Mercurial > repos > bgruening > sklearn_svm_classifier

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planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
author bgruening
date Thu, 23 Aug 2018 16:14:13 -0400
parents 297541cc26d0
children 1c5989b930e3
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7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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1 <macros>
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2 <token name="@VERSION@">0.9</token>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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4 <xml name="python_requirements">
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5 <requirements>
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6 <requirement type="package" version="2.7">python</requirement>
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7 <requirement type="package" version="0.19.1">scikit-learn</requirement>
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8 <requirement type="package" version="0.22.0">pandas</requirement>
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9 <requirement type="package" version="0.72.1">xgboost</requirement>
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297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
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10 <requirement type="package" version="0.9.12">asteval</requirement>
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11 <yield />
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12 </requirements>
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13 </xml>
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7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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15 <xml name="macro_stdio">
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16 <stdio>
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17 <exit_code range="1:" level="fatal" description="Error occurred. Please check Tool Standard Error"/>
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18 </stdio>
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19 </xml>
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22 <!--Generic interface-->
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24 <xml name="sl_Conditional" token_train="tabular" token_data="tabular" token_model="txt">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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25 <conditional name="selected_tasks">
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26 <param name="selected_task" type="select" label="Select a Classification Task">
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27 <option value="train" selected="true">Train a model</option>
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28 <option value="load">Load a model and predict</option>
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29 </param>
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30 <when value="load">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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31 <param name="infile_model" type="data" format="@MODEL@" label="Models" help="Select a model file."/>
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32 <param name="infile_data" type="data" format="@DATA@" label="Data (tabular)" help="Select the dataset you want to classify."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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33 <param name="header" type="boolean" optional="True" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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34 <conditional name="prediction_options">
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35 <param name="prediction_option" type="select" label="Select the type of prediction">
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36 <option value="predict">Predict class labels</option>
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37 <option value="advanced">Include advanced options</option>
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38 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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39 <when value="predict">
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40 </when>
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41 <when value="advanced">
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42 </when>
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43 </conditional>
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44 </when>
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45 <when value="train">
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46 <conditional name="selected_algorithms">
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47 <yield />
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48 </conditional>
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49 </when>
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50 </conditional>
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51 </xml>
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52
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53 <xml name="advanced_section">
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54 <section name="options" title="Advanced Options" expanded="False">
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55 <yield />
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56 </section>
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57 </xml>
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58
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59
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60 <!--Generalized Linear Models-->
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61 <xml name="loss" token_help=" " token_select="false">
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62 <param argument="loss" type="select" label="Loss function" help="@HELP@">
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63 <option value="squared_loss" selected="@SELECT@">squared loss</option>
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64 <option value="huber">huber</option>
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65 <option value="epsilon_insensitive">epsilon insensitive</option>
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66 <option value="squared_epsilon_insensitive">squared epsilon insensitive</option>
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67 <yield/>
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68 </param>
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69 </xml>
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70
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71 <xml name="penalty" token_help=" ">
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72 <param argument="penalty" type="select" label="Penalty (regularization term)" help="@HELP@">
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73 <option value="l2" selected="true">l2</option>
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74 <option value="l1">l1</option>
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75 <option value="elasticnet">elastic net</option>
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76 <option value="none">none</option>
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77 <yield/>
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78 </param>
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79 </xml>
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80
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81 <xml name="l1_ratio" token_default_value="0.15" token_help=" ">
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82 <param argument="l1_ratio" type="float" value="@DEFAULT_VALUE@" label="Elastic Net mixing parameter" help="@HELP@"/>
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83 </xml>
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84
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85 <xml name="epsilon" token_default_value="0.1" token_help="Used if loss is ‘huber’, ‘epsilon_insensitive’, or ‘squared_epsilon_insensitive’. ">
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86 <param argument="epsilon" type="float" value="@DEFAULT_VALUE@" label="Epsilon (epsilon-sensitive loss functions only)" help="@HELP@"/>
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87 </xml>
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88
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89 <xml name="learning_rate_s" token_help=" " token_selected1="false" token_selected2="false">
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90 <param argument="learning_rate" type="select" optional="true" label="Learning rate schedule" help="@HELP@">
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91 <option value="optimal" selected="@SELECTED1@">optimal</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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92 <option value="constant">constant</option>
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93 <option value="invscaling" selected="@SELECTED2@">inverse scaling</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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94 <yield/>
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95 </param>
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96 </xml>
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97
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98 <xml name="eta0" token_default_value="0.0" token_help="Used with ‘constant’ or ‘invscaling’ schedules. ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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99 <param argument="eta0" type="float" value="@DEFAULT_VALUE@" label="Initial learning rate" help="@HELP@"/>
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100 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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101
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102 <xml name="power_t" token_default_value="0.5" token_help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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103 <param argument="power_t" type="float" value="@DEFAULT_VALUE@" label="Exponent for inverse scaling learning rate" help="@HELP@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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104 </xml>
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105
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106 <xml name="normalize" token_checked="false" token_help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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107 <param argument="normalize" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="Normalize samples before training" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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108 </xml>
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109
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110 <xml name="copy_X" token_checked="true" token_help=" ">
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111 <param argument="copy_X" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="Use a copy of samples" help="If false, samples would be overwritten. "/>
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112 </xml>
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113
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114 <xml name="ridge_params">
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115 <expand macro="normalize"/>
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116 <expand macro="alpha" default_value="1.0"/>
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117 <expand macro="fit_intercept"/>
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118 <expand macro="max_iter" default_value=""/>
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119 <expand macro="tol" default_value="0.001" help_text="Precision of the solution. "/>
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120 <!--class_weight-->
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121 <expand macro="copy_X"/>
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122 <param argument="solver" type="select" value="" label="Solver to use in the computational routines" help=" ">
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123 <option value="auto" selected="true">auto</option>
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124 <option value="svd">svd</option>
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125 <option value="cholesky">cholesky</option>
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126 <option value="lsqr">lsqr</option>
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127 <option value="sparse_cg">sparse_cg</option>
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128 <option value="sag">sag</option>
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129 </param>
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130 <expand macro="random_state"/>
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131 </xml>
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132
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133 <!--Ensemble methods-->
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134 <xml name="n_estimators" token_default_value="10" token_help=" ">
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135 <param argument="n_estimators" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Number of trees in the forest" help="@HELP@"/>
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136 </xml>
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137
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138 <xml name="max_depth" token_default_value="" token_help=" ">
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139 <param argument="max_depth" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Maximum depth of the tree" help="@HELP@"/>
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140 </xml>
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141
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142 <xml name="min_samples_split" token_type="integer" token_default_value="2" token_help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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143 <param argument="min_samples_split" type="@TYPE@" optional="true" value="@DEFAULT_VALUE@" label="Minimum number of samples required to split an internal node" help="@HELP@"/>
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144 </xml>
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145
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146 <xml name="min_samples_leaf" token_type="integer" token_default_value="1" token_label="Minimum number of samples in newly created leaves" token_help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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147 <param argument="min_samples_leaf" type="@TYPE@" optional="true" value="@DEFAULT_VALUE@" label="@LABEL@" help="@HELP@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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148 </xml>
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149
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150 <xml name="min_weight_fraction_leaf" token_default_value="0.0" token_help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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151 <param argument="min_weight_fraction_leaf" type="float" optional="true" value="@DEFAULT_VALUE@" label="Minimum weighted fraction of the input samples required to be at a leaf node" help="@HELP@"/>
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152 </xml>
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153
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154 <xml name="max_leaf_nodes" token_default_value="" token_help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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155 <param argument="max_leaf_nodes" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Maximum number of leaf nodes in best-first method" help="@HELP@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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156 </xml>
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157
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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158 <xml name="min_impurity_decrease" token_default_value="0" token_help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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159 <param argument="min_impurity_decrease" type="float" value="@DEFAULT_VALUE@" optional="true" label="The threshold value of impurity for stopping node splitting" help="@HELP@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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160 </xml>
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161
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162 <xml name="bootstrap" token_checked="true" token_help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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163 <param argument="bootstrap" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="@CHECKED@" label="Use bootstrap samples for building trees." help="@HELP@"/>
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164 </xml>
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165
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166 <xml name="criterion" token_help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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167 <param argument="criterion" type="select" label="Function to measure the quality of a split" help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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168 <option value="gini" selected="true">Gini impurity</option>
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169 <option value="entropy">Information gain</option>
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170 <yield/>
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171 </param>
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172 </xml>
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173
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174 <xml name="criterion2" token_help="">
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175 <param argument="criterion" type="select" label="Function to measure the quality of a split" >
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176 <option value="mse">mse - mean squared error</option>
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177 <option value="mae">mae - mean absolute error</option>
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178 <yield/>
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179 </param>
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180 </xml>
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181
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182 <xml name="oob_score" token_checked="false" token_help=" ">
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183 <param argument="oob_score" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="Use out-of-bag samples to estimate the generalization error" help="@HELP@"/>
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184 </xml>
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185
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186 <xml name="max_features">
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187 <conditional name="select_max_features">
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188 <param argument="max_features" type="select" label="max_features">
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189 <option value="auto" selected="true">auto - max_features=n_features</option>
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190 <option value="sqrt">sqrt - max_features=sqrt(n_features)</option>
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191 <option value="log2">log2 - max_features=log2(n_features)</option>
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192 <option value="number_input">I want to type the number in or input None type</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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193 </param>
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194 <when value="auto">
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195 </when>
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196 <when value="sqrt">
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197 </when>
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198 <when value="log2">
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199 </when>
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200 <when value="number_input">
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201 <param name="num_max_features" type="float" value="" optional="true" label="Input max_features number:" help="If int, consider the number of features at each split; If float, then max_features is a percentage and int(max_features * n_features) features are considered at each split."/>
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202 </when>
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203 </conditional>
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204 </xml>
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205
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206 <xml name="verbose" token_default_value="0" token_help="If 1 then it prints progress and performance once in a while. If greater than 1 then it prints progress and performance for every tree.">
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207 <param argument="verbose" type="integer" value="@DEFAULT_VALUE@" optional="true" label="Enable verbose output" help="@HELP@"/>
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208 </xml>
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209
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210 <xml name="learning_rate" token_default_value="1.0" token_help=" ">
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211 <param argument="learning_rate" type="float" optional="true" value="@DEFAULT_VALUE@" label="Learning rate" help="@HELP@"/>
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212 </xml>
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213
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214 <xml name="subsample" token_help=" ">
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215 <param argument="subsample" type="float" value="1.0" optional="true" label="The fraction of samples to be used for fitting the individual base learners" help="@HELP@"/>
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216 </xml>
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217
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218 <xml name="presort">
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219 <param argument="presort" type="select" label="Whether to presort the data to speed up the finding of best splits in fitting" >
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220 <option value="auto" selected="true">auto</option>
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221 <option value="true">true</option>
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222 <option value="false">false</option>
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223 </param>
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224 </xml>
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225
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226 <!--Parameters-->
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227 <xml name="tol" token_default_value="0.0" token_help_text="Early stopping heuristics based on the relative center changes. Set to default (0.0) to disable this convergence detection.">
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228 <param argument="tol" type="float" optional="true" value="@DEFAULT_VALUE@" label="Tolerance" help="@HELP_TEXT@"/>
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229 </xml>
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230
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231 <xml name="n_clusters" token_default_value="8">
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232 <param argument="n_clusters" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Number of clusters" help=" "/>
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233 </xml>
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234
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235 <xml name="fit_intercept" token_checked="true">
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236 <param argument="fit_intercept" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="Estimate the intercept" help="If false, the data is assumed to be already centered."/>
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237 </xml>
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238
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239 <xml name="n_iter" token_default_value="5" token_help_text="The number of passes over the training data (aka epochs). ">
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240 <param argument="n_iter" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Number of iterations" help="@HELP_TEXT@"/>
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241 </xml>
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242
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243 <xml name="shuffle" token_checked="true" token_help_text=" " token_label="Shuffle data after each iteration">
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244 <param argument="shuffle" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="@LABEL@" help="@HELP_TEXT@"/>
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245 </xml>
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246
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247 <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.">
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248 <param argument="random_state" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Random seed number" help="@HELP_TEXT@"/>
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249 </xml>
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250
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251 <xml name="warm_start" token_checked="true" token_help_text="When set to True, reuse the solution of the previous call to fit as initialization,otherwise, just erase the previous solution.">
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252 <param argument="warm_start" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="Perform warm start" help="@HELP_TEXT@"/>
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253 </xml>
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254
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255 <xml name="C" token_default_value="1.0" token_help_text="Penalty parameter C of the error term.">
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256 <param argument="C" type="float" optional="true" value="@DEFAULT_VALUE@" label="Penalty parameter" help="@HELP_TEXT@"/>
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257 </xml>
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258
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259 <!--xml name="class_weight" token_default_value="" token_help_text="">
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260 <param argument="class_weight" type="" optional="true" value="@DEFAULT_VALUE@" label="" help="@HELP_TEXT@"/>
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261 </xml-->
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262
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263 <xml name="alpha" token_default_value="0.0001" token_help_text="Constant that multiplies the regularization term if regularization is used. ">
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264 <param argument="alpha" type="float" optional="true" value="@DEFAULT_VALUE@" label="Regularization coefficient" help="@HELP_TEXT@"/>
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265 </xml>
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266
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267 <xml name="n_samples" token_default_value="100" token_help_text="The total number of points equally divided among clusters.">
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268 <param argument="n_samples" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Number of samples" help="@HELP_TEXT@"/>
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269 </xml>
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270
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271 <xml name="n_features" token_default_value="2" token_help_text="Number of different numerical properties produced for each sample.">
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272 <param argument="n_features" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Number of features" help="@HELP_TEXT@"/>
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273 </xml>
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274
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275 <xml name="noise" token_default_value="0.0" token_help_text="Floating point number. ">
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276 <param argument="noise" type="float" optional="true" value="@DEFAULT_VALUE@" label="Standard deviation of the Gaussian noise added to the data" help="@HELP_TEXT@"/>
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277 </xml>
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278
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279 <xml name="C" token_default_value="1.0" token_help_text="Penalty parameter C of the error term. ">
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280 <param argument="C" type="float" optional="true" value="@DEFAULT_VALUE@" label="Penalty parameter" help="@HELP_TEXT@"/>
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281 </xml>
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282
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283 <xml name="max_iter" token_default_value="300" token_label="Maximum number of iterations per single run" token_help_text=" ">
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284 <param argument="max_iter" type="integer" optional="true" value="@DEFAULT_VALUE@" label="@LABEL@" help="@HELP_TEXT@"/>
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285 </xml>
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286
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287 <xml name="n_init" token_default_value="10" >
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288 <param argument="n_init" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Number of runs with different centroid seeds" help=" "/>
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289 </xml>
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290
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291 <xml name="init">
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292 <param argument="init" type="select" label="Centroid initialization method" help="''k-means++'' selects initial cluster centers that speed up convergence. ''random'' chooses k observations (rows) at random from data as initial centroids.">
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293 <option value="k-means++">k-means++</option>
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294 <option value="random">random</option>
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295 </param>
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296 </xml>
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297
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298 <xml name="gamma" token_default_value="1.0" token_label="Scaling parameter" token_help_text=" ">
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299 <param argument="gamma" type="float" optional="true" value="@DEFAULT_VALUE@" label="@LABEL@" help="@HELP_TEXT@"/>
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300 </xml>
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301
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302 <xml name="degree" token_default_value="3" token_label="Degree of the polynomial" token_help_text=" ">
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303 <param argument="degree" type="integer" optional="true" value="@DEFAULT_VALUE@" label="@LABEL@" help="@HELP_TEXT@"/>
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304 </xml>
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305
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306 <xml name="coef0" token_default_value="1" token_label="Zero coefficient" token_help_text=" ">
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307 <param argument="coef0" type="integer" optional="true" value="@DEFAULT_VALUE@" label="@LABEL@" help="@HELP_TEXT@"/>
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308 </xml>
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309
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310 <xml name="pos_label" token_default_value="">
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311 <param argument="pos_label" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Label of the positive class" help=" "/>
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312 </xml>
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313
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314 <xml name="average">
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315 <param argument="average" type="select" optional="true" label="Averaging type" help=" ">
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316 <option value="micro">Calculate metrics globally by counting the total true positives, false negatives and false positives. (micro)</option>
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317 <option value="samples">Calculate metrics for each instance, and find their average. Only meaningful for multilabel. (samples)</option>
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318 <option value="macro">Calculate metrics for each label, and find their unweighted mean. This does not take label imbalance into account. (macro)</option>
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319 <option value="weighted">Calculate metrics for each label, and find their average, weighted by support (the number of true instances for each label). This alters ‘macro’ to account for label imbalance; it can result in an F-score that is not between precision and recall. (weighted)</option>
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320 <option value="None">None</option>
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321 <yield/>
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322 </param>
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323 </xml>
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324
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325 <xml name="beta">
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326 <param argument="beta" type="float" value="1.0" label="The strength of recall versus precision in the F-score" help=" "/>
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327 </xml>
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328
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329
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330 <!--Data interface-->
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331
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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332 <xml name="samples_tabular" token_multiple1="false" token_multiple2="false">
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333 <param name="infile1" type="data" format="tabular" label="Training samples dataset:"/>
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334 <param name="header1" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" />
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335 <conditional name="column_selector_options_1">
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336 <expand macro="samples_column_selector_options" multiple="@MULTIPLE1@"/>
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337 </conditional>
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338 <param name="infile2" type="data" format="tabular" label="Dataset containing class labels or target values:"/>
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339 <param name="header2" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" />
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340 <conditional name="column_selector_options_2">
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341 <expand macro="samples_column_selector_options" column_option="selected_column_selector_option2" col_name="col2" multiple="@MULTIPLE2@" infile="infile2"/>
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342 </conditional>
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343 <yield/>
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344 </xml>
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345
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346 <xml name="samples_column_selector_options" token_column_option="selected_column_selector_option" token_col_name="col1" token_multiple="False" token_infile="infile1">
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347 <param name="@COLUMN_OPTION@" type="select" label="Choose how to select data by column:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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348 <option value="by_index_number" selected="true">Select columns by column index number(s)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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349 <option value="by_header_name">Select columns by column header name(s)</option>
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350 <option value="all_but_by_index_number">All columns but by column index number(s)</option>
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351 <option value="all_but_by_header_name">All columns but by column header name(s)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
352 <option value="all_columns">All columns</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
353 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
354 <when value="by_index_number">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
355 <param name="@COL_NAME@" multiple="@MULTIPLE@" type="data_column" data_ref="@INFILE@" label="Select target column(s):"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
356 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
357 <when value="by_header_name">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
358 <param name="@COL_NAME@" type="text" value="" label="Type header name(s):" help="Comma-separated string. For example: target1,target2"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
359 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
360 <when value="all_but_by_index_number">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
361 <param name="@COL_NAME@" multiple="@MULTIPLE@" type="data_column" data_ref="@INFILE@" label="Select target column(s):"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
362 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
363 <when value="all_but_by_header_name">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
364 <param name="@COL_NAME@" type="text" value="" label="Type header name(s):" help="Comma-separated string. For example: target1,target2"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
365 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
366 <when value="all_columns">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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367 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
368 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
369
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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370 <xml name="clf_inputs_extended" token_label1=" " token_label2=" " token_multiple="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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371 <conditional name="true_columns">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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372 <param name="selected_input1" type="select" label="Select the input type of true labels dataset:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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373 <option value="tabular" selected="true">Tabular</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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374 <option value="sparse">Sparse</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
375 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
376 <when value="tabular">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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377 <param name="infile1" type="data" label="@LABEL1@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
378 <param name="col1" type="data_column" data_ref="infile1" label="Select the target column:"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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379 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
380 <when value="sparse">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
381 <param name="infile1" type="data" format="txt" label="@LABEL1@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
382 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
383 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
384 <conditional name="predicted_columns">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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385 <param name="selected_input2" type="select" label="Select the input type of predicted labels dataset:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
386 <option value="tabular" selected="true">Tabular</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
387 <option value="sparse">Sparse</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
388 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
389 <when value="tabular">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
390 <param name="infile2" type="data" label="@LABEL2@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
391 <param name="col2" multiple="@MULTIPLE@" type="data_column" data_ref="infile2" label="Select target column(s):"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
392 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
393 <when value="sparse">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
394 <param name="infile2" type="data" format="txt" label="@LABEL1@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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395 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
396 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
397 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
398
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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diff changeset
399 <xml name="clf_inputs" token_label1="Dataset containing true labels (tabular):" token_label2="Dataset containing predicted values (tabular):" token_multiple1="False" token_multiple="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
400 <param name="infile1" type="data" format="tabular" label="@LABEL1@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
401 <param name="header1" type="boolean" optional="True" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
402 <conditional name="column_selector_options_1">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
403 <expand macro="samples_column_selector_options" multiple="@MULTIPLE1@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
404 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
405 <param name="infile2" type="data" format="tabular" label="@LABEL2@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
406 <param name="header2" type="boolean" optional="True" truevalue="booltrue" falsevalue="boolfalse" checked="False" label="Does the dataset contain header:" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
407 <conditional name="column_selector_options_2">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
408 <expand macro="samples_column_selector_options" column_option="selected_column_selector_option2" col_name="col2" multiple="@MULTIPLE@" infile="infile2"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
409 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
410 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
411
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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412 <xml name="multiple_input" token_name="input_files" token_max_num="10" token_format="txt" token_label="Sparse matrix file (.mtx, .txt)" token_help_text="Specify a sparse matrix file in .txt format.">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
413 <repeat name="@NAME@" min="1" max="@MAX_NUM@" title="Select input file(s):">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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414 <param name="input" type="data" format="@FORMAT@" label="@LABEL@" help="@HELP_TEXT@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
415 </repeat>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
416 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
417
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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418 <xml name="sparse_target" token_label1="Select a sparse matrix:" token_label2="Select the tabular containing true labels:" token_multiple="False" token_format1="txt" token_format2="tabular" token_help1="" token_help2="">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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419 <param name="infile1" type="data" format="@FORMAT1@" label="@LABEL1@" help="@HELP1@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
420 <param name="infile2" type="data" format="@FORMAT2@" label="@LABEL2@" help="@HELP2@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
421 <param name="col2" multiple="@MULTIPLE@" type="data_column" data_ref="infile2" label="Select target column(s):"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
422 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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diff changeset
423
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
424 <xml name="sl_mixed_input">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
425 <conditional name="input_options">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
426 <param name="selected_input" type="select" label="Select input type:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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427 <option value="tabular" selected="true">tabular data</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
428 <option value="sparse">sparse matrix</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
429 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
430 <when value="tabular">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
431 <expand macro="samples_tabular" multiple1="true"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
432 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
433 <when value="sparse">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
434 <expand macro="sparse_target"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
435 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
436 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
437 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
438
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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diff changeset
439 <!--Advanced options-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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440 <xml name="nn_advanced_options">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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441 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
442 <yield/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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443 <param argument="weights" type="select" label="Weight function" help="Used in prediction.">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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444 <option value="uniform" selected="true">Uniform weights. All points in each neighborhood are weighted equally. (Uniform)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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445 <option value="distance">Weight points by the inverse of their distance. (Distance)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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446 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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447 <param argument="algorithm" type="select" label="Neighbor selection algorithm" help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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448 <option value="auto" selected="true">Auto</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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449 <option value="ball_tree">BallTree</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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450 <option value="kd_tree">KDTree</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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451 <option value="brute">Brute-force</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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452 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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453 <param argument="leaf_size" type="integer" value="30" label="Leaf size" help="Used with BallTree and KDTree. Affects the time and memory usage of the constructed tree."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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454 <!--param name="metric"-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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455 <!--param name="p"-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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456 <!--param name="metric_params"-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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457 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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458 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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459
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
460 <xml name="svc_advanced_options">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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461 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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462 <yield/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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463 <param argument="kernel" type="select" optional="true" label="Kernel type" help="Kernel type to be used in the algorithm. If none is given, ‘rbf’ will be used.">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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464 <option value="rbf" selected="true">rbf</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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465 <option value="linear">linear</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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466 <option value="poly">poly</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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467 <option value="sigmoid">sigmoid</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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468 <option value="precomputed">precomputed</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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469 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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470 <param argument="degree" type="integer" optional="true" value="3" label="Degree of the polynomial (polynomial kernel only)" help="Ignored by other kernels. dafault : 3 "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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471 <!--TODO: param argument="gamma" float, optional (default=’auto’) -->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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472 <param argument="coef0" type="float" optional="true" value="0.0" label="Zero coefficient (polynomial and sigmoid kernels only)"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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473 help="Independent term in kernel function. dafault: 0.0 "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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474 <param argument="shrinking" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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475 label="Use the shrinking heuristic" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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476 <param argument="probability" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="false"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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477 label="Enable probability estimates. " help="This must be enabled prior to calling fit, and will slow down that method."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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478 <!-- param argument="cache_size"-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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479 <!--expand macro="class_weight"/-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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480 <expand macro="tol" default_value="0.001" help_text="Tolerance for stopping criterion. "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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481 <expand macro="max_iter" default_value="-1" label="Solver maximum number of iterations" help_text="Hard limit on iterations within solver, or -1 for no limit."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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482 <!--param argument="decision_function_shape"-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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483 <expand macro="random_state" help_text="Integer number. The seed of the pseudo random number generator to use when shuffling the data for probability estimation. A fixed seed allows reproducible results."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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484 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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485 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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486
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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487 <xml name="spectral_clustering_advanced_options">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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488 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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489 <expand macro="n_clusters"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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490 <param argument="eigen_solver" type="select" value="" label="Eigen solver" help="The eigenvalue decomposition strategy to use.">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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491 <option value="arpack" selected="true">arpack</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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492 <option value="lobpcg">lobpcg</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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493 <option value="amg">amg</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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494 <!--None-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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495 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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496 <expand macro="random_state"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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497 <expand macro="n_init"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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498 <param argument="gamma" type="float" optional="true" value="1.0" label="Kernel scaling factor" help="Scaling factor of RBF, polynomial, exponential chi^2 and sigmoid affinity kernel. Ignored for affinity=''nearest_neighbors''."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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499 <param argument="affinity" type="select" label="Affinity" help="Affinity kernel to use. ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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500 <option value="rbf" selected="true">RBF</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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501 <option value="precomputed">precomputed</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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502 <option value="nearest_neighbors">Nearset neighbors</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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503 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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504 <param argument="n_neighbors" type="integer" optional="true" value="10" label="Number of neighbors" help="Number of neighbors to use when constructing the affinity matrix using the nearest neighbors method. Ignored for affinity=''rbf''"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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505 <!--param argument="eigen_tol"-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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506 <param argument="assign_labels" type="select" label="Assign labels" help="The strategy to use to assign labels in the embedding space.">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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507 <option value="kmeans" selected="true">kmeans</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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508 <option value="discretize">discretize</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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509 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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510 <param argument="degree" type="integer" optional="true" value="3"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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511 label="Degree of the polynomial (polynomial kernel only)" help="Ignored by other kernels. dafault : 3 "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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512 <param argument="coef0" type="integer" optional="true" value="1"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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513 label="Zero coefficient (polynomial and sigmoid kernels only)" help="Ignored by other kernels. dafault : 1 "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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514 <!--param argument="kernel_params"-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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515 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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516 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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517
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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518 <xml name="minibatch_kmeans_advanced_options">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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519 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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520 <expand macro="n_clusters"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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521 <expand macro="init"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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522 <expand macro="n_init" default_value="3"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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523 <expand macro="max_iter" default_value="100"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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524 <expand macro="tol" help_text="Early stopping heuristics based on normalized center change. To disable set to 0.0 ."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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525 <expand macro="random_state"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
526 <param argument="batch_size" type="integer" optional="true" value="100" label="Batch size" help="Size of the mini batches."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
527 <!--param argument="compute_labels"-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
528 <param argument="max_no_improvement" type="integer" optional="true" value="10" label="Maximum number of improvement attempts" help="
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
529 Convergence detection based on inertia (the consecutive number of mini batches that doe not yield an improvement on the smoothed inertia).
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
530 To disable, set max_no_improvement to None. "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
531 <param argument="init_size" type="integer" optional="true" value="" label="Number of random initialization samples" help="Number of samples to randomly sample for speeding up the initialization . ( default: 3 * batch_size )"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
532 <param argument="reassignment_ratio" type="float" optional="true" value="0.01" label="Re-assignment ratio" help="Controls the fraction of the maximum number of counts for a center to be reassigned. Higher values yield better clustering results."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
533 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
534 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
535
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
536 <xml name="kmeans_advanced_options">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
537 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
538 <expand macro="n_clusters"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
539 <expand macro="init"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
540 <expand macro="n_init"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
541 <expand macro="max_iter"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
542 <expand macro="tol" default_value="0.0001" help_text="Relative tolerance with regards to inertia to declare convergence."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
543 <!--param argument="precompute_distances"/-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
544 <expand macro="random_state"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
545 <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."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
546 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
547 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
548
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
549 <xml name="birch_advanced_options">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
550 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
551 <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."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
552 <param argument="branching_factor" type="integer" optional="true" value="50" label="Maximum number of subclusters per branch" help="Maximum number of CF subclusters in each node."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
553 <expand macro="n_clusters" default_value="3"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
554 <!--param argument="compute_labels"/-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
555 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
556 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
557
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
558 <xml name="dbscan_advanced_options">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
559 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
560 <param argument="eps" type="float" optional="true" value="0.5" label="Maximum neighborhood distance" help="The maximum distance between two samples for them to be considered as in the same neighborhood."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
561 <param argument="min_samples" type="integer" optional="true" value="5" label="Minimal core point density" help="The number of samples (or total weight) in a neighborhood for a point (including the point itself) to be considered as a core point."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
562 <param argument="metric" type="text" optional="true" value="euclidean" label="Metric" help="The metric to use when calculating distance between instances in a feature array."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
563 <param argument="algorithm" type="select" label="Pointwise distance computation algorithm" help="The algorithm to be used by the NearestNeighbors module to compute pointwise distances and find nearest neighbors.">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
564 <option value="auto" selected="true">auto</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
565 <option value="ball_tree">ball_tree</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
566 <option value="kd_tree">kd_tree</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
567 <option value="brute">brute</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
568 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
569 <param argument="leaf_size" type="integer" optional="true" value="30" label="Leaf size" help="Leaf size passed to BallTree or cKDTree. Memory and time efficieny factor in tree constrution and querying."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
570 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
571 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
572
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
573 <xml name="clustering_algorithms_options">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
574 <conditional name="algorithm_options">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
575 <param name="selected_algorithm" type="select" label="Clustering Algorithm">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
576 <option value="KMeans" selected="true">KMeans</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
577 <option value="SpectralClustering">Spectral Clustering</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
578 <option value="MiniBatchKMeans">Mini Batch KMeans</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
579 <option value="DBSCAN">DBSCAN</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
580 <option value="Birch">Birch</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
581 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
582 <when value="KMeans">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
583 <expand macro="kmeans_advanced_options"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
584 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
585 <when value="DBSCAN">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
586 <expand macro="dbscan_advanced_options"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
587 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
588 <when value="Birch">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
589 <expand macro="birch_advanced_options"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
590 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
591 <when value="SpectralClustering">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
592 <expand macro="spectral_clustering_advanced_options"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
593 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
594 <when value="MiniBatchKMeans">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
595 <expand macro="minibatch_kmeans_advanced_options"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
596 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
597 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
598 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
599
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
600 <xml name="distance_metrics">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
601 <param argument="metric" type="select" label="Distance metric" help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
602 <option value="euclidean" selected="true">euclidean</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
603 <option value="cityblock">cityblock</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
604 <option value="cosine">cosine</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
605 <option value="l1">l1</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
606 <option value="l2">l2</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
607 <option value="manhattan">manhattan</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
608 <yield/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
609 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
610 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
611
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
612 <xml name="distance_nonsparse_metrics">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
613 <option value="braycurtis">braycurtis</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
614 <option value="canberra">canberra</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
615 <option value="chebyshev">chebyshev</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
616 <option value="correlation">correlation</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
617 <option value="dice">dice</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
618 <option value="hamming">hamming</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
619 <option value="jaccard">jaccard</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
620 <option value="kulsinski">kulsinski</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
621 <option value="mahalanobis">mahalanobis</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
622 <option value="matching">matching</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
623 <option value="minkowski">minkowski</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
624 <option value="rogerstanimoto">rogerstanimoto</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
625 <option value="russellrao">russellrao</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
626 <option value="seuclidean">seuclidean</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
627 <option value="sokalmichener">sokalmichener</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
628 <option value="sokalsneath">sokalsneath</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
629 <option value="sqeuclidean">sqeuclidean</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
630 <option value="yule">yule</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
631 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
632
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
633 <xml name="pairwise_kernel_metrics">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
634 <param argument="metric" type="select" label="Pirwise Kernel metric" help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
635 <option value="rbf" selected="true">rbf</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
636 <option value="sigmoid">sigmoid</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
637 <option value="polynomial">polynomial</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
638 <option value="linear" selected="true">linear</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
639 <option value="chi2">chi2</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
640 <option value="additive_chi2">additive_chi2</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
641 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
642 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
643
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
644 <xml name="sparse_pairwise_metric_functions">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
645 <param name="selected_metric_function" type="select" label="Select the pairwise metric you want to compute:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
646 <option value="euclidean_distances" selected="true">Euclidean distance matrix</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
647 <option value="pairwise_distances">Distance matrix</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
648 <option value="pairwise_distances_argmin">Minimum distances between one point and a set of points</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
649 <yield/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
650 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
651 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
652
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
653 <xml name="pairwise_metric_functions">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
654 <option value="additive_chi2_kernel" >Additive chi-squared kernel</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
655 <option value="chi2_kernel">Exponential chi-squared kernel</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
656 <option value="linear_kernel">Linear kernel</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
657 <option value="manhattan_distances">L1 distances</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
658 <option value="pairwise_kernels">Kernel</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
659 <option value="polynomial_kernel">Polynomial kernel</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
660 <option value="rbf_kernel">Gaussian (rbf) kernel</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
661 <option value="laplacian_kernel">Laplacian kernel</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
662 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
663
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
664 <xml name="sparse_pairwise_condition">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
665 <when value="pairwise_distances">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
666 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
667 <expand macro="distance_metrics">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
668 <yield/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
669 </expand>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
670 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
671 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
672 <when value="euclidean_distances">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
673 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
674 <param argument="squared" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="false"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
675 label="Return squared Euclidean distances" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
676 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
677 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
678 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
679
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
680 <xml name="argmin_distance_condition">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
681 <when value="pairwise_distances_argmin">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
682 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
683 <param argument="axis" type="integer" optional="true" value="1" label="Axis" help="Axis along which the argmin and distances are to be computed."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
684 <expand macro="distance_metrics">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
685 <yield/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
686 </expand>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
687 <param argument="batch_size" type="integer" optional="true" value="500" label="Batch size" help="Number of rows to be processed in each batch run."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
688 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
689 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
690 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
691
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
692 <xml name="sparse_preprocessors">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
693 <param name="selected_pre_processor" type="select" label="Select a preprocessor:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
694 <option value="StandardScaler" selected="true">Standard Scaler (Standardizes features by removing the mean and scaling to unit variance)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
695 <option value="Binarizer">Binarizer (Binarizes data)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
696 <option value="Imputer">Imputer (Completes missing values)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
697 <option value="MaxAbsScaler">Max Abs Scaler (Scales features by their maximum absolute value)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
698 <option value="Normalizer">Normalizer (Normalizes samples individually to unit norm)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
699 <yield/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
700 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
701 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
702
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
703 <xml name="sparse_preprocessors_ext">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
704 <expand macro="sparse_preprocessors">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
705 <option value="KernelCenterer">Kernel Centerer (Centers a kernel matrix)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
706 <option value="MinMaxScaler">Minmax Scaler (Scales features to a range)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
707 <option value="PolynomialFeatures">Polynomial Features (Generates polynomial and interaction features)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
708 <option value="RobustScaler">Robust Scaler (Scales features using outlier-invariance statistics)</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
709 </expand>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
710 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
711
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
712 <xml name="sparse_preprocessor_options">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
713 <when value="Binarizer">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
714 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
715 <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
716 label="Use a copy of data for precomputing binarization" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
717 <param argument="threshold" type="float" optional="true" value="0.0"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
718 label="Threshold"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
719 help="Feature values below or equal to this are replaced by 0, above it by 1. Threshold may not be less than 0 for operations on sparse matrices. "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
720 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
721 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
722 <when value="Imputer">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
723 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
724 <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
725 label="Use a copy of data for precomputing imputation" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
726 <param argument="strategy" type="select" optional="true" label="Imputation strategy" help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
727 <option value="mean" selected="true">Replace missing values using the mean along the axis</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
728 <option value="median">Replace missing values using the median along the axis</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
729 <option value="most_frequent">Replace missing using the most frequent value along the axis</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
730 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
731 <param argument="missing_values" type="text" optional="true" value="NaN"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
732 label="Placeholder for missing values" help="For missing values encoded as numpy.nan, use the string value “NaN”"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
733 <param argument="axis" type="boolean" optional="true" truevalue="1" falsevalue="0"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
734 label="Impute along axis = 1" help="If fasle, axis = 0 is selected for imputation. "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
735 <!--param argument="axis" type="select" optional="true" label="The axis along which to impute" help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
736 <option value="0" selected="true">Impute along columns</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
737 <option value="1">Impute along rows</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
738 </param-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
739 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
740 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
741 <when value="StandardScaler">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
742 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
743 <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
744 label="Use a copy of data for performing inplace scaling" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
745 <param argument="with_mean" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
746 label="Center the data before scaling" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
747 <param argument="with_std" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
748 label="Scale the data to unit variance (or unit standard deviation)" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
749 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
750 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
751 <when value="MaxAbsScaler">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
752 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
753 <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
754 label="Use a copy of data for precomputing scaling" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
755 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
756 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
757 <when value="Normalizer">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
758 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
759 <param argument="norm" type="select" optional="true" label="The norm to use to normalize non zero samples" help=" ">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
760 <option value="l1" selected="true">l1</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
761 <option value="l2">l2</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
762 <option value="max">max</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
763 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
764 <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
765 label="Use a copy of data for precomputing row normalization" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
766 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
767 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
768 <yield/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
769 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
770
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
771 <xml name="sparse_preprocessor_options_ext">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
772 <expand macro="sparse_preprocessor_options">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
773 <when value="KernelCenterer">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
774 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
775 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
776 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
777 <when value="MinMaxScaler">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
778 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
779 <!--feature_range-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
780 <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
781 label="Use a copy of data for precomputing normalization" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
782 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
783 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
784 <when value="PolynomialFeatures">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
785 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
786 <param argument="degree" type="integer" optional="true" value="2" label="The degree of the polynomial features " help=""/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
787 <param argument="interaction_only" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="false" label="Produce interaction features only" help="(Features that are products of at most degree distinct input features) "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
788 <param argument="include_bias" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Include a bias column" help="Feature in which all polynomial powers are zero "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
789 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
790 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
791 <when value="RobustScaler">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
792 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
793 <!--=True, =True, copy=True-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
794 <param argument="with_centering" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
795 label="Center the data before scaling" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
796 <param argument="with_scaling" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
797 label="Scale the data to interquartile range" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
798 <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true"
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
799 label="Use a copy of data for inplace scaling" help=" "/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
800 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
801 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
802 </expand>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
803 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
804
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
805 <xml name="fs_selectfrommodel_prefitted">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
806 <param name="input_mode" type="select" label="Construct a new estimator from a selection list?" >
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
807 <option value="new" selected="true">Yes</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
808 <option value="prefitted">No. Load a prefitted estimator</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
809 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
810 <when value="new">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
811 <expand macro="estimator_selector_all"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
812 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
813 <when value="prefitted">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
814 <param name="fitted_estimator" type="data" format='zip' label="Load a prefitted estimator" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
815 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
816 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
817
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
818 <xml name="fs_selectfrommodel_no_prefitted">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
819 <param name="input_mode" type="select" label="Construct a new estimator from a selection list?" >
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
820 <option value="new" selected="true">Yes</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
821 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
822 <when value="new">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
823 <expand macro="estimator_selector_all"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
824 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
825 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
826
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
827 <xml name="cv">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
828 <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." >
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
829 <sanitizer>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
830 <valid initial="default">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
831 <add value="&apos;"/>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
832 </valid>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
833 </sanitizer>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
834 </param>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
835 </xml>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
836
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
837 <xml name="feature_selection_all">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
838 <conditional name="fs_algorithm_selector">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
839 <param name="selected_algorithm" type="select" label="Select a feature selection algorithm">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
840 <option value="SelectKBest" selected="true">SelectKBest - Select features according to the k highest scores</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
841 <option value="SelectFromModel">SelectFromModel - Meta-transformer for selecting features based on importance weights</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
842 <option value="GenericUnivariateSelect">GenericUnivariateSelect - Univariate feature selector with configurable strategy</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
843 <option value="SelectPercentile">SelectPercentile - Select features according to a percentile of the highest scores</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
844 <option value="SelectFpr">SelectFpr - Filter: Select the p-values below alpha based on a FPR test</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
845 <option value="SelectFdr">SelectFdr - Filter: Select the p-values for an estimated false discovery rate</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
846 <option value="SelectFwe">SelectFwe - Filter: Select the p-values corresponding to Family-wise error rate</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
847 <option value="RFE">RFE - Feature ranking with recursive feature elimination</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
848 <option value="RFECV">RFECV - Feature ranking with recursive feature elimination and cross-validated selection of the best number of features</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
849 <option value="VarianceThreshold">VarianceThreshold - Feature selector that removes all low-variance features</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
850 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
851 <when value="SelectFromModel">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
852 <conditional name="model_inputter">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
853 <yield/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
854 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
855 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
856 <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'." />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
857 <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. " />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
858 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
859 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
860 <when value="GenericUnivariateSelect">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
861 <expand macro="feature_selection_score_function" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
862 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
863 <param argument="mode" type="select" label="Feature selection mode">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
864 <option value="percentile">percentile</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
865 <option value="k_best">k_best</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
866 <option value="fpr">fpr</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
867 <option value="fdr">fdr</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
868 <option value="fwe">fwe</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
869 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
870 <param argument="param" type="float" value="" optional="true" label="Parameter of the corresponding mode" help="float or int depending on the feature selection mode" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
871 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
872 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
873 <when value="SelectPercentile">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
874 <expand macro="feature_selection_score_function" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
875 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
876 <param argument="percentile" type="integer" value="10" optional="True" label="Percent of features to keep" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
877 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
878 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
879 <when value="SelectKBest">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
880 <expand macro="feature_selection_score_function" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
881 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
882 <param argument="k" type="integer" value="10" optional="True" label="Number of top features to select" help="No 'all' option is supported." />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
883 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
884 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
885 <when value="SelectFpr">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
886 <expand macro="feature_selection_score_function" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
887 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
888 <param argument="alpha" type="float" value="" optional="True" label="Alpha" help="The highest p-value for features to be kept."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
889 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
890 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
891 <when value="SelectFdr">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
892 <expand macro="feature_selection_score_function" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
893 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
894 <param argument="alpha" type="float" value="" optional="True" label="Alpha" help="The highest uncorrected p-value for features to keep."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
895 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
896 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
897 <when value="SelectFwe">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
898 <expand macro="feature_selection_score_function" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
899 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
900 <param argument="alpha" type="float" value="" optional="True" label="Alpha" help="The highest uncorrected p-value for features to keep."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
901 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
902 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
903 <when value="RFE">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
904 <expand macro="estimator_selector_all"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
905 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
906 <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." />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
907 <param argument="step" type="float" value="1" label="step" optional="true" help="Default = 1. " />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
908 <param argument="verbose" type="integer" value="0" label="verbose" help="Controls verbosity of output." />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
909 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
910 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
911 <when value="RFECV">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
912 <expand macro="estimator_selector_all"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
913 <section name="options" title="Advanced Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
914 <param argument="step" type="float" value="1" label="step" optional="true" help="Default = 1. " />
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
915 <expand macro="cv"/>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
916 <expand macro="scoring_selection"/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
917 <param argument="verbose" type="integer" value="0" label="verbose" help="Controls verbosity of output." />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
918 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
919 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
920 <when value="VarianceThreshold">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
921 <section name="options" title="Options" expanded="False">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
922 <param argument="threshold" type="float" value="" optional="True" label="Threshold" help="Features with a training-set variance lower than this threshold will be removed."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
923 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
924 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
925 <!--when value="chi2">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
926 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
927 <when value="f_classif">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
928 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
929 <when value="f_regression">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
930 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
931 <when value="mutual_info_classif">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
932 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
933 <when value="mutual_info_regression">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
934 </when-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
935 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
936 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
937
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
938 <xml name="feature_selection_score_function">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
939 <param argument="score_func" type="select" label="Select a score function">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
940 <option value="chi2">chi2 - Compute chi-squared stats between each non-negative feature and class</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
941 <option value="f_classif">f_classif - Compute the ANOVA F-value for the provided sample</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
942 <option value="f_regression">f_regression - Univariate linear regression tests</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
943 <option value="mutual_info_classif">mutual_info_classif - Estimate mutual information for a discrete target variable</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
944 <option value="mutual_info_regression">mutual_info_regression - Estimate mutual information for a continuous target variable</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
945 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
946 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
947
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
948 <xml name="feature_selection_output_mothods">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
949 <conditional name="output_method_selector">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
950 <param name="selected_method" type="select" label="Select an output method:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
951 <option value="fit_transform">fit_transform - Fit to data, then transform it</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
952 <option value="get_support">get_support - Get a mask, or integer index, of the features selected</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
953 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
954 <when value="fit_transform">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
955 <!--**fit_params-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
956 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
957 <when value="get_support">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
958 <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."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
959 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
960 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
961 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
962
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
963 <xml name="model_validation_common_options">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
964 <expand macro="cv"/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
965 <expand macro="verbose"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
966 <yield/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
967 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
968
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
969 <xml name="scoring_selection">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
970 <conditional name="scoring">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
971 <param name="primary_scoring" type="select" multiple="false" label="Select the primary metric (scoring):" help="Metric to refit the best estimator.">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
972 <option value="default" selected="true">default with estimator</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
973 <option value="accuracy">Classification -- 'accuracy'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
974 <option value="balanced_accuracy">Classification -- 'balanced_accuracy'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
975 <option value="average_precision">Classification -- 'average_precision'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
976 <option value="f1">Classification -- 'f1'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
977 <option value="f1_micro">Classification -- 'f1_micro'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
978 <option value="f1_macro">Classification -- 'f1_macro'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
979 <option value="f1_weighted">Classification -- 'f1_weighted'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
980 <option value="f1_samples">Classification -- 'f1_samples'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
981 <option value="neg_log_loss">Classification -- 'neg_log_loss'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
982 <option value="precision">Classification -- 'precision'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
983 <option value="precision_micro">Classification -- 'precision_micro'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
984 <option value="precision_macro">Classification -- 'precision_macro'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
985 <option value="precision_wighted">Classification -- 'precision_wighted'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
986 <option value="precision_samples">Classification -- 'precision_samples'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
987 <option value="recall">Classification -- 'recall'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
988 <option value="recall_micro">Classification -- 'recall_micro'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
989 <option value="recall_macro">Classification -- 'recall_macro'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
990 <option value="recall_wighted">Classification -- 'recall_wighted'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
991 <option value="recall_samples">Classification -- 'recall_samples'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
992 <option value="roc_auc">Classification -- 'roc_auc'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
993 <option value="explained_variance">Regression -- 'explained_variance'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
994 <option value="neg_mean_absolute_error">Regression -- 'neg_mean_absolute_error'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
995 <option value="neg_mean_squared_error">Regression -- 'neg_mean_squared_error'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
996 <option value="neg_mean_squared_log_error">Regression -- 'neg_mean_squared_log_error'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
997 <option value="neg_median_absolute_error">Regression -- 'neg_median_absolute_error'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
998 <option value="r2">Regression -- 'r2'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
999 </param>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1000 <when value="default"/>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1001 <when value="accuracy"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1002 <when value="balanced_accuracy"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1003 <when value="average_precision"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1004 <when value="f1"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1005 <when value="f1_micro"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1006 <when value="f1_macro"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1007 <when value="f1_weighted"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1008 <when value="f1_samples"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1009 <when value="neg_log_loss"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1010 <when value="precision"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1011 <when value="precision_micro"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1012 <when value="precision_macro"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1013 <when value="precision_wighted"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1014 <when value="precision_samples"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1015 <when value="recall"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1016 <when value="recall_micro"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1017 <when value="recall_macro"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1018 <when value="recall_wighted"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1019 <when value="recall_samples"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1020 <when value="roc_auc"><expand macro="secondary_scoring_selection_classification"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1021 <when value="explained_variance"><expand macro="secondary_scoring_selection_regression"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1022 <when value="neg_mean_absolute_error"><expand macro="secondary_scoring_selection_regression"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1023 <when value="neg_mean_squared_error"><expand macro="secondary_scoring_selection_regression"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1024 <when value="neg_mean_squared_log_error"><expand macro="secondary_scoring_selection_regression"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1025 <when value="neg_median_absolute_error"><expand macro="secondary_scoring_selection_regression"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1026 <when value="r2"><expand macro="secondary_scoring_selection_regression"/></when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1027 </conditional>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1028 </xml>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1029
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1030 <xml name="secondary_scoring_selection_classification">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1031 <param name="secondary_scoring" type="select" multiple="true" label="Additional scoring used in multi-metric mode:" help="If the same metric with the primary is chosen, the metric will be ignored.">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1032 <option value="accuracy">Classification -- 'accuracy'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1033 <option value="balanced_accuracy">Classification -- 'balanced_accuracy'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1034 <option value="average_precision">Classification -- 'average_precision'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1035 <option value="f1">Classification -- 'f1'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1036 <option value="f1_micro">Classification -- 'f1_micro'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1037 <option value="f1_macro">Classification -- 'f1_macro'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1038 <option value="f1_weighted">Classification -- 'f1_weighted'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1039 <option value="f1_samples">Classification -- 'f1_samples'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1040 <option value="neg_log_loss">Classification -- 'neg_log_loss'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1041 <option value="precision">Classification -- 'precision'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1042 <option value="precision_micro">Classification -- 'precision_micro'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1043 <option value="precision_macro">Classification -- 'precision_macro'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1044 <option value="precision_wighted">Classification -- 'precision_wighted'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1045 <option value="precision_samples">Classification -- 'precision_samples'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1046 <option value="recall">Classification -- 'recall'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1047 <option value="recall_micro">Classification -- 'recall_micro'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1048 <option value="recall_macro">Classification -- 'recall_macro'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1049 <option value="recall_wighted">Classification -- 'recall_wighted'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1050 <option value="recall_samples">Classification -- 'recall_samples'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1051 <option value="roc_auc">Classification -- 'roc_auc'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1052 </param>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1053 </xml>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1054
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1055 <xml name="secondary_scoring_selection_regression">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1056 <param name="secondary_scoring" type="select" multiple="true" label="Additional scoring used in multi-metric mode:" help="If the same metric with the primary is chosen, the metric will be ignored.">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1057 <option value="explained_variance">Regression -- 'explained_variance'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1058 <option value="neg_mean_absolute_error">Regression -- 'neg_mean_absolute_error'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1059 <option value="neg_mean_squared_error">Regression -- 'neg_mean_squared_error'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1060 <option value="neg_mean_squared_log_error">Regression -- 'neg_mean_squared_log_error'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1061 <option value="neg_median_absolute_error">Regression -- 'neg_median_absolute_error'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1062 <option value="r2">Regression -- 'r2'</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1063 </param>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1064 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1065
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1066 <xml name="pre_dispatch" token_type="hidden" token_default_value="all" token_help="Number of predispatched jobs for parallel execution">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1067 <param argument="pre_dispatch" type="@TYPE@" value="@DEFAULT_VALUE@" optional="true" label="pre_dispatch" help="@HELP@"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1068 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1069
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1070 <xml name="search_cv_estimator">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1071 <param name="infile_pipeline" type="data" format="zip" label="Choose the dataset containing pipeline object:"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1072 <section name="search_params_builder" title="Search parameters Builder" expanded="true">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1073 <repeat name="param_set" min="1" max="20" title="Parameter setting for search:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1074 <conditional name="search_param_selector">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1075 <param name="selected_param_type" type="select" label="Choose the transformation the parameter belongs to">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1076 <option value="final_estimator_p" selected="true">Final estimator</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1077 <option value="prep_1_p">Pre-processing step #1</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1078 <option value="prep_2_p">Pre-processing step #2</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1079 <option value="prep_3_p">Pre-processing step #3</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1080 <option value="prep_4_p">Pre-processing step #4</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1081 <option value="prep_5_p">Pre-processing step #5</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1082 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1083 <when value="final_estimator_p">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1084 <expand macro="search_param_input" />
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1085 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1086 <when value="prep_1_p">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1087 <expand macro="search_param_input" label="Pre_processing component #1 parameter:" help="One parameter per box. For example: with_centering: [True, False]."/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1088 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1089 <when value="prep_2_p">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1090 <expand macro="search_param_input" label="Pre_processing component #2 parameter:" help="One parameter per box. For example: k: [3, 5, 7, 9]. See bottom for more examples"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1091 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1092 <when value="prep_3_p">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1093 <expand macro="search_param_input" label="Pre_processing component #3 parameter:" help="One parameter per box. For example: n_components: [1, 10, 100, 1000]. See bottom for more examples"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1094 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1095 <when value="prep_4_p">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1096 <expand macro="search_param_input" label="Pre_processing component #4 parameter:" help="One parameter per box. For example: n_components: [1, 10, 100, 1000]. See bottom for more examples"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1097 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1098 <when value="prep_5_p">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1099 <expand macro="search_param_input" label="Pre_processing component #5 parameter:" help="One parameter per box. For example: affinity: ['euclidean', 'l1', 'l2', 'manhattan']. See bottom for more examples"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1100 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1101 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1102 </repeat>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1103 </section>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1104 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1105
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1106 <xml name="search_param_input" token_label="Estimator parameter:" token_help="One parameter per box. For example: C: [1, 10, 100, 1000]. See bottom for more examples">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1107 <param name="search_p" type="text" value="" optional="true" label="@LABEL@" help="@HELP@">
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1108 <sanitizer>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1109 <valid initial="default">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1110 <add value="&apos;"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1111 <add value="&quot;"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1112 <add value="["/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1113 <add value="]"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1114 </valid>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
1115 </sanitizer>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
1116 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
1117 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
1118
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1119 <xml name="search_cv_options">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1120 <expand macro="scoring_selection"/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1121 <expand macro="model_validation_common_options"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
1122 <expand macro="pre_dispatch" value="2*n_jobs" help="Controls the number of jobs that get dispatched during parallel execution"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
1123 <param argument="iid" type="boolean" truevalue="booltrue" falsevalue="boolfalse" checked="true" label="iid" help="If True, data is identically distributed across the folds"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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diff changeset
1124 <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."/>
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1125 <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."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1126 <param argument="return_train_score" type="boolean" truevalue="booltrue" falsevalue="boolfalse" checked="false" label="return_train_score" help=""/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1127 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1128
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1129 <xml name="estimator_selector_all">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1130 <conditional name="estimator_selector">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
1131 <param name="selected_module" type="select" label="Choose the module that contains target estimator:" >
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
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diff changeset
1132 <option value="svm" selected="true">sklearn.svm</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1133 <option value="linear_model">sklearn.linear_model</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1134 <option value="ensemble">sklearn.ensemble</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1135 <option value="naive_bayes">sklearn.naive_bayes</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1136 <option value="tree">sklearn.tree</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1137 <option value="neighbors">sklearn.neighbors</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1138 <option value="xgboost">xgboost</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1139 <!--more-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1140 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1141 <when value="svm">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1142 <param name="selected_estimator" type="select" label="Choose estimator class:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1143 <option value="LinearSVC" selected="true">LinearSVC</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1144 <option value="LinearSVR">LinearSVR</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1145 <option value="NuSVC">NuSVC</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1146 <option value="NuSVR">NuSVR</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1147 <option value="OneClassSVM">OneClassSVM</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1148 <option value="SVC">SVC</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1149 <option value="SVR">SVR</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1150 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1151 <expand macro="estimator_params_text"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1152 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1153 <when value="linear_model">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1154 <param name="selected_estimator" type="select" label="Choose estimator class:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1155 <option value="ARDRegression" selected="true">ARDRegression</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1156 <option value="BayesianRidge">BayesianRidge</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1157 <option value="ElasticNet">ElasticNet</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1158 <option value="ElasticNetCV">ElasticNetCV</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1159 <option value="HuberRegressor">HuberRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1160 <option value="Lars">Lars</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1161 <option value="LarsCV">LarsCV</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1162 <option value="Lasso">Lasso</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1163 <option value="LassoCV">LassoCV</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1164 <option value="LassoLars">LassoLars</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1165 <option value="LassoLarsCV">LassoLarsCV</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1166 <option value="LassoLarsIC">LassoLarsIC</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1167 <option value="LinearRegression">LinearRegression</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1168 <option value="LogisticRegression">LogisticRegression</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1169 <option value="LogisticRegressionCV">LogisticRegressionCV</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1170 <option value="MultiTaskLasso">MultiTaskLasso</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1171 <option value="MultiTaskElasticNet">MultiTaskElasticNet</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1172 <option value="MultiTaskLassoCV">MultiTaskLassoCV</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1173 <option value="MultiTaskElasticNetCV">MultiTaskElasticNetCV</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1174 <option value="OrthogonalMatchingPursuit">OrthogonalMatchingPursuit</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1175 <option value="OrthogonalMatchingPursuitCV">OrthogonalMatchingPursuitCV</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1176 <option value="PassiveAggressiveClassifier">PassiveAggressiveClassifier</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1177 <option value="PassiveAggressiveRegressor">PassiveAggressiveRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1178 <option value="Perceptron">Perceptron</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1179 <option value="RANSACRegressor">RANSACRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1180 <option value="Ridge">Ridge</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1181 <option value="RidgeClassifier">RidgeClassifier</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1182 <option value="RidgeClassifierCV">RidgeClassifierCV</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1183 <option value="RidgeCV">RidgeCV</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1184 <option value="SGDClassifier">SGDClassifier</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1185 <option value="SGDRegressor">SGDRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1186 <option value="TheilSenRegressor">TheilSenRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1187 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1188 <expand macro="estimator_params_text"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1189 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1190 <when value="ensemble">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1191 <param name="selected_estimator" type="select" label="Choose estimator class:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1192 <option value="AdaBoostClassifier" selected="true">AdaBoostClassifier</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1193 <option value="AdaBoostRegressor">AdaBoostRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1194 <option value="BaggingClassifier">BaggingClassifier</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1195 <option value="BaggingRegressor">BaggingRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1196 <option value="ExtraTreesClassifier">ExtraTreesClassifier</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1197 <option value="ExtraTreesRegressor">ExtraTreesRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1198 <option value="GradientBoostingClassifier">GradientBoostingClassifier</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1199 <option value="GradientBoostingRegressor">GradientBoostingRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1200 <option value="IsolationForest">IsolationForest</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1201 <option value="RandomForestClassifier">RandomForestClassifier</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1202 <option value="RandomForestRegressor">RandomForestRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1203 <option value="RandomTreesEmbedding">RandomTreesEmbedding</option>
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1204 <!--option value="VotingClassifier">VotingClassifier</option-->
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1205 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1206 <expand macro="estimator_params_text"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1207 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1208 <when value="naive_bayes">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1209 <param name="selected_estimator" type="select" label="Choose estimator class:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1210 <option value="BernoulliNB" selected="true">BernoulliNB</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1211 <option value="GaussianNB">GaussianNB</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1212 <option value="MultinomialNB">MultinomialNB</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1213 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1214 <expand macro="estimator_params_text"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1215 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1216 <when value="tree">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1217 <param name="selected_estimator" type="select" label="Choose estimator class:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1218 <option value="DecisionTreeClassifier" selected="true">DecisionTreeClassifier</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1219 <option value="DecisionTreeRegressor">DecisionTreeRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1220 <option value="ExtraTreeClassifier">ExtraTreeClassifier</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1221 <option value="ExtraTreeRegressor">ExtraTreeRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1222 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1223 <expand macro="estimator_params_text"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1224 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1225 <when value="neighbors">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1226 <param name="selected_estimator" type="select" label="Choose estimator class:">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1227 <option value="KNeighborsClassifier" selected="true">KNeighborsClassifier</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1228 <option value="KNeighborsRegressor">KNeighborsRegressor</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1229 <!--option value="BallTree">BallTree</option-->
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1230 <!--option value="KDTree">KDTree</option-->
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1231 <option value="KernelDensity">KernelDensity</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1232 <option value="LocalOutlierFactor">LocalOutlierFactor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1233 <option value="RadiusNeighborsClassifier">RadiusNeighborsClassifier</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1234 <option value="RadiusNeighborsRegressor">RadiusNeighborsRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1235 <option value="NearestCentroid">NearestCentroid</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1236 <option value="NearestNeighbors">NearestNeighbors</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1237 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1238 <expand macro="estimator_params_text"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1239 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1240 <when value="xgboost">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1241 <param name="selected_estimator" type="select" label="Choose estimator class:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1242 <option value="XGBRegressor" selected="true">XGBRegressor</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1243 <option value="XGBClassifier">XGBClassifier</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1244 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1245 <expand macro="estimator_params_text"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1246 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1247 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1248 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1249
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1250 <xml name="estimator_params_text" token_label="Type in parameter settings if different from default:" token_default_value=''
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1251 token_help="Dictionary-capable, e.g., C=1, kernel='linear'. No double quotes. Leave this box blank for default estimator.">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1252 <param name="text_params" type="text" value="@DEFAULT_VALUE@" optional="true" label="@LABEL@" help="@HELP@">
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1253 <sanitizer>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1254 <valid initial="default">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1255 <add value="&apos;"/>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1256 </valid>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1257 </sanitizer>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1258 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1259 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1260
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1261 <xml name="kernel_approximation_all">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1262 <conditional name="kernel_approximation_selector">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1263 <param name="select_algorithm" type="select" label="Choose a kernel approximation algorithm:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1264 <option value="Nystroem" selected="true">Nystroem</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1265 <option value="RBFSampler">RBFSampler</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1266 <option value="AdditiveChi2Sampler">AdditiveChi2Sampler</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1267 <option value="SkewedChi2Sampler">SkewedChi2Sampler</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1268 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1269 <when value="Nystroem">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1270 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1271 help="Default(=blank): coef0=None, degree=None, gamma=None, kernel='rbf', kernel_params=None, n_components=100, random_state=None. No double quotes"/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1272 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1273 <when value="RBFSampler">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1274 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1275 help="Default(=blank): gamma=1.0, n_components=100, random_state=None."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1276 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1277 <when value="AdditiveChi2Sampler">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1278 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1279 help="Default(=blank): sample_interval=None, sample_steps=2."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1280 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1281 <when value="SkewedChi2Sampler">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1282 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1283 help="Default(=blank): n_components=100, random_state=None, skewedness=1.0."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1284 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1285 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1286 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1287
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1288 <xml name="matrix_decomposition_all">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1289 <conditional name="matrix_decomposition_selector">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1290 <param name="select_algorithm" type="select" label="Choose a matrix decomposition algorithm:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1291 <option value="DictionaryLearning" selected="true">DictionaryLearning</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1292 <option value="FactorAnalysis">FactorAnalysis</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1293 <option value="FastICA">FastICA</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1294 <option value="IncrementalPCA">IncrementalPCA</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1295 <option value="KernelPCA">KernelPCA</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1296 <option value="LatentDirichletAllocation">LatentDirichletAllocation</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1297 <option value="MiniBatchDictionaryLearning">MiniBatchDictionaryLearning</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1298 <option value="MiniBatchSparsePCA">MiniBatchSparsePCA</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1299 <option value="NMF">NMF</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1300 <option value="PCA">PCA</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1301 <option value="SparsePCA">SparsePCA</option>
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1302 <!--option value="SparseCoder">SparseCoder</option-->
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1303 <option value="TruncatedSVD">TruncatedSVD</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1304 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1305 <when value="DictionaryLearning">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1306 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1307 help="Default(=blank): alpha=1, code_init=None, dict_init=None, fit_algorithm='lars', max_iter=1000, n_components=None, random_state=None, split_sign=False, tol=1e-08, transform_algorithm='omp', transform_alpha=None, transform_n_nonzero_coefs=None, verbose=False."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1308 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1309 <when value="FactorAnalysis">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1310 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1311 help="Default(=blank): copy=True, iterated_power=3, max_iter=1000, n_components=None, noise_variance_init=None, random_state=0, svd_method='randomized', tol=0.01."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1312 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1313 <when value="FastICA">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1314 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1315 help="Default(=blank): algorithm='parallel', fun='logcosh', fun_args=None, max_iter=200, n_components=None, random_state=None, tol=0.0001, w_init=None, whiten=True. No double quotes."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1316 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1317 <when value="IncrementalPCA">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1318 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1319 help="Default(=blank): batch_size=None, copy=True, n_components=None, whiten=False."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1320 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1321 <when value="KernelPCA">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1322 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1323 help="Default(=blank): 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=None, remove_zero_eig=False, tol=0. No double quotes."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1324 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1325 <when value="LatentDirichletAllocation">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1326 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1327 help="Default(=blank): 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=None, topic_word_prior=None, total_samples=1000000.0, verbose=0."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1328 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1329 <when value="MiniBatchDictionaryLearning">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1330 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1331 help="Default(=blank): alpha=1, batch_size=3, dict_init=None, fit_algorithm='lars', n_components=None, n_iter=1000, random_state=None, shuffle=True, split_sign=False, transform_algorithm='omp', transform_alpha=None, transform_n_nonzero_coefs=None, verbose=False."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1332 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1333 <when value="MiniBatchSparsePCA">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1334 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1335 help="Default(=blank): alpha=1, batch_size=3, callback=None, method='lars', n_components=None, n_iter=100, random_state=None, ridge_alpha=0.01, shuffle=True, verbose=False."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1336 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1337 <when value="NMF">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1338 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1339 help="Default(=blank): alpha=0.0, beta_loss='frobenius', init=None, l1_ratio=0.0, max_iter=200, n_components=None, random_state=None, shuffle=False, solver='cd', tol=0.0001, verbose=0."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1340 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1341 <when value="PCA">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1342 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1343 help="Default(=blank): copy=True, iterated_power='auto', n_components=None, random_state=None, svd_solver='auto', tol=0.0, whiten=False."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1344 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1345 <when value="SparsePCA">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1346 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1347 help="Default(=blank): U_init=None, V_init=None, alpha=1, max_iter=1000, method='lars', n_components=None, random_state=None, ridge_alpha=0.01, tol=1e-08, verbose=False."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1348 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1349 <when value="TruncatedSVD">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1350 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1351 help="Default(=blank): algorithm='randomized', n_components=2, n_iter=5, random_state=None, tol=0.0."/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1352 </when>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1353 </conditional>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1354 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1355
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1356 <xml name="FeatureAgglomeration">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1357 <conditional name="FeatureAgglomeration_selector">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1358 <param name="select_algorithm" type="select" label="Choose the algorithm:">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1359 <option value="FeatureAgglomeration" selected="true">FeatureAgglomeration</option>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1360 </param>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
bgruening
parents:
diff changeset
1361 <when value="FeatureAgglomeration">
3
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1362 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1363 help="Default(=blank): affinity='euclidean', compute_full_tree='auto', connectivity=None, linkage='ward', memory=None, n_clusters=2, pooling_func=np.mean."/>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1364 </when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1365 </conditional>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1366 </xml>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1367
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1368 <xml name="skrebate">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1369 <conditional name="skrebate_selector">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1370 <param name="select_algorithm" type="select" label="Choose the algorithm:">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1371 <option value="ReliefF">ReliefF</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1372 <option value="SURF">SURF</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1373 <option value="SURFstar">SURFstar</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1374 <option value="MultiSURF">MultiSURF</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1375 <option value="MultiSURFstar">MultiSURFstar</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1376 <option value="TuRF">TuRF</option>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1377 </param>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1378 <when value="ReliefF">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1379 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1380 help="Default(=blank): discrete_threshold=10, n_features_to_select=10, n_neighbors=100, verbose=False."/>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1381 </when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1382 <when value="SURF">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1383 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1384 help="Default(=blank): discrete_threshold=10, n_features_to_select=10, verbose=False."/>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1385 </when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1386 <when value="SURFstar">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1387 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1388 help="Default(=blank): discrete_threshold=10, n_features_to_select=10, verbose=False."/>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1389 </when>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1390 <when value="MultiSURF">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1391 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1392 help="Default(=blank): discrete_threshold=10, n_features_to_select=10, verbose=False."/>
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
bgruening
parents: 2
diff changeset
1393 </when>
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parents: 2
diff changeset
1394 <when value="MultiSURFstar">
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parents: 2
diff changeset
1395 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
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parents: 2
diff changeset
1396 help="Default(=blank): discrete_threshold=10, n_features_to_select=10, verbose=False."/>
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parents: 2
diff changeset
1397 </when>
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parents: 2
diff changeset
1398 <when value="TuRF">
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
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parents: 2
diff changeset
1399 <expand macro="estimator_params_text"
297541cc26d0 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit d00173591e4a783a4c1cb2664e4bb192ab5414f7
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parents: 2
diff changeset
1400 help="Default(=blank): core_algorithm='ReliefF', discrete_threshold=10, n_features_to_select=10, n_neighbors=100, pct=0.5, verbose=False."/>
0
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parents:
diff changeset
1401 </when>
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parents:
diff changeset
1402 </conditional>
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parents:
diff changeset
1403 </xml>
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parents:
diff changeset
1404 <!-- Outputs -->
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parents:
diff changeset
1405
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1406 <xml name="output">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1407 <outputs>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1408 <data format="tabular" name="outfile_predict">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1409 <filter>selected_tasks['selected_task'] == 'load'</filter>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1410 </data>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1411 <data format="zip" name="outfile_fit">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1412 <filter>selected_tasks['selected_task'] == 'train'</filter>
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parents:
diff changeset
1413 </data>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1414 </outputs>
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parents:
diff changeset
1415 </xml>
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parents:
diff changeset
1416
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1417 <!--Citations-->
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1418 <xml name="eden_citation">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1419 <citations>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1420 <citation type="doi">10.5281/zenodo.15094</citation>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1421 </citations>
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parents:
diff changeset
1422 </xml>
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parents:
diff changeset
1423
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1424 <xml name="sklearn_citation">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1425 <citations>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1426 <citation type="bibtex">
4
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parents: 3
diff changeset
1427 @article{scikit-learn,
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1428 title={Scikit-learn: Machine Learning in {P}ython},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1429 author={Pedregosa, F. and Varoquaux, G. and Gramfort, A. and Michel, V.
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1430 and Thirion, B. and Grisel, O. and Blondel, M. and Prettenhofer, P.
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1431 and Weiss, R. and Dubourg, V. and Vanderplas, J. and Passos, A. and
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1432 Cournapeau, D. and Brucher, M. and Perrot, M. and Duchesnay, E.},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1433 journal={Journal of Machine Learning Research},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1434 volume={12},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1435 pages={2825--2830},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1436 year={2011}
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1437 }
0
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parents:
diff changeset
1438 </citation>
4
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1439 <yield/>
0
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1440 </citations>
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parents:
diff changeset
1441 </xml>
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parents:
diff changeset
1442
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1443 <xml name="scipy_citation">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1444 <citations>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1445 <citation type="bibtex">
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1446 @Misc{,
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1447 author = {Eric Jones and Travis Oliphant and Pearu Peterson and others},
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1448 title = {{SciPy}: Open source scientific tools for {Python}},
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1449 year = {2001--},
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1450 url = "http://www.scipy.org/",
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1451 note = {[Online; accessed 2016-04-09]}
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1452 }
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1453 </citation>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1454 </citations>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1455 </xml>
7bee4014724a planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cbb681224f23fa95783514f949c97d6c2c60966
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parents:
diff changeset
1456
4
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1457 <xml name="skrebate_citation">
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1458 <citation type="bibtex">
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1459 @article{DBLP:journals/corr/abs-1711-08477,
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1460 author = {Ryan J. Urbanowicz and
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
bgruening
parents: 3
diff changeset
1461 Randal S. Olson and
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
bgruening
parents: 3
diff changeset
1462 Peter Schmitt and
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
bgruening
parents: 3
diff changeset
1463 Melissa Meeker and
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1464 Jason H. Moore},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1465 title = {Benchmarking Relief-Based Feature Selection Methods},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1466 journal = {CoRR},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1467 volume = {abs/1711.08477},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1468 year = {2017},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1469 url = {http://arxiv.org/abs/1711.08477},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1470 archivePrefix = {arXiv},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1471 eprint = {1711.08477},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1472 timestamp = {Mon, 13 Aug 2018 16:46:04 +0200},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1473 biburl = {https://dblp.org/rec/bib/journals/corr/abs-1711-08477},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1474 bibsource = {dblp computer science bibliography, https://dblp.org}
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parents: 3
diff changeset
1475 }
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diff changeset
1476 </citation>
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parents: 3
diff changeset
1477 </xml>
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parents: 3
diff changeset
1478
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parents: 3
diff changeset
1479 <xml name="xgboost_citation">
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1480 <citation type="bibtex">
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diff changeset
1481 @inproceedings{Chen:2016:XST:2939672.2939785,
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1482 author = {Chen, Tianqi and Guestrin, Carlos},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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parents: 3
diff changeset
1483 title = {{XGBoost}: A Scalable Tree Boosting System},
41d0edb7d1fc planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8cf3d813ec755166ee0bd517b4ecbbd4f84d4df1
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diff changeset
1484 booktitle = {Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
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1485 series = {KDD '16},
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1486 year = {2016},
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1487 isbn = {978-1-4503-4232-2},
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1488 location = {San Francisco, California, USA},
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1489 pages = {785--794},
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1490 numpages = {10},
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1491 url = {http://doi.acm.org/10.1145/2939672.2939785},
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1492 doi = {10.1145/2939672.2939785},
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1493 acmid = {2939785},
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1494 publisher = {ACM},
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1495 address = {New York, NY, USA},
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1496 keywords = {large-scale machine learning},
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1497 }
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1498 </citation>
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1499 </xml>
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1500
0
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1501 </macros>