changeset 1:29ec7e3afdd4 draft

Uploaded
author melpetera
date Thu, 01 Aug 2019 11:30:58 -0400
parents b22c453e4cf4
children 2173ad5e7750
files CorrTable/Corr.xml CorrTable/Corr_Script_samples_row.R CorrTable/Corr_wrap.r CorrTable/README.md CorrTable/test-data/input1_tab1.tabular CorrTable/test-data/input1_tab2.txt CorrTable/test-data/input2_dataMatrix_500.txt CorrTable/test-data/output1_CT_plot.pdf CorrTable/test-data/output1_CorrTable.tabular CorrTable/test-data/output2_CorrTable.tabular
diffstat 10 files changed, 1796 insertions(+), 78 deletions(-) [+]
line wrap: on
line diff
--- a/CorrTable/Corr.xml	Thu Oct 11 05:35:55 2018 -0400
+++ b/CorrTable/Corr.xml	Thu Aug 01 11:30:58 2019 -0400
@@ -1,4 +1,4 @@
-<tool id="corrtable" name="Between-table Correlation" version="0.0.0">
+<tool id="corrtable" name="Between-table Correlation" version="1.0.0">
 	<description>Correlation table between two tables and graphic representation </description>
 	  <requirements>
 			<requirement type="package" version="1.1_4">r-batch</requirement>
@@ -33,18 +33,23 @@
 		
 		reorder_var "$out_section.reorder_var"
 		
-		color_heatmap "${out_section.heatmap_cond.color_heatmap}"
-		#if str($out_section.heatmap_cond.color_heatmap) == 'yes' :
-			type_classes "${out_section.heatmap_cond.typeclass_cond.type_classes}"
-			#if str($out_section.heatmap_cond.typeclass_cond.type_classes) == 'regular' :
-				reg_class_value "${out_section.heatmap_cond.typeclass_cond.reg_class_value}"
-			#elif str($out_section.heatmap_cond.typeclass_cond.type_classes) == 'irregular' :
-				irreg_class_vect "${out_section.heatmap_cond.typeclass_cond.irreg_class_vect}"
-			#end if
+		plot_choice "$out_section.plot_cond.plot_choice"
+		#if str($out_section.plot_cond.plot_choice) == 'none' :
+			tabcorr_out "$tabcorr_out"
+		#else:
+			color_heatmap "${out_section.plot_cond.heatmap_cond.color_heatmap}"
+			#if str($out_section.plot_cond.heatmap_cond.color_heatmap) == 'yes' :
+				type_classes "${out_section.plot_cond.heatmap_cond.typeclass_cond.type_classes}"
+				#if str($out_section.plot_cond.heatmap_cond.typeclass_cond.type_classes) == 'regular' :
+					reg_class_value "${out_section.plot_cond.heatmap_cond.typeclass_cond.reg_class_value}"
+				#elif str($out_section.plot_cond.heatmap_cond.typeclass_cond.type_classes) == 'irregular' :
+					irreg_class_vect "${out_section.plot_cond.heatmap_cond.typeclass_cond.irreg_class_vect}"
+				#end if
+			#end if	
+			tabcorr_out "$tabcorr_out"
+			heatmap_out "$heatmap_out"
 		#end if	
-		
-		tabcorr_out "$tabcorr_out"
-		heatmap_out "$heatmap_out"
+
 		
 	</command>
 	
@@ -118,55 +123,142 @@
 			</conditional>		
 		</section>
 		
-		<section name="out_section" title="Graphical outputs" expanded="False">
+		<section name="out_section" title="Output options" expanded="False">
 			<param name="reorder_var" label="Reorder variables (using Hierarchical Cluster Analysis)" type="select" display="radio" help="">
 				<option value="no">No</option>
 				<option value="yes">Yes</option>
 			</param>
 		
-			<conditional name="heatmap_cond">
-				<param name="color_heatmap" label="Colored correlation table strategy" type="select" display="radio" help="Standard corresponds to a scale with a smooth gradient between three colors: red, white and green (continuous case). Customized creates classes for the correlation coefficients - the scale has discrete values.">
-					<option value="no">Standard</option>
-					<option value="yes">Customized</option>
+			<conditional name="plot_cond">
+				<param name="plot_choice" label="PDF output" type="select" help="To determine whether a colored correlation table is plotted.">
+					<option value="auto">Default</option>
+					<option value="forced">Always plot a colored table</option>
+					<option value="none">No colored table</option>
 				</param>		
 		
-				<when value="yes">
-					<conditional name="typeclass_cond">
-						<param name="type_classes" label="Choose the type of classes" type="select" display="radio" help="Regular means the classes have the same size. Irregular means it is possible to choose any intervals." >
-							<option value="regular">Regular classes</option>
-							<option value="irregular">Irregular classes</option>
-						</param>
+				<when value="auto">
+					<conditional name="heatmap_cond">
+					<param name="color_heatmap" label="Colored correlation table strategy" type="select" display="radio" help="Standard corresponds to a scale with a smooth gradient between three colors: red, white and green (continuous case). Customized creates classes for the correlation coefficients - the scale has discrete values.">
+						<option value="no">Standard</option>
+						<option value="yes">Customized</option>
+					</param>		
+			
+					<when value="yes">
+						<conditional name="typeclass_cond">
+							<param name="type_classes" label="Choose the type of classes" type="select" display="radio" help="Regular means the classes have the same size. Irregular means it is possible to choose any intervals." >
+								<option value="regular">Regular classes</option>
+								<option value="irregular">Irregular classes</option>
+							</param>
+								
+							<when value="regular">
+								<param name="reg_class_value" label="Class size" type="float" value="" help="Must be between 0 and 1" />
+							</when>
 							
-						<when value="regular">
-							<param name="reg_class_value" label="Class size" type="float" value="" help="Must be between 0 and 1" />
-						</when>
-						
-						<when value="irregular">
-							<param name="irreg_class_vect" label="Vector with values for classes" type="text" value="" help="The vector must be of the following form: (value1,value2,value3,..). The values must be between -1 and 1 not included. For example: (-0.8,-0.5,-0.4,0,0.4,0.5,0.8)." />
-						</when>
-					</conditional>	
+							<when value="irregular">
+								<param name="irreg_class_vect" label="Vector with values for classes" type="text" value="" help="The vector must be of the following form: (value1,value2,value3,..). The values must be between -1 and 1 not included. For example: (-0.8,-0.5,-0.4,0,0.4,0.5,0.8)." />
+							</when>
+						</conditional>	
+					</when>
+					
+					<when value ="no">	
+					</when>
+					
+					</conditional>
 				</when>
 				
-				<when value ="no">	
+				<when value ="forced">	
+					<conditional name="heatmap_cond">
+					<param name="color_heatmap" label="Colored correlation table strategy" type="select" display="radio" help="Standard corresponds to a scale with a smooth gradient between three colors: red, white and green (continuous case). Customized creates classes for the correlation coefficients - the scale has discrete values.">
+						<option value="no">Standard</option>
+						<option value="yes">Customized</option>
+					</param>		
+			
+					<when value="yes">
+						<conditional name="typeclass_cond">
+							<param name="type_classes" label="Choose the type of classes" type="select" display="radio" help="Regular means the classes have the same size. Irregular means it is possible to choose any intervals." >
+								<option value="regular">Regular classes</option>
+								<option value="irregular">Irregular classes</option>
+							</param>
+								
+							<when value="regular">
+								<param name="reg_class_value" label="Class size" type="float" value="" help="Must be between 0 and 1" />
+							</when>
+							
+							<when value="irregular">
+								<param name="irreg_class_vect" label="Vector with values for classes" type="text" value="" help="The vector must be of the following form: (value1,value2,value3,..). The values must be between -1 and 1 not included. For example: (-0.8,-0.5,-0.4,0,0.4,0.5,0.8)." />
+							</when>
+						</conditional>	
+					</when>
+					
+					<when value ="no">	
+					</when>
+					
+					</conditional>
 				</when>
+				
+				<when value ="none">	
+				</when>	
+
 	
 			</conditional>
+			
+			
 		</section>
 		
 	</inputs>	
 	
 	<outputs>
 		<data name="tabcorr_out" label="CorrTable" format="tabular" />
-		<data name="heatmap_out" label="CT_plot" format="pdf" />
+		<data name="heatmap_out" label="CT_plot" format="pdf" >
+			<filter>out_section['plot_cond']['plot_choice'] == 'auto' or out_section['plot_cond']['plot_choice'] == 'forced'</filter>
+		</data>
 	</outputs>
 	
+	
+	<tests>
+	  <test>
+        <param name="tab1_in" value="input1_tab1.tabular"/>
+        <param name="tab1_samples" value="column"/>
+        <param name="tab2_in" value="input1_tab2.txt"/>
+	    <param name="tab2_samples" value="row"/>
+	    <param name="corr_method" value="pearson"/>
+		<param name="test_corr" value="no"/>
+		<param name="filter" value="yes"/>
+		<param name="filters_choice" value="filters_0_thr"/>
+		<param name="threshold" value="0.3"/>
+		<param name="reorder_var" value="no"/>
+		<param name="plot_choice" value="auto"/>
+		<param name="color_heatmap" value="yes"/>
+		<param name="type_classes" value="irregular"/>
+		<param name="irreg_class_vect" value="(-0.8,-0.7,-0.5,-0.4,-0.3,-0.2,0,0.2,0.3,0.4,0.5,0.7,0.8)"/>
+        <output name="tabcorr_out" file="output1_CorrTable.tabular"/>
+	    <output name="heatmap_out" file="output1_CT_plot.pdf"/>
+	  </test>
+	  <test>
+        <param name="tab1_in" value="input2_dataMatrix_500.txt"/>
+        <param name="tab1_samples" value="column"/>
+        <param name="tab2_in" value="input2_dataMatrix_500.txt"/>
+	    <param name="tab2_samples" value="column"/>
+	    <param name="corr_method" value="pearson"/>
+		<param name="test_corr" value="no"/>
+		<param name="filter" value="yes"/>
+		<param name="filters_choice" value="filters_0_thr"/>
+		<param name="threshold" value="0.7"/>
+		<param name="reorder_var" value="no"/>
+		<param name="plot_choice" value="auto"/>
+		<param name="color_heatmap" value="no"/>
+        <output name="tabcorr_out" file="output2_CorrTable.tabular"/>
+	  </test>
+    </tests>
+	
+	
 	<help>
 	
 .. class:: infomark
 
 **Author:** 
 Ophelie Barbet for original code (PFEM - INRA) 
-Maintainer: Melanie Petera (PFEM - INRA - MetaboHUB)
+**Maintainer:** Melanie Petera (PFEM - INRA - MetaboHUB)
 
 ---------------------------------------------------
 
@@ -204,14 +296,12 @@
 Positions of samples in table 1 and table 2
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
         | Essential to correctly calculate the correlations.
-        |
 
 Method for calculating the correlation coefficients
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
         | - 'Pearson': Measures the intensity of the linear association between two continuous variables.
-		| - The 'Spearman' and 'Kendall' methods are explained in the R documentation of the 'cor' function as follows: " Kendall's tau or Spearman's rho statistic is used to estimate a rank-based measure of association. These are more robust and have been recommended if the data do not necessarily come from a bivariate normal distribution.".
-		|
-		
+        | - The 'Spearman' and 'Kendall' methods are explained in the R documentation of the 'cor' function as follows: " Kendall's tau or Spearman's rho statistic is used to estimate a rank-based measure of association. These are more robust and have been recommended if the data do not necessarily come from a bivariate normal distribution.".
+        
 Significance test for the correlation coefficients
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
         | This test is performed on each correlation coefficient, with the following hypotheses:
@@ -219,7 +309,6 @@
         |         H1: The correlation coefficient is significantly different from zero.
         |
         | Coefficients whose null hypothesis (H0) are not rejected are replaced by zeros in the correlation table.
-        |
 
 | **Method for multiple testing correction (only if significance test is 'Yes'):**
 | The 7 methods implemented in the 'p.adjust' R function are available and documented as follows:
@@ -233,7 +322,6 @@
 Filter the correlation table
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^	
         | Allows to reduce the correlation table size by keeping only variables considered relevant.
-        |
 
 | **Choose the filters to apply (only if filter is 'Yes'):**
 | 	- 'Only zero filter': Remove variables with all their correlation coefficients equal to zero.
@@ -241,25 +329,34 @@
 	
 | *Choose a threshold (only threshold filter is used):* A value between 0 and 1.
 |
+	
+Output options
+^^^^^^^^^^^^^^
+        | Allows to set some parameters for the correlation table output and the pdf file. 
 
-Reorder variables using Hierarchical Cluster Analysis (HCA)
-^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-        | Allows the most linked variables to be close in the correlation table.
-        | A HCA is performed on each input tables, with:
-        |    - 1 - correlation coefficient, as distance
-        |    - Ward as aggregation method.
-        |
+| **Reorder variables using Hierarchical Cluster Analysis (HCA):**
+| Allows the most linked variables to be close in the correlation table.
+| A HCA is performed on each input tables, with:
+|    - 1 - correlation coefficient, as distance
+|    - Ward as aggregation method.
+| 
 
-        
+| **PDF output:** To determine whether a colored correlation table is plotted.
+| 	- 'Default': generates a pdf file with a colored correlation table if the filtered table has no dimension above 1000 (number of lines or columns). 
+| 	- 'Always plot a colored table': used when you are not afraid of huge colored correlation table; to be used wisely.
+| 	- 'No colored table': the module will generate the correlation table in tabular format only (no pdf file). 
+|
+	
 Colored correlation table strategy
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-		| Allows to create a colored correlation table. Variables of table 1 and variables of table 2 are related using colored rectangles. 
-		| About the colors, the negative correlations are in red, more or less intense according to their position between -1 and 0, and the positive correlations in green, more or less intense according to their position between 0 and 1. The coefficients equal to 0 are in white.
-		| 	- 'Standard': the graphical representation has a scale with a smooth gradient between three colors: red, white and green.
-		| 	- 'Customized': the colored correlation table has coefficient classes. It is possible to create regular or irregular classes. The scale is discreet.
-		|
-		
+        | *Only available when* **PDF output** *is set to 'Default' or 'Always plot a colored table'.*
+        | Allows to create a colored correlation table. Variables of table 1 and variables of table 2 are related using colored rectangles. 
+        | About the colors, the negative correlations are in red, more or less intense according to their position between -1 and 0, and the positive correlations in green, more or less intense according to their position between 0 and 1. The coefficients equal to 0 are in white.
+        | 	- 'Standard': the graphical representation has a scale with a smooth gradient between three colors: red, white and green.
+        | 	- 'Customized': the colored correlation table has coefficient classes. It is possible to create regular or irregular classes. The scale is discreet.
+        
 | **Choose the type of classes (only if colored correlation table strategy is 'Customized'):**
+| 
 
 | 	- 'Regular': classes are all (or almost) the same size. 	
 | To realize these intervals, we start from 1 to go to 0 by taking a step of the size chosen by the user, and we make the symmetry for -1 towards 0. If the last step does not fall on the 0 value, we create a class between this last value and 0, smaller in size than the others. It is important to specify that 0 represents a class on its own, which is assigned the color white for the heatmap.	
@@ -267,7 +364,6 @@
 | *Size of classes (if regular classes):* A value between 0 and 1.
 
 | Example: if the size is 0.4, classes are [-1;-0.6], ]-0.6;-0.2], ]-0.2;0[, 0, ]0;0.2], ]0.2;0.6] and ]0.6;1].
-|
 
 | 	- 'Irregular': classes have variable lengths.
 | It is possible to do as many classes as you want, and of any size. There is not necessarily symmetry between -1 and 0, and 0 and 1. You can choose to have a white class with only 0, or an interval which contains the value 0.
@@ -276,7 +372,7 @@
 
 | Example: if the vector is (-0.8,-0.5,-0.4,0,0.4,0.5,0.8), the classes are [-1;-0.8], ]-0.8;-0.5], ]-0.5;-0.4], ]-0.4;0[, 0, ]0;0.4], ]0.4;0.5], ]0.5;0.8] and ]0.8;1].
 |
-
+	
 	
 ------------
 Output files
@@ -291,7 +387,7 @@
 Heatmap (colored correlation table)
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 	| Pdf output
-	| Colored representation of the correlation table. The coefficients are replaced by colors. A coefficient close to -1 is red, close to 0 white, and close to 1 in green.
+	| Colored representation of the correlation table. The coefficients are replaced by colors. A coefficient close to -1 is red, close to 0 white, and close to 1 green.
 	|
 	
 	
--- a/CorrTable/Corr_Script_samples_row.R	Thu Oct 11 05:35:55 2018 -0400
+++ b/CorrTable/Corr_Script_samples_row.R	Thu Aug 01 11:30:58 2019 -0400
@@ -2,7 +2,7 @@
   # CORRELATION TABLE                                                                             #
   #                                                                                               #
   #                                                                                               #
-  # Input : 2 tables with common samples                                                          #
+  # Input : 2 tables with shared samples                                                          #
   # Output : Correlation table ; Heatmap (pdf)                                                    #
   #                                                                                               #
   # Dependencies : Libraries "ggplot2" and "reshape2"                                             #
@@ -13,11 +13,8 @@
   # Parameters (for dev)
   if(FALSE){
     
-    rm(list = ls())
-    setwd(dir = "Y:/Developpement")
-
-    tab1.name <- "Test/Ressources/Inputs/CT2_DM.tabular"
-    tab2.name <- "Test/Ressources/Inputs/CT2_base_Diapason_14ClinCES_PRIN.txt"
+    tab1.name <- "test/ressources/inputs/CT/CT2_DM.tabular"
+    tab2.name <- "test/ressources/inputs/CT/CT2_base_Diapason_14ClinCES_PRIN.txt"
     param1.samples <- "column"
     param2.samples <- "row"
     corr.method <- "pearson"
@@ -28,6 +25,7 @@
     filters.choice <- "filters_0_thr"
     threshold <- 0.2
     reorder.var <- "yes"
+	plot.choice <- "auto"
     color.heatmap <- "yes"
     type.classes <-"irregular"
     reg.value <- 1/3
@@ -40,8 +38,8 @@
   
   
   correlation.tab <- function(tab1.name, tab2.name, param1.samples, param2.samples, corr.method, test.corr, alpha, 
-                              multi.name, filter, filters.choice, threshold, reorder.var, color.heatmap, type.classes, 
-                              reg.value, irreg.vect, output1, output2){
+                              multi.name, filter, filters.choice, threshold, reorder.var, plot.choice, color.heatmap, 
+                              type.classes, reg.value, irreg.vect, output1, output2){
 
     # This function allows to visualize the correlation between two tables
     # 
@@ -59,6 +57,7 @@
     #   and threshold filter remove variables with all their correlation coefficients in abs < threshold
     # - threshold (value between 0 and 1): threshold for filter threshold
     # - reorder.var ("yes" or "no"): reorder variables in the correlation table thanks to the HCA
+	# - plot.choice ("auto", "forced" or "none"): determine whether a heatmap is plotted
     # - color.heatmap ("yes" or "no"): color the heatmap with classes defined by the user
     # - type.classes ("regular" or "irregular"): choose to color the heatmap with regular or irregular classes
     # - reg.value (value between 0 and 1): value for regular classes
@@ -85,7 +84,9 @@
   tab1 <- tab1[order(rownames(tab1)),]
   tab2 <- tab2[order(rownames(tab2)),]
   
-  
+
+  # Checks ---------------------------------------------------------------------------------------------
+
   # Check if the 2 datasets match regarding samples identifiers
   # Adapt from functions "check.err" and "match2", RcheckLibrary.R
     
@@ -128,8 +129,20 @@
   }
   
     
+  # Check whether tab1=tab2
+  
+  err.msg <- NULL
+  
+  if((ncol(tab1)==ncol(tab2))&&(sum(tab1!=tab2,na.rm=TRUE)==0)){
+    autocor <- TRUE
+	err.msg <- c(err.msg, "\nYou chose the same table for the two dataset inputs. \nTo allow filtering options,",
+	             "we will turn the diagonal to 0 in the correlation matrix during the filtering process.\n")
+  }else{
+    autocor <- FALSE
+  }
+  
+  
   # Check qualitative variables in each input tables
-  err.msg <- NULL
   
   var1.quali <- vector()
   var2.quali <- vector()
@@ -167,16 +180,63 @@
   }
   
   if(length(var1.quali) != 0){
-    tab1 <- tab1[,-var1.quali]
+    tab1 <- tab1[,-var1.quali,drop=FALSE]
   }
   if(length(var2.quali) != 0){
-    tab2 <- tab2[,-var2.quali]
+    tab2 <- tab2[,-var2.quali,drop=FALSE]
+  }
+  
+  
+  # Check whether there are constant variables
+  
+  var1.cons <- vector()
+  var2.cons <- vector()
+  
+  for (i in 1:dim(tab1)[2]){
+    if(length(levels(as.factor(tab1[,i])))==1){ var1.cons <- c(var1.cons,i) }
   }
   
+  for (j in 1:dim(tab2)[2]){
+    if(length(levels(as.factor(tab2[,j])))==1){ var2.cons <- c(var2.cons, j) }
+  } 
+  
+  if (length(var1.cons) != 0 | length(var2.cons) != 0){
+    err.msg <- c(err.msg, "\nThere are constant variables in your input tables which have been removed to compute the correlation table.\n\n")
+    
+    if(length(var1.cons) != 0 && length(var1.cons) < 4){
+      err.msg <- c(err.msg, "In table 1, the following constant variables have been removed:\n",
+                   "  ",paste(colnames(tab1)[var1.cons],collapse="\n    "),"\n")
+    } else if(length(var1.cons) != 0 && length(var1.cons) > 3){
+      err.msg <- c(err.msg, "For example, in table 1, the following constant variables have been removed:\n",
+                   "  ",paste(colnames(tab1)[var1.cons[1:3]],collapse="\n    "),"\n")
+    }
+    
+    if(length(var2.cons) != 0 && length(var2.cons) < 4){
+      err.msg <- c(err.msg, "In table 2, the following constant variables have been removed:\n", 
+                   "  ",paste(colnames(tab2)[var2.cons],collapse="\n    "),"\n")
+    } else if(length(var2.cons) != 0 && length(var2.cons) > 3){
+      err.msg <- c(err.msg, "For example, in table 2, the following constant variables have been removed:\n", 
+                   "  ",paste(colnames(tab2)[var2.cons[1:3]],collapse="\n    "),"\n")
+    }  
+  }
+  
+  if(length(var1.cons) != 0){
+    tab1 <- tab1[,-var1.cons,drop=FALSE]
+  }
+  if(length(var2.cons) != 0){
+    tab2 <- tab2[,-var2.cons,drop=FALSE]
+  }
+  
+  
+  # Print info message
+  
   if(length(err.msg) != 0){ 
     cat("\n- - - - - - - - -\n",err.msg,"\n- - - - - - - - -\n\n")
   }
   
+  rm(err.stock,var1.quali,var2.quali,var1.cons,var2.cons,err.msg) 
+   
+   
   # Correlation table ---------------------------------------------------------------------------------
   
   tab.corr <- matrix(nrow = dim(tab2)[2], ncol = dim(tab1)[2])
@@ -190,7 +250,6 @@
   rownames(tab.corr) <- colnames(tab2)
   
   
-  
   # Significance of correlation test  ------------------------------------------------------------------
   
   if (test.corr == "yes"){
@@ -218,6 +277,11 @@
   # Filter settings ------------------------------------------------------------------------------------
   
   if (filter == "yes"){
+  
+    # Turn diagonal from 1 to 0 if autocorrelation
+	if(autocor){
+	  for(i in 1:(ncol(tab.corr))){ tab.corr[i,i] <- 0 }
+	}
     
     # Remove variables with all their correlation coefficients = 0 :
     if (filters.choice == "filter_0"){
@@ -232,8 +296,8 @@
     }
     
     if (length(var2.thres) != 0){
-      tab.corr <- tab.corr[-var2.thres,]
-      tab2 <- tab2[, -var2.thres]
+      tab.corr <- tab.corr[-var2.thres,,drop=FALSE]
+      tab2 <- tab2[, -var2.thres,drop=FALSE]
     }
     
     var1.thres <- vector()
@@ -244,9 +308,14 @@
     }
       
     if (length(var1.thres) != 0){
-      tab.corr <- tab.corr[,-var1.thres]
-      tab1 <- tab1[,-var1.thres]
+      tab.corr <- tab.corr[,-var1.thres,drop=FALSE]
+      tab1 <- tab1[,-var1.thres,drop=FALSE]
     }
+	
+	# Turn diagonal from 0 back to 1 if autocorrelation
+	if(autocor){
+	  for(i in 1:(ncol(tab.corr))){ tab.corr[i,i] <- 1 }
+	}
     
   } 
   
@@ -258,17 +327,19 @@
     dist.tab2 <- as.dist(1 - cormat.tab2)
     hc.tab2 <- hclust(dist.tab2, method = "ward.D2")
     tab.corr <- tab.corr[hc.tab2$order,]
+	rm(cormat.tab2)
     
     cormat.tab1 <- cor(tab1, method = corr.method, use = "pairwise.complete.obs")
     dist.tab1 <- as.dist(1 - cormat.tab1)
     hc.tab1 <- hclust(dist.tab1, method = "ward.D2")
     tab.corr <- tab.corr[,hc.tab1$order]
+	rm(cormat.tab1)
     
   }
   
   
+  # Output 1 : Correlation table -----------------------------------------------------------------------
   
-  # Output 1 : Correlation table -----------------------------------------------------------------------
   
   # Export correlation table
   write.table(x = data.frame(name = rownames(tab.corr), tab.corr), file = output1, sep = "\t", quote = FALSE, row.names = FALSE)
@@ -276,7 +347,9 @@
   
   
   # Create the heatmap ---------------------------------------------------------------------------------
-  
+
+  if(plot.choice != "none"){
+ 
   # A message if no variable kept
   if(length(tab.corr)==0){
 	pdf(output2)
@@ -285,6 +358,17 @@
 	dev.off()
   } else {
   
+  # A message if more than 1000 variable in auto mode
+  if((plot.choice=="auto")&&(max(dim(tab.corr))>1000)){
+	pdf(output2)
+	war.msg <- paste0("In 'default' mode, the colored table is not provided when\none of the tables contains more than ",
+	                  "a thousand\nvariables after the filter step.\n\nOne of your table still contains ",max(dim(tab.corr))," variables.\n",
+					  "Please consider more filtering, or use the 'Always plot a\ncolored table' mode to obtain your colored table.")
+	plot.new()
+	legend("center",war.msg,adj=c(0.05,0.075))
+	dev.off()
+  } else {
+  
   
   library(ggplot2)
   library(reshape2)
@@ -399,7 +483,10 @@
   ggsave(output2, device = "pdf", width = 10+0.075*dim(tab.corr)[2], height = 5+0.075*dim(tab.corr)[1], limitsize = FALSE)
   
   
-  } # End if(length(tab.corr)==0)else
+  } # End of if((plot.choice=="auto")&&(max(dim(tab.corr))>1000))else
+  } # End of if(length(tab.corr)==0)else
+  } # End of if(plot.choice != "auto")
+  
   
   } # End of correlation.tab
   
--- a/CorrTable/Corr_wrap.r	Thu Oct 11 05:35:55 2018 -0400
+++ b/CorrTable/Corr_wrap.r	Thu Aug 01 11:30:58 2019 -0400
@@ -4,10 +4,12 @@
 # WRAPPER FOR Corr_Script_samples_row.R (CORRELATION TABLE)                                    #
 #                                                                                              #
 # Author: Ophelie BARBET                                                                       #
+# Maintainer: Melanie PETERA                                                                   #
 # User: Galaxy                                                                                 #
 # Original data: used with Corr_Script_samples_row.R                                           #
 # Starting date:                                                                               #
 # V-1: First version of wrapper                                                                #
+# V-2: Corresponds to XML version 1.0.0                                                        #
 #                                                                                              #
 #                                                                                              #
 # Input files: 2 tables with common samples file                                               #
@@ -56,6 +58,7 @@
 type_classes <- NULL
 reg_class_value <- NULL
 irreg_class_vect <- NULL
+if(args$plot_choice == "none"){args$color_heatmap <- "no"; args$heatmap_out <- NULL}
 if(args$color_heatmap == "yes"){
 	type_classes <- args$type_classes
 	if(type_classes == "regular"){
@@ -67,7 +70,7 @@
 
 
 correlation.tab(args$tab1_in, args$tab2_in, args$tab1_samples, args$tab2_samples, args$corr_method, args$test_corr, risk_alpha, correct_multi, args$filter, filters_choice, threshold,
-args$reorder_var, args$color_heatmap, type_classes, reg_class_value, irreg_class_vect, args$tabcorr_out, args$heatmap_out)
+args$reorder_var, args$plot_choice, args$color_heatmap, type_classes, reg_class_value, irreg_class_vect, args$tabcorr_out, args$heatmap_out)
 
 
 cat('\n--------------------------------------------------------------------',
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/CorrTable/README.md	Thu Aug 01 11:30:58 2019 -0400
@@ -0,0 +1,45 @@
+Between-table Correlation
+=======
+
+Metadata
+-----------
+
+ * **@name**: Between-table Correlation
+ * **@version**: 1.0.0
+ * **@authors**: Original code: Ophelie Barbet (PFEM - INRA) - Maintainer: Melanie Petera (PFEM - INRA - MetaboHUB)
+ * **@init date**: 2018, May
+ * **@main usage**: This tool builds a correlation table from two seperate tables, with filtering options and graphical outputs. 
+
+ 
+Context
+-----------
+
+This tool is provided as one of the [Workflow4Metabolomics](http://workflow4metabolomics.org) Galaxy instance statistical tools. 
+W4M is a French infrastructure providing software tools to process, analyse and annotate metabolomics data. 
+
+User interface is based on the Galaxy platform (homepage: https://galaxyproject.org/). It is an open, web-based platform for data intensive biomedical research. 
+Whether on the free public server or your own instance, you can perform, reproduce, and share complete analyses.
+
+ 
+Configuration
+-----------
+
+### Requirement:
+ * R software: version > 3.0.0 recommended
+ * Specific R libraries: 'batch', 'ggplot2' and 'reshape2' 
+
+
+Technical description
+-----------
+
+Main files:
+
+- Corr_Script_samples_row.R: R function (core script)
+- Corr_wrap.R: R script to link the main R function to inputs
+- Corr.xml: XML wrapper (interface for Galaxy)
+
+
+Services provided
+-----------
+
+ * Help and support: support@workflow4metabolomics.org
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/CorrTable/test-data/input1_tab1.tabular	Thu Aug 01 11:30:58 2019 -0400
@@ -0,0 +1,525 @@
+sample	Indiv1	Indiv2	Indiv3	Indiv4	Indiv5	Indiv6	Indiv7	Indiv8	Indiv9	Indiv10	Indiv11	Indiv12	Indiv13	Indiv14	Indiv15	Indiv16	Indiv17	Indiv18	Indiv19	Indiv20	Indiv21	Indiv22	Indiv23	Indiv24	Indiv25	Indiv26	Indiv27	Indiv28	Indiv29	Indiv30	Indiv31	Indiv32	Indiv33	Indiv34	Indiv35	Indiv36	Indiv37	Indiv38	Indiv39	Indiv40	Indiv41	Indiv42	Indiv43	Indiv44	Indiv45	Indiv46	Indiv47	Indiv48	Indiv49	Indiv50	Indiv51	Indiv52	Indiv53	Indiv54	Indiv55	Indiv56	Indiv57	Indiv58	Indiv59	Indiv60	Indiv61	Indiv62	Indiv63	Indiv64	Indiv65	Indiv66	Indiv67	Indiv68	Indiv69	Indiv70	Indiv71	Indiv72	Indiv73	Indiv74	Indiv75	Indiv76	Indiv77	Indiv78	Indiv79	Indiv80	Indiv81	Indiv82	Indiv83	Indiv84	Indiv85	Indiv86	Indiv87	Indiv88	Indiv89	Indiv90	Indiv91	Indiv92	Indiv93	Indiv94	Indiv95	Indiv96	Indiv97	Indiv98	Indiv99	Indiv100	Indiv101	Indiv102	Indiv103	Indiv104	Indiv105	Indiv106	Indiv107	Indiv108	Indiv109	Indiv110	Indiv111	Indiv112
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+M585T2299	7978.10802970514	8918.45296914733	10154.3589334951	9091.89371829086	9539.64518056097	9147.92709983446	8187.25586110114	7570.68963844934	8385.1915837259	7898.87951480212	7788.67164161559	8446.7324945395	8448.90350410469	8744.29908583362	9165.32382024919	9357.42754743372	9624.59012761071	10454.0994975157	9384.6303565487	8184.98657335045	9701.82295332971	9126.91235938458	9253.61812736969	7897.03988545037	8514.53061445021	8851.92604546519	6847.21057805662	7110.35214825187	8198.74947020271	9048.51698668732	6908.14749781058	7916.29302646463	7394.4931492299	9170.21402423337	7557.81667772913	8533.28446277329	8055.81446738342	9934.83114781312	6578.78816043633	7496.81851930682	7315.64095582113	6712.82923439771	6711.72150590482	7173.6546585011	8040.6529583636	7595.56093342482	8761.9516258468	7742.66461043421	8373.02978173495	7337.27302155683	6725.2038901472	7257.51706392961	7377.23520353943	7634.29439115851	7531.95074825313	7056.38507790497	6594.687990498	7656.93096859931	7631.26110163409	8994.14791411429	7650.23817478053	8090.97830338437	8143.83715137816	8905.49308902687	8508.42255114216	8078.01842326391	7646.72880399568	8111.85426911	8814.18228362973	8972.11878475475	6875.15121435321	7542.05512853149	8214.50410535714	8657.09818525938	8333.13772790483	6844.31211237463	8148.06558265593	6990.62660073862	9066.76314669534	8400.63162991468	7652.41017206617	9258.42141195362	7164.73307347038	7235.68992340359	7909.39132976912	6906.93013234693	6333.43148479554	6952.78554843811	7958.12743257407	6972.47131101267	6785.18864738031	9024.65761132036	6938.96684538002	7493.42767497685	7134.95873414478	6917.27749185779	6695.6690730325	7309.70031113059	7602.03741646345	8065.31584432259	8027.12217581882	7311.23868574287	6493.17502049722	8382.82796867154	9708.9829389248	8057.15974264629	8106.75614996956	7019.81077709097	7864.90390651133	6922.77514392322	7203.1672519055	6254.33236127244
+M114T1851	1699.64950350511	1077.72219667051	1526.59569560676	1271.24592270872	1995.54048141129	1489.70590297933	1630.81841707407	1159.11587880647	1764.36485766121	898.552704659888	1298.39993343932	534.750118967631	1648.07758660414	1721.42010843685	2350.15372467055	2078.933064414	1555.73609067459	2097.62300796296	828.553925909611	1314.85139496017	1607.74828654434	1439.21809336166	1421.46716410195	1411.01661978754	1200.50099519557	1214.09360502368	1395.43415872999	1121.6584641167	909.980479814185	1841.38832746016	1097.32140129628	1945.4842987387	1930.10994802865	1682.62636146576	1487.18566609762	1071.25696330631	1899.33752945257	1383.82784524495	1089.16066944498	1640.53645849653	1622.89921748663	1897.17868877263	1007.79523223735	1117.17466461874	1479.06593466597	1303.10300518561	1385.85502044358	2097.08123677572	1733.80251794246	1795.53715465579	1062.44994363913	527.866580512587	1616.95078548172	1365.12831120602	1443.40445210449	683.42917226874	1519.49585045211	1663.84852691534	1252.99677619111	2544.48543494248	1601.39545840238	1216.85208351924	1834.53272164231	1570.74064542494	1399.19303219743	1303.46373902727	1352.65756033727	1758.9742978672	1269.59314336793	1300.139083462	2198.53268811813	1415.23731808576	1758.52961637266	1421.22971847837	1703.67917629536	1147.36619973255	706.616006410361	1386.93064661753	1159.18389234912	1946.25687097896	1069.53922782426	1277.23710354215	1374.29161024621	1493.88758051336	1641.98123667015	1605.12747847316	1549.47921760491	2102.32714658825	1512.37149212853	1396.21596485215	1179.3376785031	1446.93226822983	1779.08777811218	1850.94188892	1472.51010476829	1389.57243368009	1168.82115263201	1386.40448312854	1782.1606166065	1613.76836971243	1962.77554561137	1933.56549840419	1738.81342477231	1477.51509785244	989.61567589009	1843.15334029184	1496.91634010204	2009.3818679224	578.183881964369	2069.60085118987	1475.99950694663	1292.83996397268
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+M936T1279	2689.46724027281	1108.47829884747	2550.59052151618	2020.22539214536	2361.20546573038	1970.85905275231	3481.63875356232	1660.40103519911	2043.89148006228	1119.21361529491	2172.75345203404	545.661985869947	2340.27618644331	1953.6240464065	2102.38796252616	1888.40892810177	2265.55488976812	2415.89544248903	2013.58620048529	1757.81652000084	3948.92401133053	1106.95286683686	1970.04862327717	1693.23724463824	2242.36878741925	1864.21564168069	1453.27204440609	1393.45596525056	2060.11125203005	2031.98614639095	1591.46444636933	2151.65797634595	2318.4080459406	2707.64148907875	1609.58629823531	2223.38036724899	2006.84233318959	2060.8248421024	2520.91602980613	2351.78702028969	2705.68032396607	2219.38555910344	2307.92384697643	1919.91370512571	1906.23007077573	2517.68977795235	2244.71981240599	2924.80950263701	2301.15281477783	2571.79676083689	2550.777917648	702.957933322625	1806.12186954686	1679.99759462135	2606.08006226886	2045.17674829206	2405.28088812139	2394.20898679754	2319.27234698915	2127.42122813699	2728.38494078034	2196.96133896955	2149.59838731481	1911.41860789691	2096.75992345647	2060.5714353353	2190.48054372724	1917.56593386499	2172.50256306984	1970.84196206616	2050.67195228848	1830.31064161159	2869.16028054077	1712.20678510706	2145.35785833315	2497.83380915891	2263.42754731537	2401.84410120731	2051.82007887834	2379.96298694226	2495.25834564365	2088.76435927353	2194.48151698142	1398.84456760726	1920.27771593924	1494.77013522631	1845.19847975923	2070.30868619069	2110.88074758364	1558.97252445184	1664.05152215179	2086.63156919493	2206.33899830286	2251.64128878932	2477.13620098669	2262.65709564594	1771.66283357557	2522.93074606868	2590.61344758547	2085.68080864049	2391.78529588616	2217.89777279907	1987.09844459516	2162.33629258401	1811.99674254253	2028.84859476208	2226.10709920786	1472.25071465914	260.004305548371	2248.97962606851	1930.60535470025	1813.94941835845
+M576T2190	1453.82124842473	586.237743080617	983.076798172024	940.029892744418	930.449371584918	915.609702477217	1401.77416376134	943.046052510407	1021.37176806923	537.85818961017	1126.30556788888	252.06644368081	1193.58792511052	968.248617314411	961.768070734704	1014.46417976319	1028.86692477889	1157.5233433793	964.027117761122	1102.41420771437	1768.24637681094	555.229103153595	956.919349785562	878.959652345086	1113.74248700665	1039.59583859354	828.282448857341	744.517232176917	1143.09916598306	1234.42433063303	888.072614079023	1183.39389433753	1307.86043695478	1570.97199926915	832.298889323065	1224.9917361346	1180.49675531303	1040.0257215	1328.577704807	1097.72613697208	1433.50718109167	1259.6080571775	1099.14870350968	1040.01238030635	918.297211820033	1403.49641303775	1300.85285146116	1838.8178323853	1174.88134808257	1441.04470844412	1499.45406012315	339.967306862801	897.541464506499	1047.03923641302	1509.21178445199	978.676860153681	1432.06991453515	1319.53249904266	1574.49135674188	1411.30360544331	1649.5444651457	1277.43300365848	1125.45889621046	984.868903420733	1089.47646164384	1165.87270707119	1132.28736382639	1544.35767676501	1165.3951417504	1182.15699274489	1124.18666516056	969.679830921962	1643.64222225179	976.456539647717	1291.40852165349	1171.07404318025	1301.17254599044	1297.92520063266	1221.57898468148	1448.09812340852	1382.7051509726	1160.41813534195	1126.5518858531	924.811234913435	1348.61481884227	1054.07412194179	948.877760019369	1215.80681842566	1314.8383753514	938.45340836158	1072.01333327579	1150.713405199	1187.80884119873	1214.21859873359	1468.27692586152	1386.38361453256	1039.95370376022	1765.51291446778	1297.77807691381	1209.78462831848	1473.5581856029	1282.61173385607	1205.37462264013	1417.69465484895	965.021407276672	870.74030352648	1291.22878612794	764.216122247279	218.683935991291	1488.89994065121	1176.77863876084	970.271475801416
+M454T809	4957.67787273571	0	4885.51290512716	51.6673742906229	0	94.9721832903342	4634.05940862683	0	5290.31412731346	53.8782914504427	7988.05047979269	68.2269020080072	105.93617400312	5200.94284715022	6546.14900842765	7935.42212927884	5026.3964452256	5935.58808468031	10250.9155736569	0	5561.40488027537	65.053286748293	4777.83834331028	6603.54162656939	19.9382232056842	313.808044276454	5932.64086082137	0	46.1685100466028	5184.24778257925	89.6183969836256	5242.06207966819	0	4644.74479340483	0	121.03680436721	5584.8810253864	5903.74931137876	0	5079.52447019599	5564.06679152922	4632.73499455875	4594.12822383482	4686.40496251976	5556.87007040396	4684.82442126298	5166.67816191013	68.1878649410903	7053.72264887033	4752.94670550414	4944.75980360357	0	5476.25592474938	5090.94250956484	5149.03104892852	5556.35429364872	5529.77141128224	5438.48697675469	5413.51029868354	4473.94016314064	5181.23413673816	5471.61745633009	6037.76522108162	7014.10042693463	6896.59289577718	5599.60305516978	4885.76249075701	5917.2309609654	5353.3350020477	5885.78266840732	5710.58009781068	5797.00566370548	5247.69939380372	5185.96619976865	6864.99766974347	0	5425.50248564042	5515.48816913844	4672.53635456749	5578.58552979151	4643.07267032419	6091.79346518871	5661.73025232617	5465.71445426601	0	7604.60442806052	5609.01434556314	5720.51823528963	6591.39848056219	5854.77215709515	5258.17544869862	5848.24619735011	6126.30371048397	6432.35305712057	4618.98614745306	4989.42707700074	5391.45216225178	5930.23960552772	6298.87758081783	5157.20648789665	5977.34939635895	6371.95283149976	5298.63096459205	5153.42798286731	0	8418.98774555655	5328.96920493349	5612.29518892328	0	7475.22497398961	125.355907908131	0
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/CorrTable/test-data/input1_tab2.txt	Thu Aug 01 11:30:58 2019 -0400
@@ -0,0 +1,113 @@
+NumIdiv	Meta01	Meta02	Meta03	Meta04	Meta05	Meta06	Meta07	Meta08	Meta09	Meta10	Meta11	Meta12	Meta13	Meta14	Meta15	Meta16	Meta17	Meta18	Meta19	Meta20	Meta21	Meta22	Meta23	Meta24	Meta25	Meta26	Meta27	Meta28	Meta29	Meta30	Meta31	Meta32	Meta33	Meta34	Meta35	Meta36	Meta37	Megameta1	Megameta2	Megameta3
+Indiv100	0	2	1	1	2	2	2	3	2	2	3	1	1	1	3	2	2	2	2	4	3	3	1	0	0	1	0	0	0	1	0	0	0	1	1	-1	1	.20356184	.2615374	-.015685499
+Indiv2	0	1	1	2	2	1	1	1	1	2	3	2	1	1	1	2	2	1	1	1	1	2	0	0	1	0	0	1	0	0	0	0	1	1	1	-1	1	-.69720995	-.4864544	-.37025937
+Indiv8	0	3	1	1	2	2	2	1	2	2	1		1	1	1	3	2	1	1	3	3		0	1	0	0	0	0	1	0	0	0	1	0	1	0	1	.31425953	-.49819028	.1493759
+Indiv86	1	3	1	1	2	2	1	2	2	2	3	2	1	1	1	3	4	2	3	1	1	3	1	0	0	0	0	0	1	0	1	0	0	1	0	1	0	-.21305712	.037635665	.062823512
+Indiv101	1	3	1	1	2	3	1	1	1	2	2	1	1	1	1	3	1	1	3	2	1	3	0	1	0	1	0	0	0	0	0	0	1	0	1	0	1	-.10245162	-.46590841	.49101552
+Indiv44	1	2	1	1	2	2	2	1	1	2	3	1	2	2	1	3	4	2	3	3	1	3	0	0	1	1	0	0	0	1	0	0	0	0	0	0	0	.21840711	-.0039456952	-.196908
+Indiv90	1	3	1	1	2	1	2	1	2	2	3	1	2	1	1	3	1	2	3	1	3	3	1	0	0	1	0	0	0	0	0	0	1	0	1	0	1	.019607706	-.24096201	.29701617
+Indiv103	0	1	1	1	2	2	1	1	2	2	3	1	2	1	2	2	4	2	3	4	3	2	0	0	1	1	0	0	0	1	0	0	0	0	0	0	0	.13694063	.15443344	-.31301507
+Indiv71	1	1	2	2	2	1	1	3	2	2	2	1	1	1	3	3	3	1	1	1	1	3	1	0	0	0	0	0	1	0	0	1	0	1	1		-1	-.74349129	.33503532	.019820273
+Indiv92	0	2	2	1	2	3	2	2	3	2	1	1	2	2	1	2	4	2	3	4	2	3	0	1	0	0	1	0	0	1	0	0	0	0	0	0	0	.78006345	.23757593	.30697185
+Indiv1	0	1	1	1	2	2	2	2	2	2	3	2	1	1	2	3	4	1	1	4	2	1	1	0	0	0	0	0	1	0	0	1	0					-.13290808	.16232739	-.27519292
+Indiv20	0	2	1	1	2	2	2	3	2	2	1	2	1	1	3	2	1	1	3	3	1	2	1	0	0	1	0	0	0	0	1	0	0	1	1	1		.016005825	.051264163	.42777562
+Indiv57	1	2	1	1	2	1	1	1	2	2	3	2	1	1	2	2	4	2	2	3	1	3	1	0	0	0	0	0	1	0	0	1	0	1	1	1	-1	-.17156814	.060858212	-.21682404
+Indiv16	1	3	1	1	1	2	2	3	2	1	3	2	1	1	2	3	1	1	1	3	1	1	0	0	1	1	0	0	0	0	1	0	0	1	1	1	1	-.34242973	-.16432625	.049274303
+Indiv32	1	2	1	1	1	3	1	1	3	2	2	2	1	1	1	1	3	2	3	3	1	3	1	0	0	0	0	0	1	0	0	0	1	0	1	0	1	-.073278673	-.51453996	.37050647
+Indiv10	0	3	1	2	2	1	1	2	2	2	2	1	1	2	2	3	4	1	3	3	3	2	1	0	0	0	0	0	1	0	0	1	0	1	0	1	0	-.066033624	.29441747	.062487021
+Indiv48	1	2	1	2	1	2	1	1	1	2	3	1	1	1	1	2	3	2	3	2	1	2	0	0	1	0	0	1	0	0	0	1	0	0	1	0	-1	-.30411547	-.11404131	-.38163781
+Indiv4	0	2	1	1	2	3	2	3	2	2	3	1	2	1	3	3	4	2	3	2	2	3	1	0	0	0	0	0	1	0	1	0	0	1	0	1	0	.023631928	.36028823	.39205086
+Indiv59	1	2	2	1	2	1	2	1	3	2	1	2	1	1	1	3	4	1	3	4	3	1	0	1	0	0	0	0	1	0	1	0	0	1	0	1	0	.17453998	-.19773787	.5125761
+Indiv15	1	1	1	1	2	2	2	1	1	2	2	1	1	1	2	2	4	1	2	3	2	2	0	1	0	1	0	0	0	1	0	0	0	0	1	0	-1	.10781842	-.15056761	-.3309525
+Indiv102	1	3	1	1	2	3	2	1	1	2	3	1	1	1	1	3	4	1	1	2	2	2	0	0	1	0	1	0	0	0	0	0	1	1	1	-1	1	.050359439	-.28428966	.044408333
+Indiv5	0	1	1	1	2	2	1	3	1	2	2	2	1	2	3	2	4	2	3	2	3	2	1	0	0	1	0	0	0	0	0	1	0	1	1	1		-.21293716	.33010995	-.017798938
+Indiv29	0	1	1	1	2	2	2	1	1	2	3	1	1	1	1	1	3	1	2	3	2	3	1	0	0	0	0	0	1	0	0	0	1	1	1	-1	1	.071131624	-.43133318	-.38381341
+Indiv43	1	2	1	1	2	1	2	2	2	2	3	1	1	1	2	1	2	2	3	1	1	3	0	0	1	1	0	0	0	0	1	0	0	0	1	0	-1	-.14812829	-.096273489	.055153914
+Indiv70	0	3	1	1	2	2	1	3	1	2	1	1	1	2	3	3	4	1	3	3	3	3	0	1	0	0	0	0	1	0	1	0	0	1	0		0	.022730019	.13102366	.56587332
+Indiv58	0	1	1	1	2	1	2	2	2	2		2	1	1	2	1	1	1	2	4	3	3	1	0	0	0	0	0	1	0	0	0	1	0	1	0		-.0076970425	-.18106249	-.018259054
+Indiv75	1	1	1	1	2	1	2	2	2	2	1	1	1	1	3	3	4	1	3	1	1	3	1	0	0	0	0	0	1	0	0	1	0	1	1	1	-1	-.41040802	.20187925	.13943495
+Indiv62	0	1	2	2	1	1	2	2	3	1	1	1	1	2	3	3	4	1	1	4	2	3	0	0	1	1	0	0	0	0	1	0	0	0	0	0	0	-.32780105	.12414011	.13276595
+Indiv31	0	2	1	2	2	2	2	3	2	2	3	1	2	2	2	2	3	1	3	3	3	3	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	.45081028	.34911805	-.12217508
+Indiv18	1	2	1	1	2	1	2	2	1	2	3	1	1	1	2	2	4	1	3	1	1	3	1	0	0					0	0	1	0	0	1	0	-1	-.31153271	.065308511	-.069494948
+Indiv89	1	1	1	1	2	2	2	1	1	1	2	2	2	2	1	2	2	1	3	2	2	3	0	0	1	0	0	0	1	0	0	0	1	1	0		0	.13334727	-.48514032	-.42525363
+Indiv47	1	3	1	1	1	2	1	1	1	2	1	2	2	1	2	3	3	2	1	1	2	1	1	0	0	0	0	0	1	0	0	0	1	1	0	-1	0	-.25953344	-.30290335	-.12435767
+Indiv41	1	2	1	1	2	2	2	2	2	2	1	1	1	1	2	3	3	1	1	2	2	2	1	0	0	0	0	0	1	1	0	0	0	1	0	1	0	.030842895	.027539248	-.17302434
+Indiv88	0	3	1	1	2	1	2	3	3	2	1	1	1	1	1	3	1	1	3	3	1	2	0	0	1	1	0	0	0	0	1	0	0	0	0	0	0	-.18343645	-.056792345	.50191259
+Indiv7	0	1	1	2	2	1	1	2	2	2	2	1	1	1	3	3	2	2	1	3	1		0	1	0	1	0	0	0	0	0	1	0	0	0	0	0	-.55386752	.24594137	-.050696075
+Indiv36	1	2	1	1	2	1	2	3	2	2	3	1	2	2	2	3	4	2	1	3	2	2	1	0	0	0	0	0	1	0	0	1	0	1	1	1	-1	.022894189	.40529117	-.21672601
+Indiv51	0	1	1	1	1	1	1	1	1	2	3	2	1	1	1	1	4	1	1	1	1	1	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	-.84980124	-.62178016	-.18361762
+Indiv85	0	1	1	2	1	1	1	2	2	1	3	1	2	1	2	3	4	1	1	3	1	3	0	0	1	1	0	0	0	0	0	1	0	1	0	1	0	-.63364851	.091376103	-.4696092
+Indiv19	1	2	1	2	2	1	1	2	2	2	3	1	1	1	3	3	4	2	3	1	1	1	1	0	0	0	0	0	1	0	0	1	0	1	1	1	-1	-.67441803	.50058872	.010528493
+Indiv30	0	1	1	1	1	1	1	2	1	2	1	1	1	1	1	3	4	1	3	1	2	3	1	0	0	0	0	0	1	0	1	0	0	0	0	0	0	-.66030884	-.20336002	.18846714
+Indiv23	0	2	1	1	2	2	1	1	1	2	1	1	1	1	1	2	4	2	1	3	3	2	0	1	0	0	0	0	1	0	0	0	1	1	1	-1	1	.073521495	-.29502848	-.17491132
+Indiv106	1	3	1	1	2	3	2	1	2	2	3	1	1	1	1	1	3	1	3	2	2	3	0	1	0	1	0	0	0	0	0	0	1	0	0	0	0	.40075216	-.58534193	.26104462
+Indiv68	0	3	1	1	2	2	2	2	1	2	3	1	2	2	2	2	4	2	1	4	2	2	1	0	0	1	0	0	0	1	0	0	0	1	0	-1	0	.30020806	.074392036	-.29199979
+Indiv74	1	2	1	1	2	1	2	2	2	2	3	1	2	2	1	3	4	2	3	3	1	2	1	0	0	1	0	0	0	1	0	0	0					.032326598	.30174947	-.30409029
+Indiv33	0	3	1	1	2	2	1	3	3	2	1	1	1	1	2	3	4	1	3	1	1	2	1	0	0	0	0	0	1	0	1	0	0	0	1	0	1	-.3134844	.18650222	.46673879
+Indiv35	0	1	1	1	1	1	1	2	2	2	1	1	2	1	2	2	1	1	2	3	1		1	0	0	1	0	0	0	0	0	1	0	1	1		-1	-.34132531	-.14925553	-.16318826
+Indiv72	0	3	1	1	2	2	2	1	1	2	2	2	1	2	1	1	4	1	3	3	2	3	0	0	1	1	0	0	0	0	0	0	1	1	1	-1	1	.30806759	-.32726526	.0099234087
+Indiv61	0	2	1	2	2	2	2	3	2	2	3	2	1	1	3	3	3	1	2	2	1	2	0	0	1	1	0	0	0	0	0	1	0	1	0	1	0	-.19176261	.34222314	-.12270927
+Indiv21	1	2	1	1	2	2	2	3	3	2	3	1	2	1	2	3	4	2	3	2	2	3	1	0	0	0	0	0	1	0	1	0	0	1	0	1	0	.11824445	.46644562	.21096261
+Indiv38	0	2	1	1	2	3	2	1	1	2	1	2	2	2	2	3	1	1	3	2	2	3	0	1	0	1	0	0	0	0	0	0	1	0	0	0	0	.43018883	-.40807375	.48177627
+Indiv73	0	1	1	1	2	2	1	3	1	2	1	1	1	1	3	3	1	1	1	1	2	2	1	0	0	0	0	0	1	0	1	0	0	1	1	1	-1	-.6356039	-.12362421	.25023341
+Indiv17	0	2	1	2	2	2	2	3	3	2	1	1	1	1	3	3	4	1	2	4	2	3	1	0	0	0	1	0	0	0	1	0	0	1	1	1	-1	-.038822163	.4053981	.34361598
+Indiv3	1	2	1	1	1	2	1	3	2	2	1	1	1	1	3	3	3	1	2	2	1	1	0	0	1	0	0	0	1	0	0	1	0					-.3957032	.11192344	.10452061
+Indiv26	0	2	2	1	2	2	1	2	1	2	3	2	1	2	2	3	2	1	3	3	3	3	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	.088135228	.16266553	-.052489251
+Indiv22	1	1	1	1	2	2	1	1	1	2		1	1	1	1	3	4	2	1	1	2	2	1	0	0	1	0	0	0	0	0	1	0	1	0	1	0	-.48819226	-.25829855	-.11441767
+Indiv87	0	2	1	1	2	1	2	2	1	2	2	1	1	1	1	2	3	1	2	1	2	2	0	0	1	0	0	0	1	1	0	0	0	1	1	-1	-1	-.11398052	-.24088179	-.33619365
+Indiv95	0	2	2	1	2	2	1	1	1	2	3	2	1	1	1	1	4	1	3	2	3	3	0	1	0	1	0	0	0	0	0	0	1	0	0	0	0	-.01000473	-.39999327	.21851933
+Indiv108	1	2	1	1	1	2	2	1	2	2	1	1	1	1	2	3	1	1	1	3	1	3	0	1	0	0	0	0	1	0	0	0	1	1	1	-1	1	-.043590009	-.32082307	.17128122
+Indiv97	0	2	1	1	2	2	1	2	1	2	3	1	1	1	2	3	4	1	1	1	1	2	1	0	0	0	0	0	1	0	0	1	0	1	0		0	-.49126464	.044893652	-.21866977
+Indiv60	1	2	2	2	2	2	1	2	2	2	2	2	1	1	2	2	4	1	2	2	1	2	1	0	0	0	0	0	1	0	0	1	0	1	1	1	-1	-.18079183	.31448776	-.28928125
+Indiv14	0	2	1	1	2	2	2	3	2	2	3	2	1	2	2	2	3	1	2	4	3	2	0	1	0	1	0	0	0	1	0	0	0	0	0	0	0	.5241251	.080663681	-.1896999
+Indiv91	1	3	1	1	2	1	2	2	1	2	3	1	1	1	3	3	3	2	3	4	1	2	1	0	0	0	1	0	0	0	0	1	0	1	1	1	-1	-.20331146	.2509892	-.063606478
+Indiv6	1	3	1	1	1	2	2	2	2	2	2	2	2	2	2	2	4	2	3	3	3	2	0	0	1	1	0	0	0	1	0	0	0	0	1	0	1	.44431293	.24815695	-.141104
+Indiv46	0	2	2	2	2	1	1	2	2	2	2	1	2	2	2	3	4	2	3	3	3	1	1	0	0	0	0	0	1	0	0	1	0	0	1	0	-1	.05440088	.66026789	-.10719819
+Indiv56	0	2	2	1	2	3	2	3	2	2	2	1	1	1	3	3	4	2	3	3	2	3	1	0	0	1	0	0	0	0	1	0	0	1	1	1	-1	.10090635	.56453532	.39470342
+Indiv45	1	2	1	2	2	2	2	1	1	2	3	1	1	2	2	1	2	1	3	4	1	2	0	1	0	1	0	0	0	1	0	0	0	1	1	-1	-1	.23129724	-.10143666	-.49973431
+Indiv9	1	2	1	1	2	1	1	1	3	2	2	1	2	1	2	3	4	2	1	3	3	3	1	0	0	0	0	0	1	0	1	0	0	1	1	1	1	-.076364182	.10619981	.090246327
+Indiv77	0	1	1	1	2	2	1	2	1	2	1	1	1	1	2	1	2	1	3	4	2	2	0	1	0	1	0	0	0	0	0	0	1	0	1	0		-.014416859	-.25572616	-.098026879
+Indiv76	0	2	1	1	2	1	2	2	2	2	1	2	1	1	3	3	4	2	3	2	3	2	0	0	1	0	0	0	1	0	1	0	0	0	1	0	-1	-.049819466	.27777106	.25004631
+Indiv34	0	2	2	2	2	2	2	2	2	2	2	1	2	1	2	1	2	2	2	3	2	3	1	0	0	1	0	0	0	1	0	0	0	1	0	-1	0	.32095817	.24070024	-.30404916
+Indiv104	0																					2								1	0	0	0	1	1	-1	1	-.099247441	.18548813	-1.1336355
+Indiv25	0	2	2	1	2	2	1	3	2	2	1	2	1	1	2	2	3	2	2	1	2	1	1	0	0	0	0	0	1	0	0	1	0	0	1	0	-1	-.077488393	.18639594	-.10766602
+Indiv63	1	2	2	1	2	2	1	1	3	2	1	2	1	1	1	3	4	1	3	2	1	2	1	0	0	1	0	0	0	0	1	0	0	1	1	1	1	-.1823834	-.018349539	.19992796
+Indiv78	1	1	1	1	2	2	2	1	2	2	2	1	2	2	1	3	3	1	2	3	1	2	0	0	1	0	1	0	0	1	0	0	0	1	0	1	0	.24898916	-.38097447	-.31864405
+Indiv105	0	2	1	1	2	2	1	2	2	2	1	1	2	1	2	2	3	2	2	3	1	2	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	.17667747	.14200257	-.41713294
+Indiv94	1	1	1	1	2	2	1	1	1	2	1	1	1	1	1	3	2	1	1	1	1	3	1	0	0	0	0	1	0	0	0	0	1	0	0	0	0	-.50470364	-.45427391	-.076739565
+Indiv65	1	2	1	1	2	2	1	2	2	2	3	1	1	2	2	3	3	2	3	1	1	2	1	0	0	0	0	0	1	0	0	1	0	1	0	1	0	-.1176952	.27467203	-.25941962
+Indiv109	1	3	1	1	1	2	1	2	1	2	3	2	1	1	2	2	4	1	3	1	1	2	0	0	1	0	0	1	0	0	0	1	0	1	1	1	-1	-.37829453	-.030209344	-.047004201
+Indiv50	0	1	1	1	2	1	1	1	1	2	3	2	1	1	1	3	4	2	1	1	1	2	1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	-.73145294	-.19600208	-.31746638
+Indiv110	1	2	1	1	2	2	1	3	1	1		1	1	1	2	3	3	1	3	3	1	1	0	0	1	0	0	1	0	0	0	1	0	1	0	1	0	-.34784231	.029328186	-.22432436
+Indiv112	0	3	2	1	2	3	2	1	2	2	1	2	1	2	2	1	3	1	2	4	3	2	0	0	1	1	0	0	0	0	0	0	1	0	0	0	0	.58417493	-.48542908	.20103167
+Indiv37	1	1	1	1	2	2	2	1	1	2	2	1	1	1	2	3	4	2	1	1	2	2	1	0	0	0	0	0	1	0	0	1	0	1	1	1	-1	-.2919586	-.042930115	-.24748293
+Indiv79	0	2	1	1	1	1	1	2	2	2		1	1	1	3	2	3	1	1	3	1	2	1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	-.46174625	.083884381	-.31109369
+Indiv64	1	2	2	2	1	2	1	2	2	2	3	2	1	1	1	3	4	1	1	1	1	2	1	0	0	0	0	0	1	0	0	1	0	1	0	1	0	-.57915044	.084867962	-.18837497
+Indiv80	1	2	1	1	1	2	2	2	2	2	3	1	2	1	3	2	3	1	2	3	1	2	0	0	1	1	0	0	0	1	0	0	0	1	1	1	1	.097049698	.121112	-.40199038
+Indiv52	0	1	1	1	2	2	2	3	2	2	2	1	1	1	3	3	4	2	3	3	2	3	1	0	0	0	0	0	1	0	1	0	0	1	1	1	1	-.094679736	.45931104	.2355888
+Indiv54	1	2	2	2	2	3	2	2	1	1	3	2	1	1	2	2	3	2	3	1	1	3	0	0	1	1	0	0	0	0	0	1	0	0	1	0	-1	-.050008733	.20330836	-.25801647
+Indiv49	1	3	1	1	2	2	1	1	2	2	1	1	1	1	2	2	2	2	3	3	1	3	0	1	0	1	0	0	0	0	0	0	1	0	0	0	0	.14828117	-.40605938	.32971853
+Indiv11	1	1	1	1	1	1	1	1	2	2	3	2	1	1	1	3	4	1	1	2	1	1	0	0	1	0	0	0	1	0	0	1	0	0	1	0	-1	-.67027336	-.18775737	-.27995554
+Indiv13	0	2	1	1	2	3	1	1	2	2	2	1	1	1	1	2	4	2	3	3	2	2	0	0	1	1	0	0	0	1	0	0	0	1	1	1	-1	.10596408	-.11488666	.0030090506
+Indiv66	0	2	1	2	2	1	2	3	3	2	2	2	2	1	2	3	1	1	3	3	1	3	1	0	0	0	0	0	1	0	1	0	0	1	1		1	-.11125749	.38521281	.38540199
+Indiv107	0	2	2	2	2	1	2	2	2	2	3	1	1	1	2	2	4	2	2	1	2	2	0	1	0	0	1	0	0	1	0	0	0	0	1	0	1	.071288042	.4106892	-.17563856
+Indiv67	0	1	2	1	2	1	1	1	3	2	3	2	1	2	2	3	1	2	3	2	3	2	0	0	1	0	0	0	1	0	1	0	0	1	1	1	-1	-.17993326	-.0042272937	.19899566
+Indiv83	1																																	1	1					
+Indiv53	1	1	1	1	2	1	1	2	2	2	2	1	1	1	3	3	1	2	3	3	1	2	0	0	1	0	0	1	0	0	0	1	0	0	1	0	-1	-.44295341	.21886687	.092666276
+Indiv99	1	2	2	1	2	1	1	1	3	2	3	1	1	2	3	3	3	1	1	4	2	1	1	0	0	0	0	1	0	0	0	1	0	1	0	1	0	-.21148896	.11159937	-.022634892
+Indiv27	1	1	1	1	2	2	2	2	2	2	2	2	1	1	2	3	4	2	3	1	1	3	1	0	0	0	0	0	1	0	0	1	0	1	0	1	0	-.26252216	.090251923	.022597667
+Indiv82	1	2	1	1	2	2	2	2	2	2	3	2	2	2	2	3	1	1	3	3	3	2	0	1	0	1	0	0	0	1	0	0	0	0	0	0	0	.44408026	.076124944	-.0063784737
+Indiv39	0	3	1	1	2	2	1	2	1	2	2	1	1	1	3	3	4	2	2	1	2	1	1	0	0	0	1	0	0	0	0	1	0	0	0	0	0	-.31744525	.15867433	.10442914
+Indiv98	1	2	1	1	2	2	2	1	1	2	3	2	1	1	2	1	2	1	2	1	2	3	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	.021150613	-.36514902	-.21029302
+Indiv69	0	2	1	1	2	1	1	2	2	2	2	1	1	2	3	1	4	1	3	4	2	2	1	0	0	1	0	0	0	0	1	0	0					-.12566172	.064987049	.091384649
+Indiv24	1	1	1	1	2	2	2	1	2	1	2	1	1	2	1	3	2	1	2	3	1	3	1	0	0	1	0	0	0	0	0	0	1	1	1	-1	1	-.018354375	-.44592831	-.3375209
+Indiv81	1	2	2	1	2	3	1	3	3	2	3	1	1	1	2	2	4	1	3	1	1	3	1	0	0	0	0	1	0	0	1	0	0	0	0	0	0	-.20217612	.32317787	.32766822
+Indiv55	1	1	1	2	1	1	1	1	2	2		1	2	1	3	3	4	1	3	4	3	2	0	0	1	0	0	1	0	0	0	1	0	1	0	1	0	-.41572592	.2040074	-.015792402
+Indiv84	1	1	1	1	2	2	1	3	2	2	3	1	2	2	2	3	3	1	3	2	1	2	1	0	0	1	0	0	0	0	0	1	0	0	0	0	0	-.15993424	.26069486	-.24265057
+Indiv93	1	2	1	1	2	2	1	2	2	2	2	1	1	2	1	1	4	2	3	2	3	3	0	0	1	1	0	0	0	1	0	0	0	1	1	1	1	.20958795	-.12002528	.10930088
+Indiv12	1	1	1	2	2	3	1	3	2	2	3	2	2	2	3	3	4	2	1	4	1	2	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	-.23098187	.509408	-.19362696
+Indiv28	1	1	1	1	2	2	2	1	1	2	3	1	1	1	1	1	2	2	3	3	1	2	1	0	0	0	0	0	1	1	0	0	0	0	0	0	0	-.047365781	-.32588756	-.3625938
+Indiv96	0	2	2	1	2	2	1	2	2	2	3	1	1	2	1	2	4	1	2	3	1	2	0	0	1	0	0	0	1	1	0	0	0	0	0	0	0	.091803826	.10267216	-.42265528
+Indiv111	0	1	1	2	2	1	1	2	2	2	2	1	1	2	3	3	4	2	3	2	3	3	0	0	1	0	0	0	1	0	0	1	0	1	0	1	0	-.28756618	.40579945	.14156452
+Indiv42	0	3	1	1	2	3	2	2	2	2		1	1	1	2	3	2	2	3	2	3	3	1	0	0	0	0	0	1	1	0	0	0	0	1	0	1	.33878753	.042908456	.26750669
+Indiv40	0	2	1	1	1	2	1	3	1	2	1	2	1	1	3	3	4	2	3	3	2	2	1	0	0	0	0	0	1	0	1	0	0	1	1	-1	1	-.34855837	.32292134	.21993519
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/CorrTable/test-data/input2_dataMatrix_500.txt	Thu Aug 01 11:30:58 2019 -0400
@@ -0,0 +1,499 @@
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+++ b/CorrTable/test-data/output2_CorrTable.tabular	Thu Aug 01 11:30:58 2019 -0400
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