changeset 7:4368259ff821 draft

planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 57f4407e278a615f47a377a3328782b1d8e0b54d
author bgruening
date Sun, 30 Dec 2018 01:51:27 -0500 (2018-12-30)
parents 7509d7059040
children 1c4a241bef5c
files main_macros.xml search_model_validation.py search_model_validation.xml sk_whitelist.json test-data/abc_model01 test-data/abr_model01 test-data/blobs.txt test-data/circles.txt test-data/classification_report.txt test-data/cluster_result12 test-data/feature_selection_result12 test-data/friedman1.txt test-data/friedman2.txt test-data/friedman3.txt test-data/gaus.txt test-data/gbc_model01 test-data/gbc_result01 test-data/gbr_model01 test-data/gbr_prediction_result01.tabular test-data/glm_model01 test-data/glm_model02 test-data/glm_model03 test-data/glm_model04 test-data/glm_model05 test-data/glm_model06 test-data/glm_model07 test-data/glm_model08 test-data/hastie.txt test-data/imblearn_X.tabular test-data/imblearn_y.tabular test-data/lda_model01 test-data/lda_model02 test-data/moons.txt test-data/nn_model01 test-data/nn_model02 test-data/nn_model03 test-data/pipeline01 test-data/pipeline02 test-data/pipeline03 test-data/pipeline04 test-data/pipeline05 test-data/pipeline06 test-data/pipeline07 test-data/pipeline08 test-data/pipeline09 test-data/pipeline10 test-data/pipeline11 test-data/pipeline12 test-data/prp_model01 test-data/prp_model02 test-data/prp_model03 test-data/prp_model04 test-data/prp_model05 test-data/prp_model06 test-data/prp_model07 test-data/prp_model08 test-data/prp_model09 test-data/prp_result06 test-data/qda_model01 test-data/regression.txt test-data/rfc_model01 test-data/rfc_result01 test-data/rfr_model01 test-data/rfr_result01 test-data/roc_curve.txt test-data/scurve.txt test-data/searchCV01 test-data/searchCV02 test-data/sparse_u.txt test-data/svc_model01 test-data/svc_model02 test-data/svc_model03 test-data/svc_prediction_result03.tabular test-data/swiss_r.txt utils.py
diffstat 75 files changed, 16296 insertions(+), 13628 deletions(-) [+]
line wrap: on
line diff
--- a/main_macros.xml	Thu Oct 11 03:30:01 2018 -0400
+++ b/main_macros.xml	Sun Dec 30 01:51:27 2018 -0500
@@ -1,13 +1,13 @@
 <macros>
-  <token name="@VERSION@">0.9</token>
+  <token name="@VERSION@">1.0</token>
 
   <xml name="python_requirements">
       <requirements>
           <requirement type="package" version="3.6">python</requirement>
-          <requirement type="package" version="0.19.1">scikit-learn</requirement>
-          <requirement type="package" version="0.22.0">pandas</requirement>
-          <requirement type="package" version="0.72.1">xgboost</requirement>
-          <requirement type="package" version="0.9.12">asteval</requirement>
+          <requirement type="package" version="0.20.2">scikit-learn</requirement>
+          <requirement type="package" version="0.23.4">pandas</requirement>
+          <requirement type="package" version="0.80">xgboost</requirement>
+          <requirement type="package" version="0.9.13">asteval</requirement>
           <yield />
       </requirements>
   </xml>
@@ -244,7 +244,7 @@
     <param argument="shuffle" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="@LABEL@" help="@HELP_TEXT@"/>
   </xml>
 
-  <xml name="random_state" token_default_value="" token_help_text="Integer number. The seed of the pseudo random number generator to use when shuffling the data. A fixed seed allows reproducible results.">
+  <xml name="random_state" token_default_value="" token_help_text="Integer number. The seed of the pseudo random number generator to use when shuffling the data. A fixed seed allows reproducible results. default=None.">
     <param argument="random_state" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Random seed number" help="@HELP_TEXT@"/>
   </xml>
 
@@ -346,20 +346,20 @@
   <xml name="samples_column_selector_options" token_column_option="selected_column_selector_option" token_col_name="col1" token_multiple="False" token_infile="infile1">
     <param name="@COLUMN_OPTION@" type="select" label="Choose how to select data by column:">
       <option value="by_index_number" selected="true">Select columns by column index number(s)</option>
+      <option value="all_but_by_index_number">All columns BUT by column index number(s)</option>
       <option value="by_header_name">Select columns by column header name(s)</option>
-      <option value="all_but_by_index_number">All columns but by column index number(s)</option>
-      <option value="all_but_by_header_name">All columns but by column header name(s)</option>
+      <option value="all_but_by_header_name">All columns BUT by column header name(s)</option>
       <option value="all_columns">All columns</option>
     </param>
     <when value="by_index_number">
       <param name="@COL_NAME@" multiple="@MULTIPLE@" type="data_column" data_ref="@INFILE@" label="Select target column(s):"/>
     </when>
+    <when value="all_but_by_index_number">
+      <param name="@COL_NAME@" multiple="@MULTIPLE@" type="data_column" data_ref="@INFILE@" label="Select target column(s):"/>
+    </when>
     <when value="by_header_name">
       <param name="@COL_NAME@" type="text" value="" label="Type header name(s):" help="Comma-separated string. For example: target1,target2"/>
     </when>
-    <when value="all_but_by_index_number">
-      <param name="@COL_NAME@" multiple="@MULTIPLE@" type="data_column" data_ref="@INFILE@" label="Select target column(s):"/>
-    </when>
     <when value="all_but_by_header_name">
       <param name="@COL_NAME@" type="text" value="" label="Type header name(s):" help="Comma-separated string. For example: target1,target2"/>
     </when>
@@ -543,9 +543,18 @@
       <!--param argument="precompute_distances"/-->
       <expand macro="random_state"/>
       <param argument="copy_x" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true" label="Use a copy of data for precomputing distances" help="Mofifying the original data introduces small numerical differences caused by subtracting and then adding the data mean."/>
+      <expand macro="kmeans_algorithm"/>
     </section>
   </xml>
 
+  <xml name="kmeans_algorithm">
+    <param argument="algorithm" type="select" label="K-means algorithm to use:">
+      <option value="auto" selected="true">auto</option>
+      <option value="full">full</option>
+      <option value="elkan">elkan</option>
+    </param>
+  </xml>
+
   <xml name="birch_advanced_options">
     <section name="options" title="Advanced Options" expanded="False">
       <param argument="threshold" type="float" optional="true" value="0.5" label="Subcluster radius threshold" help="The radius of the subcluster obtained by merging a new sample; the closest subcluster should be less than the threshold to avoid a new subcluster."/>
@@ -730,8 +739,8 @@
           </param>
           <param argument="missing_values" type="text" optional="true" value="NaN"
                 label="Placeholder for missing values" help="For missing values encoded as numpy.nan, use the string value “NaN”"/>
-          <param argument="axis" type="boolean" optional="true" truevalue="1" falsevalue="0"
-                label="Impute along axis = 1" help="If fasle, axis = 0 is selected for imputation. "/>
+          <!--param argument="axis" type="boolean" optional="true" truevalue="1" falsevalue="0"
+                label="Impute along axis = 1" help="If fasle, axis = 0 is selected for imputation. "/> -->
           <!--param argument="axis" type="select" optional="true" label="The axis along which to impute" help=" ">
               <option value="0" selected="true">Impute along columns</option>
               <option value="1">Impute along rows</option>
@@ -802,136 +811,285 @@
     </expand>
   </xml>
 
-  <xml name="fs_selectfrommodel_prefitted">
-    <param name="input_mode" type="select" label="Construct a new estimator from a selection list?" >
-      <option value="new" selected="true">Yes</option>
-      <option value="prefitted">No. Load a prefitted estimator</option>
-    </param>
-    <when value="new">
-      <expand macro="estimator_selector_all"/>
-    </when>
-    <when value="prefitted">
-      <param name="fitted_estimator" type="data" format='zip' label="Load a prefitted estimator" />
-    </when>
+  <xml name="cv_splitter">
+    <option value="default" selected="true">default splitter</option>
+    <option value="KFold">KFold</option>
+    <option value="StratifiedKFold">StratifiedKFold</option>
+    <option value="LeaveOneOut">LeaveOneOut</option>
+    <option value="LeavePOut">LeavePOut</option>
+    <option value="RepeatedKFold">RepeatedKFold</option>
+    <option value="RepeatedStratifiedKFold">RepeatedStratifiedKFold</option>
+    <option value="ShuffleSplit">ShuffleSplit</option>
+    <option value="StratifiedShuffleSplit">StratifiedShuffleSplit</option>
+    <option value="TimeSeriesSplit">TimeSeriesSplit</option>
+    <option value="PredefinedSplit">PredefinedSplit</option>
+    <yield/>
   </xml>
 
-  <xml name="fs_selectfrommodel_no_prefitted">
-    <param name="input_mode" type="select" label="Construct a new estimator from a selection list?" >
-      <option value="new" selected="true">Yes</option>
-    </param>
-    <when value="new">
-      <expand macro="estimator_selector_all"/>
+  <xml name="cv_splitter_options">
+    <when value="default">
+      <expand macro="cv_n_splits"/>
+    </when>
+    <when value="KFold">
+      <expand macro="cv_n_splits"/>
+      <expand macro="cv_shuffle"/>
+      <expand macro="random_state"/>
+    </when>
+    <when value="StratifiedKFold">
+      <expand macro="cv_n_splits"/>
+      <expand macro="cv_shuffle"/>
+      <expand macro="random_state"/>
+    </when>
+    <when value="LeaveOneOut">
+    </when>
+    <when value="LeavePOut">
+      <param argument="p" type="integer" value="" label="p" help="Integer. Size of the test sets."/>
+    </when>
+    <when value="RepeatedKFold">
+      <expand macro="cv_n_splits" value="5"/>
+      <param argument="n_repeats" type="integer" value="10" label="n_repeats" help="Number of times cross-validator needs to be repeated." />
+      <expand macro="random_state" />
     </when>
+    <when value="RepeatedStratifiedKFold">
+      <expand macro="cv_n_splits" value="5"/>
+      <param argument="n_repeats" type="integer" value="10" label="n_repeats" help="Number of times cross-validator needs to be repeated." />
+      <expand macro="random_state" />
+    </when>
+    <when value="ShuffleSplit">
+      <expand macro="cv_n_splits" value="10" help="Number of re-shuffling and splitting iterations."/>
+      <expand macro="cv_test_size" value="0.1" />
+      <expand macro="random_state"/>
+    </when>
+    <when value="StratifiedShuffleSplit">
+      <expand macro="cv_n_splits" value="10" help="Number of re-shuffling and splitting iterations."/>
+      <expand macro="cv_test_size" value="0.1" />
+      <expand macro="random_state"/>
+    </when>
+    <when value="TimeSeriesSplit">
+      <expand macro="cv_n_splits"/>
+      <param argument="max_train_size" type="integer" value="" optional="true" label="Maximum size of the training set" help="Maximum size for a single training set." />
+    </when>
+    <when value="PredefinedSplit">
+      <param argument="test_fold" type="text" value="" area="true" label="test_fold" help="List, e.g., [0, 1, -1, 1], represents two test sets, [X[0]] and [X[1], X[3]], X[2] is excluded from any test set due to '-1'."/>
+    </when>
+    <yield/>
   </xml>
 
   <xml name="cv">
-    <param argument="cv" type="text" value="" optional="true" label="cv" help="Optional. Integer or evalable splitter object, e.g., StratifiedKFold(n_splits=3, shuffle=True, random_state=10). Leave blank for default." >
-      <sanitizer>
-        <valid initial="default">
-          <add value="&apos;"/>
-        </valid>
-      </sanitizer>
-    </param>
+    <conditional name="cv_selector">
+      <param name="selected_cv" type="select" label="Select the cv splitter:">
+        <expand macro="cv_splitter">
+          <option value="GroupKFold">GroupKFold</option>
+          <option value="GroupShuffleSplit">GroupShuffleSplit</option>
+          <option value="LeaveOneGroupOut">LeaveOneGroupOut</option>
+          <option value="LeavePGroupsOut">LeavePGroupsOut</option>
+        </expand>
+      </param>
+      <expand macro="cv_splitter_options">
+        <when value="GroupKFold">
+          <expand macro="cv_n_splits"/>
+          <expand macro="cv_groups" />
+        </when>
+        <when value="GroupShuffleSplit">
+          <expand macro="cv_n_splits" value="5"/>
+          <expand macro="cv_test_size"/>
+          <expand macro="random_state"/>
+          <expand macro="cv_groups"/>
+        </when>
+        <when value="LeaveOneGroupOut">
+          <expand macro="cv_groups"/>
+        </when>
+        <when value="LeavePGroupsOut">
+          <param argument="n_groups" type="integer" value="" label="n_groups" help="Number of groups (p) to leave out in the test split." />
+          <expand macro="cv_groups"/>
+        </when>
+      </expand>
+    </conditional>
+  </xml>
+
+  <xml name="cv_reduced">
+    <conditional name="cv_selector">
+      <param name="selected_cv" type="select" label="Select the cv splitter:">
+        <expand macro="cv_splitter"/>
+      </param>
+      <expand macro="cv_splitter_options"/>
+    </conditional>
+  </xml>
+
+  <xml name="cv_n_splits" token_value="3" token_help="Number of folds. Must be at least 2.">
+    <param argument="n_splits" type="integer" value="@VALUE@" min="2" label="n_splits" help="@HELP@"/>
+  </xml>
+
+  <xml name="cv_shuffle">
+    <param argument="shuffle" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="false" label="Whether to shuffle data before splitting" />
+  </xml>
+
+  <xml name="cv_test_size" token_value="0.2">
+    <param argument="test_size" type="float" value="@VALUE@" min="0.0" label="Portion or number of the test set" help="0.0-1.0, proportion of the dataset to include in the test split; >1, integer only, the absolute number of test samples "/>
+  </xml>
+
+  <xml name="cv_groups" >
+    <param argument="groups" type="text" value="" area="true" label="Groups" help="Group lables in a list. e.g., [1, 1, 2, 2, 3, 3, 3]"/>
+  </xml>
+
+  <xml name="feature_selection_algorithms">
+    <option value="SelectKBest" selected="true">SelectKBest - Select features according to the k highest scores</option>
+    <option value="GenericUnivariateSelect">GenericUnivariateSelect - Univariate feature selector with configurable strategy</option>
+    <option value="SelectPercentile">SelectPercentile - Select features according to a percentile of the highest scores</option>
+    <option value="SelectFpr">SelectFpr - Filter: Select the p-values below alpha based on a FPR test</option>
+    <option value="SelectFdr">SelectFdr - Filter: Select the p-values for an estimated false discovery rate</option>
+    <option value="SelectFwe">SelectFwe - Filter: Select the p-values corresponding to Family-wise error rate</option>
+    <option value="VarianceThreshold">VarianceThreshold - Feature selector that removes all low-variance features</option>
+    <option value="SelectFromModel">SelectFromModel - Meta-transformer for selecting features based on importance weights</option>
+    <option value="RFE">RFE - Feature ranking with recursive feature elimination</option>
+    <option value="RFECV">RFECV - Feature ranking with recursive feature elimination and cross-validated selection of the best number of features</option>
   </xml>
 
-  <xml name="feature_selection_all">
+  <xml name="feature_selection_algorithm_details">
+    <when value="GenericUnivariateSelect">
+      <expand macro="feature_selection_score_function" />
+      <section name="options" title="Advanced Options" expanded="False">
+        <param argument="mode" type="select" label="Feature selection mode">
+          <option value="percentile">percentile</option>
+          <option value="k_best">k_best</option>
+          <option value="fpr">fpr</option>
+          <option value="fdr">fdr</option>
+          <option value="fwe">fwe</option>
+        </param>
+        <param argument="param" type="float" value="" optional="true" label="Parameter of the corresponding mode" help="float or int depending on the feature selection mode" />
+      </section>
+    </when>
+    <when value="SelectPercentile">
+      <expand macro="feature_selection_score_function" />
+      <section name="options" title="Advanced Options" expanded="False">
+        <param argument="percentile" type="integer" value="10" optional="True" label="Percent of features to keep" />
+      </section>
+    </when>
+    <when value="SelectKBest">
+      <expand macro="feature_selection_score_function" />
+      <section name="options" title="Advanced Options" expanded="False">
+        <param argument="k" type="integer" value="10" optional="True" label="Number of top features to select" help="No 'all' option is supported." />
+      </section>
+    </when>
+    <when value="SelectFpr">
+      <expand macro="feature_selection_score_function" />
+      <section name="options" title="Advanced Options" expanded="False">
+        <param argument="alpha" type="float" value="" optional="True" label="Alpha" help="The highest p-value for features to be kept."/>
+      </section>
+    </when>
+    <when value="SelectFdr">
+      <expand macro="feature_selection_score_function" />
+      <section name="options" title="Advanced Options" expanded="False">
+        <param argument="alpha" type="float" value="" optional="True" label="Alpha" help="The highest uncorrected p-value for features to keep."/>
+      </section>
+    </when>
+    <when value="SelectFwe">
+      <expand macro="feature_selection_score_function" />
+      <section name="options" title="Advanced Options" expanded="False">
+        <param argument="alpha" type="float" value="" optional="True" label="Alpha" help="The highest uncorrected p-value for features to keep."/>
+      </section>
+    </when>
+    <when value="VarianceThreshold">
+      <section name="options" title="Options" expanded="False">
+        <param argument="threshold" type="float" value="" optional="True" label="Threshold" help="Features with a training-set variance lower than this threshold will be removed."/>
+      </section>
+    </when>
+  </xml>
+
+  <xml name="feature_selection_SelectFromModel">
+    <when value="SelectFromModel">
+      <conditional name="model_inputter">
+        <param name="input_mode" type="select" label="Construct a new estimator from a selection list?" >
+          <option value="new" selected="true">Yes</option>
+          <option value="prefitted">No. Load a prefitted estimator</option>
+        </param>
+        <when value="new">
+          <expand macro="estimator_selector_fs"/>
+        </when>
+        <when value="prefitted">
+          <param name="fitted_estimator" type="data" format='zip' label="Load a prefitted estimator" />
+        </when>
+      </conditional>
+      <expand macro="feature_selection_SelectFromModel_options"/>
+    </when>
+  </xml>
+
+  <xml name="feature_selection_SelectFromModel_no_prefitted">
+    <when value="SelectFromModel">
+      <conditional name="model_inputter">
+        <param name="input_mode" type="select" label="Construct a new estimator from a selection list?" >
+          <option value="new" selected="true">Yes</option>
+        </param>
+        <when value="new">
+          <expand macro="estimator_selector_all"/>
+        </when>
+      </conditional>
+      <expand macro="feature_selection_SelectFromModel_options"/>
+    </when>
+  </xml>
+
+  <xml name="feature_selection_SelectFromModel_options">
+    <section name="options" title="Advanced Options" expanded="False">
+      <param argument="threshold" type="text" value="" optional="true" label="threshold" help="The threshold value to use for feature selection. e.g. 'mean', 'median', '1.25*mean'." />
+      <param argument="norm_order" type="integer" value="1" label="norm_order" help="Order of the norm used to filter the vectors of coefficients below threshold in the case where the coef_ attribute of the estimator is of dimension 2. " />
+      <param argument="max_features" type="integer" value="" optional="true" label="The maximum number of features selected scoring above threshold" help="To disable threshold and only select based on max_features, set threshold=-np.inf."/>
+    </section>
+  </xml>
+
+  <xml name="feature_selection_RFE">
+    <when value="RFE">
+      <yield/>
+      <section name="options" title="Advanced Options" expanded="False">
+        <param argument="n_features_to_select" type="integer" value="" optional="true" label="n_features_to_select" help="The number of features to select. If None, half of the features are selected." />
+        <param argument="step" type="float" value="1" label="step" optional="true" help="Default = 1. " />
+        <param argument="verbose" type="integer" value="0" label="verbose" help="Controls verbosity of output." />
+      </section>
+    </when>
+  </xml>
+
+  <xml name="feature_selection_RFECV">
+    <when value="RFECV">
+      <yield/>
+      <section name="options" title="Advanced Options" expanded="False">
+        <param argument="step" type="float" value="1" label="step" optional="true" help="Default = 1. " />
+        <param argument="min_features_to_select" type="integer" value="1" optional="true" label="The minimum number of features to be selected"/>
+        <expand macro="cv_reduced"/>
+        <expand macro="scoring_selection"/>
+        <param argument="verbose" type="integer" value="0" label="verbose" help="Controls verbosity of output." />
+      </section>
+    </when>
+  </xml>
+
+  <xml name="feature_selection_pipeline">
+    <!--compare to `feature_selection_fs`, no fitted estimator for SelectFromModel and no customer estimator for RFE and RFECV-->
     <conditional name="fs_algorithm_selector">
       <param name="selected_algorithm" type="select" label="Select a feature selection algorithm">
-        <option value="SelectKBest" selected="true">SelectKBest - Select features according to the k highest scores</option>
-        <option value="SelectFromModel">SelectFromModel - Meta-transformer for selecting features based on importance weights</option>
-        <option value="GenericUnivariateSelect">GenericUnivariateSelect - Univariate feature selector with configurable strategy</option>
-        <option value="SelectPercentile">SelectPercentile - Select features according to a percentile of the highest scores</option>
-        <option value="SelectFpr">SelectFpr - Filter: Select the p-values below alpha based on a FPR test</option>
-        <option value="SelectFdr">SelectFdr - Filter: Select the p-values for an estimated false discovery rate</option>
-        <option value="SelectFwe">SelectFwe - Filter: Select the p-values corresponding to Family-wise error rate</option>
-        <option value="RFE">RFE - Feature ranking with recursive feature elimination</option>
-        <option value="RFECV">RFECV - Feature ranking with recursive feature elimination and cross-validated selection of the best number of features</option>
-        <option value="VarianceThreshold">VarianceThreshold - Feature selector that removes all low-variance features</option>
+        <expand macro="feature_selection_algorithms"/>
       </param>
-      <when value="SelectFromModel">
-        <conditional name="model_inputter">
-          <yield/>
-        </conditional>
-        <section name="options" title="Advanced Options" expanded="False">
-          <param argument="threshold" type="text" value="" optional="true" label="threshold" help="The threshold value to use for feature selection. e.g. 'mean', 'median', '1.25*mean'." />
-          <param argument="norm_order" type="integer" value="1" label="norm_order" help="Order of the norm used to filter the vectors of coefficients below threshold in the case where the coef_ attribute of the estimator is of dimension 2. " />
-        </section>
-      </when>
-      <when value="GenericUnivariateSelect">
-        <expand macro="feature_selection_score_function" />
-        <section name="options" title="Advanced Options" expanded="False">
-          <param argument="mode" type="select" label="Feature selection mode">
-            <option value="percentile">percentile</option>
-            <option value="k_best">k_best</option>
-            <option value="fpr">fpr</option>
-            <option value="fdr">fdr</option>
-            <option value="fwe">fwe</option>
-          </param>
-          <param argument="param" type="float" value="" optional="true" label="Parameter of the corresponding mode" help="float or int depending on the feature selection mode" />
-        </section>
-      </when>
-      <when value="SelectPercentile">
-        <expand macro="feature_selection_score_function" />
-        <section name="options" title="Advanced Options" expanded="False">
-          <param argument="percentile" type="integer" value="10" optional="True" label="Percent of features to keep" />
-        </section>
-      </when>
-      <when value="SelectKBest">
-        <expand macro="feature_selection_score_function" />
-        <section name="options" title="Advanced Options" expanded="False">
-          <param argument="k" type="integer" value="10" optional="True" label="Number of top features to select" help="No 'all' option is supported." />
-        </section>
-      </when>
-      <when value="SelectFpr">
-        <expand macro="feature_selection_score_function" />
-        <section name="options" title="Advanced Options" expanded="False">
-          <param argument="alpha" type="float" value="" optional="True" label="Alpha" help="The highest p-value for features to be kept."/>
-        </section>
-      </when>
-      <when value="SelectFdr">
-        <expand macro="feature_selection_score_function" />
-        <section name="options" title="Advanced Options" expanded="False">
-          <param argument="alpha" type="float" value="" optional="True" label="Alpha" help="The highest uncorrected p-value for features to keep."/>
-        </section>
-      </when>
-      <when value="SelectFwe">
-        <expand macro="feature_selection_score_function" />
-        <section name="options" title="Advanced Options" expanded="False">
-          <param argument="alpha" type="float" value="" optional="True" label="Alpha" help="The highest uncorrected p-value for features to keep."/>
-        </section>
-      </when>
-      <when value="RFE">
+      <expand macro="feature_selection_algorithm_details"/>
+      <expand macro="feature_selection_SelectFromModel_no_prefitted"/>
+      <expand macro="feature_selection_RFE">
+        <expand macro="estimator_selector_all"/>
+      </expand>  
+      <expand macro="feature_selection_RFECV">
         <expand macro="estimator_selector_all"/>
-        <section name="options" title="Advanced Options" expanded="False">
-          <param argument="n_features_to_select" type="integer" value="" optional="true" label="n_features_to_select" help="The number of features to select. If None, half of the features are selected." />
-          <param argument="step" type="float" value="1" label="step" optional="true" help="Default = 1. " />
-          <param argument="verbose" type="integer" value="0" label="verbose" help="Controls verbosity of output." />
-        </section>
-      </when>
-      <when value="RFECV">
-        <expand macro="estimator_selector_all"/>
-        <section name="options" title="Advanced Options" expanded="False">
-          <param argument="step" type="float" value="1" label="step" optional="true" help="Default = 1. " />
-          <expand macro="cv"/>
-          <expand macro="scoring_selection"/>
-          <param argument="verbose" type="integer" value="0" label="verbose" help="Controls verbosity of output." />
-        </section>
-      </when>
-      <when value="VarianceThreshold">
-        <section name="options" title="Options" expanded="False">
-          <param argument="threshold" type="float" value="" optional="True" label="Threshold" help="Features with a training-set variance lower than this threshold will be removed."/>
-        </section>
-      </when>
-      <!--when value="chi2">
-      </when>
-      <when value="f_classif">
-      </when>
-      <when value="f_regression">
-      </when>
-      <when value="mutual_info_classif">
-      </when>
-      <when value="mutual_info_regression">
-      </when-->
+      </expand>
+    </conditional>
+  </xml>
+
+  <xml name="feature_selection_fs">
+    <conditional name="fs_algorithm_selector">
+      <param name="selected_algorithm" type="select" label="Select a feature selection algorithm">
+        <expand macro="feature_selection_algorithms"/>
+      </param>
+      <expand macro="feature_selection_algorithm_details"/>
+      <expand macro="feature_selection_SelectFromModel"/>
+      <expand macro="feature_selection_RFE">
+        <expand macro="estimator_selector_fs"/>
+      </expand>  
+      <expand macro="feature_selection_RFECV">
+        <expand macro="estimator_selector_fs"/>
+      </expand>
     </conditional>
   </xml>
 
@@ -945,21 +1103,6 @@
     </param>
   </xml>
 
-  <xml name="feature_selection_output_mothods">
-    <conditional name="output_method_selector">
-      <param name="selected_method" type="select" label="Select an output method:">
-          <option value="fit_transform">fit_transform - Fit to data, then transform it</option>
-          <option value="get_support">get_support - Get a mask, or integer index, of the features selected</option>
-      </param>
-      <when value="fit_transform">
-        <!--**fit_params-->
-      </when>
-      <when value="get_support">
-        <param name="indices" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="false" label="Indices" help="If True, the return value will be an array of integers, rather than a boolean mask."/>
-      </when>
-    </conditional>
-  </xml>
-
   <xml name="model_validation_common_options">
     <expand macro="cv"/>
     <expand macro="verbose"/>
@@ -1122,22 +1265,22 @@
       <expand macro="pre_dispatch" value="2*n_jobs" help="Controls the number of jobs that get dispatched during parallel execution"/>
       <param argument="iid" type="boolean" truevalue="booltrue" falsevalue="boolfalse" checked="true" label="iid" help="If True, data is identically distributed across the folds"/>
       <param argument="refit" type="boolean" truevalue="booltrue" falsevalue="boolfalse" checked="true" label="refit" help="Refit an estimator using the best found parameters on the whole dataset."/>
-      <param argument="error_score" type="boolean" truevalue="booltrue" falsevalue="boolfalse" checked="true" label="Raise fit error:" help="If false, the metric score is assigned to 0 if an error occurs in estimator fitting and FitFailedWarning is raised."/>
+      <param argument="error_score" type="boolean" truevalue="booltrue" falsevalue="boolfalse" checked="true" label="Raise fit error:" help="If false, the metric score is assigned to NaN if an error occurs in estimator fitting and FitFailedWarning is raised."/>
       <param argument="return_train_score" type="boolean" truevalue="booltrue" falsevalue="boolfalse" checked="false" label="return_train_score" help=""/>
   </xml>
 
-  <xml name="estimator_selector_all">
-    <conditional name="estimator_selector">
-      <param name="selected_module" type="select" label="Choose the module that contains target estimator:" >
-        <option value="svm" selected="true">sklearn.svm</option>
-        <option value="linear_model">sklearn.linear_model</option>
-        <option value="ensemble">sklearn.ensemble</option>
-        <option value="naive_bayes">sklearn.naive_bayes</option>
-        <option value="tree">sklearn.tree</option>
-        <option value="neighbors">sklearn.neighbors</option>
-        <option value="xgboost">xgboost</option>
-        <!--more-->
-      </param>
+  <xml name="estimator_module_options">
+      <option value="svm" selected="true">sklearn.svm</option>
+      <option value="linear_model">sklearn.linear_model</option>
+      <option value="ensemble">sklearn.ensemble</option>
+      <option value="naive_bayes">sklearn.naive_bayes</option>
+      <option value="tree">sklearn.tree</option>
+      <option value="neighbors">sklearn.neighbors</option>
+      <option value="xgboost">xgboost</option>
+      <yield/>
+  </xml>
+
+  <xml name="estimator_suboptions">
       <when value="svm">
         <param name="selected_estimator" type="select" label="Choose estimator class:">
           <option value="LinearSVC" selected="true">LinearSVC</option>
@@ -1244,6 +1387,30 @@
         </param>
         <expand macro="estimator_params_text"/>
       </when>
+      <yield/>
+  </xml>
+
+  <xml name="estimator_selector_all">
+    <conditional name="estimator_selector">
+      <param name="selected_module" type="select" label="Choose the module that contains target estimator:" >
+        <expand macro="estimator_module_options"/>
+      </param>
+      <expand macro="estimator_suboptions"/>
+    </conditional>
+  </xml>
+
+  <xml name="estimator_selector_fs">
+    <conditional name="estimator_selector">
+      <param name="selected_module" type="select" label="Choose the module that contains target estimator:" >
+        <expand macro="estimator_module_options">
+            <option value="customer_estimator">Load a customer estimator</option>
+        </expand>
+      </param>
+      <expand macro="estimator_suboptions">
+        <when value="customer_estimator">
+            <param name="c_estimator" type="data" format="zip" label="Choose the dataset containing the customer estimator or pipeline:"/>
+        </when>
+      </expand>
     </conditional>
   </xml>
 
@@ -1373,7 +1540,7 @@
         <option value="SURFstar">SURFstar</option>
         <option value="MultiSURF">MultiSURF</option>
         <option value="MultiSURFstar">MultiSURFstar</option>
-        <option value="TuRF">TuRF</option>
+        <!--option value="TuRF">TuRF</option> -->
       </param>
       <when value="ReliefF">
         <expand macro="estimator_params_text"
@@ -1395,12 +1562,115 @@
         <expand macro="estimator_params_text"
               help="Default(=blank): discrete_threshold=10, n_features_to_select=10, verbose=False."/>
       </when>
-      <when value="TuRF">
+      <!--when value="TuRF">
         <expand macro="estimator_params_text"
               help="Default(=blank): core_algorithm='ReliefF', discrete_threshold=10, n_features_to_select=10, n_neighbors=100, pct=0.5, verbose=False."/>
+      </when> -->
+    </conditional>
+  </xml>
+
+  <xml name="imbalanced_learn_sampling">
+    <conditional name="imblearn_selector">
+      <param name="select_algorithm" type="select" label="Choose the algorithm:">
+        <option value="under_sampling.ClusterCentroids" selected="true">under_sampling.ClusterCentroids</option>
+        <option value="under_sampling.CondensedNearestNeighbour">under_sampling.CondensedNearestNeighbour</option>
+        <option value="under_sampling.EditedNearestNeighbours">under_sampling.EditedNearestNeighbours</option>
+        <option value="under_sampling.RepeatedEditedNearestNeighbours">under_sampling.RepeatedEditedNearestNeighbours</option>
+        <option value="under_sampling.AllKNN">under_sampling.AllKNN</option>
+        <option value="under_sampling.InstanceHardnessThreshold">under_sampling.InstanceHardnessThreshold</option>
+        <option value="under_sampling.NearMiss">under_sampling.NearMiss</option>
+        <option value="under_sampling.NeighbourhoodCleaningRule">under_sampling.NeighbourhoodCleaningRule</option>
+        <option value="under_sampling.OneSidedSelection">under_sampling.OneSidedSelection</option>
+        <option value="under_sampling.RandomUnderSampler">under_sampling.RandomUnderSampler</option>
+        <option value="under_sampling.TomekLinks">under_sampling.TomekLinks</option>
+        <option value="over_sampling.ADASYN">over_sampling.ADASYN</option>
+        <option value="over_sampling.RandomOverSampler">over_sampling.RandomOverSampler</option>
+        <option value="over_sampling.SMOTE">over_sampling.SMOTE</option>
+        <option value="over_sampling.SVMSMOTE">over_sampling.SVMSMOTE</option>
+        <option value="over_sampling.BorderlineSMOTE">over_sampling.BorderlineSMOTE</option>
+        <option value="over_sampling.SMOTENC">over_sampling.SMOTENC</option>
+        <option value="combine.SMOTEENN">combine.SMOTEENN</option>
+        <option value="combine.SMOTETomek">combine.SMOTETomek</option>
+      </param>
+      <when value="under_sampling.ClusterCentroids">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, estimator=None, voting='auto'."/>
+      </when>
+      <when value="under_sampling.CondensedNearestNeighbour">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, n_neighbors=None, n_seeds_S=1."/>
+      </when>
+      <when value="under_sampling.EditedNearestNeighbours">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, n_neighbors=3, max_iter=100, kind_sel='all'."/>
+      </when>
+      <when value="under_sampling.RepeatedEditedNearestNeighbours">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, n_neighbors=3, max_iter=100, kind_sel='all'."/>
+      </when>
+      <when value="under_sampling.AllKNN">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, n_neighbors=3, kind_sel='all', allow_minority=False."/>
+      </when>
+      <when value="under_sampling.InstanceHardnessThreshold">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): estimator=None, sampling_strategy='auto', random_state=None, cv=5."/>
+      </when>
+      <when value="under_sampling.NearMiss">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, version=1, n_neighbors=3, n_neighbors_ver3=3."/>
+      </when>
+      <when value="under_sampling.NeighbourhoodCleaningRule">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, n_neighbors=3, kind_sel='all', threshold_cleaning=0.5."/>
+      </when>
+      <when value="under_sampling.OneSidedSelection">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, n_neighbors=None, n_seeds_S=1."/>
+      </when>
+      <when value="under_sampling.RandomUnderSampler">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, replacement=False."/>
+      </when>
+      <when value="under_sampling.TomekLinks">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None."/>
+      </when>
+      <when value="over_sampling.ADASYN">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, n_neighbors=5."/>
+      </when>
+      <when value="over_sampling.RandomOverSampler">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None."/>
+      </when>
+      <when value="over_sampling.SMOTE">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, k_neighbors=5."/>
+      </when>
+      <when value="over_sampling.SVMSMOTE">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', k_neighbors=5, m_neighbors=10, out_step=0.5, random_state=None, svm_estimator=None."/>
+      </when>
+      <when value="over_sampling.BorderlineSMOTE">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', k_neighbors=5, kind='borderline-1', m_neighbors=10, random_state=None."/>
+      </when>
+      <when value="over_sampling.SMOTENC">
+        <expand macro="estimator_params_text"
+              help="Default: categorical_features=[], sampling_strategy='auto', random_state=None, k_neighbors=5."/>
+      </when>
+      <when value="combine.SMOTEENN">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, smote=None, enn=None."/>
+      </when>
+      <when value="combine.SMOTETomek">
+        <expand macro="estimator_params_text"
+              help="Default(=blank): sampling_strategy='auto', random_state=None, smote=None, tomek=None."/>
       </when>
     </conditional>
   </xml>
+
   <!-- Outputs -->
 
   <xml name="output">
@@ -1498,4 +1768,19 @@
     </citation>
   </xml>
 
+    <xml name="imblearn_citation">
+    <citation type="bibtex">
+      @article{JMLR:v18:16-365,
+        author  = {Guillaume  Lema{{\^i}}tre and Fernando Nogueira and Christos K. Aridas},
+        title   = {Imbalanced-learn: A Python Toolbox to Tackle the Curse of Imbalanced Datasets in Machine Learning},
+        journal = {Journal of Machine Learning Research},
+        year    = {2017},
+        volume  = {18},
+        number  = {17},
+        pages   = {1-5},
+        url     = {http://jmlr.org/papers/v18/16-365.html}
+      }
+    </citation>
+  </xml>
+
 </macros>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/search_model_validation.py	Sun Dec 30 01:51:27 2018 -0500
@@ -0,0 +1,234 @@
+import imblearn
+import json
+import numpy as np
+import os
+import pandas
+import pickle
+import skrebate
+import sklearn
+import sys
+import xgboost
+import warnings
+from imblearn import under_sampling, over_sampling, combine
+from imblearn.pipeline import Pipeline as imbPipeline
+from sklearn import (cluster, compose, decomposition, ensemble, feature_extraction,
+                    feature_selection, gaussian_process, kernel_approximation, metrics,
+                    model_selection, naive_bayes, neighbors, pipeline, preprocessing,
+                    svm, linear_model, tree, discriminant_analysis)
+from sklearn.exceptions import FitFailedWarning
+from sklearn.externals import joblib
+from utils import get_cv, get_scoring, get_X_y, load_model, read_columns, SafeEval
+
+
+N_JOBS = int(os.environ.get('GALAXY_SLOTS', 1))
+
+
+def get_search_params(params_builder):
+    search_params = {}
+    safe_eval = SafeEval(load_scipy=True, load_numpy=True)
+    safe_eval_es = SafeEval(load_estimators=True)
+
+    for p in params_builder['param_set']:
+        search_p = p['search_param_selector']['search_p']
+        if search_p.strip() == '':
+            continue
+        param_type = p['search_param_selector']['selected_param_type']
+
+        lst = search_p.split(':')
+        assert (len(lst) == 2), "Error, make sure there is one and only one colon in search parameter input."
+        literal = lst[1].strip()
+        param_name = lst[0].strip()
+        if param_name:
+            if param_name.lower() == 'n_jobs':
+                sys.exit("Parameter `%s` is invalid for search." %param_name)
+            elif not param_name.endswith('-'):
+                ev = safe_eval(literal)
+                if param_type == 'final_estimator_p':
+                    search_params['estimator__' + param_name] = ev
+                else:
+                    search_params['preprocessing_' + param_type[5:6] + '__' + param_name] = ev
+            else:
+                # only for estimator eval, add `-` to the end of param
+                #TODO maybe add regular express check
+                ev = safe_eval_es(literal)
+                for obj in ev:
+                    if 'n_jobs' in obj.get_params():
+                        obj.set_params( n_jobs=N_JOBS )
+                if param_type == 'final_estimator_p':
+                    search_params['estimator__' + param_name[:-1]] = ev
+                else:
+                    search_params['preprocessing_' + param_type[5:6] + '__' + param_name[:-1]] = ev
+        elif param_type != 'final_estimator_p':
+            #TODO regular express check ?
+            ev = safe_eval_es(literal)
+            preprocessors = [preprocessing.StandardScaler(), preprocessing.Binarizer(), preprocessing.Imputer(),
+                            preprocessing.MaxAbsScaler(), preprocessing.Normalizer(), preprocessing.MinMaxScaler(),
+                            preprocessing.PolynomialFeatures(),preprocessing.RobustScaler(),
+                            feature_selection.SelectKBest(), feature_selection.GenericUnivariateSelect(),
+                            feature_selection.SelectPercentile(), feature_selection.SelectFpr(), feature_selection.SelectFdr(),
+                            feature_selection.SelectFwe(), feature_selection.VarianceThreshold(),
+                            decomposition.FactorAnalysis(random_state=0), decomposition.FastICA(random_state=0), decomposition.IncrementalPCA(),
+                            decomposition.KernelPCA(random_state=0, n_jobs=N_JOBS), decomposition.LatentDirichletAllocation(random_state=0, n_jobs=N_JOBS),
+                            decomposition.MiniBatchDictionaryLearning(random_state=0, n_jobs=N_JOBS),
+                            decomposition.MiniBatchSparsePCA(random_state=0, n_jobs=N_JOBS), decomposition.NMF(random_state=0),
+                            decomposition.PCA(random_state=0), decomposition.SparsePCA(random_state=0, n_jobs=N_JOBS),
+                            decomposition.TruncatedSVD(random_state=0),
+                            kernel_approximation.Nystroem(random_state=0), kernel_approximation.RBFSampler(random_state=0),
+                            kernel_approximation.AdditiveChi2Sampler(), kernel_approximation.SkewedChi2Sampler(random_state=0),
+                            cluster.FeatureAgglomeration(),
+                            skrebate.ReliefF(n_jobs=N_JOBS), skrebate.SURF(n_jobs=N_JOBS), skrebate.SURFstar(n_jobs=N_JOBS),
+                            skrebate.MultiSURF(n_jobs=N_JOBS), skrebate.MultiSURFstar(n_jobs=N_JOBS),
+                            imblearn.under_sampling.ClusterCentroids(random_state=0, n_jobs=N_JOBS),
+                            imblearn.under_sampling.CondensedNearestNeighbour(random_state=0, n_jobs=N_JOBS),
+                            imblearn.under_sampling.EditedNearestNeighbours(random_state=0, n_jobs=N_JOBS),
+                            imblearn.under_sampling.RepeatedEditedNearestNeighbours(random_state=0, n_jobs=N_JOBS),
+                            imblearn.under_sampling.AllKNN(random_state=0, n_jobs=N_JOBS),
+                            imblearn.under_sampling.InstanceHardnessThreshold(random_state=0, n_jobs=N_JOBS),
+                            imblearn.under_sampling.NearMiss(random_state=0, n_jobs=N_JOBS),
+                            imblearn.under_sampling.NeighbourhoodCleaningRule(random_state=0, n_jobs=N_JOBS),
+                            imblearn.under_sampling.OneSidedSelection(random_state=0, n_jobs=N_JOBS),
+                            imblearn.under_sampling.RandomUnderSampler(random_state=0),
+                            imblearn.under_sampling.TomekLinks(random_state=0, n_jobs=N_JOBS),
+                            imblearn.over_sampling.ADASYN(random_state=0, n_jobs=N_JOBS),
+                            imblearn.over_sampling.RandomOverSampler(random_state=0),
+                            imblearn.over_sampling.SMOTE(random_state=0, n_jobs=N_JOBS),
+                            imblearn.over_sampling.SVMSMOTE(random_state=0, n_jobs=N_JOBS),
+                            imblearn.over_sampling.BorderlineSMOTE(random_state=0, n_jobs=N_JOBS),
+                            imblearn.over_sampling.SMOTENC(categorical_features=[], random_state=0, n_jobs=N_JOBS),
+                            imblearn.combine.SMOTEENN(random_state=0), imblearn.combine.SMOTETomek(random_state=0)]
+            newlist = []
+            for obj in ev:
+                if obj is None:
+                    newlist.append(None)
+                elif obj == 'all_0':
+                    newlist.extend(preprocessors[0:36])
+                elif obj == 'sk_prep_all':      # no KernalCenter()
+                    newlist.extend(preprocessors[0:8])
+                elif obj == 'fs_all':
+                    newlist.extend(preprocessors[8:15])
+                elif obj == 'decomp_all':
+                    newlist.extend(preprocessors[15:26])
+                elif obj == 'k_appr_all':
+                    newlist.extend(preprocessors[26:30])
+                elif obj == 'reb_all':
+                    newlist.extend(preprocessors[31:36])
+                elif obj == 'imb_all':
+                    newlist.extend(preprocessors[36:55])
+                elif  type(obj) is int and -1 < obj < len(preprocessors):
+                    newlist.append(preprocessors[obj])
+                elif hasattr(obj, 'get_params'):       # user object
+                    if 'n_jobs' in obj.get_params():
+                        newlist.append( obj.set_params(n_jobs=N_JOBS) )
+                    else:
+                        newlist.append(obj)
+                else:
+                    sys.exit("Unsupported preprocessor type: %r" %(obj))
+            search_params['preprocessing_' + param_type[5:6]] = newlist
+        else:
+            sys.exit("Parameter name of the final estimator can't be skipped!")
+
+    return search_params
+
+
+if __name__ == '__main__':
+
+    warnings.simplefilter('ignore')
+
+    input_json_path = sys.argv[1]
+    with open(input_json_path, 'r') as param_handler:
+        params = json.load(param_handler)
+
+    infile_pipeline = sys.argv[2]
+    infile1 = sys.argv[3]
+    infile2 = sys.argv[4]
+    outfile_result = sys.argv[5]
+    if len(sys.argv) > 6:
+        outfile_estimator = sys.argv[6]
+    else:
+        outfile_estimator = None
+
+    params_builder = params['search_schemes']['search_params_builder']
+
+    input_type = params['input_options']['selected_input']
+    if input_type == 'tabular':
+        header = 'infer' if params['input_options']['header1'] else None
+        column_option = params['input_options']['column_selector_options_1']['selected_column_selector_option']
+        if column_option in ['by_index_number', 'all_but_by_index_number', 'by_header_name', 'all_but_by_header_name']:
+            c = params['input_options']['column_selector_options_1']['col1']
+        else:
+            c = None
+        X = read_columns(
+                infile1,
+                c = c,
+                c_option = column_option,
+                sep='\t',
+                header=header,
+                parse_dates=True
+        )
+    else:
+        X = mmread(open(infile1, 'r'))
+
+    header = 'infer' if params['input_options']['header2'] else None
+    column_option = params['input_options']['column_selector_options_2']['selected_column_selector_option2']
+    if column_option in ['by_index_number', 'all_but_by_index_number', 'by_header_name', 'all_but_by_header_name']:
+        c = params['input_options']['column_selector_options_2']['col2']
+    else:
+        c = None
+    y = read_columns(
+            infile2,
+            c = c,
+            c_option = column_option,
+            sep='\t',
+            header=header,
+            parse_dates=True
+    )
+    y = y.ravel()
+
+    optimizer = params['search_schemes']['selected_search_scheme']
+    optimizer = getattr(model_selection, optimizer)
+
+    options = params['search_schemes']['options']
+    splitter, groups = get_cv(options.pop('cv_selector'))
+    if groups is None:
+        options['cv'] = splitter
+    elif groups == '':
+        options['cv'] = list( splitter.split(X, y, groups=None) )
+    else:
+        options['cv'] = list( splitter.split(X, y, groups=groups) )
+    options['n_jobs'] = N_JOBS
+    primary_scoring = options['scoring']['primary_scoring']
+    options['scoring'] = get_scoring(options['scoring'])
+    if options['error_score']:
+        options['error_score'] = 'raise'
+    else:
+        options['error_score'] = np.NaN
+    if options['refit'] and isinstance(options['scoring'], dict):
+        options['refit'] = 'primary'
+    if 'pre_dispatch' in options and options['pre_dispatch'] == '':
+        options['pre_dispatch'] = None
+
+    with open(infile_pipeline, 'rb') as pipeline_handler:
+        pipeline = load_model(pipeline_handler)
+
+    search_params = get_search_params(params_builder)
+    searcher = optimizer(pipeline, search_params, **options)
+
+    if options['error_score'] == 'raise':
+        searcher.fit(X, y)
+    else:
+        warnings.simplefilter('always', FitFailedWarning)
+        with warnings.catch_warnings(record=True) as w:
+            try:
+                searcher.fit(X, y)
+            except ValueError:
+                pass
+            for warning in w:
+                print(repr(warning.message))
+
+    cv_result = pandas.DataFrame(searcher.cv_results_)
+    cv_result.rename(inplace=True, columns={'mean_test_primary': 'mean_test_'+primary_scoring, 'rank_test_primary': 'rank_test_'+primary_scoring})
+    cv_result.to_csv(path_or_buf=outfile_result, sep='\t', header=True, index=False)
+
+    if outfile_estimator:
+        with open(outfile_estimator, 'wb') as output_handler:
+            pickle.dump(searcher.best_estimator_, output_handler, pickle.HIGHEST_PROTOCOL)
--- a/search_model_validation.xml	Thu Oct 11 03:30:01 2018 -0400
+++ b/search_model_validation.xml	Sun Dec 30 01:51:27 2018 -0500
@@ -5,126 +5,25 @@
     </macros>
     <expand macro="python_requirements">
         <requirement type="package" version="0.6">skrebate</requirement>
+        <requirement type="package" version="0.4.2">imbalanced-learn</requirement>
     </expand>
     <expand macro="macro_stdio"/>
     <version_command>echo "@VERSION@"</version_command>
     <command>
         <![CDATA[
-        python "$sklearn_search_model_validation_script" '$inputs'
+        python '$__tool_directory__/search_model_validation.py'
+            '$inputs'
+            '$search_schemes.infile_pipeline'
+            '$input_options.infile1'
+            '$input_options.infile2'
+            '$outfile_result'
+            #if $save:
+            '$outfile_estimator'
+            #end if
         ]]>
     </command>
     <configfiles>
         <inputs name="inputs" />
-        <configfile name="sklearn_search_model_validation_script">
-            <![CDATA[
-import sys
-import os
-import json
-import pandas
-import skrebate
-from sklearn import model_selection
-from sklearn.exceptions import FitFailedWarning
-
-with open("$__tool_directory__/sk_whitelist.json", "r") as f:
-    sk_whitelist = json.load(f)
-exec(open("$__tool_directory__/utils.py").read(), globals())
-
-warnings.simplefilter('ignore')
-
-input_json_path = sys.argv[1]
-with open(input_json_path, "r") as param_handler:
-    params = json.load(param_handler)
-
-#handle cheatah
-infile1 = "$input_options.infile1"
-infile2 = "$input_options.infile2"
-infile_pipeline = "$search_schemes.infile_pipeline"
-outfile_result = "$outfile_result"
-outfile_estimator = "$outfile_estimator"
-
-params_builder = params['search_schemes']['search_params_builder']
-
-input_type = params["input_options"]["selected_input"]
-if input_type=="tabular":
-    header = 'infer' if params["input_options"]["header1"] else None
-    column_option = params["input_options"]["column_selector_options_1"]["selected_column_selector_option"]
-    if column_option in ["by_index_number", "all_but_by_index_number", "by_header_name", "all_but_by_header_name"]:
-        c = params["input_options"]["column_selector_options_1"]["col1"]
-    else:
-        c = None
-    X = read_columns(
-            infile1,
-            c = c,
-            c_option = column_option,
-            sep='\t',
-            header=header,
-            parse_dates=True
-    )
-else:
-    X = mmread(open("$input_options.infile1", 'r'))
-
-header = 'infer' if params["input_options"]["header2"] else None
-column_option = params["input_options"]["column_selector_options_2"]["selected_column_selector_option2"]
-if column_option in ["by_index_number", "all_but_by_index_number", "by_header_name", "all_but_by_header_name"]:
-    c = params["input_options"]["column_selector_options_2"]["col2"]
-else:
-    c = None
-y = read_columns(
-        infile2,
-        c = c,
-        c_option = column_option,
-        sep='\t',
-        header=header,
-        parse_dates=True
-)
-y=y.ravel()
-
-optimizers = params["search_schemes"]["selected_search_scheme"]
-optimizers = getattr(model_selection, optimizers)
-
-options = params["search_schemes"]["options"]
-options['cv'] = get_cv( options['cv'].strip() )
-options['n_jobs'] = N_JOBS
-primary_scoring = options['scoring']['primary_scoring']
-options['scoring'] = get_scoring(options['scoring'])
-if options['error_score']:
-    options['error_score'] = 'raise'
-else:
-    options['error_score'] = 0
-if options['refit'] and isinstance(options['scoring'], dict):
-    options['refit'] = 'primary'
-if 'pre_dispatch' in options and options['pre_dispatch'] == '':
-    options['pre_dispatch'] = None
-
-with open(infile_pipeline, 'rb') as pipeline_handler:
-    pipeline = load_model(pipeline_handler)
-
-search_params = get_search_params(params_builder)
-searcher = optimizers(pipeline, search_params, **options)
-
-if options['error_score'] == 'raise':
-    searcher.fit(X, y)
-else:
-    warnings.simplefilter('always', FitFailedWarning)
-    with warnings.catch_warnings(record=True) as w:
-        try:
-            searcher.fit(X, y)
-        except ValueError:
-            pass
-        for warning in w:
-            print(repr(warning.message))
-
-cv_result = pandas.DataFrame(searcher.cv_results_)
-cv_result.rename(inplace=True, columns={"mean_test_primary": "mean_test_"+primary_scoring, "rank_test_primary": "rank_test_"+primary_scoring})
-cv_result.to_csv(path_or_buf=outfile_result, sep='\t', header=True, index=False)
-
-#if $save:
-with open(outfile_estimator, "wb") as output_handler:
-    pickle.dump(searcher.best_estimator_, output_handler, pickle.HIGHEST_PROTOCOL)
-#end if
-
-            ]]>
-        </configfile>
     </configfiles>
     <inputs>
         <conditional name="search_schemes">
@@ -147,12 +46,12 @@
                 </section>
             </when>
         </conditional>
-        <param name="save" type="boolean" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Save the best estimator/pipeline?"/>
+        <param name="save" type="boolean" truevalue="booltrue" falsevalue="boolfalse" checked="true" label="Save the best estimator/pipeline?"/>
         <expand macro="sl_mixed_input"/>
     </inputs>
     <outputs>
         <data format="tabular" name="outfile_result"/>
-        <data format="zip" name="outfile_estimator">
+        <data format="zip" name="outfile_estimator" label="${tool.name}: best estimator on ${on_string}">
             <filter>save</filter>
         </data>
     </outputs>
@@ -274,7 +173,7 @@
                 <param name="selected_param_type" value="final_estimator_p"/>
             </conditional>
             <conditional name="search_param_selector">
-                <param name="search_p" value="estimator: [ensemble_ExtraTreesClassifier(n_estimators=100, random_state=324089)]"/>
+                <param name="search_p" value="estimator-: [sklearn_ensemble.ExtraTreesClassifier(n_estimators=100, random_state=324089)]"/>
                 <param name="selected_param_type" value="prep_1_p"/>
             </conditional>
             <param name="infile1" value="regression_X.tabular" ftype="tabular"/>
@@ -325,7 +224,7 @@
             <output name="outfile_result">
                 <assert_contents>
                     <has_n_columns n="13"/>
-                    <has_text_matching expression=".+0.7772355090078996[^/w]+1000[^/d]" />
+                    <has_text_matching expression=".+0.7772355090078996" />
                 </assert_contents>
             </output>
         </test>
@@ -344,6 +243,8 @@
                 <param name="search_p" value="gamma: [1.0, 2.0]"/>
                 <param name="selected_param_type" value="prep_1_p"/>
             </conditional>
+            <param name='selected_cv' value="default"/>
+            <param name="n_splits" value="3"/>
             <param name="infile1" value="regression_X.tabular" ftype="tabular"/>
             <param name="header1" value="true" />
             <param name="selected_column_selector_option" value="all_columns"/>
@@ -391,7 +292,10 @@
                 <param name="search_p" value="C: [1, 10, 100, 1000]"/>
                 <param name="selected_param_type" value="final_estimator_p"/>
             </conditional>
-            <param name='cv' value="StratifiedKFold(n_splits=3, shuffle=True, random_state=10)"/>
+            <param name='selected_cv' value="StratifiedKFold"/>
+            <param name="n_splits" value="3"/>
+            <param name="shuffle" value="true" />
+            <param name="random_state" value="10"/>
             <param name="infile1" value="regression_X.tabular" ftype="tabular"/>
             <param name="header1" value="true" />
             <param name="selected_column_selector_option" value="all_columns"/>
@@ -412,7 +316,10 @@
                 <param name="selected_param_type" value="final_estimator_p"/>
             </conditional>
             <param name="primary_scoring" value="balanced_accuracy"/>
-            <param name="cv" value="StratifiedKFold(n_splits=3, shuffle=True, random_state=10)"/>
+            <param name='selected_cv' value="StratifiedKFold"/>
+            <param name="n_splits" value="3"/>
+            <param name="shuffle" value="true" />
+            <param name="random_state" value="10"/>
             <param name="infile1" value="regression_X.tabular" ftype="tabular"/>
             <param name="header1" value="true" />
             <param name="selected_column_selector_option" value="all_columns"/>
@@ -439,7 +346,10 @@
             </conditional>
             <param name="primary_scoring" value="explained_variance"/>
             <param name="secondary_scoring" value="neg_mean_squared_error,r2"/>
-            <param name="cv" value="StratifiedKFold(n_splits=3, shuffle=True, random_state=10)"/>
+            <param name='selected_cv' value="StratifiedKFold"/>
+            <param name="n_splits" value="3"/>
+            <param name="shuffle" value="true" />
+            <param name="random_state" value="10"/>
             <param name="infile1" value="regression_X.tabular" ftype="tabular"/>
             <param name="header1" value="true" />
             <param name="selected_column_selector_option" value="all_columns"/>
@@ -449,9 +359,9 @@
             <output name="outfile_result" >
                 <assert_contents>
                     <has_n_columns n="25" />
-                    <has_text text="0.7881203921915186"/>
-                    <has_text text="0.7880692034558879"/>
-                    <has_text text="-29.381892762877825"/>
+                    <has_text text="0.7879267424165166"/>
+                    <has_text text="0.787865425577799"/>
+                    <has_text text="-29.40436189868029"/>
                 </assert_contents>
             </output>
         </test>
@@ -491,7 +401,7 @@
             <output name="outfile_result">
                 <assert_contents>
                     <has_n_columns n="12"/>
-                    <has_text text="0.8176497587057971" />
+                    <has_text text="0.8176576686816003" />
                 </assert_contents>
             </output>
         </test>
@@ -509,20 +419,140 @@
             <param name="header2" value="true" />
             <param name="selected_column_selector_option2" value="all_columns"/>
         </test>
-        <test expect_failure="true">
+        <test>
             <param name="selected_search_scheme" value="GridSearchCV"/>
-            <param name="infile_pipeline" value="pipeline01" ftype="zip"/>
+            <param name="infile_pipeline" value="pipeline10" ftype="zip"/>
             <conditional name="search_param_selector">
-                <param name="search_p" value="C: [1, 10, 100, 1000]"/>
+                <param name="search_p" value="base_estimator-: [sklearn_tree.DecisionTreeRegressor(random_state=0), sklearn_tree.ExtraTreeRegressor(random_state=0)]"/>
+                <param name="selected_param_type" value="final_estimator_p"/>
+            </conditional>
+            <conditional name="search_param_selector">
+                <param name="search_p" value="random_state: [10]"/>
                 <param name="selected_param_type" value="final_estimator_p"/>
             </conditional>
-            <param name="cv" value="__import__('os').system('ls ~')"/>
+            <param name="infile1" value="regression_X.tabular" ftype="tabular"/>
+            <param name="header1" value="true" />
+            <param name="selected_column_selector_option" value="all_columns"/>
+            <param name="infile2" value="regression_y.tabular" ftype="tabular"/>
+            <param name="header2" value="true" />
+            <param name="selected_column_selector_option2" value="all_columns"/>
+            <output name="outfile_result">
+                <assert_contents>
+                    <has_n_columns n="13"/>
+                    <has_text text="0.8165699136618538"/>
+                </assert_contents>
+            </output>
+        </test>
+        <test>
+            <param name="selected_search_scheme" value="GridSearchCV"/>
+            <param name="infile_pipeline" value="pipeline09" ftype="zip"/>
+            <conditional name="search_param_selector">
+                <param name="search_p" value=": [sklearn_feature_selection.SelectKBest(),
+                        sklearn_feature_selection.VarianceThreshold(), skrebate_ReliefF(), sklearn_preprocessing.RobustScaler()]"/>
+                <param name="selected_param_type" value="prep_1_p"/>
+            </conditional>
+            <conditional name="search_param_selector">
+                <param name="search_p" value="random_state: [10]"/>
+                <param name="selected_param_type" value="final_estimator_p"/>
+            </conditional>
+            <param name="infile1" value="regression_X.tabular" ftype="tabular"/>
+            <param name="header1" value="true" />
+            <param name="selected_column_selector_option" value="all_columns"/>
+            <param name="infile2" value="regression_y.tabular" ftype="tabular"/>
+            <param name="header2" value="true" />
+            <param name="selected_column_selector_option2" value="all_columns"/>
+            <output name="outfile_result">
+                <assert_contents>
+                    <has_n_columns n="13"/>
+                    <has_text text="0.8151250518677202"/>
+                </assert_contents>
+            </output>
+        </test>
+        <test>
+            <param name="selected_search_scheme" value="GridSearchCV"/>
+            <param name="infile_pipeline" value="pipeline09" ftype="zip"/>
+            <conditional name="search_param_selector">
+                <param name="search_p" value=": [None,'sk_prep_all', 8, 14, skrebate_ReliefF(n_features_to_select=12)]"/>
+                <param name="selected_param_type" value="prep_1_p"/>
+            </conditional>
+            <conditional name="search_param_selector">
+                <param name="search_p" value="random_state: [10]"/>
+                <param name="selected_param_type" value="final_estimator_p"/>
+            </conditional>
             <param name="infile1" value="regression_X.tabular" ftype="tabular"/>
             <param name="header1" value="true" />
             <param name="selected_column_selector_option" value="all_columns"/>
             <param name="infile2" value="regression_y.tabular" ftype="tabular"/>
             <param name="header2" value="true" />
             <param name="selected_column_selector_option2" value="all_columns"/>
+            <output name="outfile_result">
+                <assert_contents>
+                    <has_n_columns n="13"/>
+                    <has_text text="0.8151250518677202"/>
+                </assert_contents>
+            </output>
+        </test>
+        <test>
+            <param name="selected_search_scheme" value="GridSearchCV"/>
+            <param name="infile_pipeline" value="pipeline11" ftype="zip"/>
+            <conditional name="search_param_selector">
+                <param name="search_p" value="n_neighbors: [3,4,5]"/>
+                <param name="selected_param_type" value="prep_1_p"/>
+            </conditional>
+            <conditional name="search_param_selector">
+                <param name="search_p" value="random_state: [10]"/>
+                <param name="selected_param_type" value="prep_1_p"/>
+            </conditional>
+            <conditional name="search_param_selector">
+                <param name="search_p" value="n_estimators:[10, 50, 100, 500]"/>
+                <param name="selected_param_type" value="final_estimator_p"/>
+            </conditional>
+            <conditional name="search_param_selector">
+                <param name="search_p" value="random_state: [10]"/>
+                <param name="selected_param_type" value="final_estimator_p"/>
+            </conditional>
+            <param name="primary_scoring" value="f1_macro"/>
+            <param name="secondary_scoring" value="balanced_accuracy,accuracy"/>
+            <param name="n_splits" value="5"/>
+            <param name="infile1" value="imblearn_X.tabular" ftype="tabular"/>
+            <param name="header1" value="true" />
+            <param name="selected_column_selector_option" value="all_columns"/>
+            <param name="infile2" value="imblearn_y.tabular" ftype="tabular"/>
+            <param name="header2" value="true" />
+            <param name="selected_column_selector_option2" value="all_columns"/>
+            <output name="outfile_result">
+                <assert_contents>
+                    <has_n_columns n="33"/>
+                    <has_text text="0.9945648481554453"/>
+                    <has_text text="0.9988888888888889"/>
+                    <has_text text="0.998"/>
+                </assert_contents>
+            </output>
+        </test>
+        <test>
+            <param name="selected_search_scheme" value="GridSearchCV"/>
+            <param name="infile_pipeline" value="pipeline12" ftype="zip"/>
+            <conditional name="search_param_selector">
+                <param name="search_p" value="estimator__n_estimators: [10, 100, 200]"/>
+                <param name="selected_param_type" value="final_estimator_p"/>
+            </conditional>
+            <conditional name="search_param_selector">
+                <param name="search_p" value="n_features_to_select: [10, None]"/>
+                <param name="selected_param_type" value="final_estimator_p"/>
+            </conditional>
+            <param name="primary_scoring" value="r2"/>
+            <param name="infile1" value="regression_X.tabular" ftype="tabular"/>
+            <param name="header1" value="true" />
+            <param name="selected_column_selector_option" value="all_columns"/>
+            <param name="infile2" value="regression_y.tabular" ftype="tabular"/>
+            <param name="header2" value="true" />
+            <param name="selected_column_selector_option2" value="all_columns"/>
+            <output name="outfile_result">
+                <assert_contents>
+                    <has_n_columns n="13"/>
+                    <has_text text="0.8149439619875293"/>
+                </assert_contents>
+            </output>
         </test>
     </tests>
     <help>
@@ -551,7 +581,79 @@
 
 - max_depth: scipy_stats_randin(1, 11)
 
-- estimator: [ensemble_ExtraTreesClassifier(n_estimators=100, random_state=324089)]
+**Estimator search/eval (additional '-')**::
+
+     base_estimator-: [sklearn_tree.DecisionTreeRegressor(), sklearn_tree.ExtraTreeRegressor()]
+
+**Preprocessors search/swap**::
+
+     : [sklearn_feature_selection.SelectKBest(), sklearn_feature_selection.VarianceThreshold(),
+        skrebate_ReliefF(), sklearn_preprocessing.RobustScaler()]
+
+**Hot number/keyword for preprocessors**::
+
+    0   sklearn_preprocessing.StandardScaler(copy=True, with_mean=True, with_std=True)
+    1   sklearn_preprocessing.Binarizer(copy=True, threshold=0.0)
+    2   sklearn_preprocessing.Imputer(axis=0, copy=True, missing_values='NaN', strategy='mean', verbose=0)
+    3   sklearn_preprocessing.MaxAbsScaler(copy=True)
+    4   sklearn_preprocessing.Normalizer(copy=True, norm='l2')
+    5   sklearn_preprocessing.MinMaxScaler(copy=True, feature_range=(0, 1))
+    6   sklearn_preprocessing.PolynomialFeatures(degree=2, include_bias=True, interaction_only=False)
+    7   sklearn_preprocessing.RobustScaler(copy=True, quantile_range=(25.0, 75.0), with_centering=True, with_scaling=True)
+    8   sklearn_feature_selection.SelectKBest(k=10, score_func=<function f_classif at 0x113806d90>)
+    9   sklearn_feature_selection.GenericUnivariateSelect(mode='percentile', param=1e-05, score_func=<function f_classif at 0x113806d90>)
+    10  sklearn_feature_selection.SelectPercentile(percentile=10, score_func=<function f_classif at 0x113806d90>)
+    11  sklearn_feature_selection.SelectFpr(alpha=0.05, score_func=<function f_classif at 0x113806d90>)
+    12  sklearn_feature_selection.SelectFdr(alpha=0.05, score_func=<function f_classif at 0x113806d90>)
+    13  sklearn_feature_selection.SelectFwe(alpha=0.05, score_func=<function f_classif at 0x113806d90>)
+    14  sklearn_feature_selection.VarianceThreshold(threshold=0.0)
+    15  sklearn_decomposition.FactorAnalysis(copy=True, iterated_power=3, max_iter=1000, n_components=None,
+        noise_variance_init=None, random_state=0, svd_method='randomized', tol=0.01)
+    16  sklearn_decomposition.FastICA(algorithm='parallel', fun='logcosh', fun_args=None,
+        max_iter=200, n_components=None, random_state=0, tol=0.0001, w_init=None, whiten=True)
+    17  sklearn_decomposition.IncrementalPCA(batch_size=None, copy=True, n_components=None, whiten=False)
+    18  sklearn_decomposition.KernelPCA(alpha=1.0, coef0=1, copy_X=True, degree=3, eigen_solver='auto',
+        fit_inverse_transform=False, gamma=None, kernel='linear', kernel_params=None, max_iter=None,
+        n_components=None, random_state=0, remove_zero_eig=False, tol=0)
+    19  sklearn_decomposition.LatentDirichletAllocation(batch_size=128, doc_topic_prior=None, evaluate_every=-1, learning_decay=0.7,
+        learning_method=None, learning_offset=10.0, max_doc_update_iter=100, max_iter=10, mean_change_tol=0.001, n_components=10,
+        n_topics=None, perp_tol=0.1, random_state=0, topic_word_prior=None, total_samples=1000000.0, verbose=0)
+    20  sklearn_decomposition.MiniBatchDictionaryLearning(alpha=1, batch_size=3, dict_init=None, fit_algorithm='lars',
+        n_components=None, n_iter=1000, random_state=0, shuffle=True, split_sign=False, transform_algorithm='omp',
+        transform_alpha=None, transform_n_nonzero_coefs=None, verbose=False)
+    21  sklearn_decomposition.MiniBatchSparsePCA(alpha=1, batch_size=3, callback=None, method='lars', n_components=None,
+        n_iter=100, random_state=0, ridge_alpha=0.01, shuffle=True, verbose=False)
+    22  sklearn_decomposition.NMF(alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200,
+        n_components=None, random_state=0, shuffle=False, solver='cd', tol=0.0001, verbose=0)
+    23  sklearn_decomposition.PCA(copy=True, iterated_power='auto', n_components=None, random_state=0, svd_solver='auto', tol=0.0, whiten=False)
+    24  sklearn_decomposition.SparsePCA(U_init=None, V_init=None, alpha=1, max_iter=1000, method='lars',
+        n_components=None, random_state=0, ridge_alpha=0.01, tol=1e-08, verbose=False)
+    25  sklearn_decomposition.TruncatedSVD(algorithm='randomized', n_components=2, n_iter=5, random_state=0, tol=0.0)
+    26  sklearn_kernel_approximation.Nystroem(coef0=None, degree=None, gamma=None, kernel='rbf',
+        kernel_params=None, n_components=100, random_state=0)
+    27  sklearn_kernel_approximation.RBFSampler(gamma=1.0, n_components=100, random_state=0)
+    28  sklearn_kernel_approximation.AdditiveChi2Sampler(sample_interval=None, sample_steps=2)
+    29  sklearn_kernel_approximation.SkewedChi2Sampler(n_components=100, random_state=0, skewedness=1.0)
+    30  sklearn_cluster.FeatureAgglomeration(affinity='euclidean', compute_full_tree='auto', connectivity=None,
+        linkage='ward', memory=None, n_clusters=2, pooling_func=<function mean at 0x113078ae8>)
+    31  skrebate_ReliefF(discrete_threshold=10, n_features_to_select=10, n_neighbors=100, verbose=False)
+    32  skrebate_SURF(discrete_threshold=10, n_features_to_select=10, verbose=False)
+    33  skrebate_SURFstar(discrete_threshold=10, n_features_to_select=10, verbose=False)
+    34  skrebate_MultiSURF(discrete_threshold=10, n_features_to_select=10, verbose=False)
+    35  skrebate_MultiSURFstar(discrete_threshold=10, n_features_to_select=10, verbose=False)
+    'sk_prep_all':   All sklearn preprocessing estimators, i.e., 0-7
+    'fs_all':        All feature_selection estimators, i.e., 8-14
+    'decomp_all':    All decomposition estimators, i.e., 15-25
+    'k_appr_all':    All kernel_approximation estimators, i.e., 26-29
+    'reb_all':       All skrebate estimators, i.e., 31-35
+    'all_0':         All except the imbalanced-learn samplers, i.e., 0-35
+    'imb_all':       All imbalanced-learn sampling methods, i.e., 36-54.
+                     **CAUTION**: Mix of imblearn and other preprocessors may not work.
+     None:           opt out of preprocessor
+
+Support mix (CAUTION: Mix of imblearn and other preprocessors may not work), e.g.::
+
+     : [None, 'sk_prep_all', 22, 'k_appr_all', sklearn_feature_selection.SelectKBest(k=50)]
 
 
 .. _`Scikit-learn model_selection GridSearchCV`: http://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html
@@ -578,5 +680,6 @@
     <expand macro="sklearn_citation">
         <expand macro="skrebate_citation"/>
         <expand macro="xgboost_citation"/>
+        <expand macro="imblearn_citation"/>
     </expand>
 </tool>
--- a/sk_whitelist.json	Thu Oct 11 03:30:01 2018 -0400
+++ b/sk_whitelist.json	Sun Dec 30 01:51:27 2018 -0500
@@ -48,7 +48,10 @@
     "sklearn.cluster.mean_shift_.get_bin_seeds", "sklearn.cluster.mean_shift_.mean_shift",
     "sklearn.cluster.spectral.SpectralClustering", "sklearn.cluster.spectral.discretize",
     "sklearn.cluster.spectral.spectral_clustering", "sklearn.cluster.spectral_clustering",
-    "sklearn.cluster.ward_tree", "sklearn.config_context",
+    "sklearn.cluster.ward_tree", "sklearn.config_context", "sklearn.compose.TransformedTargetRegressor",
+    "sklearn.compose._target.TransformedTargetRegressor", "sklearn.compose.ColumnTransformer",
+    "sklearn.compose._column_transformer.ColumnTransformer", "sklearn.compose.make_column_transformer",
+    "sklearn.compose._column_transformer.make_column_transformer",
     "sklearn.covariance.EllipticEnvelope", "sklearn.covariance.EmpiricalCovariance",
     "sklearn.covariance.GraphLasso", "sklearn.covariance.GraphLassoCV",
     "sklearn.covariance.LedoitWolf", "sklearn.covariance.MinCovDet",
@@ -749,5 +752,10 @@
     "numpy.core.multiarray._reconstruct", "numpy.ndarray",
     "numpy.dtype", "numpy.core.multiarray.scalar",
     "numpy.random.__RandomState_ctor"
+  ],
+
+  "IMBLEARN_NAMES":[
+    "imblearn.pipeline.Pipeline", "imblearn.over_sampling._random_over_sampler.RandomOverSampler",
+    "imblearn.under_sampling._prototype_selection._edited_nearest_neighbours.EditedNearestNeighbours"
   ]
 }
\ No newline at end of file
Binary file test-data/abc_model01 has changed
Binary file test-data/abr_model01 has changed
--- a/test-data/blobs.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/blobs.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
 0	1	0
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+0.33681845896740	-3.40287961299073	0
 -9.48324265575857	-8.66266051536995	2
--1.9333632849607592	5.709539081468901	1
--10.031824059894126	-5.578343934583625	2
-0.5418607766170062	-4.3769362832693	0
--8.129629290673781	-7.05554320549807	2
--0.7308257856942714	7.323755516994815	1
--1.8414253200701474	6.206304668308321	1
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--8.735095893232405	-5.490905352087513	2
-1.8494196227705402	-3.918393456729695	0
--9.152560688488569	-9.17805648051067	2
--3.214299390778301	5.7592616395707115	1
-0.2845037854966439	-3.615765226438298	0
--0.9290748492230643	5.79099955373578	1
-0.366925241944827	6.518619296229099	1
-1.5990991796541174	-3.0710561729787464	0
--9.71270568435724	-7.917076514990086	2
--10.080404430632045	-6.551353241086546	2
-1.1059434577429306	-4.419063749495465	0
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--9.1585672210814	-7.138941148475106	2
--3.0763357145957295	7.800496767864756	1
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--9.439323507823358	-7.298630345706627	2
--1.6946622959144526	4.408371111175304	1
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+-0.01369955366371	-4.41397334863602	0
--- a/test-data/circles.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/circles.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
 0	1	0
--0.06279051952931321	-0.9980267284282716	0
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--0.30901699437494756	-0.9510565162951535	0
--1.0	-3.216245299353273e-16	0
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-1.0	0.0	0
--0.6374239897486897	0.7705132427757893	0
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--- a/test-data/classification_report.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/classification_report.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,9 +1,11 @@
 classification_report : 
-             precision    recall  f1-score   support
+              precision    recall  f1-score   support
 
-          0       1.00      1.00      1.00        14
-          1       1.00      0.62      0.77        16
-          2       0.60      1.00      0.75         9
+           0       1.00      1.00      1.00        14
+           1       1.00      0.62      0.77        16
+           2       0.60      1.00      0.75         9
 
-avg / total       0.91      0.85      0.85        39
+   micro avg       0.85      0.85      0.85        39
+   macro avg       0.87      0.88      0.84        39
+weighted avg       0.91      0.85      0.85        39
 
--- a/test-data/cluster_result12	Thu Oct 11 03:30:01 2018 -0400
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,48 +0,0 @@
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--- a/test-data/feature_selection_result12	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/feature_selection_result12	Sun Dec 30 01:51:27 2018 -0500
@@ -1,11 +1,11 @@
 0	1
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--- a/test-data/friedman1.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/friedman1.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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--- a/test-data/friedman2.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/friedman2.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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--- a/test-data/friedman3.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/friedman3.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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--- a/test-data/gaus.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/gaus.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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Binary file test-data/gbc_model01 has changed
--- a/test-data/gbc_result01	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/gbc_result01	Sun Dec 30 01:51:27 2018 -0500
@@ -1,6 +1,6 @@
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Binary file test-data/gbr_model01 has changed
--- a/test-data/gbr_prediction_result01.tabular	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/gbr_prediction_result01.tabular	Sun Dec 30 01:51:27 2018 -0500
@@ -1,88 +1,88 @@
-year	month	day	temp_2	temp_1	average	forecast_noaa	forecast_acc	forecast_under	friend	week_Fri	week_Mon	week_Sat	week_Sun	week_Thurs	week_Tues	week_Wed	0
-2016	9	29	69	68	66.1	63	71	68	57	0	0	0	0	1	0	0	69.8047715468
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-2016	6	10	67	65	68.8	67	71	67	73	1	0	0	0	0	0	0	63.9222528587
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-2016	9	18	75	68	70.0	66	73	71	90	0	0	0	1	0	0	0	71.4706106408
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-2016	11	23	54	54	49.1	48	52	49	38	0	0	0	0	0	0	1	51.5257711552
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-2016	4	7	57	68	56.9	52	61	55	38	0	0	0	0	1	0	0	66.7238759737
-2016	6	4	71	80	67.9	63	72	66	76	0	0	1	0	0	0	0	72.7073855763
-2016	6	17	67	71	70.0	66	74	69	54	1	0	0	0	0	0	0	73.4041601901
-2016	10	5	61	63	63.7	61	66	65	48	0	0	0	0	0	0	1	63.9616628787
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-2016	12	22	51	49	45.1	42	47	46	38	0	0	0	0	1	0	0	44.7834274452
+year	month	day	temp_2	temp_1	average	forecast_noaa	forecast_acc	forecast_under	friend	week_Fri	week_Mon	week_Sat	week_Sun	week_Thurs	week_Tues	week_Wed	predicted
+2016	9	29	69	68	66.1	63	71	68	57	0	0	0	0	1	0	0	69.58390938468499
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Binary file test-data/glm_model01 has changed
Binary file test-data/glm_model02 has changed
Binary file test-data/glm_model03 has changed
Binary file test-data/glm_model04 has changed
Binary file test-data/glm_model05 has changed
Binary file test-data/glm_model06 has changed
Binary file test-data/glm_model07 has changed
Binary file test-data/glm_model08 has changed
--- a/test-data/hastie.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/hastie.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,12001 +1,12001 @@
 0	1	2	3	4	5	6	7	8	9	0
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/imblearn_X.tabular	Sun Dec 30 01:51:27 2018 -0500
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/imblearn_y.tabular	Sun Dec 30 01:51:27 2018 -0500
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Binary file test-data/lda_model01 has changed
Binary file test-data/lda_model02 has changed
--- a/test-data/moons.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/moons.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
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Binary file test-data/prp_model01 has changed
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Binary file test-data/prp_model09 has changed
--- a/test-data/prp_result06	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/prp_result06	Sun Dec 30 01:51:27 2018 -0500
@@ -2,8 +2,8 @@
 %
 3 3 6
 1 1 1.000000000000000e+00
+3 1 4.000000000000000e-02
+3 2 -5.000000000000000e+00
 1 3 -2.000000000000000e-01
 2 3 1.100000000000000e+01
-3 1 4.000000000000000e-02
-3 2 -5.000000000000000e+00
 3 3 2.600000000000000e+00
Binary file test-data/qda_model01 has changed
--- a/test-data/regression.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/regression.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
 0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32	33	34	35	36	37	38	39	40	41	42	43	44	45	46	47	48	49	50	51	52	53	54	55	56	57	58	59	60	61	62	63	64	65	66	67	68	69	70	71	72	73	74	75	76	77	78	79	80	81	82	83	84	85	86	87	88	89	90	91	92	93	94	95	96	97	98	99	0
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Binary file test-data/rfc_model01 has changed
--- a/test-data/rfc_result01	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/rfc_result01	Sun Dec 30 01:51:27 2018 -0500
@@ -1,4 +1,5 @@
-3.68258022948	2.82110345641	-3.990140724	-1.9523364774	0
+0	1	2	3	predicted
+3.68258022948	2.82110345641	-3.9901407239999998	-1.9523364774	1
 0.015942057224	-0.7119585943469999	0.125502976978	-0.972218263337	0
 2.0869076882499997	0.929399321468	-2.1292408448400004	-1.9971402218799998	1
 1.4132105208399999	0.523750660422	-1.4210539291	-1.49298569451	1
Binary file test-data/rfr_model01 has changed
--- a/test-data/rfr_result01	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/rfr_result01	Sun Dec 30 01:51:27 2018 -0500
@@ -1,5 +1,6 @@
-86.9702122735	1.00532111569	-1.01739601979	-0.613139481654	0.641846874331	predicted
-91.2021798817	-0.6215229712070001	1.11914889596	0.390012184498	1.28956938152	0.8511213285107001
--47.4101632272	-0.638416457964	-0.7327774684530001	-0.8640261049779999	-1.06109770116	0.05344095304070007
-61.712804630200004	-1.0999480057700002	-0.739679672932	0.585657963012	1.4890682753600002	1.1892759745694002
--206.998295124	0.130238853011	0.70574123041	1.3320656526399999	-1.3322092373799999	-0.35023626536690006
+0	1	2	3	4	predicted
+86.97021227350001	1.00532111569	-1.01739601979	-0.613139481654	0.641846874331	0.6686209127804698
+91.2021798817	-0.6215229712070001	1.11914889596	0.390012184498	1.28956938152	1.0374491367850487
+-47.4101632272	-0.638416457964	-0.7327774684530001	-0.8640261049779999	-1.06109770116	-0.16198314840411981
+61.712804630200004	-1.0999480057700002	-0.739679672932	0.585657963012	1.4890682753600002	1.1603837128651284
+-206.998295124	0.130238853011	0.70574123041	1.3320656526399999	-1.3322092373799999	-0.6710618307873705
--- a/test-data/roc_curve.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/roc_curve.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,2 +1,2 @@
 roc_curve : 
-(array([0., 1.]), array([1., 1.]), array([1, 0]))
+(array([0., 0., 1.]), array([0., 1., 1.]), array([2, 1, 0]))
--- a/test-data/scurve.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/scurve.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
 0	1	2	0
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--0.5197257228645411	0.04635627295680722	-1.8543331744658698	3.688122530567428
--0.3902353755064801	0.3214890970141633	1.9207151305932344	-2.740705430508417
--0.17497560644179438	1.8469936505181748	1.9845727688446022	-2.9657116612605137
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--0.8968769078869208	0.05308928266788393	0.5577197584119364	-1.112656818224533
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--0.5123763050446365	0.5662807194396391	-1.8587610389560099	3.6795422987583914
--0.9838764948236677	1.1646883404335377	-1.1788492184313182	4.5325722940439555
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Binary file test-data/searchCV01 has changed
Binary file test-data/searchCV02 has changed
--- a/test-data/sparse_u.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/sparse_u.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
 0	1	2	3	4	5	6	7	8	9	0
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Binary file test-data/svc_model01 has changed
Binary file test-data/svc_model02 has changed
Binary file test-data/svc_model03 has changed
--- a/test-data/svc_prediction_result03.tabular	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/svc_prediction_result03.tabular	Sun Dec 30 01:51:27 2018 -0500
@@ -25,7 +25,7 @@
 1	-50	97	45	2
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@@ -33,7 +33,7 @@
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 2	-88	15	-103	3
 3	54	-74	4	3
--- a/test-data/swiss_r.txt	Thu Oct 11 03:30:01 2018 -0400
+++ b/test-data/swiss_r.txt	Sun Dec 30 01:51:27 2018 -0500
@@ -1,101 +1,101 @@
 0	1	2	0
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--6.241257651981322	17.589930642098004	-8.254155357899235	10.348158181567968
-6.6400017029745415	10.92337442779639	-9.517367265589035	11.604736200517896
--0.5260249957996649	4.583717412291242	7.902957223016857	7.920444126754531
-4.256315102839512	2.8332931731803743	-3.6083374546478515	5.579992602259815
--8.54867168512033	20.560477255161246	3.062731112450952	9.080754894123787
--9.474830838000726	14.847913409472007	-0.7785404251532075	9.506763098043795
-4.106531950879499	18.059486695858926	-3.727692624842863	5.546106469308181
--9.352746779428074	8.13062518440142	-2.5303993126077104	9.68900371562256
-1.03845201115681	5.267514416466221	14.024865345489724	14.063258176489338
--4.633677541056066	6.288198397838747	7.048896684872887	8.435514923731649
--0.1679620862896378	17.99480609650533	7.873519603731706	7.875310928006478
-11.881189424840937	9.932663801932643	-3.1961624526929864	12.30358145309554
-8.694908808450117	13.928817987338693	-8.009826278144502	11.821960759252995
-1.45482693805244	16.92030075617249	7.523602741539789	7.66297067932457
--3.2353326673116114	5.312590597644206	-10.186604228879451	10.688043936286864
--9.103169624547348	1.6710422183768223	-3.644412618463142	9.805582111577818
-2.535323074334916	15.387972705330018	7.0686838865278725	7.50960418257273
-4.976519330225636	20.189347027575714	-2.8934429585543997	5.7565403497689
-1.4842539092006284	20.02989941752092	7.51375887065696	7.658954369452367
--8.288031531595307	10.300480089561892	3.557610304744918	9.019315813804575
--0.7947079435754046	13.276033353087858	-10.89380414305644	10.922752831720377
-4.820925920452835	15.392895416597838	5.224215336558182	7.108709630673047
--2.5663079257383234	18.95059956820729	-10.443947716323434	10.75462599400857
-6.273175805783373	3.4071852937122014	2.0463610386400113	6.598509543126363
--0.9286287852994032	8.523507769718787	-10.870765064080713	10.910356753989504
+-9.02243256039137	16.34407352444682	-3.91158679018559	9.83385989954935
+3.63249892240844	16.37156637082574	6.37347946891175	7.33595862596962
+-6.59990374867870	12.81689121739727	5.68894891723748	8.71337301363603
+12.60058269943729	6.48900731901245	1.36421345798185	12.67421645405731
+0.21148781431603	14.65243305777208	-4.75215950419191	4.75686315221341
+5.33691943034302	18.05198421031037	-2.41562073899157	5.85815095065150
+0.42444009063172	13.13179891289296	-11.02588381005155	11.03405017132387
+12.46482443712306	20.63056442180054	-0.88026386103874	12.49586782553941
+5.76317738541424	20.50650266733296	-1.67200654933799	6.00081823393938
+-7.69903426445702	3.50057675517602	-6.58731737523598	10.13251591695612
+11.20278590321885	0.48674086604648	6.81511168671079	13.11290049133681
+6.15412671259387	3.37563551864871	2.60836155375894	6.68407253026096
+6.35942079065830	19.39343333044084	1.13017904280432	6.45906629950887
+4.89011222063691	20.02454684747021	-2.99390399145637	5.73381710908892
+5.95327096920981	4.43054679308737	3.25076997787065	6.78298906691301
+2.78861701451918	7.57103026710677	13.65384098195710	13.93570085837942
+12.10585740780788	11.53688049418112	-2.50504139885041	12.36232243504963
+6.32507204556097	5.70844783271641	0.31467565998178	6.33289484773921
+12.24420955660564	9.67263404257185	-1.99160324599471	12.40512600321051
+3.86603085500482	14.61939286129109	6.18690023441702	7.29547319112878
+-7.02397880690916	10.50747383017216	5.26986980172594	8.78110505614482
+7.26899971380247	15.03749080185106	11.46122929160598	13.57196130682766
+12.28312638165453	11.04507466082536	-1.82900534786211	12.41855282511636
+-0.20634108007217	0.02937948549992	7.87746751157422	7.88016948023535
+6.34399103378833	8.28870602048655	0.52398389323880	6.36559355890402
+-2.99211446321268	10.33550636792415	7.66279394446575	8.22624823332651
+0.25539688163080	8.46048695896198	-4.75915397262811	4.76600189911090
+4.89844343501214	7.44026430223273	5.12776107471194	7.09145131304900
+11.44974583747064	10.51290070830202	-4.24498953448257	12.21133145445421
+0.69579063231352	9.34870920545390	-4.80605880631806	4.85616369717936
+-6.17828212297832	1.89908855212515	-8.31161329742931	10.35635484121306
+-5.80914779869685	5.74482132057625	-8.63009591761129	10.40311269256829
+4.77128296187839	19.81301905259727	-3.12464903951709	5.70338256848215
+-3.67628694703398	0.55743746801278	7.45494950830712	8.31212114254485
+1.70416677720490	0.83997248245367	-4.76032011047383	5.05616771465411
+11.25347968088436	5.94594755411621	6.71434319469841	13.10432025952777
+2.49626118444553	12.22922757455215	13.73230884573197	13.95735025481333
+2.82529764315011	20.80874886142137	-4.45734155189065	5.27732891552161
+11.24605365926439	20.84548698546233	6.72924080159274	13.10558677331444
+-7.59842145099956	20.85546482210194	-6.72885645955675	10.14955751746493
+7.67310519862389	2.31101495029782	-8.84589090944236	11.71009519051421
+-3.59076659321246	13.95411036524274	-10.02825028857387	10.65173265610870
+-7.31035544660664	11.00372352425457	-7.10771526578241	10.19612245195043
+0.93904272696270	3.63614810598335	-4.81429662072219	4.90502326144929
+6.14080381732072	19.80216514321554	2.65918955384942	6.69184284081168
+-8.98560037833939	5.07906180550130	-4.02506967318433	9.84592301580716
+9.83640736238632	20.97757764570745	-6.80541621380709	11.96112869431461
+4.96998862744940	12.23657011814787	5.03554965727086	7.07513585083827
+3.20231600088142	3.84885901324209	6.67886419948077	7.40689238241025
+12.54088626453474	8.12375386027360	2.27756112448486	12.74602341813951
+3.24443881123445	3.98314410715514	13.51770472571597	13.90160869293509
+11.54328489548810	8.62618413353151	6.09143462816640	13.05193479939386
+-1.97813913943140	12.48828144693581	7.85543311765692	8.10067058464492
+-6.17714998090234	15.04830795569514	-8.31263754702176	10.35650157508401
+-1.61850746821552	10.22472112975159	7.89200482133423	8.05625884171010
+-0.51138056305762	6.50138617310080	7.90207659171039	7.91860622467934
+6.35381855577856	12.12626882938480	0.68617671578531	6.39076276551100
+5.45211008381264	9.27586421094360	4.31430175957628	6.95260411922716
+2.10713448194703	7.55324015461126	-4.68298251756532	5.13520603139082
+-9.46355519159139	6.74797057218509	-0.48486315240582	9.47596797909624
+-3.25022653114329	4.37235204411648	7.59200889141913	8.25848481933186
+-6.60452000241460	9.47643110529852	-7.90309749198288	10.29944825852728
+-3.61286141728060	10.32870111554513	-10.01788625769654	10.64945128598746
+5.90124016577200	18.88060261066794	-1.36195628598096	6.05636528117681
+7.89068480280119	15.31656968161827	10.97066306101087	13.51363587845203
+6.59943795203969	16.17188523131361	11.92785150077068	13.63180922354986
+-5.92310072764215	7.88422419880175	-8.53499542293883	10.38890124601161
+-4.10660182718020	7.21853023994307	7.28989105932790	8.36700007313664
+-2.25898912612109	13.75573932598577	7.81543176115041	8.13535527713031
+6.22411695981015	14.93179785742045	2.30810881728065	6.63829784220360
+3.72076470595161	2.38428907959220	6.30480629460181	7.32083823134385
+5.13490876903855	2.79360247684508	4.81010313126482	7.03593492009076
+6.33502516186602	9.57682020972860	0.41503304021319	6.34860584899899
+4.27843646254146	3.35446083332871	13.14365544274426	13.82247072565484
+5.41252501545014	20.19447997926756	12.62033886030277	13.73202024436834
+-6.24125765198132	17.58993064209800	-8.25415535789923	10.34815818156797
+6.64000170297454	10.92337442779639	-9.51736726558904	11.60473620051790
+-0.52602499579966	4.58371741229124	7.90295722301686	7.92044412675453
+4.25631510283951	2.83329317318037	-3.60833745464785	5.57999260225982
+-8.54867168512033	20.56047725516125	3.06273111245095	9.08075489412379
+-9.47483083800073	14.84791340947201	-0.77854042515321	9.50676309804379
+4.10653195087950	18.05948669585893	-3.72769262484286	5.54610646930818
+-9.35274677942807	8.13062518440142	-2.53039931260771	9.68900371562256
+1.03845201115681	5.26751441646622	14.02486534548972	14.06325817648934
+-4.63367754105607	6.28819839783875	7.04889668487289	8.43551492373165
+-0.16796208628964	17.99480609650533	7.87351960373171	7.87531092800648
+11.88118942484094	9.93266380193264	-3.19616245269299	12.30358145309554
+8.69490880845012	13.92881798733869	-8.00982627814450	11.82196075925300
+1.45482693805244	16.92030075617249	7.52360274153979	7.66297067932457
+-3.23533266731161	5.31259059764421	-10.18660422887945	10.68804393628686
+-9.10316962454735	1.67104221837682	-3.64441261846314	9.80558211157782
+2.53532307433492	15.38797270533002	7.06868388652787	7.50960418257273
+4.97651933022564	20.18934702757571	-2.89344295855440	5.75654034976890
+1.48425390920063	20.02989941752092	7.51375887065696	7.65895436945237
+-8.28803153159531	10.30048008956189	3.55761030474492	9.01931581380457
+-0.79470794357540	13.27603335308786	-10.89380414305644	10.92275283172038
+4.82092592045283	15.39289541659784	5.22421533655818	7.10870963067305
+-2.56630792573832	18.95059956820729	-10.44394771632344	10.75462599400857
+6.27317580578337	3.40718529371220	2.04636103864001	6.59850954312636
+-0.92862878529940	8.52350776971879	-10.87076506408071	10.91035675398950
--- a/utils.py	Thu Oct 11 03:30:01 2018 -0400
+++ b/utils.py	Sun Dec 30 01:51:27 2018 -0500
@@ -1,21 +1,34 @@
-import sys
+import json
+import numpy as np
 import os
 import pandas
+import pickle
 import re
-import pickle
-import warnings
-import numpy as np
-import xgboost
 import scipy
 import sklearn
+import sys
+import warnings
+import xgboost
+
 from asteval import Interpreter, make_symbol_table
-from sklearn import (cluster, decomposition, ensemble, feature_extraction, feature_selection,
-                    gaussian_process, kernel_approximation, metrics,
+from sklearn import (cluster, compose, decomposition, ensemble, feature_extraction,
+                    feature_selection, gaussian_process, kernel_approximation, metrics,
                     model_selection, naive_bayes, neighbors, pipeline, preprocessing,
                     svm, linear_model, tree, discriminant_analysis)
 
+try:
+    import skrebate
+except ModuleNotFoundError:
+    pass
+
+
 N_JOBS = int(os.environ.get('GALAXY_SLOTS', 1))
 
+try:
+    sk_whitelist
+except NameError:
+    sk_whitelist = None
+
 
 class SafePickler(pickle.Unpickler):
     """
@@ -25,6 +38,13 @@
     """
     def find_class(self, module, name):
 
+        # sk_whitelist could be read from tool
+        global sk_whitelist
+        if not sk_whitelist:
+            whitelist_file = os.path.join(os.path.dirname(__file__), 'sk_whitelist.json')
+            with open(whitelist_file, 'r') as f:
+                sk_whitelist = json.load(f)
+
         bad_names = ('and', 'as', 'assert', 'break', 'class', 'continue',
                     'def', 'del', 'elif', 'else', 'except', 'exec',
                     'finally', 'for', 'from', 'global', 'if', 'import',
@@ -46,13 +66,14 @@
                 or  (   (   module.startswith('sklearn.')
                             or module.startswith('xgboost.')
                             or module.startswith('skrebate.')
+                            or module.startswith('imblearn')
                             or module.startswith('numpy.')
                             or module == 'numpy'
                         )
                         and (name not in bad_names)
                     ):
                 # TODO: replace with a whitelist checker
-                if fullname not in sk_whitelist['SK_NAMES'] + sk_whitelist['SKR_NAMES'] + sk_whitelist['XGB_NAMES'] + sk_whitelist['NUMPY_NAMES'] + good_names:
+                if fullname not in sk_whitelist['SK_NAMES'] + sk_whitelist['SKR_NAMES'] + sk_whitelist['XGB_NAMES'] + sk_whitelist['NUMPY_NAMES'] + sk_whitelist['IMBLEARN_NAMES'] + good_names:
                     print("Warning: global %s is not in pickler whitelist yet and will loss support soon. Contact tool author or leave a message at github.com" % fullname)
                 mod = sys.modules[module]
                 return getattr(mod, name)
@@ -83,44 +104,56 @@
         return y, data
     else:
         return y
-    return y
 
 
 ## generate an instance for one of sklearn.feature_selection classes
 def feature_selector(inputs):
-    selector = inputs["selected_algorithm"]
+    selector = inputs['selected_algorithm']
     selector = getattr(sklearn.feature_selection, selector)
-    options = inputs["options"]
+    options = inputs['options']
 
     if inputs['selected_algorithm'] == 'SelectFromModel':
         if not options['threshold'] or options['threshold'] == 'None':
             options['threshold'] = None
+        else:
+            try:
+                options['threshold'] = float(options['threshold'])
+            except ValueError:
+                pass
         if inputs['model_inputter']['input_mode'] == 'prefitted':
             model_file = inputs['model_inputter']['fitted_estimator']
             with open(model_file, 'rb') as model_handler:
                 fitted_estimator = load_model(model_handler)
             new_selector = selector(fitted_estimator, prefit=True, **options)
         else:
-            estimator_json = inputs['model_inputter']["estimator_selector"]
+            estimator_json = inputs['model_inputter']['estimator_selector']
             estimator = get_estimator(estimator_json)
             new_selector = selector(estimator, **options)
 
     elif inputs['selected_algorithm'] == 'RFE':
-        estimator = get_estimator(inputs["estimator_selector"])
+        estimator = get_estimator(inputs['estimator_selector'])
+        step = options.get('step', None)
+        if step and step >= 1.0:
+            options['step'] = int(step)
         new_selector = selector(estimator, **options)
 
     elif inputs['selected_algorithm'] == 'RFECV':
         options['scoring'] = get_scoring(options['scoring'])
         options['n_jobs'] = N_JOBS
-        options['cv'] = get_cv(options['cv'].strip())
-        estimator = get_estimator(inputs["estimator_selector"])
+        splitter, groups = get_cv(options.pop('cv_selector'))
+        # TODO support group cv splitters
+        options['cv'] = splitter
+        step = options.get('step', None)
+        if step and step >= 1.0:
+            options['step'] = int(step)
+        estimator = get_estimator(inputs['estimator_selector'])
         new_selector = selector(estimator, **options)
 
-    elif inputs['selected_algorithm'] == "VarianceThreshold":
+    elif inputs['selected_algorithm'] == 'VarianceThreshold':
         new_selector = selector(**options)
 
     else:
-        score_func = inputs["score_func"]
+        score_func = inputs['score_func']
         score_func = getattr(sklearn.feature_selection, score_func)
         new_selector = selector(score_func, **options)
 
@@ -128,12 +161,12 @@
 
 
 def get_X_y(params, file1, file2):
-    input_type = params["selected_tasks"]["selected_algorithms"]["input_options"]["selected_input"]
-    if input_type == "tabular":
-        header = 'infer' if params["selected_tasks"]["selected_algorithms"]["input_options"]["header1"] else None
-        column_option = params["selected_tasks"]["selected_algorithms"]["input_options"]["column_selector_options_1"]["selected_column_selector_option"]
-        if column_option in ["by_index_number", "all_but_by_index_number", "by_header_name", "all_but_by_header_name"]:
-            c = params["selected_tasks"]["selected_algorithms"]["input_options"]["column_selector_options_1"]["col1"]
+    input_type = params['selected_tasks']['selected_algorithms']['input_options']['selected_input']
+    if input_type == 'tabular':
+        header = 'infer' if params['selected_tasks']['selected_algorithms']['input_options']['header1'] else None
+        column_option = params['selected_tasks']['selected_algorithms']['input_options']['column_selector_options_1']['selected_column_selector_option']
+        if column_option in ['by_index_number', 'all_but_by_index_number', 'by_header_name', 'all_but_by_header_name']:
+            c = params['selected_tasks']['selected_algorithms']['input_options']['column_selector_options_1']['col1']
         else:
             c = None
         X = read_columns(
@@ -147,10 +180,10 @@
     else:
         X = mmread(file1)
 
-    header = 'infer' if params["selected_tasks"]["selected_algorithms"]["input_options"]["header2"] else None
-    column_option = params["selected_tasks"]["selected_algorithms"]["input_options"]["column_selector_options_2"]["selected_column_selector_option2"]
-    if column_option in ["by_index_number", "all_but_by_index_number", "by_header_name", "all_but_by_header_name"]:
-        c = params["selected_tasks"]["selected_algorithms"]["input_options"]["column_selector_options_2"]["col2"]
+    header = 'infer' if params['selected_tasks']['selected_algorithms']['input_options']['header2'] else None
+    column_option = params['selected_tasks']['selected_algorithms']['input_options']['column_selector_options_2']['selected_column_selector_option2']
+    if column_option in ['by_index_number', 'all_but_by_index_number', 'by_header_name', 'all_but_by_header_name']:
+        c = params['selected_tasks']['selected_algorithms']['input_options']['column_selector_options_2']['col2']
     else:
         c = None
     y = read_columns(
@@ -167,7 +200,7 @@
 
 class SafeEval(Interpreter):
 
-    def __init__(self, load_scipy=False, load_numpy=False):
+    def __init__(self, load_scipy=False, load_numpy=False, load_estimators=False):
 
         # File opening and other unneeded functions could be dropped
         unwanted = ['open', 'type', 'dir', 'id', 'str', 'repr']
@@ -199,6 +232,30 @@
             for f in from_numpy_random:
                 syms['np_random_' + f] = getattr(np.random, f)
 
+        if load_estimators:
+            estimator_table = {
+                'sklearn_svm' : getattr(sklearn, 'svm'),
+                'sklearn_tree' : getattr(sklearn, 'tree'),
+                'sklearn_ensemble' : getattr(sklearn, 'ensemble'),
+                'sklearn_neighbors' : getattr(sklearn, 'neighbors'),
+                'sklearn_naive_bayes' : getattr(sklearn, 'naive_bayes'),
+                'sklearn_linear_model' : getattr(sklearn, 'linear_model'),
+                'sklearn_cluster' : getattr(sklearn, 'cluster'),
+                'sklearn_decomposition' : getattr(sklearn, 'decomposition'),
+                'sklearn_preprocessing' : getattr(sklearn, 'preprocessing'),
+                'sklearn_feature_selection' : getattr(sklearn, 'feature_selection'),
+                'sklearn_kernel_approximation' : getattr(sklearn, 'kernel_approximation'),
+                'skrebate_ReliefF': getattr(skrebate, 'ReliefF'),
+                'skrebate_SURF': getattr(skrebate, 'SURF'),
+                'skrebate_SURFstar': getattr(skrebate, 'SURFstar'),
+                'skrebate_MultiSURF': getattr(skrebate, 'MultiSURF'),
+                'skrebate_MultiSURFstar': getattr(skrebate, 'MultiSURFstar'),
+                'skrebate_TuRF': getattr(skrebate, 'TuRF'),
+                'xgboost_XGBClassifier' : getattr(xgboost, 'XGBClassifier'),
+                'xgboost_XGBRegressor' : getattr(xgboost, 'XGBRegressor')
+            }
+            syms.update(estimator_table)
+
         for key in unwanted:
             syms.pop(key, None)
 
@@ -209,33 +266,20 @@
                                         no_raise=True, no_print=True)
 
 
-def get_search_params(params_builder):
-    search_params = {}
-    safe_eval = SafeEval(load_scipy=True, load_numpy=True)
-
-    for p in params_builder['param_set']:
-        search_p = p['search_param_selector']['search_p']
-        if search_p.strip() == '':
-            continue
-        param_type = p['search_param_selector']['selected_param_type']
-
-        lst = search_p.split(":")
-        assert (len(lst) == 2), "Error, make sure there is one and only one colon in search parameter input."
-        literal = lst[1].strip()
-        ev = safe_eval(literal)
-        if param_type == "final_estimator_p":
-            search_params["estimator__" + lst[0].strip()] = ev
-        else:
-            search_params["preprocessing_" + param_type[5:6] + "__" + lst[0].strip()] = ev
-
-    return search_params
-
 
 def get_estimator(estimator_json):
+
     estimator_module = estimator_json['selected_module']
+
+    if estimator_module == 'customer_estimator':
+        c_estimator = estimator_json['c_estimator']
+        with open(c_estimator, 'rb') as model_handler:
+            new_model = load_model(model_handler)
+        return new_model
+
     estimator_cls = estimator_json['selected_estimator']
 
-    if estimator_module == "xgboost":
+    if estimator_module == 'xgboost':
         cls = getattr(xgboost, estimator_cls)
     else:
         module = getattr(sklearn, estimator_module)
@@ -244,7 +288,7 @@
     estimator = cls()
 
     estimator_params = estimator_json['text_params'].strip()
-    if estimator_params != "":
+    if estimator_params != '':
         try:
             params = safe_eval('dict(' + estimator_params + ')')
         except ValueError:
@@ -256,32 +300,68 @@
     return estimator
 
 
-def get_cv(literal):
-    safe_eval = SafeEval()
-    if literal == "":
-        return None
-    if literal.isdigit():
-        return int(literal)
-    m = re.match(r'^(?P<method>\w+)\((?P<args>.*)\)$', literal)
-    if m:
-        my_class = getattr(model_selection, m.group('method'))
-        args = safe_eval('dict('+ m.group('args') + ')')
-        return my_class(**args)
-    sys.exit("Unsupported CV input: %s" % literal)
+def get_cv(cv_json):
+    """
+    cv_json:
+            e.g.:
+            {
+                'selected_cv': 'StratifiedKFold',
+                'n_splits': 3,
+                'shuffle': True,
+                'random_state': 0
+            }
+    """
+    cv = cv_json.pop('selected_cv')
+    if cv == 'default':
+        return cv_json['n_splits'], None
+
+    groups = cv_json.pop('groups', None)
+    if groups:
+        groups = groups.strip()
+        if groups != '':
+            if groups.startswith('__ob__'):
+                groups = groups[6:]
+            if groups.endswith('__cb__'):
+                groups = groups[:-6]
+            groups = [int(x.strip()) for x in groups.split(',')]
+
+    for k, v in cv_json.items():
+        if v == '':
+            cv_json[k] = None
+
+    test_fold = cv_json.get('test_fold', None)
+    if test_fold:
+        if test_fold.startswith('__ob__'):
+            test_fold = test_fold[6:]
+        if test_fold.endswith('__cb__'):
+            test_fold = test_fold[:-6]
+        cv_json['test_fold'] = [int(x.strip()) for x in test_fold.split(',')]
+
+    test_size = cv_json.get('test_size', None)
+    if test_size and test_size > 1.0:
+        cv_json['test_size'] = int(test_size)
+
+    cv_class = getattr(model_selection, cv)
+    splitter = cv_class(**cv_json)
+
+    return splitter, groups
+
+
+# needed when sklearn < v0.20
+def balanced_accuracy_score(y_true, y_pred):
+    C = metrics.confusion_matrix(y_true, y_pred)
+    with np.errstate(divide='ignore', invalid='ignore'):
+        per_class = np.diag(C) / C.sum(axis=1)
+    if np.any(np.isnan(per_class)):
+        warnings.warn('y_pred contains classes not in y_true')
+        per_class = per_class[~np.isnan(per_class)]
+    score = np.mean(per_class)
+    return score
 
 
 def get_scoring(scoring_json):
-    def balanced_accuracy_score(y_true, y_pred):
-        C = metrics.confusion_matrix(y_true, y_pred)
-        with np.errstate(divide='ignore', invalid='ignore'):
-            per_class = np.diag(C) / C.sum(axis=1)
-        if np.any(np.isnan(per_class)):
-            warnings.warn('y_pred contains classes not in y_true')
-            per_class = per_class[~np.isnan(per_class)]
-        score = np.mean(per_class)
-        return score
 
-    if scoring_json['primary_scoring'] == "default":
+    if scoring_json['primary_scoring'] == 'default':
         return None
 
     my_scorers = metrics.SCORERS