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date Thu, 05 Nov 2015 02:41:30 -0500
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<tool id="cddddxpsssp2" name="Create script from the template file ">
<description>
 used to create script file from user given input to build a model
</description>
<command interpreter="python">modelBuilding.py --method $METHOD $RDATA --getdatainfoeval $OPTION11.GETDATAINFOEVAL --getdatainfoecho $OPTION11.GETDATAINFOECHO --getdatainforesult $OPTION11.GETDATAINFORESULT --missingfiltereval $OPTION11.MISSINGFILTEREVAL --missingfilterecho $OPTION11.MISSINGFILTERECHO --missingfilterresult $OPTION11.MISSINGFILTERRESULT --missingfilterthreshc $OPTION11.MISSINGFILTERTHRESHC --missingfilterthreshr $OPTION11.MISSINGFILTERTHRESHR --pcaeval $OPTION11.PCAEVAL --pcaecho $OPTION11.PCAECHO --pcaresult $OPTION11.PCARESULT --pcacomp $OPTION11.PCACOMP --pcaploteval $OPTION11.PCAPLOTEVAL --pcaplotecho $OPTION11.PCAPLOTECHO --pcaplotresult $OPTION11.PCAPLOTRESULT --pcaplotfig $OPTION11.PCAPLOTFIG --initialdataspliteval $OPTION11.INITIALDATASPLITEVAL --initialdatasplitecho $OPTION11.INITIALDATASPLITECHO --initialdatasplitresult $OPTION11.INITIALDATASPLITRESULT --saampling $OPTION11.SAAMPLING --percent $OPTION11.PERCENT --nzveval $OPTION11.NZVEVAL --nzvresult $OPTION11.NZVRESULT --nzvecho $OPTION11.NZVECHO --corrfiltereval $OPTION11.CORRFILTEREVAL --corrfilterresult $OPTION11.CORRFILTERRESULT --corrfilterecho $OPTION11.CORRFILTERECHO --threshholdcor $OPTION11.THRESHHOLDCOR --preproceval $OPTION11.PREPROCEVAL  --preprocecho $OPTION11.PREPROCECHO --preprocresult $OPTION11.PREPROCRESULT --setupworkersecho $OPTION11.SETUPWORKERSECHO --setupworkersresult $OPTION11.SETUPWORKERSRESULT --numworkers $OPTION11.NUMWORKERS --setupresamplingecho $OPTION11.SETUPRESAMPLINGECHO --setupresamplingresult $OPTION11.SETUPRESAMPLINGRESULT --resamplenumber $OPTION11.RESAMPLENUMBER --resamplenumberpercent $OPTION11.RESAMPLENUMBERPERCENT --setupgridresult $OPTION11.SETUPGRIDRESULT --setupgridecho $OPTION11.SETUPGRIDECHO --setupgridsize $OPTION11.SETUPGRIDSIZE --fitmodelresult $OPTION11.FITMODELRESULT --fitmodelecho $OPTION11.FITMODELECHO --fitmodeleval $OPTION11.FITMODELEVAL --modeldescrecho $OPTION11.MODELDESCRECHO --modeldescrresult $OPTION11.MODELDESCRRESULT --resamptableecho $OPTION11.RESAMPTABLEECHO --resamptableresult $OPTION11.RESAMPTABLERESULT --profileplotecho $OPTION11.PROFILEPLOTECHO --profileplotfig $OPTION11.PROFILEPLOTFIG --stopworkersecho $OPTION11.STOPWORKERSECHO --stopworkersresult $OPTION11.STOPWORKERSRESULT --testpredresult $OPTION11.TESTPREDRESULT --testpredecho $OPTION11.TESTPREDECHO --classprobstexresult $OPTION11.CLASSPROBSTEXRESULT --classprobstexecho $OPTION11.CLASSPROBSTEXECHO --classprobstexresult1 $OPTION11.CLASSPROBSTEXRESULT1 --classprobstexecho1 $OPTION11.CLASSPROBSTEXECHO1 --savedataecho $OPTION11.SAVEDATAECHO --savedataresult $OPTION11.SAVEDATARESULT --outputmodel $model --outputresultpdf $document </command> 
<inputs>
	<param name="METHOD" type="select" label="Select Method to Train Data" >
		<option value="pls">Partial Least Square</option>
		<option value="bagFDA">bag-Fourier Discriminant Analysis</option>
		<option value="blackboost">black-boost- Boosting Method</option>
		<option value="earth">Earth-MARS based method</option>
		<option value="rf">Random Forest</option>
		<option value="RRF">RRFglobal -Variant of Random Forest</option>
		<option value="svmRadial">SVM-Radial</option> 
		<option value="svmPoly">SVM-Polynomial</option>
		<option value="ada">ada-boost</option>
		<option value="glm">Generalised linear model </option>
		<option value="treebag">tree based bagging method</option>
		<option value="nb">Naive Bayes</option>
		<option value="knn">K-nearest neighbour</option>
	</param>
	<param name="RDATA" format="RData" type="data" label="Select File Containing Training Data" help="RData format" />
	
	
	<conditional name="OPTION11">
		<param name="PARAMAETERS" type="select">
            		<option value="basic" selected="TRUE" >Hide Advance Options </option>
            		<option value="Advance">Show Advance Options</option>
        	</param>
       
       		<when value="basic">
        
 	 <param name="GETDATAINFOEVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE" />	
	
	<param name="GETDATAINFOECHO" type="hidden" value="FALSE"  help="set True if wish to print. default is False"/>
        <param name="GETDATAINFORESULT" type="hidden" value="hide" help="Set tex if wish to write in output pdf file. default is hide"/>
		
	<param name="MISSINGFILTEREVAL" type="hidden" value= "TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
	
	<param name="MISSINGFILTERECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
		
	<param name="MISSINGFILTERRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
		
	<param name="MISSINGFILTERTHRESHC" type="hidden" value="0.2"  help="For column wise default is 0.2"/>
	
	<param name="MISSINGFILTERTHRESHR" type="hidden" value="0.2"  help="For row wise default is 0.2"/>
	
	<param name="PCAEVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
	
	<param name="PCAECHO" type="hidden" value="FALSE" help="set True if wish to print. default is False"/>
		
	<param name="PCARESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
	
	<param name="PCACOMP" type="hidden" value="3" help="set according to need. Default is 3"/>
		
	<param name="PCAPLOTEVAL" type="hidden" value="TRUE" help="set TRUE if wish to plot PCA. default is TRUE"/>	
		
	<param name="PCAPLOTECHO" type="hidden" value="FALSE" help="Set True if wish to Print .default is False"/>
		
	<param name="PCAPLOTRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
		
   	<param name="PCAPLOTFIG" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
	
	<param name="INITIALDATASPLITEVAL" type="hidden" value= "TRUE" help="set TRUE for splitting in test and train set.default is True"/>	
	
	<param name="INITIALDATASPLITECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
	
        <param name="SAAMPLING" type="hidden" value="garBage" help="default is with No sampling"/>
	
	<param name="INITIALDATASPLITRESULT" type="hidden" value="tex"  help="Set tex if wish to write in output pdf file. default is tex"/>
		
  	<param name="PERCENT" type="hidden" value="0.8" help="default is 0.8"/>
		
   	<param name="NZVEVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
		
	<param name="NZVRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
		
	<param name="NZVECHO" type="hidden" value="FALSE" label="Write Code in Document" help="set True if wish to print .default is False"/>
		
	<param name="CORRFILTEREVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
	
	<param name="CORRFILTERRESULT" type="hidden" value="tex"  help="Set tex if wish to write in output pdf file. default is tex"/>
		
	<param name="CORRFILTERECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
	
	<param name="THRESHHOLDCOR" type="hidden" value="0.75" help="set according to need .default is 0.75"/>
		
	<param name="PREPROCEVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
		
	<param name="PREPROCECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
		
	<param name="PREPROCRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
		
	<param name="SETUPWORKERSEVAL" type="hidden" value="FALSE" help="set TRUE if wish to evaluate. default is False"/>	
		
	<param name="SETUPWORKERSECHO" type="hidden" value="FALSE" label="Write Code in Document" help="set True if wish to print .default is False"/>
		
	<param name="SETUPWORKERSRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
		
	<param name="NUMWORKERS" type="hidden" value="1" help ="default is 1"/>
		
   	<param name="SETUPRESAMPLINGECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
		
	<param name="SETUPRESAMPLINGRESULT" type="hidden" value="hide" help="Set tex if wish to write in output pdf file. default is hide"/>
		
	<param name="RESAMPLENUMBER" type="hidden" value="10" label="Set Number of Times to Resample" help="default is 10"/>
		
	<param name="RESAMPLENUMBERPERCENT" type="hidden" value="0.75" help="default is 0.75"/>

	<param name="SETUPGRIDRESULT" type="hidden" value="hide" help="Set tex if wish to write in output pdf file. default is hide"/>
	
  	<param name="SETUPGRIDECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
		
	<param name="SETUPGRIDSIZE" type="hidden" value="3" help="default is 3 "/>
		
	<param name="FITMODELEVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
		
	<param name="FITMODELRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
	
	<param name="FITMODELECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
		
	<param name="MODELDESCRECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
	
	<param name="MODELDESCRRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
		
	<param name="RESAMPTABLEECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
		
	<param name="RESAMPTABLERESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
		
	<param name="PROFILEPLOTECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
		
	<param name="PROFILEPLOTFIG" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>	
		
	<param name="STOPWORKERSECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
		
	<param name="STOPWORKERSRESULT" type="hidden" value= "hide" help="Set tex if wish to write in output pdf file. default is hide"/>

	<param name="TESTPREDRESULT" type="hidden" value= "tex" help="Set tex if wish to write in output pdf file. default is tex"/>
	
 	<param name="TESTPREDECHO" type="hidden" value="FALSE" help="set True if wish to print. default is False"/>
	
	<param name="CLASSPROBSTEXRESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
		
	<param name="CLASSPROBSTEXECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"	/>
		
	<param name="CLASSPROBSTEXRESULT1" type="hidden" value="hide" help="Set tex if wish to write in output pdf file. default is hide"/>
		
	<param name="CLASSPROBSTEXECHO1" type="hidden" value="FALSE" help="set True if wish to print .default is False"	/>
		
	<param name="SAVEDATAECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>
		
	<param name="SAVEDATARESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
		
        </when>




        
        <when value="Advance">
        <param name="GETDATAINFOEVAL" type="hidden" value="TRUE" help="set TRUE if wish to evaluate. default is TRUE" />
        <param name="GETDATAINFOECHO" type="hidden" value="FALSE"  help="set True if wish to print. default is False"/>
        <param name="GETDATAINFORESULT" type="hidden" value="tex" help="Set tex if wish to write in output pdf file. default is tex"/>
	
        <conditional name="CON1">   
          <param name="PARAMAETERS1" type="select" label="Remove Missing Values">
                        <option value="YES">YES </option>
                        <option value="NO" selected="true">NO </option>
                </param>

                <when value="YES">
        <param name="MISSINGFILTEREVAL" type="hidden" value= "TRUE" help="set TRUE if wish to evaluate. default is TRUE"/>
	<param name="MISSINGFILTERECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
		<option value="FALSE" selected="true">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="MISSINGFILTERRESULT" type="select" label="Write Result in document" help="Set tex if wish to write in output pdf file. default is tex">
		<option value="hide">hide-result will not written in file</option>
		<option value="tex" selected="true">tex-result will written in file</option>
   	</param>
	<param name="MISSINGFILTERTHRESHC" type="select" label="Set Cutoff Value for Missing Data value Columwise" help="For column wise default is 0.1 means column which has missing value more than 10% will be removed ">
		<option value="0.1">0.1</option>
		<option value="0.2">0.2</option>
		<option value="0.25">0.25</option>
		<option value="0.3">0.3</option>
		<option value="0.35">0.35</option>
		<option value="0.4">0.4</option>
		<option value="0.45">0.45</option>
		<option value="0.5">0.5</option>
		<option value="0.55">0.55</option>
		<option value="0.6">0.6</option>
		<option value="0.65">0.65</option>
		<option value="0.7">0.7</option>
		<option value="0.75">0.75</option>
		<option value="0.8">0.8</option>
	</param>
	<param name="MISSINGFILTERTHRESHR" type="select" label="Set Cutoff Value for Missing Data Value Rowwise " help="For row wise default is 0.1 means row having more than 10% missing values will be removed">
		<option value="0.1">0.1</option>
		<option value="0.2">0.2</option>
		<option value="0.25">0.25</option>
		<option value="0.3">0.3</option>
		<option value="0.35">0.35</option>
		<option value="0.4">0.4</option>
		<option value="0.45">0.45</option>
		<option value="0.5">0.5</option>
		<option value="0.55">0.55</option>
		<option value="0.6">0.6</option>
		<option value="0.65">0.65</option>
		<option value="0.7">0.7</option>
		<option value="0.75">0.75</option>
		<option value="0.8">0.8</option>
	</param>
</when>
<when value="NO">
        <param name="MISSINGFILTEREVAL" type="hidden" value= "FALSE" help="set TRUE if wish to evaluate. default is FALSE"/>

        <param name="MISSINGFILTERECHO" type="hidden" value="FALSE" help="set True if wish to print .default is False"/>

        <param name="MISSINGFILTERRESULT" type="hidden" value="hide" help="Set tex if wish to write in output pdf file. default is hide"/>

        <param name="MISSINGFILTERTHRESHC" type="hidden" value="0"  />

        <param name="MISSINGFILTERTHRESHR" type="hidden" value="0" />

</when>
</conditional>

	<!--param name="PCAEVAL" type="select" value="TRUE" label ="Principle Component Analysis of Data" help="set TRUE if wish to evaluate. default is TRUE">	
		<option value="TRUE" selected="true">true</option> 
		<option value="FALSE">False</option> 
	</param>
	<param name="PCAECHO" type="select" label="Write Code in Document" help="set True if wish to print. default is False">
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="PCARESULT" type="select" value="tex" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
		
		<option value="tex" selected="true">tex-result will written in file</option>
		<option value="hide">hide-result will not written in file</option>
    	</param>
	<param name="PCACOMP" type="select" label="Number of PCA Component" help="set according to need. Default is 3">
		<option value="3">3</option>
		<option value="4">4</option>
		<option value="5">5</option>
		<option value="6">6</option>
		<option value="7">7</option>
		<option value="8">8</option>
		<option value="9">9</option>
		<option value="10">10</option>
	</param>
	<param name="PCAPLOTEVAL" type="select" value="TRUE" label="PCA Plotting" help="set TRUE if wish to plot PCA . default is TRUE">	
		
		<option value="TRUE" selected="true">True</option> 
		<option value="FALSE">False</option> 
	</param>
	<param name="PCAPLOTECHO" type="select" label="Write Code in Document" help="Set True if wish to Print .default is False">
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="PCAPLOTRESULT" type="select" value="tex" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">

		<option value="tex" selected="true">tex-result will written in file</option>
		<option value="hide">hide-result will not written in file</option>
    	</param>
    <param name="PCAPLOTFIG" type="select" label="Figure of PCA Plot" help="set TRUE if wish to evaluate. default is TRUE">	
		<option value="TRUE" selected="true">True</option> 
		<option value="FALSE">False</option> 
	</param>
	<param name="INITIALDATASPLITEVAL" type="select" value="TRUE" label="Split The Data in Train And Test Set" help="set TRUE for splitting in test and train set.default is True">	
		<option value="TRUE" selected="true">True</option> 
		<option value="FALSE">False</option> 
	</param>
	<param name="INITIALDATASPLITECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>

 <param name="SAAMPLING" type="select"  label="Select Sampling Method" help="Defult is with No sampling. you may choose downsample or upsample" >
                <option value="garBage" selected="true">No Sampling</option>
                <option value="downsampling">downsample</option>
                <option value="upsampling">upsample</option>
        </param>


	<param name="INITIALDATASPLITRESULT" type="select" value="tex" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
		
		<option value="tex" selected="true">tex-result will written in file</option>
		<option value="hide">hide-result will not written in file</option>
    	</param>
    <param name="PERCENT" type="select" label="Set Value at Which Data Will be Splitted in Train and Test Set" help="default is 0.8">
		<option value="0.8">0.8</option>
		<option value="0.75">0.75</option>
		<option value="0.6">0.6</option>
		<option value="0.5">0.5</option>
    </param>
    <param name="NZVEVAL" type="select" label="Remove Near Zero Value" help="set TRUE if wish to evaluate. default is TRUE">	
		<option value="FALSE">False</option> 
		<option value="TRUE" selected="true">True</option> 
	</param>
	<param name="NZVRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
		<option value="hide">hide-result will not written in file</option>
		<option value="tex" selected="true">tex-result will written in file</option>
   	 </param>
	<param name="NZVECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False">
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="CORRFILTEREVAL" type="select" value="TRUE" label="Remove Highly Correlated Values" help="set TRUE if wish to evaluate. default is TRUE">	
		<option value="FALSE">False</option> 
		<option value="TRUE" selected="true">True</option> 
	</param>
	<param name="CORRFILTERRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
		<option value="hide">hide-result will not written in file</option>
		<option value="tex" selected="true">tex-result will written in file</option>
    	</param>
	<param name="CORRFILTERECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="THRESHHOLDCOR" type="select" label="Thresh hold Value for Correlated Value " help="set according to need .default is 0.75">
		<option value="0.75">0.75</option>
		<option value="0.4">0.4</option>
		<option value="0.45">0.45</option>
		<option value="0.5">0.5</option>
		<option value="0.55">0.55</option>
		<option value="0.6">0.6</option>
		<option value="0.65">0.65</option>
		<option value="0.7">0.7</option>
		<option value="0.8">0.8</option>
		<option value="0.85">0.85</option>
		<option value="0.9">0.9</option>
		<option value="0.95">0.95</option>
	</param>
	<param name="PREPROCEVAL" type="select" value="TRUE" label="Preprocessing of Data" help="set TRUE if wish to evaluate. default is TRUE">	
		<option value="FALSE">False</option> 
		<option value="TRUE" selected="true">True</option> 
	</param>
	<param name="PREPROCECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="PREPROCRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
		<option value="hide">hide-result will not written in file</option>
		<option value="tex" selected="true">tex-result will written in file</option>
    	</param>
	<param name="SETUPWORKERSEVAL" type="select" label="Use Available Processors" help="set TRUE if wish to evaluate. default is False">	
		<option value="FALSE">False</option> 
		<option value="TRUE">True</option> 
	</param>
	<param name="SETUPWORKERSECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="SETUPWORKERSRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
		<option value="tex">tex-result will written in file</option>
		<option value="hide">hide-result will not written in file</option>
	</param>
    <param name="NUMWORKERS" type="select" label="Set Number of Processors" help ="default is 1">
		<option value="1">1</option>
		<option value="2">2</option>
		<option value="4">4</option>
		<option value="6">6</option>
		<option value="8">8</option>
		<option value="16">16</option>
		<option value="24">24</option>
		<option value="32">32</option>
		<option value="40">40</option>
		<option value="48">48</option>
		<option value="64">64</option>
    	</param>
   	<param name="SETUPRESAMPLINGECHO" type="select" label="Print Set Resampling" help="set True if wish to print .default is False">
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="SETUPRESAMPLINGRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is hide">
		<option value="hide">hide-result will not written in file</option>
		<option value="tex">tex-result will written in file</option>
	</param>
	<param name="RESAMPLENUMBER" type="select" label="Set Number of Times to Resample" help="default is 10 ">
		<option value="10">10</option>
		<option value="5">5</option>
		<option value="15">15</option>
		<option value="20">20</option>
		<option value="25">25</option>
	</param>
	<param name="RESAMPLENUMBERPERCENT" type="select" label="Set Resample Percent According to Need" help="default is 0.75">
		<option value="0.75">0.75</option>
		<option value="0.4">0.4</option>
		<option value="0.45">0.45</option>
		<option value="0.5">0.5</option>
		<option value="0.55">0.55</option>
		<option value="0.6">0.6</option>
		<option value="0.65">0.65</option>
		<option value="0.7">0.7</option>
		<option value="0.8">0.8</option>
	</param>
	<param name="SETUPGRIDRESULT" type="select" label="Setup Grid" help="Set tex if wish to write in output pdf file. default is hide">
		<option value="hide">hide-result will not written in file</option>
		<option value="tex">tex-result will written in file</option>
    	</param>
	<param name="SETUPGRIDECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="SETUPGRIDSIZE" type="select" label="Set Size of The Grid." help="default is 3 ">
		<option value="3">3</option>
		<option value="4">4</option>
		<option value="5">5</option>
		<option value="6">6</option>
		<option value="7">7</option>
		<option value="8">8</option>
		<option value="9">9</option>
		<option value="10">10</option>
		<option value="11">11</option>
		<option value="12">12</option>
		<option value="13">13</option>
		<option value="14">14</option>
		<option value="15">15</option>
		<option value="16">16</option>
		<option value="17">17</option>
		<option value="18">18</option>
		<option value="19">19</option>
		<option value="20">20</option>
	</param>
	<param name="FITMODELEVAL" type="select" label="Build a Model." help="set TRUE if wish to evaluate. default is TRUE">	
		<option value="TRUE">True</option> 
		<option value="FALSE">False</option> 
	</param>
	<param name="FITMODELRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
		<option value="hide">hide-result will not written in file</option>
		<option value="tex" selected="true">tex-result will written in file</option>
    	</param>
	<param name="FITMODELECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="MODELDESCRECHO" type="select" label="Model Description" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="MODELDESCRRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
		<option value="hide">hide-result will not written in file</option>
		<option value="tex" selected="true">tex-result will written in file</option>
   	</param>
	<param name="RESAMPTABLEECHO" type="select" label="Create Resample Table" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="RESAMPTABLERESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
		<option value="tex" selected="true">tex-result will written in file</option>
		<option value="hide">hide-result will not written in file</option>
	</param>
	<param name="PROFILEPLOTECHO" type="select" label="Profile Plot" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="PROFILEPLOTFIG" type="select" label="Profile Plot Figure" help="set TRUE if wish to evaluate. default is TRUE">	
		<option value="TRUE">True</option> 
		<option value="FALSE">False</option> 
	</param>
	<param name="STOPWORKERSECHO" type="select" label="Stop Workers" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="STOPWORKERSRESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is hide">
		<option value="hide">hide-result will not written in file</option>
		<option value="tex">tex-result will written in file</option>
   	</param>
	<param name="TESTPREDRESULT" type="select" label="Test Prediction Result" help="Set tex if wish to write in output pdf file. default is tex">
		<option value="tex" selected="true">tex-result will written in file</option>
		<option value="hide">hide-result will not written in file</option>
	</param>
	<param name="TESTPREDECHO" type="select" label="Write Code in Document" help="set True if wish to print. default is False">
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="CLASSPROBSTEXRESULT" type="select" label="Class Probabilities Result" help="Set tex if wish to write in output pdf file. default is tex">
		<option value="tex" selected="true">tex-result will written in file</option>
		<option value="hide">hide-result will not written in file</option>
	</param>
	<param name="CLASSPROBSTEXECHO" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="CLASSPROBSTEXRESULT1" type="select" label="Class Probabilities Result Extended" help="Set tex if wish to write in output pdf file. default is tex">
		<option value="hide">hide-result will not written in file</option>
		<option value="tex" selected="true">tex-result will written in file</option>
	</param>
	<param name="CLASSPROBSTEXECHO1" type="select" label="Write Code in Document" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="SAVEDATAECHO" type="select" label="Write Code in Document Model Created" help="set True if wish to print .default is False"	>
		<option value="FALSE">false</option>
		<option value="TRUE">true</option>
	</param>
	<param name="SAVEDATARESULT" type="select" label="Write Result" help="Set tex if wish to write in output pdf file. default is tex">
		<option value="hide">hide-result will not written in file</option>
		<option value="tex" selected="true">tex-result will written in file</option>
	</param-->
	</when>
	</conditional>
</inputs>


<outputs>
	<data format="RData" label="Model" name="model" />
	<data format="pdf"  label="Document" name="document" />
</outputs>		
<help>

.. class:: infomark



**Instruction**

----------

Users may change any parameter as their requirement. For normal practice 

user required to provide only input csv file and method for model building.

More details are given in user manual.Please click here

  


</help>



</tool>