Package pattern.model

Source Code of pattern.model.RandomForestTest

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/*
* Copyright (c) 2007-2013 Concurrent, Inc. All Rights Reserved.
*
* Project and contact information: http://www.concurrentinc.com/
*/

package pattern.model;

import org.junit.Test;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

import pattern.Classifier;

public class RandomForestTest extends ModelTest {
  /** Field LOG */
  private static final Logger LOG = LoggerFactory
      .getLogger(RandomForestTest.class);

  /**
   * evaluate sample model + data from temp files
   *
   * @throws Exception
   */
  @Test
  public void testMain() throws Exception {
    String pmml_file = makeFile("rf_test", ".xml", pmml_text);
    String data_file = makeFile("rf_test", ".tsv", data_text);

    Classifier classifier = new Classifier(pmml_file);
    eval_data(data_file, classifier);
  }

  protected String pmml_text = "<?xml version=\"1.0\"?><PMML version=\"4.0\" xmlns=\"http://www.dmg.org/PMML-4_0\" xmlns:xsi=\"http://www.w3.org/2001/XMLSchema-instance\" xsi:schemaLocation=\"http://www.dmg.org/PMML-4_0 http://www.dmg.org/v4-0/pmml-4-0.xsd\"><Header copyright=\"Copyright (c) 2013 ceteri\" description=\"Random Forest Tree Model\"><Extension name=\"user\" value=\"ceteri\" extender=\"Rattle/PMML\"/><Application name=\"Rattle/PMML\" version=\"1.2.30\"/><Timestamp>2013-01-09 10:57:39</Timestamp></Header><DataDictionary numberOfFields=\"251\"><DataField name=\"label\" optype=\"categorical\" dataType=\"string\"><Value value=\"0\"/><Value value=\"1\"/></DataField><DataField name=\"v0\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v1\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v2\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v3\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v4\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v5\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v6\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v7\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v8\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v9\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v10\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v11\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v12\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v13\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v14\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v15\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v16\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v17\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v18\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v19\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v20\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v21\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v22\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v23\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v24\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v25\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v26\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v27\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v28\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v29\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v30\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v31\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v32\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v33\" optype=\"continuous\" dataType=\"double\"/><DataField name=\"v34\" 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usageType=\"active\"/><MiningField name=\"v8\" usageType=\"active\"/><MiningField name=\"v9\" usageType=\"active\"/><MiningField name=\"v10\" usageType=\"active\"/><MiningField name=\"v11\" usageType=\"active\"/><MiningField name=\"v12\" usageType=\"active\"/><MiningField name=\"v13\" usageType=\"active\"/><MiningField name=\"v14\" usageType=\"active\"/><MiningField name=\"v15\" usageType=\"active\"/><MiningField name=\"v16\" usageType=\"active\"/><MiningField name=\"v17\" usageType=\"active\"/><MiningField name=\"v18\" usageType=\"active\"/><MiningField name=\"v19\" usageType=\"active\"/><MiningField name=\"v20\" usageType=\"active\"/><MiningField name=\"v21\" usageType=\"active\"/><MiningField name=\"v22\" usageType=\"active\"/><MiningField name=\"v23\" usageType=\"active\"/><MiningField name=\"v24\" usageType=\"active\"/><MiningField name=\"v25\" usageType=\"active\"/><MiningField name=\"v26\" usageType=\"active\"/><MiningField name=\"v27\" usageType=\"active\"/><MiningField name=\"v28\" usageType=\"active\"/><MiningField name=\"v29\" usageType=\"active\"/><MiningField name=\"v30\" usageType=\"active\"/><MiningField name=\"v31\" usageType=\"active\"/><MiningField name=\"v32\" usageType=\"active\"/><MiningField name=\"v33\" usageType=\"active\"/><MiningField name=\"v34\" usageType=\"active\"/><MiningField name=\"v35\" usageType=\"active\"/><MiningField name=\"v36\" usageType=\"active\"/><MiningField name=\"v37\" usageType=\"active\"/><MiningField name=\"v38\" usageType=\"active\"/><MiningField name=\"v39\" usageType=\"active\"/><MiningField name=\"v40\" usageType=\"active\"/><MiningField name=\"v41\" usageType=\"active\"/><MiningField name=\"v42\" usageType=\"active\"/><MiningField name=\"v43\" usageType=\"active\"/><MiningField name=\"v44\" usageType=\"active\"/><MiningField name=\"v45\" usageType=\"active\"/><MiningField name=\"v46\" usageType=\"active\"/><MiningField name=\"v47\" usageType=\"active\"/><MiningField name=\"v48\" 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name=\"v69\" usageType=\"active\"/><MiningField name=\"v70\" usageType=\"active\"/><MiningField name=\"v71\" usageType=\"active\"/><MiningField name=\"v72\" usageType=\"active\"/><MiningField name=\"v73\" usageType=\"active\"/><MiningField name=\"v74\" usageType=\"active\"/><MiningField name=\"v75\" usageType=\"active\"/><MiningField name=\"v76\" usageType=\"active\"/><MiningField name=\"v77\" usageType=\"active\"/><MiningField name=\"v78\" usageType=\"active\"/><MiningField name=\"v79\" usageType=\"active\"/><MiningField name=\"v80\" usageType=\"active\"/><MiningField name=\"v81\" usageType=\"active\"/><MiningField name=\"v82\" usageType=\"active\"/><MiningField name=\"v83\" usageType=\"active\"/><MiningField name=\"v84\" usageType=\"active\"/><MiningField name=\"v85\" usageType=\"active\"/><MiningField name=\"v86\" usageType=\"active\"/><MiningField name=\"v87\" usageType=\"active\"/><MiningField name=\"v88\" usageType=\"active\"/><MiningField name=\"v89\" usageType=\"active\"/><MiningField name=\"v90\" usageType=\"active\"/><MiningField name=\"v91\" usageType=\"active\"/><MiningField name=\"v92\" usageType=\"active\"/><MiningField name=\"v93\" usageType=\"active\"/><MiningField name=\"v94\" usageType=\"active\"/><MiningField name=\"v95\" usageType=\"active\"/><MiningField name=\"v96\" usageType=\"active\"/><MiningField name=\"v97\" usageType=\"active\"/><MiningField name=\"v98\" usageType=\"active\"/><MiningField name=\"v99\" usageType=\"active\"/><MiningField name=\"v100\" usageType=\"active\"/><MiningField name=\"v101\" usageType=\"active\"/><MiningField name=\"v102\" usageType=\"active\"/><MiningField name=\"v103\" usageType=\"active\"/><MiningField name=\"v104\" usageType=\"active\"/><MiningField name=\"v105\" usageType=\"active\"/><MiningField name=\"v106\" usageType=\"active\"/><MiningField name=\"v107\" usageType=\"active\"/><MiningField name=\"v108\" usageType=\"active\"/><MiningField name=\"v109\" 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usageType=\"active\"/><MiningField name=\"v130\" usageType=\"active\"/><MiningField name=\"v131\" usageType=\"active\"/><MiningField name=\"v132\" usageType=\"active\"/><MiningField name=\"v133\" usageType=\"active\"/><MiningField name=\"v134\" usageType=\"active\"/><MiningField name=\"v135\" usageType=\"active\"/><MiningField name=\"v136\" usageType=\"active\"/><MiningField name=\"v137\" usageType=\"active\"/><MiningField name=\"v138\" usageType=\"active\"/><MiningField name=\"v139\" usageType=\"active\"/><MiningField name=\"v140\" usageType=\"active\"/><MiningField name=\"v141\" usageType=\"active\"/><MiningField name=\"v142\" usageType=\"active\"/><MiningField name=\"v143\" usageType=\"active\"/><MiningField name=\"v144\" usageType=\"active\"/><MiningField name=\"v145\" usageType=\"active\"/><MiningField name=\"v146\" usageType=\"active\"/><MiningField name=\"v147\" usageType=\"active\"/><MiningField name=\"v148\" usageType=\"active\"/><MiningField name=\"v149\" usageType=\"active\"/><MiningField name=\"v150\" usageType=\"active\"/><MiningField name=\"v151\" usageType=\"active\"/><MiningField name=\"v152\" usageType=\"active\"/><MiningField name=\"v153\" usageType=\"active\"/><MiningField name=\"v154\" usageType=\"active\"/><MiningField name=\"v155\" usageType=\"active\"/><MiningField name=\"v156\" usageType=\"active\"/><MiningField name=\"v157\" usageType=\"active\"/><MiningField name=\"v158\" usageType=\"active\"/><MiningField name=\"v159\" usageType=\"active\"/><MiningField name=\"v160\" usageType=\"active\"/><MiningField name=\"v161\" usageType=\"active\"/><MiningField name=\"v162\" usageType=\"active\"/><MiningField name=\"v163\" usageType=\"active\"/><MiningField name=\"v164\" usageType=\"active\"/><MiningField name=\"v165\" usageType=\"active\"/><MiningField name=\"v166\" usageType=\"active\"/><MiningField name=\"v167\" usageType=\"active\"/><MiningField name=\"v168\" usageType=\"active\"/><MiningField name=\"v169\" usageType=\"active\"/><MiningField name=\"v170\" usageType=\"active\"/><MiningField name=\"v171\" usageType=\"active\"/><MiningField name=\"v172\" usageType=\"active\"/><MiningField name=\"v173\" usageType=\"active\"/><MiningField name=\"v174\" usageType=\"active\"/><MiningField name=\"v175\" usageType=\"active\"/><MiningField name=\"v176\" usageType=\"active\"/><MiningField name=\"v177\" usageType=\"active\"/><MiningField name=\"v178\" usageType=\"active\"/><MiningField name=\"v179\" usageType=\"active\"/><MiningField name=\"v180\" usageType=\"active\"/><MiningField name=\"v181\" usageType=\"active\"/><MiningField name=\"v182\" usageType=\"active\"/><MiningField name=\"v183\" usageType=\"active\"/><MiningField name=\"v184\" usageType=\"active\"/><MiningField name=\"v185\" usageType=\"active\"/><MiningField name=\"v186\" usageType=\"active\"/><MiningField name=\"v187\" usageType=\"active\"/><MiningField name=\"v188\" usageType=\"active\"/><MiningField name=\"v189\" usageType=\"active\"/><MiningField name=\"v190\" usageType=\"active\"/><MiningField name=\"v191\" usageType=\"active\"/><MiningField name=\"v192\" usageType=\"active\"/><MiningField name=\"v193\" usageType=\"active\"/><MiningField name=\"v194\" usageType=\"active\"/><MiningField name=\"v195\" usageType=\"active\"/><MiningField name=\"v196\" usageType=\"active\"/><MiningField name=\"v197\" usageType=\"active\"/><MiningField name=\"v198\" usageType=\"active\"/><MiningField name=\"v199\" usageType=\"active\"/><MiningField name=\"v200\" usageType=\"active\"/><MiningField name=\"v201\" usageType=\"active\"/><MiningField name=\"v202\" usageType=\"active\"/><MiningField name=\"v203\" usageType=\"active\"/><MiningField name=\"v204\" usageType=\"active\"/><MiningField name=\"v205\" usageType=\"active\"/><MiningField name=\"v206\" usageType=\"active\"/><MiningField name=\"v207\" usageType=\"active\"/><MiningField name=\"v208\" usageType=\"active\"/><MiningField name=\"v209\" usageType=\"active\"/><MiningField name=\"v210\" usageType=\"active\"/><MiningField name=\"v211\" usageType=\"active\"/><MiningField name=\"v212\" usageType=\"active\"/><MiningField name=\"v213\" usageType=\"active\"/><MiningField name=\"v214\" usageType=\"active\"/><MiningField name=\"v215\" usageType=\"active\"/><MiningField name=\"v216\" usageType=\"active\"/><MiningField name=\"v217\" usageType=\"active\"/><MiningField name=\"v218\" usageType=\"active\"/><MiningField name=\"v219\" usageType=\"active\"/><MiningField name=\"v220\" usageType=\"active\"/><MiningField name=\"v221\" usageType=\"active\"/><MiningField name=\"v222\" usageType=\"active\"/><MiningField name=\"v223\" usageType=\"active\"/><MiningField name=\"v224\" usageType=\"active\"/><MiningField name=\"v225\" usageType=\"active\"/><MiningField name=\"v226\" usageType=\"active\"/><MiningField name=\"v227\" usageType=\"active\"/><MiningField name=\"v228\" usageType=\"active\"/><MiningField name=\"v229\" usageType=\"active\"/><MiningField name=\"v230\" usageType=\"active\"/><MiningField name=\"v231\" usageType=\"active\"/><MiningField name=\"v232\" usageType=\"active\"/><MiningField name=\"v233\" usageType=\"active\"/><MiningField name=\"v234\" usageType=\"active\"/><MiningField name=\"v235\" usageType=\"active\"/><MiningField name=\"v236\" usageType=\"active\"/><MiningField name=\"v237\" usageType=\"active\"/><MiningField name=\"v238\" usageType=\"active\"/><MiningField name=\"v239\" usageType=\"active\"/><MiningField name=\"v240\" usageType=\"active\"/><MiningField name=\"v241\" usageType=\"active\"/><MiningField name=\"v242\" usageType=\"active\"/><MiningField name=\"v243\" usageType=\"active\"/><MiningField name=\"v244\" usageType=\"active\"/><MiningField name=\"v245\" usageType=\"active\"/><MiningField name=\"v246\" usageType=\"active\"/><MiningField name=\"v247\" usageType=\"active\"/><MiningField name=\"v248\" usageType=\"active\"/><MiningField name=\"v249\" usageType=\"active\"/></MiningSchema><Node id=\"1\"><True/><Node id=\"2\"><SimplePredicate field=\"v55\" operator=\"lessOrEqual\" value=\"0.98\"/><Node id=\"4\"><SimplePredicate field=\"v168\" operator=\"lessOrEqual\" value=\"0.45\"/><Node id=\"8\" score=\"0\"><SimplePredicate field=\"v151\" operator=\"lessOrEqual\" value=\"0.285\"/></Node><Node id=\"9\"><SimplePredicate field=\"v151\" operator=\"greaterThan\" value=\"0.285\"/><Node id=\"14\" score=\"0\"><SimplePredicate field=\"v71\" operator=\"lessOrEqual\" value=\"0.65\"/></Node><Node id=\"15\"><SimplePredicate field=\"v71\" operator=\"greaterThan\" value=\"0.65\"/><Node id=\"18\" score=\"1\"><SimplePredicate field=\"v126\" operator=\"lessOrEqual\" value=\"0.625\"/></Node><Node id=\"19\" score=\"0\"><SimplePredicate field=\"v126\" operator=\"greaterThan\" value=\"0.625\"/></Node></Node></Node></Node><Node id=\"5\"><SimplePredicate field=\"v168\" operator=\"greaterThan\" value=\"0.45\"/><Node id=\"10\" score=\"0\"><SimplePredicate field=\"v137\" operator=\"lessOrEqual\" value=\"0.195\"/></Node><Node id=\"11\"><SimplePredicate field=\"v137\" operator=\"greaterThan\" value=\"0.195\"/><Node id=\"16\"><SimplePredicate field=\"v93\" operator=\"lessOrEqual\" value=\"1.045\"/><Node id=\"20\" score=\"0\"><SimplePredicate field=\"v242\" operator=\"lessOrEqual\" value=\"-0.065\"/></Node><Node id=\"21\" score=\"1\"><SimplePredicate field=\"v242\" operator=\"greaterThan\" value=\"-0.065\"/></Node></Node><Node id=\"17\" score=\"0\"><SimplePredicate field=\"v93\" operator=\"greaterThan\" value=\"1.045\"/></Node></Node></Node></Node><Node id=\"3\"><SimplePredicate field=\"v55\" operator=\"greaterThan\" value=\"0.98\"/><Node id=\"6\"><SimplePredicate field=\"v231\" operator=\"lessOrEqual\" value=\"0.98\"/><Node id=\"12\" score=\"0\"><SimplePredicate field=\"v153\" operator=\"lessOrEqual\" value=\"0.49\"/></Node><Node id=\"13\" score=\"1\"><SimplePredicate field=\"v153\" operator=\"greaterThan\" value=\"0.49\"/></Node></Node><Node id=\"7\" score=\"0\"><SimplePredicate field=\"v231\" operator=\"greaterThan\" value=\"0.98\"/></Node></Node></Node></TreeModel></Segment><Segment id=\"2\"><True/><TreeModel modelName=\"randomForest_Model\" functionName=\"classification\" algorithmName=\"randomForest\" splitCharacteristic=\"binarySplit\"><MiningSchema><MiningField name=\"label\" usageType=\"predicted\"/><MiningField name=\"v0\" usageType=\"active\"/><MiningField name=\"v1\" usageType=\"active\"/><MiningField name=\"v2\" usageType=\"active\"/><MiningField name=\"v3\" usageType=\"active\"/><MiningField name=\"v4\" usageType=\"active\"/><MiningField name=\"v5\" usageType=\"active\"/><MiningField name=\"v6\" usageType=\"active\"/><MiningField name=\"v7\" usageType=\"active\"/><MiningField name=\"v8\" usageType=\"active\"/><MiningField name=\"v9\" usageType=\"active\"/><MiningField name=\"v10\" usageType=\"active\"/><MiningField name=\"v11\" usageType=\"active\"/><MiningField name=\"v12\" 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name=\"v33\" usageType=\"active\"/><MiningField name=\"v34\" usageType=\"active\"/><MiningField name=\"v35\" usageType=\"active\"/><MiningField name=\"v36\" usageType=\"active\"/><MiningField name=\"v37\" usageType=\"active\"/><MiningField name=\"v38\" usageType=\"active\"/><MiningField name=\"v39\" usageType=\"active\"/><MiningField name=\"v40\" usageType=\"active\"/><MiningField name=\"v41\" usageType=\"active\"/><MiningField name=\"v42\" usageType=\"active\"/><MiningField name=\"v43\" usageType=\"active\"/><MiningField name=\"v44\" usageType=\"active\"/><MiningField name=\"v45\" usageType=\"active\"/><MiningField name=\"v46\" usageType=\"active\"/><MiningField name=\"v47\" usageType=\"active\"/><MiningField name=\"v48\" usageType=\"active\"/><MiningField name=\"v49\" usageType=\"active\"/><MiningField name=\"v50\" usageType=\"active\"/><MiningField name=\"v51\" usageType=\"active\"/><MiningField name=\"v52\" usageType=\"active\"/><MiningField name=\"v53\" usageType=\"active\"/><MiningField name=\"v54\" usageType=\"active\"/><MiningField name=\"v55\" usageType=\"active\"/><MiningField name=\"v56\" usageType=\"active\"/><MiningField name=\"v57\" usageType=\"active\"/><MiningField name=\"v58\" usageType=\"active\"/><MiningField name=\"v59\" usageType=\"active\"/><MiningField name=\"v60\" usageType=\"active\"/><MiningField name=\"v61\" usageType=\"active\"/><MiningField name=\"v62\" usageType=\"active\"/><MiningField name=\"v63\" usageType=\"active\"/><MiningField name=\"v64\" usageType=\"active\"/><MiningField name=\"v65\" usageType=\"active\"/><MiningField name=\"v66\" usageType=\"active\"/><MiningField name=\"v67\" usageType=\"active\"/><MiningField name=\"v68\" usageType=\"active\"/><MiningField name=\"v69\" usageType=\"active\"/><MiningField name=\"v70\" usageType=\"active\"/><MiningField name=\"v71\" usageType=\"active\"/><MiningField name=\"v72\" usageType=\"active\"/><MiningField name=\"v73\" usageType=\"active\"/><MiningField name=\"v74\" usageType=\"active\"/><MiningField name=\"v75\" usageType=\"active\"/><MiningField name=\"v76\" usageType=\"active\"/><MiningField name=\"v77\" usageType=\"active\"/><MiningField name=\"v78\" usageType=\"active\"/><MiningField name=\"v79\" usageType=\"active\"/><MiningField name=\"v80\" usageType=\"active\"/><MiningField name=\"v81\" usageType=\"active\"/><MiningField name=\"v82\" usageType=\"active\"/><MiningField name=\"v83\" usageType=\"active\"/><MiningField name=\"v84\" usageType=\"active\"/><MiningField name=\"v85\" usageType=\"active\"/><MiningField name=\"v86\" usageType=\"active\"/><MiningField name=\"v87\" usageType=\"active\"/><MiningField name=\"v88\" usageType=\"active\"/><MiningField name=\"v89\" usageType=\"active\"/><MiningField name=\"v90\" usageType=\"active\"/><MiningField name=\"v91\" usageType=\"active\"/><MiningField name=\"v92\" usageType=\"active\"/><MiningField name=\"v93\" usageType=\"active\"/><MiningField name=\"v94\" usageType=\"active\"/><MiningField name=\"v95\" usageType=\"active\"/><MiningField name=\"v96\" usageType=\"active\"/><MiningField name=\"v97\" usageType=\"active\"/><MiningField name=\"v98\" usageType=\"active\"/><MiningField name=\"v99\" usageType=\"active\"/><MiningField name=\"v100\" usageType=\"active\"/><MiningField name=\"v101\" usageType=\"active\"/><MiningField name=\"v102\" usageType=\"active\"/><MiningField name=\"v103\" usageType=\"active\"/><MiningField name=\"v104\" usageType=\"active\"/><MiningField name=\"v105\" usageType=\"active\"/><MiningField name=\"v106\" usageType=\"active\"/><MiningField name=\"v107\" usageType=\"active\"/><MiningField name=\"v108\" usageType=\"active\"/><MiningField name=\"v109\" usageType=\"active\"/><MiningField name=\"v110\" usageType=\"active\"/><MiningField name=\"v111\" usageType=\"active\"/><MiningField name=\"v112\" usageType=\"active\"/><MiningField name=\"v113\" usageType=\"active\"/><MiningField name=\"v114\" usageType=\"active\"/><MiningField name=\"v115\" usageType=\"active\"/><MiningField name=\"v116\" usageType=\"active\"/><MiningField name=\"v117\" usageType=\"active\"/><MiningField name=\"v118\" usageType=\"active\"/><MiningField name=\"v119\" usageType=\"active\"/><MiningField name=\"v120\" usageType=\"active\"/><MiningField name=\"v121\" usageType=\"active\"/><MiningField name=\"v122\" usageType=\"active\"/><MiningField name=\"v123\" usageType=\"active\"/><MiningField name=\"v124\" usageType=\"active\"/><MiningField name=\"v125\" usageType=\"active\"/><MiningField name=\"v126\" usageType=\"active\"/><MiningField name=\"v127\" usageType=\"active\"/><MiningField name=\"v128\" usageType=\"active\"/><MiningField name=\"v129\" usageType=\"active\"/><MiningField name=\"v130\" usageType=\"active\"/><MiningField name=\"v131\" usageType=\"active\"/><MiningField name=\"v132\" usageType=\"active\"/><MiningField name=\"v133\" usageType=\"active\"/><MiningField name=\"v134\" usageType=\"active\"/><MiningField name=\"v135\" usageType=\"active\"/><MiningField name=\"v136\" usageType=\"active\"/><MiningField name=\"v137\" usageType=\"active\"/><MiningField name=\"v138\" usageType=\"active\"/><MiningField name=\"v139\" usageType=\"active\"/><MiningField name=\"v140\" usageType=\"active\"/><MiningField name=\"v141\" usageType=\"active\"/><MiningField name=\"v142\" usageType=\"active\"/><MiningField name=\"v143\" usageType=\"active\"/><MiningField name=\"v144\" usageType=\"active\"/><MiningField name=\"v145\" usageType=\"active\"/><MiningField name=\"v146\" usageType=\"active\"/><MiningField name=\"v147\" usageType=\"active\"/><MiningField name=\"v148\" usageType=\"active\"/><MiningField name=\"v149\" usageType=\"active\"/><MiningField name=\"v150\" usageType=\"active\"/><MiningField name=\"v151\" usageType=\"active\"/><MiningField name=\"v152\" usageType=\"active\"/><MiningField name=\"v153\" usageType=\"active\"/><MiningField name=\"v154\" usageType=\"active\"/><MiningField name=\"v155\" usageType=\"active\"/><MiningField name=\"v156\" usageType=\"active\"/><MiningField name=\"v157\" usageType=\"active\"/><MiningField name=\"v158\" usageType=\"active\"/><MiningField name=\"v159\" usageType=\"active\"/><MiningField name=\"v160\" usageType=\"active\"/><MiningField name=\"v161\" usageType=\"active\"/><MiningField name=\"v162\" usageType=\"active\"/><MiningField name=\"v163\" usageType=\"active\"/><MiningField name=\"v164\" usageType=\"active\"/><MiningField name=\"v165\" usageType=\"active\"/><MiningField name=\"v166\" usageType=\"active\"/><MiningField name=\"v167\" usageType=\"active\"/><MiningField name=\"v168\" usageType=\"active\"/><MiningField name=\"v169\" usageType=\"active\"/><MiningField name=\"v170\" usageType=\"active\"/><MiningField name=\"v171\" usageType=\"active\"/><MiningField name=\"v172\" usageType=\"active\"/><MiningField name=\"v173\" usageType=\"active\"/><MiningField name=\"v174\" usageType=\"active\"/><MiningField name=\"v175\" usageType=\"active\"/><MiningField name=\"v176\" usageType=\"active\"/><MiningField name=\"v177\" usageType=\"active\"/><MiningField name=\"v178\" usageType=\"active\"/><MiningField name=\"v179\" usageType=\"active\"/><MiningField name=\"v180\" usageType=\"active\"/><MiningField name=\"v181\" usageType=\"active\"/><MiningField name=\"v182\" usageType=\"active\"/><MiningField name=\"v183\" usageType=\"active\"/><MiningField name=\"v184\" usageType=\"active\"/><MiningField name=\"v185\" usageType=\"active\"/><MiningField name=\"v186\" usageType=\"active\"/><MiningField name=\"v187\" usageType=\"active\"/><MiningField name=\"v188\" usageType=\"active\"/><MiningField name=\"v189\" usageType=\"active\"/><MiningField name=\"v190\" usageType=\"active\"/><MiningField name=\"v191\" usageType=\"active\"/><MiningField name=\"v192\" usageType=\"active\"/><MiningField name=\"v193\" usageType=\"active\"/><MiningField name=\"v194\" usageType=\"active\"/><MiningField name=\"v195\" usageType=\"active\"/><MiningField name=\"v196\" usageType=\"active\"/><MiningField name=\"v197\" usageType=\"active\"/><MiningField name=\"v198\" usageType=\"active\"/><MiningField name=\"v199\" usageType=\"active\"/><MiningField name=\"v200\" usageType=\"active\"/><MiningField name=\"v201\" usageType=\"active\"/><MiningField name=\"v202\" usageType=\"active\"/><MiningField name=\"v203\" usageType=\"active\"/><MiningField name=\"v204\" usageType=\"active\"/><MiningField name=\"v205\" usageType=\"active\"/><MiningField name=\"v206\" usageType=\"active\"/><MiningField name=\"v207\" usageType=\"active\"/><MiningField name=\"v208\" usageType=\"active\"/><MiningField name=\"v209\" usageType=\"active\"/><MiningField name=\"v210\" usageType=\"active\"/><MiningField name=\"v211\" usageType=\"active\"/><MiningField name=\"v212\" usageType=\"active\"/><MiningField name=\"v213\" usageType=\"active\"/><MiningField name=\"v214\" usageType=\"active\"/><MiningField name=\"v215\" usageType=\"active\"/><MiningField name=\"v216\" usageType=\"active\"/><MiningField name=\"v217\" usageType=\"active\"/><MiningField name=\"v218\" usageType=\"active\"/><MiningField name=\"v219\" usageType=\"active\"/><MiningField name=\"v220\" usageType=\"active\"/><MiningField name=\"v221\" usageType=\"active\"/><MiningField name=\"v222\" usageType=\"active\"/><MiningField name=\"v223\" usageType=\"active\"/><MiningField name=\"v224\" usageType=\"active\"/><MiningField name=\"v225\" usageType=\"active\"/><MiningField name=\"v226\" usageType=\"active\"/><MiningField name=\"v227\" usageType=\"active\"/><MiningField name=\"v228\" usageType=\"active\"/><MiningField name=\"v229\" usageType=\"active\"/><MiningField name=\"v230\" usageType=\"active\"/><MiningField name=\"v231\" usageType=\"active\"/><MiningField name=\"v232\" usageType=\"active\"/><MiningField name=\"v233\" usageType=\"active\"/><MiningField name=\"v234\" usageType=\"active\"/><MiningField name=\"v235\" usageType=\"active\"/><MiningField name=\"v236\" usageType=\"active\"/><MiningField name=\"v237\" usageType=\"active\"/><MiningField name=\"v238\" usageType=\"active\"/><MiningField name=\"v239\" usageType=\"active\"/><MiningField name=\"v240\" usageType=\"active\"/><MiningField name=\"v241\" usageType=\"active\"/><MiningField name=\"v242\" usageType=\"active\"/><MiningField name=\"v243\" usageType=\"active\"/><MiningField name=\"v244\" usageType=\"active\"/><MiningField name=\"v245\" usageType=\"active\"/><MiningField name=\"v246\" usageType=\"active\"/><MiningField name=\"v247\" usageType=\"active\"/><MiningField name=\"v248\" usageType=\"active\"/><MiningField name=\"v249\" usageType=\"active\"/></MiningSchema><Node id=\"1\"><True/><Node id=\"2\"><SimplePredicate field=\"v236\" operator=\"lessOrEqual\" value=\"1.04\"/><Node id=\"4\" score=\"0\"><SimplePredicate field=\"v7\" operator=\"lessOrEqual\" value=\"0.285\"/></Node><Node id=\"5\"><SimplePredicate field=\"v7\" operator=\"greaterThan\" value=\"0.285\"/><Node id=\"6\" score=\"0\"><SimplePredicate field=\"v158\" operator=\"lessOrEqual\" value=\"0.32\"/></Node><Node id=\"7\"><SimplePredicate field=\"v158\" operator=\"greaterThan\" value=\"0.32\"/><Node id=\"8\"><SimplePredicate field=\"v16\" operator=\"lessOrEqual\" value=\"1.105\"/><Node id=\"10\"><SimplePredicate field=\"v240\" operator=\"lessOrEqual\" value=\"0.305\"/><Node id=\"12\" score=\"0\"><SimplePredicate field=\"v132\" operator=\"lessOrEqual\" value=\"0.555\"/></Node><Node id=\"13\" score=\"1\"><SimplePredicate field=\"v132\" operator=\"greaterThan\" value=\"0.555\"/></Node></Node><Node id=\"11\" score=\"1\"><SimplePredicate field=\"v240\" operator=\"greaterThan\" value=\"0.305\"/></Node></Node><Node id=\"9\" score=\"0\"><SimplePredicate field=\"v16\" operator=\"greaterThan\" value=\"1.105\"/></Node></Node></Node></Node><Node id=\"3\" score=\"0\"><SimplePredicate field=\"v236\" operator=\"greaterThan\" value=\"1.04\"/></Node></Node></TreeModel></Segment></Segmentation></MiningModel></PMML>";

  protected String data_text = 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}
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Related Classes of pattern.model.RandomForestTest

  • pattern.Classifier
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