     # Convert images to numpy arrays
-    figsize = (30, 1)
     image = sitk.GetArrayFromImage(image)
     if mask is not None:
         mask = sitk.GetArrayFromImage(mask)
@@ -381,7 +380,7 @@ 
    Source code for WORC.plotting.plot_images
     
             # NOTE: As these zoomed images get small, we double the spacing
             spacing = spacing * zoomfactor
-            figsize = (imsize[0]*spacing/100.0, imsize[1]*spacing/100.0)
+            figsize = (imsize[0]*spacing[0]/100.0, imsize[1]*spacing[1]/100.0)
             fig = plot_im_and_overlay(imslice, maskslice, figsize=figsize, alpha=alpha)
             fig.savefig(output_name_zoom, bbox_inches='tight', pad_inches=0, dpi=dpi)
             plt.close('all')
diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/plot_ranked_scores.html b/WORC/doc/_build/html/_modules/WORC/plotting/plot_ranked_scores.html
index dee10390..611ce86e 100644
--- a/WORC/doc/_build/html/_modules/WORC/plotting/plot_ranked_scores.html
+++ b/WORC/doc/_build/html/_modules/WORC/plotting/plot_ranked_scores.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.plotting.plot_ranked_scores — WORC 3.4.4 documentation
+  WORC.plotting.plot_ranked_scores — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
@@ -192,6 +192,7 @@ 
    Source code for WORC.plotting.plot_ranked_scores
    
 import SimpleITK as sitk
 from WORC.addexceptions import WORCKeyError
 import zipfile
+from sys import platform
 
 
 # NOTE: Need to add thresholds of plot_ranked_images to arguments
@@ -384,8 +385,11 @@ 
    Source code for WORC.plotting.plot_ranked_scores
    
             score = abs(int(score))
 
         fname = str(score) + '_' + pid + '_TrueLabel_' + str(ranked_truths[idx]) + '_slice.png'
-        if int(ranked_scores[idx]) < 0:
-            fname = 'min' + fname
+        if 'win' in platform:
+            # Windows has issues with sorting based on '-', so replace with
+            # 'min'
+            if float(ranked_scores[idx]) < 0:
+                fname = 'min' + fname[1:]
 
         if output_zip is not None:
             output_name = os.path.join(os.path.dirname(output_zip), fname)
@@ -394,8 +398,10 @@ 
    Source code for WORC.plotting.plot_ranked_scores
    
             output_name = None
             output_name_zoom = None
 
-        imslice, maskslice = pi.slicer(im, seg, output_name,
-                                       output_name_zoom, output_itk)
+        imslice, maskslice = pi.slicer(image=im,
+                                       mask=seg,
+                                       output_name=output_name,
+                                       output_name_zoom=output_name_zoom)
 
         if output_zip is not None:
             # Print PNGs and comine in ZIP
@@ -621,7 +627,7 @@ 
    Source code for WORC.plotting.plot_ranked_scores
    
 
     if output_zip is not None or output_itk is not None:
         # FIXME: check for multilabel by checking type
-        if type(ranked_scores) == list():
+        if isinstance(ranked_scores, list):
             # Rerank the scores split per ground truth class: negative for 0, positive for 1
             ranked_scores_temp = list()
             for l, p in zip(ranked_truths, ranked_scores):
@@ -656,6 +662,7 @@ 
    Source code for WORC.plotting.plot_ranked_scores
    
                 zipfile.ZipFile(output_zip,
                                 'w', zipfile.ZIP_DEFLATED, allowZip64=True)
    
 
+
 
    [docs]def example():
     case = 'MESFIB'
     if case == 'CLM':
diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/scatterplot.html b/WORC/doc/_build/html/_modules/WORC/plotting/scatterplot.html
index af8a119f..176f7231 100644
--- a/WORC/doc/_build/html/_modules/WORC/plotting/scatterplot.html
+++ b/WORC/doc/_build/html/_modules/WORC/plotting/scatterplot.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.plotting.scatterplot — WORC 3.4.4 documentation
+  WORC.plotting.scatterplot — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/processing/ExtractNLargestBlobsn.html b/WORC/doc/_build/html/_modules/WORC/processing/ExtractNLargestBlobsn.html
index 59d5f6ee..41e8083d 100644
--- a/WORC/doc/_build/html/_modules/WORC/processing/ExtractNLargestBlobsn.html
+++ b/WORC/doc/_build/html/_modules/WORC/processing/ExtractNLargestBlobsn.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.processing.ExtractNLargestBlobsn — WORC 3.4.4 documentation
+  WORC.processing.ExtractNLargestBlobsn — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/processing/classes.html b/WORC/doc/_build/html/_modules/WORC/processing/classes.html
index 0c1e3808..5b9b3783 100644
--- a/WORC/doc/_build/html/_modules/WORC/processing/classes.html
+++ b/WORC/doc/_build/html/_modules/WORC/processing/classes.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.processing.classes — WORC 3.4.4 documentation
+  WORC.processing.classes — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/processing/label_processing.html b/WORC/doc/_build/html/_modules/WORC/processing/label_processing.html
index 21c363cf..74bb27d4 100644
--- a/WORC/doc/_build/html/_modules/WORC/processing/label_processing.html
+++ b/WORC/doc/_build/html/_modules/WORC/processing/label_processing.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.processing.label_processing — WORC 3.4.4 documentation
+  WORC.processing.label_processing — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/CalcFeatures_test.html b/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/CalcFeatures_test.html
index bbf50684..0bc9fdb4 100644
--- a/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/CalcFeatures_test.html
+++ b/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/CalcFeatures_test.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.resources.fastr_tests.CalcFeatures_test — WORC 3.4.4 documentation
+  WORC.resources.fastr_tests.CalcFeatures_test — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/elastix_test.html b/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/elastix_test.html
index 19df6606..2c5e2be0 100644
--- a/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/elastix_test.html
+++ b/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/elastix_test.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.resources.fastr_tests.elastix_test — WORC 3.4.4 documentation
+  WORC.resources.fastr_tests.elastix_test — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/segmentix_test.html b/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/segmentix_test.html
index d7a4f803..07b538ac 100644
--- a/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/segmentix_test.html
+++ b/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/segmentix_test.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.resources.fastr_tests.segmentix_test — WORC 3.4.4 documentation
+  WORC.resources.fastr_tests.segmentix_test — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/tools/Elastix.html b/WORC/doc/_build/html/_modules/WORC/tools/Elastix.html
index fdf6f054..b2ab73a7 100644
--- a/WORC/doc/_build/html/_modules/WORC/tools/Elastix.html
+++ b/WORC/doc/_build/html/_modules/WORC/tools/Elastix.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.tools.Elastix — WORC 3.4.4 documentation
+  WORC.tools.Elastix — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/tools/Evaluate.html b/WORC/doc/_build/html/_modules/WORC/tools/Evaluate.html
index 0ede8ad4..36bbf99d 100644
--- a/WORC/doc/_build/html/_modules/WORC/tools/Evaluate.html
+++ b/WORC/doc/_build/html/_modules/WORC/tools/Evaluate.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.tools.Evaluate — WORC 3.4.4 documentation
+  WORC.tools.Evaluate — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/tools/Slicer.html b/WORC/doc/_build/html/_modules/WORC/tools/Slicer.html
index b6b74165..440871e0 100644
--- a/WORC/doc/_build/html/_modules/WORC/tools/Slicer.html
+++ b/WORC/doc/_build/html/_modules/WORC/tools/Slicer.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.tools.Slicer — WORC 3.4.4 documentation
+  WORC.tools.Slicer — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/tools/Transformix.html b/WORC/doc/_build/html/_modules/WORC/tools/Transformix.html
index 27627d61..1a6242f8 100644
--- a/WORC/doc/_build/html/_modules/WORC/tools/Transformix.html
+++ b/WORC/doc/_build/html/_modules/WORC/tools/Transformix.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.tools.Transformix — WORC 3.4.4 documentation
+  WORC.tools.Transformix — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/tools/createfixedsplits.html b/WORC/doc/_build/html/_modules/WORC/tools/createfixedsplits.html
index 85b580b0..01945e09 100644
--- a/WORC/doc/_build/html/_modules/WORC/tools/createfixedsplits.html
+++ b/WORC/doc/_build/html/_modules/WORC/tools/createfixedsplits.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.tools.createfixedsplits — WORC 3.4.4 documentation
+  WORC.tools.createfixedsplits — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_modules/index.html b/WORC/doc/_build/html/_modules/index.html
index 2f9a19cd..b90d15fe 100644
--- a/WORC/doc/_build/html/_modules/index.html
+++ b/WORC/doc/_build/html/_modules/index.html
@@ -8,7 +8,7 @@
   
   
   
-  Overview: module code — WORC 3.4.4 documentation
+  Overview: module code — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/_static/documentation_options.js b/WORC/doc/_build/html/_static/documentation_options.js
index f129f9a2..33eafdf3 100644
--- a/WORC/doc/_build/html/_static/documentation_options.js
+++ b/WORC/doc/_build/html/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '3.4.4',
+    VERSION: '3.4.5',
     LANGUAGE: 'None',
     COLLAPSE_INDEX: false,
     FILE_SUFFIX: '.html',
diff --git a/WORC/doc/_build/html/autogen/WORC.IOparser.html b/WORC/doc/_build/html/autogen/WORC.IOparser.html
index 1406b6de..25f88af6 100644
--- a/WORC/doc/_build/html/autogen/WORC.IOparser.html
+++ b/WORC/doc/_build/html/autogen/WORC.IOparser.html
@@ -8,7 +8,7 @@
   
   
   
-  IOparser Package — WORC 3.4.4 documentation
+  IOparser Package — WORC 3.4.5 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.classification.html b/WORC/doc/_build/html/autogen/WORC.classification.html
index 491f88fa..be8aef48 100644
--- a/WORC/doc/_build/html/autogen/WORC.classification.html
+++ b/WORC/doc/_build/html/autogen/WORC.classification.html
@@ -8,7 +8,7 @@
   
   
   
-  classification Package — WORC 3.4.4 documentation
+  classification Package — WORC 3.4.5 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.config.html b/WORC/doc/_build/html/autogen/WORC.config.html
index 4981ba3d..fb37156b 100644
--- a/WORC/doc/_build/html/autogen/WORC.config.html
+++ b/WORC/doc/_build/html/autogen/WORC.config.html
@@ -8,7 +8,7 @@
   
   
   
-  <no title> — WORC 3.4.4 documentation
+  <no title> — WORC 3.4.5 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.detectors.html b/WORC/doc/_build/html/autogen/WORC.detectors.html
index 9da28409..d373c411 100644
--- a/WORC/doc/_build/html/autogen/WORC.detectors.html
+++ b/WORC/doc/_build/html/autogen/WORC.detectors.html
@@ -8,7 +8,7 @@
   
   
   
-  detectors Package — WORC 3.4.4 documentation
+  detectors Package — WORC 3.4.5 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
    
-                3.4.4
+                3.4.5
               
    
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.exampledata.html b/WORC/doc/_build/html/autogen/WORC.exampledata.html
index 5e8b9a40..2131b268 100644
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+++ b/WORC/doc/_build/html/autogen/WORC.exampledata.html
@@ -8,7 +8,7 @@
   
   
   
-  exampledata Package — WORC 3.4.4 documentation
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index 783b573a..0d291427 100644
--- a/WORC/doc/_build/html/autogen/WORC.facade.html
+++ b/WORC/doc/_build/html/autogen/WORC.facade.html
@@ -8,7 +8,7 @@
   
   
   
-  facade Package — WORC 3.4.4 documentation
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@@ -64,7 +64,7 @@
             
             
               
    
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index 6fe0eb02..04816df0 100644
--- a/WORC/doc/_build/html/autogen/WORC.featureprocessing.html
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-  featureprocessing Package — WORC 3.4.4 documentation
+  featureprocessing Package — WORC 3.4.5 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
    
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diff --git a/WORC/doc/_build/html/autogen/WORC.html b/WORC/doc/_build/html/autogen/WORC.html
index ab65c93c..1fdba086 100644
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index aa19b8fd..902f1d9b 100644
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index 0a670a8c..b0a7aea5 100644
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index 252a7097..ac349337 100644
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index 73c7051e..877baba7 100644
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index e1b03c1c..6a6f0c12 100644
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index 11aecd74..6f22fc69 100644
--- a/WORC/doc/_build/html/genindex.html
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index 4062227b..3685618e 100644
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-                3.4.4
+                3.4.5
               
    
             
           
@@ -366,149 +366,153 @@ 
    WORC DocumentationResource File Formats
 
  1. Changelog
    2. 
-
    
-
    scatterplot Module
    
-
    
-
    
-WORC.plotting.scatterplot.main()[source]
    
-
    
-
-
    
-
    
-WORC.plotting.scatterplot.make_scatterplot(features, label_file, feature_label_1, feature_label_2, output)[source]
    
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-
 
    
 
    
 
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index 6f22fc69..b9fb49a5 100644
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    4. 
-        
  4. (WORC.classification.estimators.RankedSVM method)
 
    5. 
         
  5. (WORC.detectors.detectors.CsvDetector method)
 
    6. 
@@ -440,8 +438,6 @@ 
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  6. (WORC.classification.SearchCV.RandomizedSearchCVJoblib attribute)
 
    7. 
         
  7. (WORC.classification.SearchCV.RandomizedSearchCVfastr attribute)
-
    8. 
-        
  8. (WORC.classification.estimators.RankedSVM attribute)
 
    9. 
         
  9. (WORC.detectors.detectors.AbstractDetector attribute)
 
    10. 
@@ -890,11 +886,9 @@ 
    F
    
 
       
  10. findlabeldata() (in module WORC.processing.label_processing)
 
    11. 
-      
  11. fit() (WORC.classification.estimators.RankedSVM method)
+      
  12. fit() (WORC.classification.ObjectSampler.ObjectSampler method)
 
       
    13. 
-      
  13. is_empty() (in module WORC.classification.RankedSVM)
-
    14. 
   
 
 
@@ -1082,8 +1074,6 @@ 
    M
    
         
  14. (in module WORC.plotting.plot_ranked_scores)
 
    15. 
         
  15. (in module WORC.plotting.plotminmaxresponse)
-
    16. 
-        
  16. (in module WORC.plotting.scatterplot)
 
    17. 
         
  17. (in module WORC.resources.fastr_tests.CalcFeatures_test)
 
    18. 
@@ -1091,15 +1081,13 @@ 
    M
    
 
         
  18. (in module WORC.resources.fastr_tests.segmentix_test)
 
    19. 
-        
  19. (in module WORC.tests.WORCTutorialSimple_travis_multiclass)
+        
  20. (in module WORC.tests.WORCTutorialSimple_unittest_multiclass)
 
    21. 
-        
  21. (in module WORC.tests.WORCTutorialSimple_travis_regression)
+        
  22. (in module WORC.tests.WORCTutorialSimple_unittest_regression)
 
    23. 
       
   
   
      
-      
    • make_scatterplot() (in module WORC.plotting.scatterplot)
-
      • 
       
    • manhattan_importance() (in module WORC.plotting.plot_pvalues_features)
 
      • 
       
    • mask_contour() (in module WORC.processing.segmentix)
@@ -1124,16 +1112,14 @@ 
      M
      
 
      N
      
 
-  
+  
-  
+  
-  
+  
-     
-       
-       
-     
-       
-       
-     
-       
-       
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index cfd214d0..78b5b125 100644
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diff --git a/WORC/doc/_build/html/static/changelog.html b/WORC/doc/_build/html/static/changelog.html
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@@ -99,153 +99,154 @@
 
    • Developer documentation
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    • predict_proba() (WORC.classification.estimators.RankedSVM method)
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      R
      
 
       
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      WORC DocumentationResource File Formats
 
    • Changelog
        
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                                                      • processing Package
                                                          
@@ -636,8 +633,8 @@ 
                                                          WORC Developer Module referencetests Package
                                                            
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                                                          • WORCTutorialSimple_travis_multiclass Module
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-
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                                                          • WORCTutorialSimple_unittest_multiclass Module
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                                                          • test_iccthreshold Module
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diff --git a/WORC/doc/_build/html/py-modindex.html b/WORC/doc/_build/html/py-modindex.html
index c1b02ba8..d85aa795 100644
--- a/WORC/doc/_build/html/py-modindex.html
+++ b/WORC/doc/_build/html/py-modindex.html
@@ -215,11 +215,6 @@ 
                                                            Python Module Index
                                                            
        
      		•    
        WORC.classification.crossval
        
         
-       WORC.classification.estimators
-       
      
      
      
        
           
@@ -240,11 +235,6 @@ 
      Python Module Index
      
              		   
        WORC.classification.parameter_optimization
        
         
-       WORC.classification.RankedSVM
-       
      
      
      
        
           
@@ -485,11 +475,6 @@ 
      Python Module Index
      
              		   
        WORC.plotting.plotminmaxresponse
        
         
-       WORC.plotting.scatterplot
-       
      
      
      
        
           
@@ -573,12 +558,12 @@ 
      Python Module Index
      
      
      
        
           
-       WORC.tests.WORCTutorialSimple_travis_multiclass
+       WORC.tests.WORCTutorialSimple_unittest_multiclass
        
      
      
      
        
           
-       WORC.tests.WORCTutorialSimple_travis_regression
+       WORC.tests.WORCTutorialSimple_unittest_regression