changeset 13:91c71f3808f3 draft

planemo upload for repository https://github.com/workflow4metabolomics/xcms commit 9f72e947d9c241d11221cad561f3525d27231857
author lecorguille
date Tue, 18 Sep 2018 16:13:36 -0400
parents dcb9041cb9ea
children d78d3d4a82db
files README.rst abims_xcms_fillPeaks.xml lib-xcms3.x.x.r lib.r macros.xml macros_xcms.xml static/images/xcms_fillpeaks_workflow.png test-data/faahKO-single.xset.merged.group.retcor.group.RData test-data/faahKO-single.xset.merged.group2.retcor2.group2.RData test-data/faahKO.xset.group.retcor.group.RData test-data/faahKO.xset.group2.retcor2.group2.fillPeaks2.dataMatrix.NAless.tsv test-data/faahKO.xset.group2.retcor2.group2.fillPeaks2.dataMatrix.tsv test-data/faahKO.xset.group2.retcor2.group2.fillPeaks2.variableMetadata.tsv xcms.r xcms_fillpeaks.r
diffstat 15 files changed, 19988 insertions(+), 857 deletions(-) [+]
line wrap: on
line diff
--- a/README.rst	Wed Nov 29 09:47:20 2017 -0500
+++ b/README.rst	Tue Sep 18 16:13:36 2018 -0400
@@ -2,24 +2,37 @@
 Changelog/News
 --------------
 
+**Version 3.0.0.0 - 08/03/2018**
+
+- UPGRADE: upgrade the xcms version from 1.46.0 to 3.0.0. So refactoring of a lot of underlying codes and methods. Some parameters may have been renamed.
+
+- UPDATE: since xcms 3.0.0, the selection of a method is no more needed (chrom or MSW). xcms will detect from the data the peak picking method used in findChromPeaks
+
+- UPDATE: since xcms 3.0.0, new parameters are available: expandMz, expandRt and ppm
+
+
 **Version 2.1.1 - 29/11/2017**
 
 - BUGFIX: To avoid issues with accented letter in the parentFile tag of the mzXML files, we changed a hidden mechanim to LC_ALL=C
 
+
 **Version 2.1.0 - 07/02/2017**
 
 - IMPROVEMENT: change the management of the peaklist ids. The main ids remain the same as xcms generated. The export setiings now only add custom names in the variableMetadata tab (namecustom)
 
 - IMPROVEMENT: xcms.fillpeaks can deal with merged individual data
 
+
 **Version 2.0.8 - 22/12/2016**
 
-- IMPROVEMENT: Add an option to export the peak list at this step without have to wait camara.annotate
+- IMPROVEMENT: Add an option to export the peak list at this step without having to wait for CAMERA.annotate
+
 
 **Version 2.0.7 - 06/07/2016**
 
 - UPGRADE: upgrate the xcms version from 1.44.0 to 1.46.0
 
+
 **Version 2.0.6 - 04/04/2016**
 
 - TEST: refactoring to pass planemo test using conda dependencies
--- a/abims_xcms_fillPeaks.xml	Wed Nov 29 09:47:20 2017 -0500
+++ b/abims_xcms_fillPeaks.xml	Tue Sep 18 16:13:36 2018 -0400
@@ -1,22 +1,24 @@
-<tool id="abims_xcms_fillPeaks" name="xcms.fillPeaks" version="2.1.1">
+<tool id="abims_xcms_fillPeaks" name="xcms fillChromPeaks (fillPeaks)" version="@WRAPPER_VERSION@.0">
 
-    <description>Integrate a sample's signal in regions where peak groups are not represented to create new peaks in missing areas</description>
+    <description>Integrate areas of missing peaks</description>
 
     <macros>
         <import>macros.xml</import>
+        <import>macros_xcms.xml</import>
     </macros>
 
     <expand macro="requirements"/>
     <expand macro="stdio"/>
 
     <command><![CDATA[
-        @COMMAND_XCMS_SCRIPT@
-        xfunction fillPeaks
+        @COMMAND_RSCRIPT@/xcms_fillpeaks.r
+
         image '$image'
 
-        xsetRdataOutput '$xsetRData'
-
-        method $method
+        ## Advanced
+        expandMz $Adv.expandMz
+        expandRt $Adv.expandRt
+        ppm $Adv.ppm
 
         @COMMAND_PEAKLIST@
 
@@ -27,11 +29,13 @@
     ]]></command>
 
     <inputs>
-        <param name="image" type="data" format="rdata.xcms.group,rdata" label="xset RData file" help="output file from another xcms function (group)" />
-        <param name="method" type="select" label="Filling method" help="[method] See the help section below">
-            <option value="chrom" selected="true">chrom</option>
-            <option value="MSW" >MSW</option>
-        </param>
+        <param name="image" type="data" format="rdata.xcms.group,rdata" label="@INPUT_IMAGE_LABEL@" help="@INPUT_IMAGE_HELP@ from groupChromPeaks" />
+
+        <section name="Adv" title="Advanced Options" expanded="False">
+            <param argument="expandMz" type="integer" value="0" label="Value by which the mz width of peaks should be expanded" help="Each peak is expanded in mz direction by ‘expandMz *’ their original mz width. A value of ‘0’ means no expansion, a value of ‘1’ grows each peak by 1 * the mz width of the peak resulting in peakswith twice their original size in mz direction (expansion by half mz width to both sides)." />
+            <param argument="expandRt" type="integer" value="0" label="Value by which the RT width of peaks should be expanded" help="Each peak is expanded in RT direction by ‘expandRt *’ their original RT width. A value of ‘0’ means no expansion, a value of ‘1’ grows each peak by 1 * the RT width of the peak resulting in peakswith twice their original size in RT direction (expansion by half RT width to both sides)."/>
+            <param argument="ppm" type="integer" value="0" label="Specifying a ppm by which the mz width of the peak region should be expanded" help="For peaks with an mz width smaller than ‘mean(c(mzmin, mzmax)) * ppm / 1e6’, the ‘mzmin’ will be replaced by ‘mean(c(mzmin, mzmax)) - (mean(c(mzmin, mzmax)) * ppm / 2 / 1e6)’ and ‘mzmax’ by ‘mean(c(mzmin, mzmax)) + (mean(c(mzmin, mzmax)) * ppm / 2 / 1e6)’. This is applied before eventually expanding the mz width using the ‘expandMz’ parameter." />
+        </section>
 
         <expand macro="input_peaklist"/>
 
@@ -40,72 +44,111 @@
     </inputs>
 
     <outputs>
-        <data name="xsetRData" format="rdata.xcms.fillpeaks" label="${image.name[:-6]}.fillPeaks.RData" />
+        <data name="xsetRData" format="rdata.xcms.fillpeaks" label="${image.name[:-6]}.fillChromPeaks.RData" from_work_dir="fillpeaks.RData" />
         <expand macro="output_peaklist" function="fillpeaks" />
-        <data name="log" format="txt" label="xset.log.txt"  hidden="true" />
     </outputs>
 
     <tests>
         <!--<test>
-            <param name="image" value="xset.group.retcor.group.RData"/>
+            <param name="image" value="xset.group.retcor.group.RData" ftype="rdata"/>
             <param name="method" value="chrom"/>
             <param name="zip_file" value="sacuri_dir_root.zip"  ftype="zip" />
-            <output name="log">
-                <assert_contents>
-                    <has_text text="object with 4 samples" />
-                    <has_text text="Time range: 0.2-1140.1 seconds (0-19 minutes)" />
-                    <has_text text="Mass range: 50.0021-999.9863 m/z" />
-                    <has_text text="Peaks: 199718 (about 49930 per sample)" />
-                    <has_text text="Peak Groups: 48958" />
-                    <has_text text="Sample classes: bio, blank" />
-                </assert_contents>
-            </output>
+            <assert_stdout>
+                <has_text text="object with 4 samples" />
+                <has_text text="Time range: 0.2-1140.1 seconds (0-19 minutes)" />
+                <has_text text="Mass range: 50.0021-999.9863 m/z" />
+                <has_text text="Peaks: 199718 (about 49930 per sample)" />
+                <has_text text="Peak Groups: 48958" />
+                <has_text text="Sample classes: bio, blank" />
+            </assert_stdout>
         </test>-->
+        <!-- Issue with fillpeaks because it seems that there are too many NA
         <test>
-            <param name="image" value="faahKO.xset.group.retcor.group.RData"/>
+            <param name="image" value="faahKO.xset.group.retcor.group.RData" ftype="rdata"/>
             <param name="method" value="chrom"/>
             <conditional name="peaklist">
+                <param name="peaklistBool" value="true" />
                 <param name="convertRTMinute" value="false" />
-                <param name="peaklistBool" value="true" />
                 <param name="numDigitsMZ" value="4" />
                 <param name="numDigitsRT" value="1" />
             </conditional>
             <expand macro="test_file_load_zip"/>
-            <output name="log">
-                <assert_contents>
-                    <has_text text="object with 4 samples" />
-                    <has_text text="Time range: 2506-4484 seconds (41.8-74.7 minutes)" />
-                    <has_text text="Mass range: 200.1-600 m/z" />
-                    <has_text text="Peaks: 32720 (about 8180 per sample)" />
-                    <has_text text="Peak Groups: 8157" />
-                    <has_text text="Sample classes: KO, WT" />
-                </assert_contents>
-            </output>
+            <assert_stdout>
+                <has_text text="object with 4 samples" />
+                <has_text text="Time range: 2509.2-4480.3 seconds (41.8-74.7 minutes)" />
+                <has_text text="Mass range: 200.1-600 m/z" />
+                <has_text text="Peaks: 32720 (about 8180 per sample)" />
+                <has_text text="Peak Groups: 8209" />
+                <has_text text="Sample classes: KO, WT" />
+            </assert_stdout>
             <output name="variableMetadata" file="faahKO.xset.group.retcor.group.fillPeaks.variableMetadata.tsv" />
             <output name="dataMatrix" file="faahKO.xset.group.retcor.group.fillPeaks.dataMatrix.tsv" />
         </test>
         <test>
-            <param name="image" value="faahKO-single.xset.merged.group.retcor.group.RData"/>
+            <param name="image" value="faahKO-single.xset.merged.group.retcor.group.RData" ftype="rdata"/>
             <param name="method" value="chrom"/>
             <conditional name="peaklist">
+                <param name="peaklistBool" value="true" />
                 <param name="convertRTMinute" value="false" />
-                <param name="peaklistBool" value="true" />
                 <param name="numDigitsMZ" value="4" />
                 <param name="numDigitsRT" value="1" />
             </conditional>
             <expand macro="test_file_load_single"/>
-            <output name="log">
-                <assert_contents>
-                    <has_text text="object with 4 samples" />
-                    <has_text text="Time range: 2506-4484 seconds (41.8-74.7 minutes)" />
-                    <has_text text="Mass range: 200.1-600 m/z" />
-                    <has_text text="Peaks: 32720 (about 8180 per sample)" />
-                    <has_text text="Peak Groups: 8157" />
-                    <has_text text="Sample classes: KO, WT" />
-                </assert_contents>
-            </output>
+            <assert_stdout>
+                <has_text text="object with 4 samples" />
+                <has_text text="Time range: 2509.2-4480.3 seconds (41.8-74.7 minutes)" />
+                <has_text text="Mass range: 200.1-600 m/z" />
+                <has_text text="Peaks: 32720 (about 8180 per sample)" />
+                <has_text text="Peak Groups: 8209" />
+                <has_text text="Sample classes: KO, WT" />
+            </assert_stdout>
             <output name="variableMetadata" file="faahKO.xset.group.retcor.group.fillPeaks.variableMetadata.tsv" />
             <output name="dataMatrix" file="faahKO.xset.group.retcor.group.fillPeaks.dataMatrix.tsv" />
+        </test>-->
+        <!--<test>
+            <param name="image" value="faahKO-single.xset.merged.group2.retcor2.group2.RData" ftype="rdata"/>
+            <conditional name="peaklist">
+                <param name="peaklistBool" value="true" />
+                <param name="convertRTMinute" value="false" />
+                <param name="numDigitsMZ" value="4" />
+                <param name="numDigitsRT" value="1" />
+                <param name="naTOzero" value="false" />
+            </conditional>
+            <expand macro="test_file_load_single"/>
+            <assert_stdout>
+                <has_text text="expandMz: 0" />
+                <has_text text="expandRt: 0" />
+                <has_text text="object with 4 samples" />
+                <has_text text="Time range: 2499.4-4473.6 seconds (41.7-74.6 minutes)" />
+                <has_text text="Mass range: 200.1-600 m/z" />
+                <has_text text="Peaks: 15230 (about 3808 per sample)" />
+                <has_text text="Peak Groups: 6332" />
+                <has_text text="Sample classes: KO, WT" />
+            </assert_stdout>
+            <output name="variableMetadata" file="faahKO.xset.group2.retcor2.group2.fillPeaks2.variableMetadata.tsv" />
+            <output name="dataMatrix" file="faahKO.xset.group2.retcor2.group2.fillPeaks2.dataMatrix.tsv" />
+        </test>-->
+        <test>
+            <param name="image" value="faahKO-single.xset.merged.group2.retcor2.group2.RData" ftype="rdata"/>
+            <conditional name="peaklist">
+                <param name="peaklistBool" value="true" />
+                <param name="convertRTMinute" value="false" />
+                <param name="numDigitsMZ" value="4" />
+                <param name="numDigitsRT" value="1" />
+            </conditional>
+            <expand macro="test_file_load_single"/>
+            <assert_stdout>
+                <has_text text="expandMz: 0" />
+                <has_text text="expandRt: 0" />
+                <has_text text="object with 4 samples" />
+                <has_text text="Time range: 2499.4-4473.6 seconds (41.7-74.6 minutes)" />
+                <has_text text="Mass range: 200.1-600 m/z" />
+                <has_text text="Peaks: 15230 (about 3808 per sample)" />
+                <has_text text="Peak Groups: 6332" />
+                <has_text text="Sample classes: KO, WT" />
+            </assert_stdout>
+            <output name="variableMetadata" file="faahKO.xset.group2.retcor2.group2.fillPeaks2.variableMetadata.tsv" />
+            <output name="dataMatrix" file="faahKO.xset.group2.retcor2.group2.fillPeaks2.dataMatrix.NAless.tsv" />
         </test>
     </tests>
 
@@ -113,9 +156,9 @@
 
 @HELP_AUTHORS@
 
-==============
-Xcms.fillPeaks
-==============
+===================
+xcms fillChromPeaks
+===================
 
 -----------
 Description
@@ -126,12 +169,6 @@
 represented. For each of those peak groups, integrate the signal
 in the region of that peak group and create a new peak.
 
-According to the type of raw-data there are 2
-different methods available. for filling gcms/lcms data the method
-"chrom" integrates raw-data in the chromatographic domain, whereas
-"MSW" is used for peaklists without retention-time information
-like those from direct-infusion spectra.
-
 
 
 -----------------
@@ -141,80 +178,41 @@
 
 **Upstream tools**
 
-========================= ================= ================== ==========
-Name                      output file       format             parameter
-========================= ================= ================== ==========
-xcms.group                xset.group.RData  rdata.xcms.group   RData file
-========================= ================= ================== ==========
+========================= ============================ ==================
+Name                      Output file                  Format
+========================= ============================ ==================
+xcms.groupChromPeaks      ``*``.groupChromPeaks.RData  rdata.xcms.group
+========================= ============================ ==================
 
 
 **Downstream tools**
 
-+---------------------------+------------------+-----------------------+
-| Name                      | Output file      | Format                |
-+===========================+==================+=======================+
-|CAMERA.annotate            | xset.retcor.RData| rdata.xcms.fillpeaks  |
-+---------------------------+------------------+-----------------------+
-|xcms.summary               | xset.retcor.RData| rdata.xcms.fillpeaks  |
-+---------------------------+------------------+-----------------------+
-
-The output file **xset.fillpeaks** is a RData file. You can continue your analysis using it in **CAMERA.annotate** or **xcms.summary** tool as a following step of your workflow.
+=========================== =========================== =======================
+Name                        Output file                 Format
+=========================== =========================== =======================
+CAMERA.annotate             ``*``.fillChromPeaks.RData  rdata.xcms.fillpeaks
+--------------------------- --------------------------- -----------------------
+xcms.process_history        ``*``.fillChromPeaks.RData  rdata.xcms.fillpeaks
+=========================== =========================== =======================
 
 
 **General schema of the metabolomic workflow**
 
 .. image:: xcms_fillpeaks_workflow.png
 
-
-
------------
-Input files
------------
-
-+---------------------------+-----------------------+
-| Parameter : num + label   |   Format              |
-+===========================+=======================+
-| 1 : RData file            |   rdata.xcms.group    |
-+---------------------------+-----------------------+
-
+---------------------------------------------------
 
 ----------
 Parameters
 ----------
 
-
-Method
-------
-
-**chrom**
+| See the fillChromPeaks_manual_
 
-    | This method produces intensity values for those missing samples by integrating raw data in peak group region. In a given group, the start and ending retention time points for integration are defined by the median start and end points of the other detected peaks. The start and end m/z values are similarly determined. Intensities can be still be zero, which is a rather unusual intensity for a peak.  This is the case if e.g. the raw data was threshholded, and the integration area contains no actual raw intensities, or if one sample is miscalibrated, such the raw data points are (just) outside the integration area.
-    | Importantly, if retention time correction data is available, the alignment information is used to more precisely integrate the propper region of the raw data. If the corrected retention time is beyond the end of the raw data, the value will be not-a-number (NaN).
-
-**MSW**
-
-    | "MSW" is used for peaklists without retention-time information like those from direct-infusion spectra.
-
-
-Get a Peak List
----------------
+.. _fillChromPeaks_manual: https://rdrr.io/bioc/xcms/man/fillChromPeaks.html
 
-If 'true', the module generates two additional files corresponding to the peak list:
-- the variable metadata file (corresponding to information about extracted ions such as mass or retention time)
-- the data matrix (corresponding to related intensities)
-
-**decimal places for [mass or retention time] values in identifiers**
+@HELP_XCMS_MANUAL@
 
-    | Ions' identifiers are constructed as MxxxTyyy where 'xxx' is the ion median mass and 'yyy' the ion median retention time.
-    | Two parameters are used to adjust the number of decimal places wanted in identifiers for mass and retention time respectively.
-    | Theses parameters do not affect decimal places in columns other than the identifier one.
-
-**Reported intensity values**
-
-    | This parameter determines which values should be reported as intensities in the dataMatrix table; it correspond to xcms 'intval' parameter:
-    | - into: integrated area of original (raw) peak
-    | - maxo: maximum intensity of original (raw) peak
-    | - intb: baseline corrected integrated peak area (only available if peak detection was done by ‘findPeaks.centWave’)
+@HELP_PEAKLIST@
 
 ------------
 Output files
@@ -222,45 +220,9 @@
 
 xset.fillPeaks.RData : rdata.xcms.fillpeaks format
 
-    | Rdata file that will be used in the **CAMERA.annotate** or **xcms.summary** step of the workflow.
-
-xset.variableMetadata.tsv : tabular format
-
-    | Table containing information about ions; can be used as one input of **Quality_Metrics** or **Generic_filter** modules.
-
-xset.dataMatrix.tsv : tabular format
-
-    | Table containing ions' intensities; can be used as one input of **Quality_Metrics** or **Generic_filter** modules.
-
-------
-
-.. class:: infomark
-
-The output file is a xset.fillPeaks.RData file. You can continue your analysis using it in **CAMERA.annotate** or **xcms.summary** tool.
-
-
----------------------------------------------------
+    | Rdata file that will be used in the **CAMERA.annotate** or **xcms.process_history** step of the workflow.
 
----------------
-Working example
----------------
-
-Input files
------------
-
-    | RData file -> **xset.retcor.RData**
-
-Parameters
-----------
-
-    | method -> **chrom**
-    | Get a Peak List -> **false**
-
-
-Output files
-------------
-
-    | **xset.fillPeaks.RData: RData file**
+@HELP_PEAKLIST_OUTPUT@
 
 
 ---------------------------------------------------
@@ -268,28 +230,42 @@
 Changelog/News
 --------------
 
+**Version 3.0.0.0 - 08/03/2018**
+
+- UPGRADE: upgrade the xcms version from 1.46.0 to 3.0.0. So refactoring of a lot of underlying codes and methods. Some parameters may have been renamed.
+
+- UPDATE: since xcms 3.0.0, the selection of a method is no more needed (chrom or MSW). xcms will detect from the data the peak picking method used in findChromPeaks
+
+- UPDATE: since xcms 3.0.0, new parameters are available: expandMz, expandRt and ppm
+
+
 **Version 2.1.1 - 29/11/2017**
 
 - BUGFIX: To avoid issues with accented letter in the parentFile tag of the mzXML files, we changed a hidden mechanim to LC_ALL=C
 
+
 **Version 2.1.0 - 07/02/2017**
 
 - IMPROVEMENT: change the management of the peaklist ids. The main ids remain the same as xcms generated. The export setiings now only add custom names in the variableMetadata tab (namecustom)
 
 - IMPROVEMENT: xcms.fillpeaks can deal with merged individual data
 
+
 **Version 2.0.8 - 22/12/2016**
 
 - IMPROVEMENT: Add an option to export the peak list at this step without having to wait for CAMERA.annotate
 
+
 **Version 2.0.7 - 06/07/2016**
 
 - UPGRADE: upgrate the xcms version from 1.44.0 to 1.46.0
 
+
 **Version 2.0.6 - 04/04/2016**
 
 - TEST: refactoring to pass planemo test using conda dependencies
 
+
 **Version 2.0.5 - 10/02/2016**
 
 - BUGFIX: better management of errors. Datasets remained green although the process failed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/lib-xcms3.x.x.r	Tue Sep 18 16:13:36 2018 -0400
@@ -0,0 +1,152 @@
+
+
+#@TODO: remove this function as soon as we can use xcms 3.x.x from Bioconductor 3.7
+# https://github.com/sneumann/xcms/issues/250
+groupnamesW4M <- function(xdata, mzdec = 0, rtdec = 0) {
+    mzfmt <- paste("%.", mzdec, "f", sep = "")
+    rtfmt <- paste("%.", rtdec, "f", sep = "")
+
+    gnames <- paste("M", sprintf(mzfmt, featureDefinitions(xdata)[,"mzmed"]), "T",
+                    sprintf(rtfmt, featureDefinitions(xdata)[,"rtmed"]), sep = "")
+
+    if (any(dup <- duplicated(gnames)))
+        for (dupname in unique(gnames[dup])) {
+            dupidx <- which(gnames == dupname)
+            gnames[dupidx] <- paste(gnames[dupidx], seq(along = dupidx), sep = "_")
+        }
+
+    return (gnames)
+}
+
+#@TODO: remove this function as soon as we can use xcms 3.x.x from Bioconductor 3.7
+# https://github.com/sneumann/xcms/issues/247
+.concatenate_XCMSnExp <- function(...) {
+    x <- list(...)
+    if (length(x) == 0)
+        return(NULL)
+    if (length(x) == 1)
+        return(x[[1]])
+    ## Check that all are XCMSnExp objects.
+    if (!all(unlist(lapply(x, function(z) is(z, "XCMSnExp")))))
+        stop("All passed objects should be 'XCMSnExp' objects")
+    new_x <- as(.concatenate_OnDiskMSnExp(...), "XCMSnExp")
+    ## If any of the XCMSnExp has alignment results or detected features drop
+    ## them!
+    x <- lapply(x, function(z) {
+        if (hasAdjustedRtime(z)) {
+            z <- dropAdjustedRtime(z)
+            warning("Adjusted retention times found, had to drop them.")
+        }
+        if (hasFeatures(z)) {
+            z <- dropFeatureDefinitions(z)
+            warning("Feature definitions found, had to drop them.")
+        }
+        z
+    })
+    ## Combine peaks
+    fls <- lapply(x, fileNames)
+    startidx <- cumsum(lengths(fls))
+    pks <- lapply(x, chromPeaks)
+    procH <- lapply(x, processHistory)
+    for (i in 2:length(fls)) {
+        pks[[i]][, "sample"] <- pks[[i]][, "sample"] + startidx[i - 1]
+        procH[[i]] <- lapply(procH[[i]], function(z) {
+            z@fileIndex <- as.integer(z@fileIndex + startidx[i - 1])
+            z
+            })
+    }
+    pks <- do.call(rbind, pks)
+    new_x@.processHistory <- unlist(procH)
+    chromPeaks(new_x) <- pks
+    if (validObject(new_x))
+        new_x
+}
+
+#@TODO: remove this function as soon as we can use xcms 3.x.x from Bioconductor 3.7
+# https://github.com/sneumann/xcms/issues/247
+.concatenate_OnDiskMSnExp <- function(...) {
+    x <- list(...)
+    if (length(x) == 0)
+        return(NULL)
+    if (length(x) == 1)
+        return(x[[1]])
+    ## Check that all are XCMSnExp objects.
+    if (!all(unlist(lapply(x, function(z) is(z, "OnDiskMSnExp")))))
+        stop("All passed objects should be 'OnDiskMSnExp' objects")
+    ## Check processingQueue
+    procQ <- lapply(x, function(z) z@spectraProcessingQueue)
+    new_procQ <- procQ[[1]]
+    is_ok <- unlist(lapply(procQ, function(z)
+        !is.character(all.equal(new_procQ, z))
+        ))
+    if (any(!is_ok)) {
+        warning("Processing queues from the submitted objects differ! ",
+                "Dropping the processing queue.")
+        new_procQ <- list()
+    }
+    ## processingData
+    fls <- lapply(x, function(z) z@processingData@files)
+    startidx <- cumsum(lengths(fls))
+    ## featureData
+    featd <- lapply(x, fData)
+    ## Have to update the file index and the spectrum names.
+    for (i in 2:length(featd)) {
+        featd[[i]]$fileIdx <- featd[[i]]$fileIdx + startidx[i - 1]
+        rownames(featd[[i]]) <- MSnbase:::formatFileSpectrumNames(
+                                              fileIds = featd[[i]]$fileIdx,
+                                              spectrumIds = featd[[i]]$spIdx,
+                                              nSpectra = nrow(featd[[i]]),
+                                              nFiles = length(unlist(fls))
+                                          )
+    }
+    featd <- do.call(rbind, featd)
+    featd$spectrum <- 1:nrow(featd)
+    ## experimentData
+    expdata <- lapply(x, function(z) {
+        ed <- z@experimentData
+        data.frame(instrumentManufacturer = ed@instrumentManufacturer,
+                   instrumentModel = ed@instrumentModel,
+                   ionSource = ed@ionSource,
+                   analyser = ed@analyser,
+                   detectorType = ed@detectorType,
+                   stringsAsFactors = FALSE)
+    })
+    expdata <- do.call(rbind, expdata)
+    expdata <- new("MIAPE",
+                   instrumentManufacturer = expdata$instrumentManufacturer,
+                   instrumentModel = expdata$instrumentModel,
+                   ionSource = expdata$ionSource,
+                   analyser = expdata$analyser,
+                   detectorType = expdata$detectorType)
+
+    ## protocolData
+    protodata <- lapply(x, function(z) z@protocolData)
+    if (any(unlist(lapply(protodata, nrow)) > 0))
+        warning("Found non-empty protocol data, but merging protocol data is",
+                " currently not supported. Skipped.")
+    ## phenoData
+    pdata <- do.call(rbind, lapply(x, pData))
+    res <- new(
+        "OnDiskMSnExp",
+        phenoData = new("NAnnotatedDataFrame", data = pdata),
+        featureData = new("AnnotatedDataFrame", featd),
+        processingData = new("MSnProcess",
+                             processing = paste0("Concatenated [", date(), "]"),
+                             files = unlist(fls), smoothed = NA),
+        experimentData = expdata,
+        spectraProcessingQueue = new_procQ)
+    if (validObject(res))
+        res
+}
+
+#@TODO: remove this function as soon as we can use xcms 3.x.x from Bioconductor 3.7
+# https://github.com/sneumann/xcms/issues/247
+c.XCMSnExp <- function(...) {
+    .concatenate_XCMSnExp(...)
+}
+
+#@TODO: remove this function as soon as we can use xcms 3.x.x from Bioconductor 3.7
+# https://github.com/sneumann/xcms/issues/247
+c.MSnbase <- function(...) {
+    .concatenate_OnDiskMSnExp(...)
+}
--- a/lib.r	Wed Nov 29 09:47:20 2017 -0500
+++ b/lib.r	Tue Sep 18 16:13:36 2018 -0400
@@ -1,319 +1,269 @@
-#Authors ABiMS TEAM
-#Lib.r for Galaxy Workflow4Metabolomics xcms tools
-#
-#version 2.4: lecorguille
-#   add getPeaklistW4M
-#version 2.3: yguitton
-#   correction for empty PDF when only 1 class
-#version 2.2
-#   correct bug in Base Peak Chromatogram (BPC) option, not only TIC when scanrange used in xcmsSet
-#   Note if scanrange is used a warning is prompted in R console but do not stop PDF generation
-#version 2.1: yguitton
-#   Modifications made by Guitton Yann
+#@authors ABiMS TEAM, Y. Guitton
+# lib.r for Galaxy Workflow4Metabolomics xcms tools
+
+#@author G. Le Corguille
+# solve an issue with batch if arguments are logical TRUE/FALSE
+parseCommandArgs <- function(...) {
+    args <- batch::parseCommandArgs(...)
+    for (key in names(args)) {
+        if (args[key] %in% c("TRUE","FALSE"))
+            args[key] = as.logical(args[key])
+    }
+    return(args)
+}
 
+#@author G. Le Corguille
+# This function will
+# - load the packages
+# - display the sessionInfo
+loadAndDisplayPackages <- function(pkgs) {
+    for(pkg in pkgs) suppressPackageStartupMessages( stopifnot( library(pkg, quietly=TRUE, logical.return=TRUE, character.only=TRUE)))
+
+    sessioninfo = sessionInfo()
+    cat(sessioninfo$R.version$version.string,"\n")
+    cat("Main packages:\n")
+    for (pkg in names(sessioninfo$otherPkgs)) { cat(paste(pkg,packageVersion(pkg)),"\t") }; cat("\n")
+    cat("Other loaded packages:\n")
+    for (pkg in names(sessioninfo$loadedOnly)) { cat(paste(pkg,packageVersion(pkg)),"\t") }; cat("\n")
+}
+
+#@author G. Le Corguille
+# This function merge several chromBPI or chromTIC into one.
+mergeChrom <- function(chrom_merged, chrom) {
+    if (is.null(chrom_merged)) return(NULL)
+    chrom_merged@.Data <- cbind(chrom_merged@.Data, chrom@.Data)
+    return(chrom_merged)
+}
 
 #@author G. Le Corguille
-#This function convert if it is required the Retention Time in minutes
+# This function merge several xdata into one.
+mergeXData <- function(args) {
+    chromTIC <- NULL
+    chromBPI <- NULL
+    chromTIC_adjusted <- NULL
+    chromBPI_adjusted <- NULL
+    for(image in args$images) {
+
+        load(image)
+        # Handle infiles
+        if (!exists("singlefile")) singlefile <- NULL
+        if (!exists("zipfile")) zipfile <- NULL
+        rawFilePath <- getRawfilePathFromArguments(singlefile, zipfile, args)
+        zipfile <- rawFilePath$zipfile
+        singlefile <- rawFilePath$singlefile
+        retrieveRawfileInTheWorkingDirectory(singlefile, zipfile)
+
+        if (exists("raw_data")) xdata <- raw_data
+        if (!exists("xdata")) stop("\n\nERROR: The RData doesn't contain any object called 'xdata'. This RData should have been created by an old version of XMCS 2.*")
+
+        cat(sampleNamesList$sampleNamesOrigin,"\n")
+
+        if (!exists("xdata_merged")) {
+            xdata_merged <- xdata
+            singlefile_merged <- singlefile
+            md5sumList_merged <- md5sumList
+            sampleNamesList_merged <- sampleNamesList
+            chromTIC_merged <- chromTIC
+            chromBPI_merged <- chromBPI
+            chromTIC_adjusted_merged <- chromTIC_adjusted
+            chromBPI_adjusted_merged <- chromBPI_adjusted
+        } else {
+            if (is(xdata, "XCMSnExp")) xdata_merged <- c(xdata_merged,xdata)
+            else if (is(xdata, "OnDiskMSnExp")) xdata_merged <- .concatenate_OnDiskMSnExp(xdata_merged,xdata)
+            else stop("\n\nERROR: The RData either a OnDiskMSnExp object called raw_data or a XCMSnExp object called xdata")
+
+            singlefile_merged <- c(singlefile_merged,singlefile)
+            md5sumList_merged$origin <- rbind(md5sumList_merged$origin,md5sumList$origin)
+            sampleNamesList_merged$sampleNamesOrigin <- c(sampleNamesList_merged$sampleNamesOrigin,sampleNamesList$sampleNamesOrigin)
+            sampleNamesList_merged$sampleNamesMakeNames <- c(sampleNamesList_merged$sampleNamesMakeNames,sampleNamesList$sampleNamesMakeNames)
+            chromTIC_merged <- mergeChrom(chromTIC_merged, chromTIC)
+            chromBPI_merged <- mergeChrom(chromBPI_merged, chromBPI)
+            chromTIC_adjusted_merged <- mergeChrom(chromTIC_adjusted_merged, chromTIC_adjusted)
+            chromBPI_adjusted_merged <- mergeChrom(chromBPI_adjusted_merged, chromBPI_adjusted)
+        }
+    }
+    rm(image)
+    xdata <- xdata_merged; rm(xdata_merged)
+    singlefile <- singlefile_merged; rm(singlefile_merged)
+    md5sumList <- md5sumList_merged; rm(md5sumList_merged)
+    sampleNamesList <- sampleNamesList_merged; rm(sampleNamesList_merged)
+
+    if (!is.null(args$sampleMetadata)) {
+        cat("\tXSET PHENODATA SETTING...\n")
+        sampleMetadataFile <- args$sampleMetadata
+        sampleMetadata <- getDataFrameFromFile(sampleMetadataFile, header=F)
+        xdata@phenoData@data$sample_group=sampleMetadata$V2[match(xdata@phenoData@data$sample_name,sampleMetadata$V1)]
+
+        if (any(is.na(pData(xdata)$sample_group))) {
+            sample_missing <- pData(xdata)$sample_name[is.na(pData(xdata)$sample_group)]
+            error_message <- paste("Those samples are missing in your sampleMetadata:", paste(sample_missing, collapse=" "))
+            print(error_message)
+            stop(error_message)
+        }
+    }
+
+    if (!is.null(chromTIC_merged)) { chromTIC <- chromTIC_merged; chromTIC@phenoData <- xdata@phenoData }
+    if (!is.null(chromBPI_merged)) { chromBPI <- chromBPI_merged; chromBPI@phenoData <- xdata@phenoData }
+    if (!is.null(chromTIC_adjusted_merged)) { chromTIC_adjusted <- chromTIC_adjusted_merged; chromTIC_adjusted@phenoData <- xdata@phenoData }
+    if (!is.null(chromBPI_adjusted_merged)) { chromBPI_adjusted <- chromBPI_adjusted_merged; chromBPI_adjusted@phenoData <- xdata@phenoData }
+
+    return(list("xdata"=xdata, "singlefile"=singlefile, "md5sumList"=md5sumList,"sampleNamesList"=sampleNamesList, "chromTIC"=chromTIC, "chromBPI"=chromBPI, "chromTIC_adjusted"=chromTIC_adjusted, "chromBPI_adjusted"=chromBPI_adjusted))
+}
+
+#@author G. Le Corguille
+# This function convert if it is required the Retention Time in minutes
 RTSecondToMinute <- function(variableMetadata, convertRTMinute) {
     if (convertRTMinute){
         #converting the retention times (seconds) into minutes
         print("converting the retention times into minutes in the variableMetadata")
-        variableMetadata[,"rt"]=variableMetadata[,"rt"]/60
-        variableMetadata[,"rtmin"]=variableMetadata[,"rtmin"]/60
-        variableMetadata[,"rtmax"]=variableMetadata[,"rtmax"]/60
+        variableMetadata[,"rt"] <- variableMetadata[,"rt"]/60
+        variableMetadata[,"rtmin"] <- variableMetadata[,"rtmin"]/60
+        variableMetadata[,"rtmax"] <- variableMetadata[,"rtmax"]/60
     }
     return (variableMetadata)
 }
 
 #@author G. Le Corguille
-#This function format ions identifiers
+# This function format ions identifiers
 formatIonIdentifiers <- function(variableMetadata, numDigitsRT=0, numDigitsMZ=0) {
-    splitDeco = strsplit(as.character(variableMetadata$name),"_")
-    idsDeco = sapply(splitDeco, function(x) { deco=unlist(x)[2]; if (is.na(deco)) return ("") else return(paste0("_",deco)) })
-    namecustom = make.unique(paste0("M",round(variableMetadata[,"mz"],numDigitsMZ),"T",round(variableMetadata[,"rt"],numDigitsRT),idsDeco))
-    variableMetadata=cbind(name=variableMetadata$name, namecustom=namecustom, variableMetadata[,!(colnames(variableMetadata) %in% c("name"))])
+    splitDeco <- strsplit(as.character(variableMetadata$name),"_")
+    idsDeco <- sapply(splitDeco, function(x) { deco=unlist(x)[2]; if (is.na(deco)) return ("") else return(paste0("_",deco)) })
+    namecustom <- make.unique(paste0("M",round(variableMetadata[,"mz"],numDigitsMZ),"T",round(variableMetadata[,"rt"],numDigitsRT),idsDeco))
+    variableMetadata <- cbind(name=variableMetadata$name, namecustom=namecustom, variableMetadata[,!(colnames(variableMetadata) %in% c("name"))])
     return(variableMetadata)
 }
 
 #@author G. Le Corguille
+# This function convert the remain NA to 0 in the dataMatrix
+naTOzeroDataMatrix <- function(dataMatrix, naTOzero) {
+    if (naTOzero){
+        dataMatrix[is.na(dataMatrix)] <- 0
+    }
+    return (dataMatrix)
+}
+
+#@author G. Le Corguille
+# Draw the plotChromPeakDensity 3 per page in a pdf file
+getPlotChromPeakDensity <- function(xdata, mzdigit=4) {
+    pdf(file="plotChromPeakDensity.pdf", width=16, height=12)
+
+    par(mfrow = c(3, 1), mar = c(4, 4, 1, 0.5))
+
+    group_colors <- brewer.pal(3, "Set1")[1:length(unique(xdata$sample_group))]
+    names(group_colors) <- unique(xdata$sample_group)
+
+    xlim <- c(min(featureDefinitions(xdata)$rtmin), max(featureDefinitions(xdata)$rtmax))
+    for (i in 1:nrow(featureDefinitions(xdata))) {
+        mzmin = featureDefinitions(xdata)[i,]$mzmin
+        mzmax = featureDefinitions(xdata)[i,]$mzmax
+        plotChromPeakDensity(xdata, mz=c(mzmin,mzmax), col=group_colors, pch=16, xlim=xlim, main=paste(round(mzmin,mzdigit),round(mzmax,mzdigit)))
+        legend("topright", legend=names(group_colors), col=group_colors, cex=0.8, lty=1)
+    }
+
+    dev.off()
+}
+
+#@author G. Le Corguille
+# Draw the plotChromPeakDensity 3 per page in a pdf file
+getPlotAdjustedRtime <- function(xdata) {
+
+    pdf(file="raw_vs_adjusted_rt.pdf", width=16, height=12)
+
+    # Color by group
+    group_colors <- brewer.pal(3, "Set1")[1:length(unique(xdata$sample_group))]
+    if (length(group_colors) > 1) {
+        names(group_colors) <- unique(xdata$sample_group)
+        plotAdjustedRtime(xdata, col = group_colors[xdata$sample_group])
+        legend("topright", legend=names(group_colors), col=group_colors, cex=0.8, lty=1)
+    }
+
+    # Color by sample
+    plotAdjustedRtime(xdata, col = rainbow(length(xdata@phenoData@data$sample_name)))
+    legend("topright", legend=xdata@phenoData@data$sample_name, col=rainbow(length(xdata@phenoData@data$sample_name)), cex=0.8, lty=1)
+
+    dev.off()
+}
+
+#@author G. Le Corguille
 # value: intensity values to be used into, maxo or intb
-getPeaklistW4M <- function(xset, intval="into",convertRTMinute=F,numDigitsMZ=4,numDigitsRT=0,variableMetadataOutput,dataMatrixOutput) {
-    variableMetadata_dataMatrix = peakTable(xset, method="medret", value=intval)
-    variableMetadata_dataMatrix = cbind(name=groupnames(xset),variableMetadata_dataMatrix)
+getPeaklistW4M <- function(xdata, intval="into", convertRTMinute=F, numDigitsMZ=4, numDigitsRT=0, naTOzero=T, variableMetadataOutput, dataMatrixOutput) {
+    dataMatrix <- featureValues(xdata, method="medret", value=intval)
+    colnames(dataMatrix) <- tools::file_path_sans_ext(colnames(dataMatrix))
+    dataMatrix = cbind(name=groupnamesW4M(xdata), dataMatrix)
+    variableMetadata <- featureDefinitions(xdata)
+    colnames(variableMetadata)[1] = "mz"; colnames(variableMetadata)[4] = "rt"
+    variableMetadata = data.frame(name=groupnamesW4M(xdata), variableMetadata)
 
-    dataMatrix = variableMetadata_dataMatrix[,(make.names(colnames(variableMetadata_dataMatrix)) %in% c("name", make.names(sampnames(xset))))]
-
-    variableMetadata = variableMetadata_dataMatrix[,!(make.names(colnames(variableMetadata_dataMatrix)) %in% c(make.names(sampnames(xset))))]
-    variableMetadata = RTSecondToMinute(variableMetadata, convertRTMinute)
-    variableMetadata = formatIonIdentifiers(variableMetadata, numDigitsRT=numDigitsRT, numDigitsMZ=numDigitsMZ)
+    variableMetadata <- RTSecondToMinute(variableMetadata, convertRTMinute)
+    variableMetadata <- formatIonIdentifiers(variableMetadata, numDigitsRT=numDigitsRT, numDigitsMZ=numDigitsMZ)
+    dataMatrix <- naTOzeroDataMatrix(dataMatrix, naTOzero)
 
     write.table(variableMetadata, file=variableMetadataOutput,sep="\t",quote=F,row.names=F)
     write.table(dataMatrix, file=dataMatrixOutput,sep="\t",quote=F,row.names=F)
+
 }
 
-#@author Y. Guitton
-getBPC <- function(file,rtcor=NULL, ...) {
-    object <- xcmsRaw(file)
-    sel <- profRange(object, ...)
-    cbind(if (is.null(rtcor)) object@scantime[sel$scanidx] else rtcor ,xcms:::colMax(object@env$profile[sel$massidx,sel$scanidx,drop=FALSE]))
-    #plotChrom(xcmsRaw(file), base=T)
+#@author G. Le Corguille
+# It allow different of field separators
+getDataFrameFromFile <- function(filename, header=T) {
+    myDataFrame <- read.table(filename, header=header, sep=";", stringsAsFactors=F)
+    if (ncol(myDataFrame) < 2) myDataFrame <- read.table(filename, header=header, sep="\t", stringsAsFactors=F)
+    if (ncol(myDataFrame) < 2) myDataFrame <- read.table(filename, header=header, sep=",", stringsAsFactors=F)
+    if (ncol(myDataFrame) < 2) {
+        error_message="Your tabular file seems not well formatted. The column separators accepted are ; , and tabulation"
+        print(error_message)
+        stop(error_message)
+    }
+    return(myDataFrame)
 }
 
-#@author Y. Guitton
-getBPCs <- function (xcmsSet=NULL, pdfname="BPCs.pdf",rt=c("raw","corrected"), scanrange=NULL) {
-    cat("Creating BIC pdf...\n")
+#@author G. Le Corguille
+# Draw the BPI and TIC graphics
+# colored by sample names or class names
+getPlotChromatogram <- function(chrom, xdata, pdfname="Chromatogram.pdf", aggregationFun = "max") {
 
-    if (is.null(xcmsSet)) {
-        cat("Enter an xcmsSet \n")
-        stop()
-    } else {
-        files <- filepaths(xcmsSet)
-    }
-
-    phenoDataClass<-as.vector(levels(xcmsSet@phenoData[,1])) #sometime phenoData have more than 1 column use first as class
-
-    classnames<-vector("list",length(phenoDataClass))
-    for (i in 1:length(phenoDataClass)){
-        classnames[[i]]<-which( xcmsSet@phenoData[,1]==phenoDataClass[i])
-    }
+    if (aggregationFun == "sum")
+        type="Total Ion Chromatograms"
+    else
+        type="Base Peak Intensity Chromatograms"
 
-    N <- dim(phenoData(xcmsSet))[1]
+    adjusted="Raw"
+    if (hasAdjustedRtime(xdata))
+        adjusted="Adjusted"
 
-    TIC <- vector("list",N)
-
-
-    for (j in 1:N) {
+    main <- paste(type,":",adjusted,"data")
 
-        TIC[[j]] <- getBPC(files[j])
-        #good for raw
-        # seems strange for corrected
-        #errors if scanrange used in xcmsSetgeneration
-        if (!is.null(xcmsSet) && rt == "corrected")
-            rtcor <- xcmsSet@rt$corrected[[j]]
-        else
-            rtcor <- NULL
+    pdf(pdfname, width=16, height=10)
 
-        TIC[[j]] <- getBPC(files[j],rtcor=rtcor)
-        # TIC[[j]][,1]<-rtcor
+    # Color by group
+    group_colors <- brewer.pal(3, "Set1")[1:length(unique(xdata$sample_group))]
+    if (length(group_colors) > 1) {
+        names(group_colors) <- unique(xdata$sample_group)
+        plot(chrom, col = group_colors[chrom$sample_group], main=main)
+        legend("topright", legend=names(group_colors), col=group_colors, cex=0.8, lty=1)
     }
 
-
-
-    pdf(pdfname,w=16,h=10)
-    cols <- rainbow(N)
-    lty = 1:N
-    pch = 1:N
-    #search for max x and max y in BPCs
-    xlim = range(sapply(TIC, function(x) range(x[,1])))
-    ylim = range(sapply(TIC, function(x) range(x[,2])))
-    ylim = c(-ylim[2], ylim[2])
-
-
-    ##plot start
-
-    if (length(phenoDataClass)>2){
-        for (k in 1:(length(phenoDataClass)-1)){
-            for (l in (k+1):length(phenoDataClass)){
-                #print(paste(phenoDataClass[k],"vs",phenoDataClass[l],sep=" "))
-                plot(0, 0, type="n", xlim = xlim/60, ylim = ylim, main = paste("Base Peak Chromatograms \n","BPCs_",phenoDataClass[k]," vs ",phenoDataClass[l], sep=""), xlab = "Retention Time (min)", ylab = "BPC")
-                colvect<-NULL
-                for (j in 1:length(classnames[[k]])) {
-                    tic <- TIC[[classnames[[k]][j]]]
-                    # points(tic[,1]/60, tic[,2], col = cols[i], pch = pch[i], type="l")
-                    points(tic[,1]/60, tic[,2], col = cols[classnames[[k]][j]], pch = pch[classnames[[k]][j]], type="l")
-                    colvect<-append(colvect,cols[classnames[[k]][j]])
-                }
-                for (j in 1:length(classnames[[l]])) {
-                    # i=class2names[j]
-                    tic <- TIC[[classnames[[l]][j]]]
-                    points(tic[,1]/60, -tic[,2], col = cols[classnames[[l]][j]], pch = pch[classnames[[l]][j]], type="l")
-                    colvect<-append(colvect,cols[classnames[[l]][j]])
-                }
-                legend("topright",paste(basename(files[c(classnames[[k]],classnames[[l]])])), col = colvect, lty = lty, pch = pch)
-            }
-        }
-    }#end if length >2
+    # Color by sample
+    plot(chrom, col = rainbow(length(xdata@phenoData@data$sample_name)), main=main)
+    legend("topright", legend=xdata@phenoData@data$sample_name, col=rainbow(length(xdata@phenoData@data$sample_name)), cex=0.8, lty=1)
 
-    if (length(phenoDataClass)==2){
-        k=1
-        l=2
-        colvect<-NULL
-        plot(0, 0, type="n", xlim = xlim/60, ylim = ylim, main = paste("Base Peak Chromatograms \n","BPCs_",phenoDataClass[k],"vs",phenoDataClass[l], sep=""), xlab = "Retention Time (min)", ylab = "BPC")
-
-        for (j in 1:length(classnames[[k]])) {
-
-            tic <- TIC[[classnames[[k]][j]]]
-            # points(tic[,1]/60, tic[,2], col = cols[i], pch = pch[i], type="l")
-            points(tic[,1]/60, tic[,2], col = cols[classnames[[k]][j]], pch = pch[classnames[[k]][j]], type="l")
-            colvect<-append(colvect,cols[classnames[[k]][j]])
-        }
-        for (j in 1:length(classnames[[l]])) {
-            # i=class2names[j]
-            tic <- TIC[[classnames[[l]][j]]]
-            points(tic[,1]/60, -tic[,2], col = cols[classnames[[l]][j]], pch = pch[classnames[[l]][j]], type="l")
-            colvect<-append(colvect,cols[classnames[[l]][j]])
-        }
-        legend("topright",paste(basename(files[c(classnames[[k]],classnames[[l]])])), col = colvect, lty = lty, pch = pch)
-
-    }#end length ==2
-
-    #case where only one class
-    if (length(phenoDataClass)==1){
-        k=1
-        ylim = range(sapply(TIC, function(x) range(x[,2])))
-        colvect<-NULL
-        plot(0, 0, type="n", xlim = xlim/60, ylim = ylim, main = paste("Base Peak Chromatograms \n","BPCs_",phenoDataClass[k], sep=""), xlab = "Retention Time (min)", ylab = "BPC")
-
-        for (j in 1:length(classnames[[k]])) {
-            tic <- TIC[[classnames[[k]][j]]]
-            # points(tic[,1]/60, tic[,2], col = cols[i], pch = pch[i], type="l")
-            points(tic[,1]/60, tic[,2], col = cols[classnames[[k]][j]], pch = pch[classnames[[k]][j]], type="l")
-            colvect<-append(colvect,cols[classnames[[k]][j]])
-        }
-
-        legend("topright",paste(basename(files[c(classnames[[k]])])), col = colvect, lty = lty, pch = pch)
-
-    }#end length ==1
-
-    dev.off() #pdf(pdfname,w=16,h=10)
-
-    invisible(TIC)
+    dev.off()
 }
 
 
-
-#@author Y. Guitton
-getTIC <- function(file,rtcor=NULL) {
-    object <- xcmsRaw(file)
-    cbind(if (is.null(rtcor)) object@scantime else rtcor, rawEIC(object,mzrange=range(object@env$mz))$intensity)
-}
-
-##
-##  overlay TIC from all files in current folder or from xcmsSet, create pdf
-##
-#@author Y. Guitton
-getTICs <- function(xcmsSet=NULL,files=NULL, pdfname="TICs.pdf",rt=c("raw","corrected")) {
-    cat("Creating TIC pdf...\n")
-
-    if (is.null(xcmsSet)) {
-        filepattern <- c("[Cc][Dd][Ff]", "[Nn][Cc]", "([Mm][Zz])?[Xx][Mm][Ll]", "[Mm][Zz][Dd][Aa][Tt][Aa]", "[Mm][Zz][Mm][Ll]")
-        filepattern <- paste(paste("\\.", filepattern, "$", sep = ""), collapse = "|")
-        if (is.null(files))
-            files <- getwd()
-        info <- file.info(files)
-        listed <- list.files(files[info$isdir], pattern = filepattern, recursive = TRUE, full.names = TRUE)
-        files <- c(files[!info$isdir], listed)
-    } else {
-        files <- filepaths(xcmsSet)
-    }
-
-    phenoDataClass<-as.vector(levels(xcmsSet@phenoData[,1])) #sometime phenoData have more than 1 column use first as class
-    classnames<-vector("list",length(phenoDataClass))
-    for (i in 1:length(phenoDataClass)){
-        classnames[[i]]<-which( xcmsSet@phenoData[,1]==phenoDataClass[i])
-    }
-
-    N <- length(files)
-    TIC <- vector("list",N)
-
-    for (i in 1:N) {
-        if (!is.null(xcmsSet) && rt == "corrected")
-            rtcor <- xcmsSet@rt$corrected[[i]] else
-        rtcor <- NULL
-        TIC[[i]] <- getTIC(files[i],rtcor=rtcor)
-    }
-
-    pdf(pdfname,w=16,h=10)
-    cols <- rainbow(N)
-    lty = 1:N
-    pch = 1:N
-    #search for max x and max y in TICs
-    xlim = range(sapply(TIC, function(x) range(x[,1])))
-    ylim = range(sapply(TIC, function(x) range(x[,2])))
-    ylim = c(-ylim[2], ylim[2])
-
-
-    ##plot start
-    if (length(phenoDataClass)>2){
-        for (k in 1:(length(phenoDataClass)-1)){
-            for (l in (k+1):length(phenoDataClass)){
-                #print(paste(phenoDataClass[k],"vs",phenoDataClass[l],sep=" "))
-                plot(0, 0, type="n", xlim = xlim/60, ylim = ylim, main = paste("Total Ion Chromatograms \n","TICs_",phenoDataClass[k]," vs ",phenoDataClass[l], sep=""), xlab = "Retention Time (min)", ylab = "TIC")
-                colvect<-NULL
-                for (j in 1:length(classnames[[k]])) {
-                    tic <- TIC[[classnames[[k]][j]]]
-                    # points(tic[,1]/60, tic[,2], col = cols[i], pch = pch[i], type="l")
-                    points(tic[,1]/60, tic[,2], col = cols[classnames[[k]][j]], pch = pch[classnames[[k]][j]], type="l")
-                    colvect<-append(colvect,cols[classnames[[k]][j]])
-                }
-                for (j in 1:length(classnames[[l]])) {
-                    # i=class2names[j]
-                    tic <- TIC[[classnames[[l]][j]]]
-                    points(tic[,1]/60, -tic[,2], col = cols[classnames[[l]][j]], pch = pch[classnames[[l]][j]], type="l")
-                    colvect<-append(colvect,cols[classnames[[l]][j]])
-                }
-                legend("topright",paste(basename(files[c(classnames[[k]],classnames[[l]])])), col = colvect, lty = lty, pch = pch)
-            }
-        }
-    }#end if length >2
-    if (length(phenoDataClass)==2){
-        k=1
-        l=2
-
-        plot(0, 0, type="n", xlim = xlim/60, ylim = ylim, main = paste("Total Ion Chromatograms \n","TICs_",phenoDataClass[k],"vs",phenoDataClass[l], sep=""), xlab = "Retention Time (min)", ylab = "TIC")
-        colvect<-NULL
-        for (j in 1:length(classnames[[k]])) {
-            tic <- TIC[[classnames[[k]][j]]]
-            # points(tic[,1]/60, tic[,2], col = cols[i], pch = pch[i], type="l")
-            points(tic[,1]/60, tic[,2], col = cols[classnames[[k]][j]], pch = pch[classnames[[k]][j]], type="l")
-            colvect<-append(colvect,cols[classnames[[k]][j]])
-        }
-        for (j in 1:length(classnames[[l]])) {
-            # i=class2names[j]
-            tic <- TIC[[classnames[[l]][j]]]
-            points(tic[,1]/60, -tic[,2], col = cols[classnames[[l]][j]], pch = pch[classnames[[l]][j]], type="l")
-            colvect<-append(colvect,cols[classnames[[l]][j]])
-        }
-        legend("topright",paste(basename(files[c(classnames[[k]],classnames[[l]])])), col = colvect, lty = lty, pch = pch)
-
-    }#end length ==2
-
-    #case where only one class
-    if (length(phenoDataClass)==1){
-        k=1
-        ylim = range(sapply(TIC, function(x) range(x[,2])))
-
-        plot(0, 0, type="n", xlim = xlim/60, ylim = ylim, main = paste("Total Ion Chromatograms \n","TICs_",phenoDataClass[k], sep=""), xlab = "Retention Time (min)", ylab = "TIC")
-        colvect<-NULL
-        for (j in 1:length(classnames[[k]])) {
-            tic <- TIC[[classnames[[k]][j]]]
-            # points(tic[,1]/60, tic[,2], col = cols[i], pch = pch[i], type="l")
-            points(tic[,1]/60, tic[,2], col = cols[classnames[[k]][j]], pch = pch[classnames[[k]][j]], type="l")
-            colvect<-append(colvect,cols[classnames[[k]][j]])
-        }
-
-        legend("topright",paste(basename(files[c(classnames[[k]])])), col = colvect, lty = lty, pch = pch)
-
-    }#end length ==1
-
-    dev.off() #pdf(pdfname,w=16,h=10)
-
-    invisible(TIC)
-}
-
-
-
-##
-##  Get the polarities from all the samples of a condition
+# Get the polarities from all the samples of a condition
 #@author Misharl Monsoor misharl.monsoor@sb-roscoff.fr ABiMS TEAM
 #@author Gildas Le Corguille lecorguille@sb-roscoff.fr ABiMS TEAM
-getSampleMetadata <- function(xcmsSet=NULL, sampleMetadataOutput="sampleMetadata.tsv") {
+getSampleMetadata <- function(xdata=NULL, sampleMetadataOutput="sampleMetadata.tsv") {
     cat("Creating the sampleMetadata file...\n")
 
     #Create the sampleMetada dataframe
-    sampleMetadata=xset@phenoData
-    sampleNamesOrigin=rownames(sampleMetadata)
-    sampleNamesMakeNames=make.names(sampleNamesOrigin)
+    sampleMetadata <- xdata@phenoData@data
+    rownames(sampleMetadata) <- NULL
+    colnames(sampleMetadata) <-  c("sampleMetadata", "class")
+
+    sampleNamesOrigin <- sampleMetadata$sampleMetadata
+    sampleNamesMakeNames <- make.names(sampleNamesOrigin)
 
     if (any(duplicated(sampleNamesMakeNames))) {
         write("\n\nERROR: Usually, R has trouble to deal with special characters in its column names, so it rename them using make.names().\nIn your case, at least two columns after the renaming obtain the same name, thus XCMS will collapse those columns per name.", stderr())
@@ -330,63 +280,49 @@
         }
     }
 
-    sampleMetadata$sampleMetadata=sampleNamesMakeNames
-    sampleMetadata=cbind(sampleMetadata["sampleMetadata"],sampleMetadata["class"]) #Reorder columns
-    rownames(sampleMetadata)=NULL
+    sampleMetadata$sampleMetadata <- sampleNamesMakeNames
+
 
-    #Create a list of files name in the current directory
-    list_files=xset@filepaths
     #For each sample file, the following actions are done
-    for (file in list_files){
+    for (fileIdx in 1:length(fileNames(xdata))) {
         #Check if the file is in the CDF format
-        if (!mzR:::netCDFIsFile(file)){
+        if (!mzR:::netCDFIsFile(fileNames(xdata))) {
 
             # If the column isn't exist, with add one filled with NA
-            if (is.null(sampleMetadata$polarity)) sampleMetadata$polarity=NA
+            if (is.null(sampleMetadata$polarity)) sampleMetadata$polarity <- NA
 
-            #Create a simple xcmsRaw object for each sample
-            xcmsRaw=xcmsRaw(file)
             #Extract the polarity (a list of polarities)
-            polarity=xcmsRaw@polarity
+            polarity <- fData(xdata)[fData(xdata)$fileIdx == fileIdx,"polarity"]
             #Verify if all the scans have the same polarity
-            uniq_list=unique(polarity)
+            uniq_list <- unique(polarity)
             if (length(uniq_list)>1){
-                polarity="mixed"
+                polarity <- "mixed"
             } else {
-                polarity=as.character(uniq_list)
+                polarity <- as.character(uniq_list)
             }
-            #Transforms the character to obtain only the sample name
-            filename=basename(file)
-            library(tools)
-            samplename=file_path_sans_ext(filename)
 
             #Set the polarity attribute
-            sampleMetadata$polarity[sampleMetadata$sampleMetadata==samplename]=polarity
-
-            #Delete xcmsRaw object because it creates a bug for the fillpeaks step
-            rm(xcmsRaw)
+            sampleMetadata$polarity[fileIdx] <- polarity
         }
 
     }
 
     write.table(sampleMetadata, sep="\t", quote=FALSE, row.names=FALSE, file=sampleMetadataOutput)
 
-    return(list("sampleNamesOrigin"=sampleNamesOrigin,"sampleNamesMakeNames"=sampleNamesMakeNames))
+    return(list("sampleNamesOrigin"=sampleNamesOrigin, "sampleNamesMakeNames"=sampleNamesMakeNames))
 
 }
 
 
-##
-## This function check if xcms will found all the files
-##
+# This function check if xcms will found all the files
 #@author Gildas Le Corguille lecorguille@sb-roscoff.fr ABiMS TEAM
 checkFilesCompatibilityWithXcms <- function(directory) {
     cat("Checking files filenames compatibilities with xmcs...\n")
     # WHAT XCMS WILL FIND
     filepattern <- c("[Cc][Dd][Ff]", "[Nn][Cc]", "([Mm][Zz])?[Xx][Mm][Ll]","[Mm][Zz][Dd][Aa][Tt][Aa]", "[Mm][Zz][Mm][Ll]")
-    filepattern <- paste(paste("\\.", filepattern, "$", sep = ""),collapse = "|")
+    filepattern <- paste(paste("\\.", filepattern, "$", sep=""),collapse="|")
     info <- file.info(directory)
-    listed <- list.files(directory[info$isdir], pattern = filepattern,recursive = TRUE, full.names = TRUE)
+    listed <- list.files(directory[info$isdir], pattern=filepattern, recursive=TRUE, full.names=TRUE)
     files <- c(directory[!info$isdir], listed)
     files_abs <- file.path(getwd(), files)
     exists <- file.exists(files_abs)
@@ -394,8 +330,8 @@
     files[exists] <- sub("//","/",files[exists])
 
     # WHAT IS ON THE FILESYSTEM
-    filesystem_filepaths=system(paste("find $PWD/",directory," -not -name '\\.*' -not -path '*conda-env*' -type f -name \"*\"", sep=""), intern=T)
-    filesystem_filepaths=filesystem_filepaths[grep(filepattern, filesystem_filepaths, perl=T)]
+    filesystem_filepaths <- system(paste0("find \"$PWD/",directory,"\" -not -name '\\.*' -not -path '*conda-env*' -type f -name \"*\""), intern=T)
+    filesystem_filepaths <- filesystem_filepaths[grep(filepattern, filesystem_filepaths, perl=T)]
 
     # COMPARISON
     if (!is.na(table(filesystem_filepaths %in% files)["FALSE"])) {
@@ -406,16 +342,26 @@
 }
 
 
+#This function list the compatible files within the directory as xcms did
+#@author Gildas Le Corguille lecorguille@sb-roscoff.fr ABiMS TEAM
+getMSFiles <- function (directory) {
+    filepattern <- c("[Cc][Dd][Ff]", "[Nn][Cc]", "([Mm][Zz])?[Xx][Mm][Ll]","[Mm][Zz][Dd][Aa][Tt][Aa]", "[Mm][Zz][Mm][Ll]")
+    filepattern <- paste(paste("\\.", filepattern, "$", sep=""),collapse="|")
+    info <- file.info(directory)
+    listed <- list.files(directory[info$isdir], pattern=filepattern,recursive=TRUE, full.names=TRUE)
+    files <- c(directory[!info$isdir], listed)
+    exists <- file.exists(files)
+    files <- files[exists]
+    return(files)
+}
 
-##
-## This function check if XML contains special caracters. It also checks integrity and completness.
-##
+# This function check if XML contains special caracters. It also checks integrity and completness.
 #@author Misharl Monsoor misharl.monsoor@sb-roscoff.fr ABiMS TEAM
 checkXmlStructure <- function (directory) {
     cat("Checking XML structure...\n")
 
-    cmd=paste("IFS=$'\n'; for xml in $(find",directory,"-not -name '\\.*' -not -path '*conda-env*' -type f -iname '*.*ml*'); do if [ $(xmllint --nonet --noout \"$xml\" 2> /dev/null; echo $?) -gt 0 ]; then echo $xml;fi; done;")
-    capture=system(cmd,intern=TRUE)
+    cmd <- paste0("IFS=$'\n'; for xml in $(find '",directory,"' -not -name '\\.*' -not -path '*conda-env*' -type f -iname '*.*ml*'); do if [ $(xmllint --nonet --noout \"$xml\" 2> /dev/null; echo $?) -gt 0 ]; then echo $xml;fi; done;")
+    capture <- system(cmd, intern=TRUE)
 
     if (length(capture)>0){
         #message=paste("The following mzXML or mzML file is incorrect, please check these files first:",capture)
@@ -427,24 +373,22 @@
 }
 
 
-##
-## This function check if XML contain special characters
-##
+# This function check if XML contain special characters
 #@author Misharl Monsoor misharl.monsoor@sb-roscoff.fr ABiMS TEAM
 deleteXmlBadCharacters<- function (directory) {
     cat("Checking Non ASCII characters in the XML...\n")
 
-    processed=F
-    l=system( paste("find",directory, "-not -name '\\.*' -not -path '*conda-env*' -type f -iname '*.*ml*'"),intern=TRUE)
+    processed <- F
+    l <- system( paste0("find '",directory, "' -not -name '\\.*' -not -path '*conda-env*' -type f -iname '*.*ml*'"), intern=TRUE)
     for (i in l){
-        cmd=paste("LC_ALL=C grep '[^ -~]' \"",i,"\"",sep="")
-        capture=suppressWarnings(system(cmd,intern=TRUE))
+        cmd <- paste("LC_ALL=C grep '[^ -~]' \"", i, "\"", sep="")
+        capture <- suppressWarnings(system(cmd, intern=TRUE))
         if (length(capture)>0){
-            cmd=paste("perl -i -pe 's/[^[:ascii:]]//g;'",i)
+            cmd <- paste("perl -i -pe 's/[^[:ascii:]]//g;'",i)
             print( paste("WARNING: Non ASCII characters have been removed from the ",i,"file") )
-            c=system(cmd,intern=TRUE)
-            capture=""
-            processed=T
+            c <- system(cmd, intern=TRUE)
+            capture <- ""
+            processed <- T
         }
     }
     if (processed) cat("\n\n")
@@ -452,17 +396,15 @@
 }
 
 
-##
-## This function will compute MD5 checksum to check the data integrity
-##
+# This function will compute MD5 checksum to check the data integrity
 #@author Gildas Le Corguille lecorguille@sb-roscoff.fr
 getMd5sum <- function (directory) {
     cat("Compute md5 checksum...\n")
     # WHAT XCMS WILL FIND
     filepattern <- c("[Cc][Dd][Ff]", "[Nn][Cc]", "([Mm][Zz])?[Xx][Mm][Ll]","[Mm][Zz][Dd][Aa][Tt][Aa]", "[Mm][Zz][Mm][Ll]")
-    filepattern <- paste(paste("\\.", filepattern, "$", sep = ""),collapse = "|")
+    filepattern <- paste(paste("\\.", filepattern, "$", sep=""),collapse="|")
     info <- file.info(directory)
-    listed <- list.files(directory[info$isdir], pattern = filepattern,recursive = TRUE, full.names = TRUE)
+    listed <- list.files(directory[info$isdir], pattern=filepattern, recursive=TRUE, full.names=TRUE)
     files <- c(directory[!info$isdir], listed)
     exists <- file.exists(files)
     files <- files[exists]
@@ -476,80 +418,93 @@
 
 
 # This function get the raw file path from the arguments
-getRawfilePathFromArguments <- function(singlefile, zipfile, listArguments) {    
-    if (!is.null(listArguments[["zipfile"]]))           zipfile = listArguments[["zipfile"]]
-    if (!is.null(listArguments[["zipfilePositive"]]))   zipfile = listArguments[["zipfilePositive"]]
-    if (!is.null(listArguments[["zipfileNegative"]]))   zipfile = listArguments[["zipfileNegative"]]
+#@author Gildas Le Corguille lecorguille@sb-roscoff.fr
+getRawfilePathFromArguments <- function(singlefile, zipfile, args, prefix="") {
+  if (!(prefix %in% c("","Positive","Negative","MS1","MS2"))) stop("prefix must be either '', 'Positive', 'Negative', 'MS1' or 'MS2'")
+
+  if (!is.null(args[[paste0("zipfile",prefix)]])) zipfile <- args[[paste0("zipfile",prefix)]]
 
-    if (!is.null(listArguments[["singlefile_galaxyPath"]])) {
-        singlefile_galaxyPaths = listArguments[["singlefile_galaxyPath"]];
-        singlefile_sampleNames = listArguments[["singlefile_sampleName"]]
-    }
-    if (!is.null(listArguments[["singlefile_galaxyPathPositive"]])) {
-        singlefile_galaxyPaths = listArguments[["singlefile_galaxyPathPositive"]];
-        singlefile_sampleNames = listArguments[["singlefile_sampleNamePositive"]]
-    }
-    if (!is.null(listArguments[["singlefile_galaxyPathNegative"]])) {
-        singlefile_galaxyPaths = listArguments[["singlefile_galaxyPathNegative"]];
-        singlefile_sampleNames = listArguments[["singlefile_sampleNameNegative"]]
+  if (!is.null(args[[paste0("singlefile_galaxyPath",prefix)]])) {
+    singlefile_galaxyPaths <- args[[paste0("singlefile_galaxyPath",prefix)]]
+    singlefile_sampleNames <- args[[paste0("singlefile_sampleName",prefix)]]
+  }
+  if (exists("singlefile_galaxyPaths")){
+    singlefile_galaxyPaths <- unlist(strsplit(singlefile_galaxyPaths,"\\|"))
+    singlefile_sampleNames <- unlist(strsplit(singlefile_sampleNames,"\\|"))
+
+    singlefile <- NULL
+    for (singlefile_galaxyPath_i in seq(1:length(singlefile_galaxyPaths))) {
+      singlefile_galaxyPath <- singlefile_galaxyPaths[singlefile_galaxyPath_i]
+      singlefile_sampleName <- singlefile_sampleNames[singlefile_galaxyPath_i]
+      # In case, an url is used to import data within Galaxy
+      singlefile_sampleName <- tail(unlist(strsplit(singlefile_sampleName,"/")), n=1)
+      singlefile[[singlefile_sampleName]] <- singlefile_galaxyPath
     }
-    if (exists("singlefile_galaxyPaths")){
-        singlefile_galaxyPaths = unlist(strsplit(singlefile_galaxyPaths,","))
-        singlefile_sampleNames = unlist(strsplit(singlefile_sampleNames,","))
-
-        singlefile=NULL
-        for (singlefile_galaxyPath_i in seq(1:length(singlefile_galaxyPaths))) {
-            singlefile_galaxyPath=singlefile_galaxyPaths[singlefile_galaxyPath_i]
-            singlefile_sampleName=singlefile_sampleNames[singlefile_galaxyPath_i]
-            singlefile[[singlefile_sampleName]] = singlefile_galaxyPath
-        }
-    }
-    for (argument in c("zipfile","zipfilePositive","zipfileNegative","singlefile_galaxyPath","singlefile_sampleName","singlefile_galaxyPathPositive","singlefile_sampleNamePositive","singlefile_galaxyPathNegative","singlefile_sampleNameNegative")) {
-        listArguments[[argument]]=NULL
-    }
-    return(list(zipfile=zipfile, singlefile=singlefile, listArguments=listArguments))
+  }
+  return(list(zipfile=zipfile, singlefile=singlefile))
 }
 
-
 # This function retrieve the raw file in the working directory
 #   - if zipfile: unzip the file with its directory tree
 #   - if singlefiles: set symlink with the good filename
+#@author Gildas Le Corguille lecorguille@sb-roscoff.fr
 retrieveRawfileInTheWorkingDirectory <- function(singlefile, zipfile) {
     if(!is.null(singlefile) && (length("singlefile")>0)) {
         for (singlefile_sampleName in names(singlefile)) {
-            singlefile_galaxyPath = singlefile[[singlefile_sampleName]]
+            singlefile_galaxyPath <- singlefile[[singlefile_sampleName]]
             if(!file.exists(singlefile_galaxyPath)){
-                error_message=paste("Cannot access the sample:",singlefile_sampleName,"located:",singlefile_galaxyPath,". Please, contact your administrator ... if you have one!")
+                error_message <- paste("Cannot access the sample:",singlefile_sampleName,"located:",singlefile_galaxyPath,". Please, contact your administrator ... if you have one!")
                 print(error_message); stop(error_message)
             }
 
-            file.symlink(singlefile_galaxyPath,singlefile_sampleName)
+            if (!suppressWarnings( try (file.link(singlefile_galaxyPath, singlefile_sampleName), silent=T)))
+                file.copy(singlefile_galaxyPath, singlefile_sampleName)
+
         }
-        directory = "."
+        directory <- "."
 
     }
-    if(!is.null(zipfile) && (zipfile!="")) {
+    if(!is.null(zipfile) && (zipfile != "")) {
         if(!file.exists(zipfile)){
-            error_message=paste("Cannot access the Zip file:",zipfile,". Please, contact your administrator ... if you have one!")
+            error_message <- paste("Cannot access the Zip file:",zipfile,". Please, contact your administrator ... if you have one!")
             print(error_message)
             stop(error_message)
         }
 
         #list all file in the zip file
-        #zip_files=unzip(zipfile,list=T)[,"Name"]
+        #zip_files <- unzip(zipfile,list=T)[,"Name"]
 
         #unzip
         suppressWarnings(unzip(zipfile, unzip="unzip"))
 
         #get the directory name
-        filesInZip=unzip(zipfile, list=T);
-        directories=unique(unlist(lapply(strsplit(filesInZip$Name,"/"), function(x) x[1])));
-        directories=directories[!(directories %in% c("__MACOSX")) & file.info(directories)$isdir]
-        directory = "."
-        if (length(directories) == 1) directory = directories
+        suppressWarnings(filesInZip <- unzip(zipfile, list=T))
+        directories <- unique(unlist(lapply(strsplit(filesInZip$Name,"/"), function(x) x[1])))
+        directories <- directories[!(directories %in% c("__MACOSX")) & file.info(directories)$isdir]
+        directory <- "."
+        if (length(directories) == 1) directory <- directories
 
         cat("files_root_directory\t",directory,"\n")
 
     }
     return (directory)
 }
+
+
+# This function retrieve a xset like object
+#@author Gildas Le Corguille lecorguille@sb-roscoff.fr
+getxcmsSetObject <- function(xobject) {
+    # XCMS 1.x
+    if (class(xobject) == "xcmsSet")
+        return (xobject)
+    # XCMS 3.x
+    if (class(xobject) == "XCMSnExp") {
+        # Get the legacy xcmsSet object
+        suppressWarnings(xset <- as(xobject, 'xcmsSet'))
+        if (!is.null(xset@phenoData$sample_group))
+            sampclass(xset) <- xset@phenoData$sample_group
+        else
+            sampclass(xset) <- "."
+        return (xset)
+    }
+}
--- a/macros.xml	Wed Nov 29 09:47:20 2017 -0500
+++ b/macros.xml	Tue Sep 18 16:13:36 2018 -0400
@@ -1,141 +1,52 @@
 <?xml version="1.0"?>
 <macros>
-    <xml name="requirements">
-        <requirements>
-            <requirement type="package" version="0.4_1">r-snow</requirement>
-            <requirement type="package" version="1.46.0">bioconductor-xcms</requirement>
-            <requirement type="package" version="1.1_4">r-batch</requirement>
-        </requirements>
-    </xml>
-    <xml name="requirements_light">
-        <requirements>
-            <requirement type="package" version="1.46.0">bioconductor-xcms</requirement>
-        </requirements>
-    </xml>
     <xml name="stdio">
         <stdio>
             <exit_code range="1" level="fatal" />
         </stdio>
     </xml>
 
-    <token name="@COMMAND_XCMS_SCRIPT@">
-        LC_ALL=C Rscript $__tool_directory__/xcms.r
-    </token>
+    <!-- COMMAND -->
+    <token name="@COMMAND_RSCRIPT@">LC_ALL=C Rscript $__tool_directory__/</token>
 
     <token name="@COMMAND_LOG_EXIT@">
         ;
         return=\$?;
-        mv log.txt '$log';
-        cat '$log';
+        cat 'log.txt';
         sh -c "exit \$return"
     </token>
 
-    <!-- zipfile load for planemo test -->
-
-    <token name="@COMMAND_FILE_LOAD@">
-        #if $file_load_section.file_load_conditional.file_load_select == "yes":
-            #if $file_load_section.file_load_conditional.input[0].is_of_type("mzxml") or $file_load_section.file_load_conditional.input[0].is_of_type("mzml") or $file_load_section.file_load_conditional.input[0].is_of_type("mzdata") or $file_load_section.file_load_conditional.input[0].is_of_type("netcdf"):
-                #set singlefile_galaxyPath = ','.join( [ str( $single_file ) for $single_file in $file_load_section.file_load_conditional.input ] )
-                #set singlefile_sampleName = ','.join( [ str( $single_file.name ) for $single_file in $file_load_section.file_load_conditional.input ] )
-
-                singlefile_galaxyPath '$singlefile_galaxyPath' singlefile_sampleName '$singlefile_sampleName'
-            #else
-                zipfile '$file_load_section.file_load_conditional.input'
-            #end if
-        #end if
-    </token>
-
-    <xml name="input_file_load">
-        <section name="file_load_section" title="Resubmit your raw dataset or your zip file">
-            <conditional name="file_load_conditional">
-                <param name="file_load_select" type="select" label="Resubmit your dataset or your zip file" help="Use only if you get a message which say that your original dataset or zip file have been deleted on the server." >
-                    <option value="no" >no need</option>
-                    <option value="yes" >yes</option>
-                </param>
-                <when value="no">
-                </when>
-                <when value="yes">
-                    <param name="input" type="data" format="mzxml,mzml,mzdata,netcdf,no_unzip.zip,zip" multiple="true" label="File(s) from your history containing your chromatograms" help="Single file mode for the format: mzxml, mzml, mzdata and netcdf. Zip file mode for the format: no_unzip.zip, zip. See the help section below." />
-                </when>
-            </conditional>
-        </section>
+    <!-- INPUT_VALIDATORS -->
+    <xml name="input_validator_range_integer">
+        <validator type="regex" message="The format is 'min,max'" >[0-9]+ *, *[0-9]+</validator>
     </xml>
 
-    <xml name="test_file_load_zip">
-        <section name="file_load_section">
-            <conditional name="file_load_conditional">
-                <param name="file_load_select" value="yes" />
-                <param name="input" value="faahKO_reduce.zip" ftype="zip" />
-            </conditional>
-        </section>
+    <xml name="input_validator_range_float">
+        <validator type="regex" message="The format is 'min,max'" >[0-9]+\.?[0-9]* *, *[0-9]+\.?[0-9]*</validator>
     </xml>
 
-    <xml name="test_file_load_single">
-        <section name="file_load_section">
-            <conditional name="file_load_conditional">
-                <param name="file_load_select" value="yes" />
-                <param name="input" value="wt15.CDF,ko16.CDF,ko15.CDF,wt16.CDF" ftype="netcdf" />
-            </conditional>
-        </section>
+    <xml name="input_validator_list_integer">
+        <validator type="regex" message="The format is '1,2,4,6'" >[0-9, ]+</validator>
     </xml>
 
-    <token name="@COMMAND_PEAKLIST@">
-        #if $peaklist.peaklistBool
-            variableMetadataOutput '$variableMetadata'
-            dataMatrixOutput '$dataMatrix'
-            convertRTMinute $peaklist.convertRTMinute
-            numDigitsMZ $peaklist.numDigitsMZ
-            numDigitsRT $peaklist.numDigitsRT
-            intval $peaklist.intval
-        #end if
-    </token>
+
+    <token name="@INPUT_IMAGE_LABEL@">RData file</token>
+    <token name="@INPUT_IMAGE_HELP@">It contains a xcms3::XCMSnExp object (named xdata)</token>
 
-    <xml name="input_peaklist">
-        <conditional name="peaklist">
-            <param name="peaklistBool" type="boolean" label="Get a Peak List" />
-            <when value="true">
-              <param name="convertRTMinute" type="boolean" checked="false" truevalue="TRUE" falsevalue="FALSE" label="Convert retention time (seconds) into minutes" help="Convert the columns rtmed, rtmin and rtmax into minutes"/>
-              <param name="numDigitsMZ" type="integer" value="4" label="Number of decimal places for mass values reported in ions' identifiers." help="A minimum of 4 decimal places is recommended. Useful to avoid duplicates within identifiers" />
-              <param name="numDigitsRT" type="integer" value="0" label="Number of decimal places for retention time values reported in ions' identifiers." help="Useful to avoid duplicates within identifiers" />
-              <param name="intval" type="select" label="Reported intensity values" help="[intval] See the help section below">
-                  <option value="into" selected="true">into</option>
-                  <option value="maxo">maxo</option>
-                  <option value="intb">intb</option>
-              </param>
-            </when>
-            <when value="false" />
-        </conditional>
-    </xml>
 
-    <xml name="output_peaklist"  token_function="">
-        <data name="variableMetadata" format="tabular" label="${image.name[:-6]}.@FUNCTION@.variableMetadata.tsv">
-            <filter>(peaklist['peaklistBool'])</filter>
-        </data>
-        <data name="dataMatrix" format="tabular" label="${image.name[:-6]}.@FUNCTION@.dataMatrix.tsv" >
-            <filter>(peaklist['peaklistBool'])</filter>
-        </data>
-    </xml>
-
-    <token name="@HELP_AUTHORS@">
-.. class:: infomark
-
-**Authors**  Colin A. Smith csmith@scripps.edu, Ralf Tautenhahn rtautenh@gmail.com, Steffen Neumann sneumann@ipb-halle.de, Paul Benton hpaul.benton08@imperial.ac.uk and Christopher Conley cjconley@ucdavis.edu
+    <!-- MISC -->
+    <token name="@HELP_AUTHORS_WRAPPERS@">
 
 .. class:: infomark
 
-**Galaxy integration** ABiMS TEAM - UPMC/CNRS - Station biologique de Roscoff and Yann Guitton yann.guitton@oniris-nantes.fr - part of Workflow4Metabolomics.org [W4M]
+**Galaxy integration** ABiMS TEAM - SU/CNRS - Station biologique de Roscoff and Yann Guitton - LABERCA
+Part of Workflow4Metabolomics.org [W4M]
 
  | Contact support@workflow4metabolomics.org for any questions or concerns about the Galaxy implementation of this tool.
 
----------------------------------------------------
-
     </token>
 
-
-    <xml name="citation">
-        <citations>
-            <citation type="doi">10.1021/ac051437y</citation>
+    <xml name="citation_w4m">
             <citation type="doi">10.1093/bioinformatics/btu813</citation>
-        </citations>
     </xml>
 </macros>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/macros_xcms.xml	Tue Sep 18 16:13:36 2018 -0400
@@ -0,0 +1,244 @@
+<?xml version="1.0"?>
+<macros>
+
+    <token name="@WRAPPER_VERSION@">3.0.0</token>
+    <xml name="requirements">
+        <requirements>
+            <requirement type="package" version="@WRAPPER_VERSION@">bioconductor-xcms</requirement>
+            <requirement type="package" version="1.1_4">r-batch</requirement>
+            <requirement type="package" version="1.1_2">r-rcolorbrewer</requirement>
+            <requirement type="package" version="6.0">unzip</requirement>
+            <yield />
+        </requirements>
+    </xml>
+
+    <!-- FILE_LOAD for planemo test -->
+    <token name="@COMMAND_FILE_LOAD@">
+        #if $file_load_section.file_load_conditional.file_load_select == "yes":
+            #if $file_load_section.file_load_conditional.input[0].is_of_type("mzxml") or $file_load_section.file_load_conditional.input[0].is_of_type("mzml") or $file_load_section.file_load_conditional.input[0].is_of_type("mzdata") or $file_load_section.file_load_conditional.input[0].is_of_type("netcdf"):
+                #set singlefile_galaxyPath = '|'.join( [ str( $single_file ) for $single_file in $file_load_section.file_load_conditional.input ] )
+                #set singlefile_sampleName = '|'.join( [ str( $single_file.name ) for $single_file in $file_load_section.file_load_conditional.input ] )
+
+                singlefile_galaxyPath '$singlefile_galaxyPath' singlefile_sampleName '$singlefile_sampleName'
+            #else
+                zipfile '$file_load_section.file_load_conditional.input'
+            #end if
+        #end if
+    </token>
+
+    <xml name="input_file_load">
+        <section name="file_load_section" title="Resubmit your raw dataset or your zip file">
+            <conditional name="file_load_conditional">
+                <param name="file_load_select" type="select" label="Resubmit your dataset or your zip file" help="Use only if you get a message saying that your original dataset or zip file have been deleted on the server." >
+                    <option value="no" >no need</option>
+                    <option value="yes" >yes</option>
+                </param>
+                <when value="no">
+                </when>
+                <when value="yes">
+                    <param name="input" type="data" format="mzxml,mzml,mzdata,netcdf,no_unzip.zip,zip" multiple="true" label="File(s) from your history containing your chromatograms" help="Single file mode for the format: mzxml, mzml, mzdata and netcdf. Zip file mode for the format: no_unzip.zip, zip. See the help section below." />
+                </when>
+            </conditional>
+        </section>
+    </xml>
+
+    <xml name="test_file_load_zip">
+        <section name="file_load_section">
+            <conditional name="file_load_conditional">
+                <param name="file_load_select" value="yes" />
+                <param name="input" value="faahKO_reduce.zip" ftype="zip" />
+            </conditional>
+        </section>
+    </xml>
+
+    <xml name="test_file_load_zip_sacuri">
+        <section name="file_load_section">
+            <conditional name="file_load_conditional">
+                <param name="file_load_select" value="yes" />
+                <param name="input" value="sacuri_dir_root.zip" ftype="zip" />
+            </conditional>
+        </section>
+    </xml>
+
+    <xml name="test_file_load_single">
+        <section name="file_load_section">
+            <conditional name="file_load_conditional">
+                <param name="file_load_select" value="yes" />
+                <param name="input" value="wt15.CDF,ko16.CDF,ko15.CDF,wt16.CDF" ftype="netcdf" />
+            </conditional>
+        </section>
+    </xml>
+
+    <xml name="test_file_load_single_ko15">
+        <section name="file_load_section">
+            <conditional name="file_load_conditional">
+                <param name="file_load_select" value="yes" />
+                <param name="input" value="ko15.CDF" ftype="netcdf" />
+            </conditional>
+        </section>
+    </xml>
+
+    <!-- PEAKLIST -->
+    <token name="@COMMAND_PEAKLIST@">
+        #if $peaklist.peaklistBool
+            convertRTMinute $peaklist.convertRTMinute
+            numDigitsMZ $peaklist.numDigitsMZ
+            numDigitsRT $peaklist.numDigitsRT
+            intval $peaklist.intval
+            naTOzero $peaklist.naTOzero
+        #end if
+    </token>
+
+    <xml name="input_peaklist">
+        <conditional name="peaklist">
+            <param name="peaklistBool" type="boolean" label="Get a Peak List" />
+            <when value="true">
+              <param name="convertRTMinute" type="boolean" checked="false" truevalue="TRUE" falsevalue="FALSE" label="Convert retention time (seconds) into minutes" help="Convert the columns rtmed, rtmin and rtmax into minutes"/>
+              <param name="numDigitsMZ" type="integer" value="4" label="Number of decimal places for mass values reported in ions' identifiers." help="A minimum of 4 decimal places is recommended. Useful to avoid duplicates within identifiers" />
+              <param name="numDigitsRT" type="integer" value="0" label="Number of decimal places for retention time values reported in ions' identifiers." help="Useful to avoid duplicates within identifiers" />
+              <param name="intval" type="select" label="Reported intensity values" help="[intval] See the help section below">
+                  <option value="into" selected="true">into</option>
+                  <option value="maxo">maxo</option>
+                  <option value="intb">intb</option>
+              </param>
+              <param name="naTOzero" type="boolean" checked="true" truevalue="TRUE" falsevalue="FALSE" label="Replace the remain NA by 0 in the dataMatrix" help="Rather mandatory for some downstream statistical steps"/>
+            </when>
+            <when value="false" />
+        </conditional>
+    </xml>
+
+    <xml name="output_peaklist"  token_function="">
+        <data name="variableMetadata" format="tabular" label="${image.name[:-6]}.@FUNCTION@.variableMetadata.tsv" from_work_dir="variableMetadata.tsv" >
+            <filter>(peaklist['peaklistBool'])</filter>
+        </data>
+        <data name="dataMatrix" format="tabular" label="${image.name[:-6]}.@FUNCTION@.dataMatrix.tsv" from_work_dir="dataMatrix.tsv" >
+            <filter>(peaklist['peaklistBool'])</filter>
+        </data>
+    </xml>
+
+    <token name="@HELP_PEAKLIST@">
+
+Get a Peak List
+---------------
+
+If 'true', the module generates two additional files corresponding to the peak list:
+- the variable metadata file (corresponding to information about extracted ions such as mass or retention time)
+- the data matrix (corresponding to related intensities)
+
+**decimal places for [mass or retention time] values in identifiers**
+
+    | Ions' identifiers are constructed as MxxxTyyy where 'xxx' is the ion median mass and 'yyy' the ion median retention time.
+    | Two parameters are used to adjust the number of decimal places wanted in identifiers for mass and retention time respectively.
+    | Theses parameters do not affect decimal places in columns other than the identifier one.
+
+**Reported intensity values**
+
+    | This parameter determines which values should be reported as intensities in the dataMatrix table; it correspond to xcms 'intval' parameter:
+    | - into: integrated area of original (raw) peak
+    | - maxo: maximum intensity of original (raw) peak
+    | - intb: baseline corrected integrated peak area (only available if peak detection was done by ‘findPeaks.centWave’)
+
+    </token>
+
+    <token name="@HELP_PEAKLIST_OUTPUT@">
+xset.variableMetadata.tsv : tabular format
+
+    | Table containing information about ions; can be used as one input of **Quality_Metrics** or **Generic_filter** modules.
+
+xset.dataMatrix.tsv : tabular format
+
+    | Table containing ions' intensities; can be used as one input of **Quality_Metrics** or **Generic_filter** modules.
+    </token>
+
+    <!-- CENTWAVE -->
+    <token name="@COMMAND_CENTWAVE@">
+            ppm $methods.ppm
+            peakwidth "c($methods.peakwidth)"
+
+            ## Advanced
+            snthresh $methods.CentWaveAdv.snthresh
+            prefilter "c($methods.CentWaveAdv.prefilter)"
+            mzCenterFun $methods.CentWaveAdv.mzCenterFun
+            integrate $methods.CentWaveAdv.integrate
+            mzdiff $methods.CentWaveAdv.mzdiff
+            fitgauss $methods.CentWaveAdv.fitgauss
+            noise $methods.CentWaveAdv.noise
+            verboseColumns $methods.CentWaveAdv.verboseColumns
+    </token>
+
+    <xml name="input_centwave">
+        <param argument="ppm" type="integer" value="25" label="Max tolerated ppm m/z deviation in consecutive scans in ppm" help="for the initial ROI definition." />
+        <param argument="peakwidth" type="text" value="20,50" label="Min,Max peak width in seconds" help="with the expected approximate peak width in chromatographic space.">
+            <expand macro="input_validator_range_float"/>
+        </param>
+    </xml>
+
+    <xml name="input_centwaveAdv">
+        <param argument="snthresh" type="integer" value="10" label="Signal to Noise ratio cutoff" />
+        <param argument="prefilter" type="text" value="3,100" label="Prefilter step for for the first analysis step (ROI detection)" help="Separate by coma k, I. Mass traces are only retained if they contain at least ‘k‘ peaks with intensity ‘>= I‘.">
+            <expand macro="input_validator_range_integer"/>
+        </param>
+        <param argument="mzCenterFun" type="select" label="Name of the function to calculate the m/z center of the chromatographic peak" >
+            <option value="wMean">intensity weighted mean of the peak's m/z values</option>
+            <option value="mean">mean of the peak's m/z values</option>
+            <option value="apex">use the m/z value at the peak apex</option>
+            <option value="wMeanApex3">ntensity weighted mean of the m/z value at the peak apex and the m/z values left and right of it</option>
+            <option value="meanApex3">mean of the m/z value of the peak apex and the m/z values left and right of it</option>
+        </param>
+        <param argument="integrate" type="select" label="Integration method" >
+            <option value="1">peak limits are found through descent on the mexican hat filtered data (more robust, but less exact)</option>
+            <option value="2">peak limits based on real data (more accurate but prone to noise)</option>
+        </param>
+        <param argument="mzdiff" type="float" value="-0.001" label="Minimum difference in m/z for peaks with overlapping retention times" help="can be negative to allow overlap" />
+        <param argument="fitgauss" type="boolean" checked="false" truevalue="TRUE" falsevalue="FALSE" label="fitgauss" help="whether or not a Gaussian should be fitted to each peak" />
+        <param argument="noise" type="integer" value="0" label="Noise filter" help="allowing to set a minimum intensity required for centroids to be considered in the first analysis step (centroids with intensity lower than ‘noise’ are omitted from ROI detection)." />
+        <param argument="verboseColumns" type="boolean" checked="false" truevalue="TRUE" falsevalue="FALSE" label="verbose Columns" help="whether additional peak meta data columns should be returned" />
+    </xml>
+
+    <token name="@COMMAND_CENTWAVEADVROI@">
+            #if $sectionROI.roiList:
+                roiList '$sectionROI.roiList'
+                firstBaselineCheck $sectionROI.firstBaselineCheck
+                #if $sectionROI.roiScales != "":
+                    roiScales "c($sectionROI.roiScales)"
+                #end if
+            #end if
+    </token>
+
+    <xml name="input_centwaveAdvROI" token_optional="true">
+        <param argument="roiList" type="data" format="tabular" optional="@OPTIONAL@" label="List of regions-of-interest (ROI) representing detected mass traces" help="If ROIs are submitted the first analysis step is omitted and chromatographic peak detection is performed on the submitted ROIs. Each ROI is expected to have the following elements specified: ‘scmin’ (start scan index), ‘scmax’ (end scan index), ‘mzmin’ (minimum m/z), ‘mzmax’ (maximum m/z), ‘length’ (number of scans), ‘intensity’ (summed intensity)." />
+        <param argument="firstBaselineCheck" type="boolean" checked="true" truevalue="TRUE" falsevalue="FALSE" label="Is continuous data within regions of interest is checked to be above the first baseline." />
+        <param argument="roiScales" type="text" value="" optional="true" label="Numeric vector defining the scale for each region of interest in ‘roiList’" help="Length equal to ‘roiList’ - Should be used for the centWave-wavelets (format 0.9,1,0.2)">
+            <expand macro="input_validator_range_float"/>
+        </param>
+    </xml>
+
+    <!-- MISC -->
+    <token name="@HELP_AUTHORS@">
+.. class:: infomark
+
+**Authors**  Colin A. Smith csmith@scripps.edu, Ralf Tautenhahn rtautenh@gmail.com, Steffen Neumann sneumann@ipb-halle.de, Paul Benton hpaul.benton08@imperial.ac.uk and Christopher Conley cjconley@ucdavis.edu
+
+@HELP_AUTHORS_WRAPPERS@
+
+---------------------------------------------------
+
+    </token>
+
+    <token name="@HELP_XCMS_MANUAL@">
+
+For details and explanations concerning all the parameters and workflow of xcms_ package, see its manual_ and this example_
+
+.. _xcms: https://bioconductor.org/packages/release/bioc/html/xcms.html
+.. _manual: http://www.bioconductor.org/packages/release/bioc/manuals/xcms/man/xcms.pdf
+.. _example: https://bioconductor.org/packages/release/bioc/vignettes/xcms/inst/doc/xcms.html
+
+    </token>
+
+    <xml name="citation">
+        <citations>
+            <citation type="doi">10.1021/ac051437y</citation>
+            <expand macro="citation_w4m"/>
+        </citations>
+    </xml>
+</macros>
Binary file static/images/xcms_fillpeaks_workflow.png has changed
Binary file test-data/faahKO-single.xset.merged.group.retcor.group.RData has changed
Binary file test-data/faahKO-single.xset.merged.group2.retcor2.group2.RData has changed
Binary file test-data/faahKO.xset.group.retcor.group.RData has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/faahKO.xset.group2.retcor2.group2.fillPeaks2.dataMatrix.NAless.tsv	Tue Sep 18 16:13:36 2018 -0400
@@ -0,0 +1,6333 @@
+name	ko15	ko16	wt15	wt16
+M200T3488	6029.94499999992	1646.69331417609	0	0
+M200T3544	0	0	4586.52650000006	0
+M200T3882	1144.01499999999	1716.38461192716	1449.84316738066	0
+M200T3822	0	0	1018.81499999998	0
+M200T3184	0	4333.4849999999	0	0
+M200T2867	76879.3654931277	506848.884266667	53985.4351594335	76607.9704340259
+M200T3978	1324.38867325921	0	495.468308772648	1242.61000000004
+M200T3681	0	645.622409362349	5108.15999999988	1576.85791107837
+M201T3788	0	0	1680.81000000006	0
+M201T3536	0	2863.6449999999	0	1106.33802122178
+M201T4052	318.548929605957	205.380230930156	1339.64000000005	689.071631937096
+M201T3276	0	1497.96219436021	4090.91000000014	1027.56552966783
+M201T3630	0	0	2121.84236212046	2931.24499999993
+M201T2590	0	14307.2299999999	0	0
+M201T3985	0	0	1657.33500000006	0
+M201T3138	27830.0354581329	254581.758476187	63151.125622074	28083.6051504647
+M201T3693	0	0	2906.20499999993	0
+M201T3511	4023.61499999999	694.250350240936	0	0
+M201T3790	446.184819684897	1118.41040705157	0	3245.80999999992
+M201T4047	0	0	1275.47500000004	1220.69999999998
+M201T3925	128.578946259232	0	1284.72816666668	0
+M201T3874	886.610568446999	1220.70000000004	521.172821104497	0
+M201T4152	0	774.575999999962	0	0
+M202T3859	892.050000000031	753.237186536855	0	0
+M202T4007	0	0	831.015000000029	0
+M202T3303	2759.095	3872.96250000005	0	791.36463944858
+M202T3379	9879.84499999977	1320.19136751317	0	0
+M202T3767	0	2564.84247599701	1151.71733333335	0
+M202T3181	7682.58500000004	3806.07999999999	0	0
+M202T4031	389.407001047583	688.600000000024	754.233600000007	0
+M202T3886	0	841.96999999998	0	0
+M202T4137	0	0	0	732.419999999983
+M202T3931	354.703176356038	0	1461.71	0
+M202T3271	77227.3769090911	7016.51333681604	44589.8848371899	7116.58518941033
+M202T2891	36435.3079999996	6433.2631875585	29664.6514201645	2640.91263857081
+M202T3285	0	0	0	3372.57500000002
+M203T4040	0	0	0	978.124999999977
+M203T3308	0	1694.89499999996	0	1136.19000000004
+M203T3338	3852.53759999981	2974.74816666671	0	0
+M203T4156	0	1020.37999999998	0	374.999685196314
+M203T3714	0	0	0	3345.96999999992
+M203T3787	790.967612320259	2690.23500000009	1939.932414103	955.908725789886
+M203T2679	0	0	0	6346.07499999991
+M203T3966	1720.81523845536	136.302197105375	2796.65500000002	1490.80528084004
+M203T4059	179.980340762509	0	0	1550.91499999999
+M204T3535	0	0	967.169999999987	0
+M204T3666	3002.85120000003	0	572.831482902373	0
+M204T4031	1111.14999999999	0	0	129.105921444997
+M204T4126	0	0	0	793.455000000074
+M204T3060	3905.96266666662	0	0	0
+M204T3845	0	238.782610500926	1676.11500000006	0
+M204T3395	706.339294579149	155.065526139688	1687.9990131206	1586.91
+M204T2638	0	0	3518.12000000012	0
+M204T4139	0	0	0	1089.24000000004
+M204T4073	0	1062.63500000004	0	0
+M204T3604	0	0	0	1032.90000000004
+M204T3698	0	0	0	1446.05999999997
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/faahKO.xset.group2.retcor2.group2.fillPeaks2.dataMatrix.tsv	Tue Sep 18 16:13:36 2018 -0400
@@ -0,0 +1,6333 @@
+name	ko15	ko16	wt15	wt16
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+M228T2692	2540.8032793645	1934.72199982689	NA	4112.81999999994
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+M228T3175	48815.0459582067	201237.636967742	77360.7311052665	58918.5494813757
+M228T2868	2371.31119648633	5120.02560000004	NA	NA
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+M229T3753	1804.44500000006	3765.08924999993	3425.78499999998	4806.11499999989
+M229T2665	19707.8108571424	15966.1300000006	NA	NA
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+M230T4083	243.629997654367	760.589999999982	NA	113.82393490412
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+M230T3691	4269.31999999997	1415.69042715609	NA	NA
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+M233T3951	3261.91996513406	2053.51475382785	9272.25468750008	2001.56961264822
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+M233T3381	2914.90431730088	2948.14153870682	1985.92397900488	5817.10499999996
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+M233T3026	286221.448566664	294786.910873401	255697.733555555	276233.772424812
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+M234T2659	NA	NA	NA	3106.52499999993
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+M234T3253	429.855306564302	NA	5436.71246035173	6097.24000000004
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+M234T3671	633.052560989994	2280.07254545454	NA	NA
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+M234T3011	22187.0050000002	45303.1723461994	764.564636276591	11439.4813114938
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+M235T4124	1770.4466116927	1542.89279999992	704.23093681276	3073.53725000008
+M235T3713	1354.72879147347	2014.66902268965	11506.9197857143	20027.6251026727
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+M236T3777	246.908405266553	NA	1156.53500000001	NA
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+M237T4126	375.945454930371	466.362716242738	692.881749846354	1485.18500000005
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+M251T3871	23082.882352941	50192.64135	3847.86174925294	91258.0777714288
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+M252T3735	2211.23630769231	NA	NA	486.948931180938
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+M252T4128	122.274200644979	2575.99000000009	NA	NA
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+M253T3337	1990.7691788052	4948.62074438528	15143.6252727276	NA
+M253T3852	2020.41499999995	NA	NA	NA
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+M254T4114	NA	NA	1189.4	459.814790268935
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+M254T3224	5918.82999999992	638260.654315788	83632.5309387939	136482.307589743
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+M254T4103	207.591393861899	959.345000000033	NA	290.99865032427
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+M255T3671	839102.180571433	774068.733193547	1163725.23881481	1307135.86590476
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+M256T3670	271199.88151354	138308.544690964	208877.472	255071.2005
+M256T3438	119114.150522614	1834841.0231111	139084.720487666	237379.842074074
+M256T3259	45656.8796377003	198470.308757576	53113.5390189063	25621.4451824758
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+M257T3400	3366.68594401164	4036.26026817939	7504.66114684435	18573.4199999999
+M257T3619	1158.90291421602	NA	7221.70583333308	NA
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+M257T3212	1340.49968120504	4319.38786166067	NA	8045.66499999995
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+M274T3891	NA	1117.41000000004	NA	2518.81717002383
+M274T2782	NA	NA	3001.6802691252	4375.73999999997
+M274T2839	NA	6163.87850000008	1423.78029392821	NA
+M274T3045	2315.75124999165	7499.00079999995	9510.86275094229	NA
+M274T2593	4820.19999999989	NA	2175.34999999995	1525.87499999996
+M274T3796	NA	348.231556552472	1934.34000000007	1112.86263945424
+M274T2712	NA	6912.60499999999	NA	NA
+M274T3964	NA	NA	2709.01500000002	NA
+M274T3402	2378.01178242763	5021.8710666667	1537.53636984451	966.00096121566
+M274T3686	5349.17000000019	NA	NA	NA
+M274T4029	NA	1001.60000000003	NA	NA
+M274T3186	NA	1262.37636477515	NA	5516.62499999993
+M275T3174	NA	NA	1907.98524600062	6993.42637499988
+M275T3361	NA	NA	1212.87499999997	473.153087249569
+M275T3524	2482.57546950225	2840.47499999993	NA	NA
+M275T3114	1789.81538031989	NA	NA	6402.41499999999
+M275T2684	8133.76883148921	2740.53871166697	2101.15009917564	4508.76500000007
+M275T4126	368.580313885976	1626.03499999999	328.306669630109	NA
+M275T2825	15983.345	5241.18499999988	NA	NA
+M275T3460	NA	NA	1753.55523003463	2699.62499999994
+M275T3826	4040.83000000001	NA	1487.33305438906	3195.72999999993
+M275T2906	NA	4591.70999999989	7205.26000000025	2920.37033852023
+M275T4045	NA	NA	NA	793.455000000028
+M275T3999	1431.50668762596	NA	2292.31937578504	943.694999999987
+M275T2664	NA	NA	6195.04320000005	NA
+M275T2712	7959.58999999995	NA	NA	4189.71918504065
+M275T3220	NA	13230.5100000005	4515.35210478854	NA
+M275T4120	1158.10000000001	888.919999999979	NA	NA
+M275T3943	1528.91618181818	NA	1433.54000000005	NA
+M275T3677	NA	17002.1599999998	NA	2236.38500000008
+M275T3516	1885.82499999997	492.594496117548	NA	NA
+M276T3398	11990.8173110552	6534.09761958498	19663.8098083541	10166.2399999999
+M276T3333	634.451259444026	NA	NA	2076.4895999999
+M276T3715	NA	3369.20577777774	NA	NA
+M276T3078	NA	6451.9060000001	NA	NA
+M276T3865	1347.32150000002	2896.81499999999	NA	NA
+M276T3772	4684.04500000006	1311.46999999997	NA	NA
+M276T3488	1207.24077178523	2874.90499999993	6673.87462556144	575.760983466804
+M276T4013	777.722166666639	NA	1278.28912134512	NA
+M276T3946	NA	NA	1192.52999999997	NA
+M276T2633	NA	13449.6100000005	2682.48718335033	NA
+M276T4112	2001.54364285715	NA	363.222163560326	NA
+M276T3533	735.033311148274	1807.57499999996	2716.83999999998	982.489378609431
+M276T3712	3336.27542857148	3111.21999999996	NA	3878.06999999997
+M276T2573	10382.2099999999	NA	NA	NA
+M276T3999	821.572914208592	NA	1701.07138461539	NA
+M277T3323	6165.91238095239	NA	2541.55999999994	NA
+M277T3546	4349.13499999996	NA	NA	NA
+M277T3105	11120.8899999999	NA	NA	NA
+M276T3687	3979.79500000014	NA	NA	NA
+M277T3978	NA	NA	2192.56499999995	NA
+M277T3286	NA	7119.99166666676	6469.70999999985	NA
+M277T3834	NA	45698.2376818183	19145.8022	170489.150774194
+M277T4106	NA	1767.86957254786	5266.01468750005	2435.03626666668
+M277T4040	2011.02500000007	NA	NA	343.74616937621
+M277T4179	NA	690.164999999984	689.166211051578	NA
+M277T2752	NA	14235.2399999998	NA	NA
+M277T3700	7094.14500000025	NA	NA	623.565717884487
+M277T2532	4039.14779999986	NA	NA	9309.19349999967
+M277T3511	4687.28381778753	1778.56735678123	4572.92999999994	1214.13227040099
+M277T3404	1575.9840473458	5218.79857142844	3408.65531677426	NA
+M277T3106	NA	11915.9099999999	NA	NA
+M277T3206	5639.35580368403	5056.51499999988	1457.49141119454	NA
+M277T4047	934.245299999993	1192.47138461539	998.342400000009	1267.51499999996
+M278T3322	1222.10880000001	NA	852.92500000003	NA
+M278T3516	NA	1059.50499999999	NA	NA
+M278T4086	368.813564807209	NA	NA	942.009600000008
+M278T3720	3428.91500000003	NA	1540.81489308354	1597.71914285717
+M278T2623	NA	6812.44499999995	6119.14999999986	NA
+M278T3952	458.260171446836	971.740800000009	NA	177.055066240823
+M278T3612	4090.90999999999	NA	NA	2028.89291781596
+M278T2901	NA	4588.09133333339	NA	NA
+M278T3045	NA	NA	6446.23499999991	NA
+M278T3189	NA	657840.252952373	NA	37985.6800000002
+M278T3430	NA	37171.8800000005	NA	NA
+M278T3829	1087.46396570535	3928.06637751896	NA	12725.015
+M278T3268	NA	NA	2265.03851447438	8488.01759999994
+M278T3735	1812.03840000002	NA	1069.99798838779	842.473974795553
+M278T2727	NA	37140.1792895104	8469.7799999998	7246.72113477294
+M278T2676	2502.43499999994	NA	NA	NA
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+M278T3626	NA	NA	1981.29000000007	NA
+M278T4020	NA	163.939018329096	NA	719.808000000006
+M278T3150	8296.6407232608	29497.1200000004	9861.06499999977	NA
+M278T3947	NA	1090.66560000001	NA	NA
+M278T3377	751.943757278755	5403.36949999981	NA	NA
+M279T4156	127.248762165958	NA	NA	733.985000000068
+M279T2598	NA	NA	17842.5650000006	NA
+M279T3778	15801.8049999999	NA	NA	NA
+M279T4060	NA	2175.24129003806	NA	5607.3950000002
+M279T2792	17140626.9682501	10916520.7158621	17225272.9980001	11608626.63744
+M279T3356	NA	NA	11261.7400000004	NA
+M279T3554	NA	NA	NA	25259.539666667
+M279T3223	33290.6800000012	8234.16930147535	35086.7412731113	NA
+M279T3978	NA	NA	NA	6716.50311111103
+M279T4458	NA	NA	824.755000000029	NA
+M279T2828	106769.433600001	NA	NA	NA
+M279T4439	763.720000000071	NA	NA	NA
+M279T3257	36209.4050000013	NA	54695.1850000019	NA
+M280T3253	14639.941961427	NA	7511.34277105894	27853.8700000003
+M280T3906	1776.27499999996	NA	NA	NA
+M280T3517	NA	NA	1569.95245694301	5412.9506666666
+M280T4109	NA	379.576245617465	2993.84500000001	1017.5873818681
+M280T2790	2537598.71700001	2092900.63481482	2500840.97566668	1657753.47472221
+M280T4181	873.158399999957	1151.83999999999	149.370871530833	NA
+M280T2981	19372.5866150504	34700.0925999997	16571.2943253869	19892.1139140507
+M280T3390	NA	13659.3200000005	NA	NA
+M280T3320	133468.429707317	4264686.95081251	96824.5627514791	147693.256320518
+M280T3035	NA	11919.157837483	2946.15966257925	11122.5984000001
+M280T4102	NA	1019.40726602829	1958.86102099554	1087.67499999997
+M280T3761	992.309372825691	2223.36987294779	NA	6051.85499999992
+M280T2780	195051.403244595	345384.782769232	747921.799749408	825173.697333339
+M280T3866	NA	3358.48999999992	NA	NA
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+M281T3412	NA	NA	9541.80499999978	3606.66730813084
+M281T3256	10397.8600000004	NA	NA	NA
+M281T3934	2025.10999999995	NA	NA	NA
+M281T4023	4048.65500000014	NA	NA	838.497690061937
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+M281T3665	3284574.66551351	2676077.23587096	2492164.22034374	3943470.49960976
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+M281T3505	17595.2475740273	486847.014923075	27859.7603456653	20620.201760278
+M281T2969	NA	7687.80165561617	11850.1799999997	NA
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+M281T3180	NA	34088.8479999991	NA	2398.66820412214
+M281T2636	NA	NA	NA	11298.0966666668
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+M281T2784	179581.437015887	216720.980320203	401400.4802963	286470.207640205
+M281T3544	NA	33258.2883750006	27421.9299999992	24199.5950000001
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+M282T2582	5254.98545454551	7081.76727272735	5110.84285714291	24481.2950000003
+M282T3464	819629.382133335	2192519.9892	286930.22643329	794055.224769228
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+M282T2615	23035.4208000002	216091.254857144	108231.240398266	187225.738615384
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+M282T3203	19138.0812085577	32915.1426428573	2999.09051633542	30226.5835547873
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+M283T3169	14268.5302499997	4122.51243611482	9408.28190849974	NA
+M283T4138	532.087987544881	1604.12499999996	1443.29501874638	1295.91630204341
+M283T4083	NA	3774.77999999991	1654.73494406846	NA
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+M283T3866	379492.56678261	950365.999448276	195725.1666	2674059.02630304
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+M283T3031	NA	18634.4550000006	NA	NA
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+M284T3688	928494.681628574	4764196.36594446	768782.047764707	824001.549955458
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+M293T3171	NA	NA	NA	2710.23360000002
+M293T3438	8869.71149999984	NA	6925.70171557706	1322.26107980926
+M293T4129	238.942660410357	672.02623240413	1347.29280000009	1299.65433534012
+M293T4170	962.387142857119	NA	NA	282.805387425942
+M293T3018	8654.44999999988	NA	NA	NA
+M293T2729	NA	4113.22182708385	7233.42999999983	NA
+M293T2821	10206.9299999999	1408.9498344917	NA	1170.65764771861
+M293T3923	816.929999999981	NA	NA	NA
+M293T3475	NA	8280.41499999989	NA	9178.27384615387
+M293T3322	1287.995	NA	NA	NA
+M294T3486	10851.7099999997	NA	4226.5886359381	NA
+M294T3359	NA	3701.22500000013	NA	NA
+M294T3943	NA	665.125000000023	796.438080007196	NA
+M294T2681	3925.42206031062	NA	NA	4045.52499999999
+M294T4036	863.88000000003	NA	NA	NA
+M294T3186	NA	4294.35999999994	NA	NA
+M294T2794	NA	NA	NA	3355.35999999992
+M294T2999	NA	NA	2956.28499999993	NA
+M294T3403	728.360766605219	1943.48160000002	NA	NA
+M294T4109	1314.50666666665	281.538799635096	NA	NA
+M294T4060	1026.63999999998	472.604477658565	437.596738572745	NA
+M294T2686	4051.78500000014	1967.40678968229	4477.05700913271	NA
+M294T3659	8612.13918306233	NA	5712.25000000003	1058.78846333321
+M294T2603	4173.8549999999	NA	2874.20032635306	NA
+M294T2791	NA	NA	2763.43680000002	NA
+M294T3747	491.047342415404	586.060119338457	3804.51499999999	NA
+M294T3517	2597.89999999994	598.567975234918	NA	NA
+M294T3346	NA	402.549823364971	NA	1621.33999999998
+M295T3578	10379.0799999998	NA	NA	NA
+M295T3139	NA	NA	1796.94175451924	6333.04912499989
+M295T4112	1951.55499999995	NA	458.823902305003	NA
+M295T3921	1007.0505133471	1357.32895277218	1937.46999999995	NA
+M295T3800	NA	4150.38000000014	NA	NA
+M295T2586	2791.582286395	2356.65068155335	8787.47500000031	NA
+M295T3593	NA	NA	NA	11106.8050000004
+M295T3542	4615.18500000016	NA	NA	NA
+M295T3644	NA	33482.1561904762	6592.23999847114	8887.83400350203
+M295T2781	7200.56499999983	NA	NA	5078.42499999993
+M295T2950	18965.8485219527	34550.0629090917	15121.03	7659.07664913456
+M295T4037	NA	2239.51499999997	881.144340042672	366.785286261665
+M295T4091	429.057259290032	414.002618613188	3468.04000000012	187.107676983623
+M295T3832	9052.87721747301	16365.8720062211	12529.4403985294	74684.9300000001
+M295T2703	11858.005	2594.06056794726	NA	3833.38399606614
+M295T3115	6778.38194385087	7117.88978296094	10044.1699999998	NA
+M295T3980	NA	NA	1355.28999999999	667.445411366162
+M295T3937	NA	403.313041617798	1741.84499999996	NA
+M295T3562	NA	11052.0299999997	NA	NA
+M295T4116	803.981795792172	NA	1206.61499999993	821.129093650114
+M296T3311	275.065232196684	NA	1984.42000000007	NA
+M296T3861	NA	1787.23000000006	173.898206215532	1400.84666118068
+M296T4106	367.102820662908	945.260000000033	NA	1846.59272727272
+M296T3806	760.249703354502	7795.26500000002	1416.15140820937	NA
+M296T3942	258.01475923995	NA	1931.21000000002	487.707208701263
+M296T2728	145436.703037037	179016.941478262	138563.385703703	101017.35263158
+M296T2790	1850.22808676433	7469.61684423422	NA	3608.88999999992
+M296T2846	NA	13632.658627133	6879.73999999991	NA
+M296T3582	3072.94477015763	4032.31346821511	6662.20500000023	2126.28294227309
+M296T3681	5315.05066812549	12024.4994999998	NA	8577.16816992594
+M296T3846	NA	NA	2081.45000000007	NA
+M296T3071	3863.98499999991	NA	3409.8708924716	NA
+M296T4073	296.595165983882	1671.42000000002	NA	NA
+M296T3801	NA	NA	2427.31499999998	NA
+M297T3911	2219.06871428573	NA	2084.35800000003	NA
+M297T3315	3256.76499999998	1153.82100570647	NA	496.326178645164
+M297T3381	3488.32015288712	NA	NA	4395.73387499992
+M297T4126	677.359864728088	5624.60999999979	NA	NA
+M297T4173	755.894999999982	546.788778578795	NA	NA
+M297T3827	9158.38000000032	12858.0399999998	5544.05667784829	20409.7173973107
+M297T3220	NA	12027.0250000004	NA	NA
+M297T3288	3356.05222292727	NA	NA	10654.52
+M297T3572	NA	NA	NA	5389.86000000019
+M297T2929	NA	NA	NA	7749.87999999982
+M297T4045	5306.23680000005	NA	NA	NA
+M297T3386	NA	NA	1300.18016387384	7718.58000000002
+M297T3977	NA	2464.87499999994	NA	NA
+M298T3990	NA	2234.66133333338	NA	1744.63236203394
+M298T3020	4174.68009675554	14266.5399999997	12477.7450000004	6427.45499999985
+M298T4124	415.86009735946	NA	3284.93500000011	1125.59466351961
+M298T4199	NA	NA	1810.60858333329	NA
+M298T3279	5918.82999999986	NA	NA	NA
+M298T2619	4542.42423012047	3354.80568140577	8147.38999999989	3741.1841873484
+M298T3180	94216.1300000012	61537.5476327732	5732.13747557717	9549.94368563646
+M298T3505	34624.9233265506	303988.461374998	55947.0551122984	43579.3379451906
+M298T2745	11240.9120365998	7961.99314285727	1705.82630109548	NA
+M298T3642	NA	NA	5197.36500000018	12529.6205000002
+M298T3045	NA	NA	9097.34499999979	NA
+M298T3881	3533.76999999998	2226.71040000002	NA	NA
+M298T3587	13280.495629224	7887.59999999982	NA	NA
+M298T3944	NA	NA	NA	1906.16999999996
+M299T4172	NA	708.945000000066	450.772249744989	NA
+M299T3313	NA	NA	5295.6703971858	2663.63000000009
+M299T3539	NA	5841.39840000005	NA	NA
+M299T3060	2537.55013113551	9538.67499999987	6145.78021097557	5173.664661881
+M299T4114	3118.90893923784	990.439237549635	4684.04499999997	4450.68224999996
+M299T2640	NA	10714.413833333	NA	NA
+M299T3198	27699.5362857147	NA	NA	NA
+M299T3281	9266.36499999994	NA	2832.56873361658	1262.57908668956
+M300T3851	NA	7137.96499999995	2401.51576447576	NA
+M300T3113	14509.1149999997	NA	NA	NA
+M300T3382	4700903.21950002	5313736.07442857	342837.712148149	456839.934147912
+M300T3627	NA	223081.359999995	NA	NA
+M300T4112	4566.30524999975	NA	1543.53807599474	NA
+M300T4203	NA	NA	2513.26646153847	NA
+M300T3289	8979.97000000031	NA	NA	NA
+M300T3968	568.965377816548	1863.91499999999	NA	1047.27449308755
+M301T3944	2065.58000000003	NA	NA	NA
+M301T3889	NA	NA	2048.58499999997	NA
+M301T3829	1564.99999999996	NA	NA	NA
+M301T2926	NA	NA	17297.2992000002	NA
+M301T2786	3051847.80832143	1964443.59906668	3235153.86716667	1913293.75306668
+M301T4009	5901.34564285705	NA	3231.72499999998	NA
+M301T3854	27206.4384374997	3618.28000000013	3876.50500000001	269050.436689655
+M301T3380	941818.529291672	1012957.7061	48920.0401291495	14625.6474902216
+M301T3674	170534.269604472	251177.368973293	212220.624000001	269203.366597343
+M301T2885	NA	NA	16643.7749999996	NA
+M301T3583	3588.22178281989	NA	5870.31499999986	22898.5867438898
+M301T3440	NA	15560.9394285717	NA	NA
+M301T3751	NA	3561.48480000003	NA	3302.38231286516
+M301T3903	4521.28500000003	1150.27499999997	NA	NA
+M301T3997	5267.78999999993	NA	NA	NA
+M301T4108	NA	849.749749999979	NA	NA
+M302T3368	NA	NA	1957.4952721411	1863.91499999996
+M302T2789	522482.106357142	357030.628928573	564190.544076921	264072.634124998
+M302T2624	687146.624275862	840667.199400001	701382.897346151	683816.832720001
+M302T3541	NA	NA	6740.71510900727	5936.04500000021
+M302T3150	NA	21603.1685716216	12551.2999999999	3497.536729951
+M302T4148	132.578045599242	NA	823.190000000029	NA
+M302T3814	NA	NA	NA	4100.30000000014
+M302T3883	8480.73499999997	769.979999999982	710.901642724499	NA
+M302T3383	47917.7167882704	23532.7968933503	1263.14703762099	15342.6832941175
+M302T3316	9296.84387475441	144515.281866667	9069.03803821381	17231.9726237757
+M302T4397	NA	NA	749.63500000007	NA
+M302T3671	85818.8372159423	314143.161882351	75836.7963728175	949643.870745813
+M302T2688	3802.46400000003	NA	NA	804.101359858956
+M302T2733	NA	NA	NA	6881.30500000024
+M302T2626	NA	7180.21999999999	NA	NA
+M302T4131	NA	1629.16499999999	NA	NA
+M302T3770	2162.55360000002	NA	NA	NA
+M302T3574	12607.6399999997	NA	NA	NA
+M302T4025	1519.61500000005	NA	267.679838867312	NA
+M303T3930	1879.56500000007	2364.60707142853	1907.73500000007	NA
+M303T4007	1636.99000000006	NA	1162.30024054623	NA
+M303T3073	NA	3337.35028388429	28252.9449999998	NA
+M303T4125	3262.12478928864	NA	3322.38885	2508.87584872514
+M303T3161	NA	NA	5779.34859525085	4068.9999999999
+M303T2568	12465.2249999997	14537.6887500003	NA	NA
+M303T2952	NA	12416.7099999998	NA	3182.21396919716
+M303T3564	11874.1359999997	NA	3122.04852193173	8072.65757847431
+M303T3198	NA	23794.2599999996	39677.4449999991	23473.8461538462
+M303T3625	NA	4191.07000000015	NA	NA
+M303T3193	NA	NA	NA	15293.1799999996
+M304T2619	NA	9839.51388804775	NA	26941.4750000009
+M304T2667	4830.59034226908	5001.41171081167	NA	20552.5210000003
+M304T3203	20097.7299999995	NA	NA	NA
+M304T3913	NA	NA	2958.61255574702	3653.88583333338
+M304T2923	2197153.51842857	1333260.60266666	1911758.5851	1853630.66973333
+M304T2731	24437.4749999994	16966.4712741912	NA	25124.5099999997
+M304T3402	69801.702256057	3062061.5374706	83286.776499534	623162.467344455
+M304T3448	85185.916986153	3201208.41999999	76806.2658263479	203144.877393896
+M304T3126	42595.4114285704	34271.7486886506	54048.7186298934	11942.8230455653
+M304T4280	NA	NA	876.399999999946	NA
+M304T3185	26932.0849999996	31749.6968494627	NA	NA
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+M305T4456	NA	NA	901.439999999979	NA
+M305T3435	10421.3349999998	NA	9230.36999999978	NA
+M305T4015	346.210629662405	2610.14200000003	758.924996096119	NA
+M305T3957	NA	2813.30565160703	5065.36550000007	NA
+M305T4084	517.069798926196	4502.18533333328	1810.62068573139	2087.75451769824
+M305T2922	1070389.87338461	1068470.74817241	1999495.40772414	1443843.4868
+M305T3011	847473.123875002	37115.5399999991	1274974.27647826	583171.231184827
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+M305T2719	20926.5099503956	39717.7536000003	8879.59116911295	28527.4810054342
+M305T3504	579840.536874996	1029292.24878261	1236140.37704347	1021665.07733333
+M305T3983	2173.67815384616	1366.35869078024	NA	739.951930656477
+M305T4103	NA	NA	3782.60499999997	NA
+M305T3400	35903.0829	NA	13097.2944288095	19506.1599999995
+M305T3924	2651.10999999998	NA	NA	180.60499164785
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+M306T3591	NA	NA	3049.23725082801	2632.08971428576
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+M306T3742	NA	NA	1857.41760000002	947.515685589981
+M306T3501	114232.292090908	212306.942375001	264457.613875001	196181.611708334
+M306T4125	976.560000000091	NA	840.366642857164	NA
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+M306T2921	210347.527606926	486949.350799999	461327.782665302	245985.011145443
+M306T2660	15081.0565752209	130472.637464286	44639.4873539989	20399.953048522
+M306T3681	2097.85169172865	84033.7901333339	5680.9318126386	NA
+M306T3891	NA	914.383464896929	NA	3101.82999999998
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+M306T3469	3829.55499999991	2219.23319340918	NA	7971.54399999991
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+M307T3537	810.680392551753	NA	1272.48169724859	1367.81000000005
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+M307T4037	996.797516129591	5144.15499999999	6562.5157025699	667.867984335116
+M307T2632	284782.39285294	434431.996071431	370535.028964285	193257.733570348
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+M308T2648	11816.4876098929	96584.8681304346	25213.2567705089	15498.2301316971
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+M309T3666	568575.983707319	397291.546285712	453451.888551724	561648.2440625
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+M312T2946	11701.505	1338.17757662691	NA	NA
+M313T2787	1744615.54999999	7571789.17810001	1044287.32451613	5173292.35864283
+M313T3039	4699.38741888487	14177.7501491367	14119.4300000005	NA
+M313T3963	5313.01032466061	NA	5047.12500000018	NA
+M313T3626	12540.5743333329	NA	NA	NA
+M313T3282	1199152.62965216	907378.812571428	1035468.912	1130520.39057692
+M313T3786	334307.083846156	9158.77440000008	384721.080586205	29170.1456026062
+M313T4118	6418.06499999994	50892.2350000018	19469.0617727827	13449.3422452657
+M313T4193	15849.8980000001	3943.29881604034	13702.8952511658	7155.36912102823
+M313T2669	NA	12551.2999999997	NA	NA
+M313T3490	27750.9233928729	60563.9350000009	46021.109802612	13701.4747159169
+M313T4087	1816.56625639668	NA	4984.52499999997	NA
+M313T2773	138749.798631581	38194.828902574	24325.3777250345	45348.9773879332
+M313T4170	1189.39999999997	NA	NA	NA
+M314T4051	NA	NA	NA	1729.10400000002
+M314T2788	383747.698074073	1637055.53564516	165809.381466668	1094481.50973333
+M314T3824	NA	NA	4538.49999999997	NA
+M314T3674	NA	7657.54500000027	NA	NA
+M314T3207	NA	4516.50822012084	14961.3999999998	6547.24463882629
+M314T2568	9409.87250000019	NA	NA	10852.5044444447
+M314T3585	NA	4410.96202423054	NA	7453.41457142869
+M314T3283	137098.695	172525.6	144202.730874999	156606.008533331
+M314T3791	9559.72446163852	2953.20856045413	42279.5267692309	4871.84500000017
+M314T4118	5954.82500000002	NA	2200.38999999986	NA
+M314T3719	NA	NA	NA	5446.20000000019
+M314T4219	NA	NA	1503.96499999999	NA
+M314T2761	NA	NA	NA	5864.05499999986
+M314T4043	NA	1478.92499999997	NA	NA
+M315T4173	1345.90000000002	NA	NA	NA
+M315T3813	1777.86610623281	NA	2868.64499999993	NA
+M315T4112	1276.3621992816	752.892132740791	3255.20000000011	1250.51182562526
+M315T3668	NA	NA	9913.34297234256	12196.0449999997
+M315T3322	3485.26546701046	NA	6333.55500000022	4089.61284597018
+M315T3363	6213.08484294751	5208.31999999988	10338.8524184329	1335.11514181316
+M315T3436	19490.295714286	NA	10536.0668456237	NA
+M315T3486	152003.521513568	86562.2710356797	136192.87459826	114672.499030303
+M315T3785	NA	NA	15025.5650000005	8678.17930197157
+M315T3849	NA	4909.40500000017	NA	NA
+M315T4199	NA	351.570141954595	127.684678421321	1804.445
+M315T3191	9995.65499999986	1951.91833819819	NA	NA
+M315T4470	NA	1708.98000000006	137.094000000005	NA
+M316T3180	5324.13000000019	NA	NA	NA
+M316T2981	NA	NA	3807.64499999991	NA
+M316T4042	1960.19014963129	NA	NA	871.70500000003
+M316T3761	NA	NA	1130.33736829393	4106.55999999994
+M316T3096	14172.64	76971.362511038	1429919.44234615	44457.8880681907
+M316T3646	NA	27581.4678021758	4425.8199999999	250732.398290322
+M316T2669	51310.0899999988	NA	NA	2620.72898603478
+M316T4117	2411.35679999988	NA	1613.51500000006	NA
+M316T3938	NA	2068.93000000007	1693.32999999996	NA
+M316T2875	NA	NA	NA	7852.45314285727
+M316T4108	NA	NA	2535.30000000009	NA
+M317T2792	624874.589642857	179492.902450171	697688.232	229405.142266668
+M317T4120	109.029551838316	2647.83900000006	167.341697036376	710.81603925759
+M317T3418	NA	8668.53499999999	NA	2094.61925529114
+M317T3487	73407.1563696887	28516.2448865575	7466.61499999999	104577.739925926
+M317T2579	NA	NA	NA	8458.8249999998
+M317T2530	NA	NA	NA	8049.3311999996
+M317T3143	122032.440000001	5035.68322167367	NA	2698.66909891539
+M317T3089	12484.1806786362	14989.8914348818	451728.124222221	20100.3459211964
+M317T2926	NA	18493.6050000002	NA	7315.81121403641
+M317T3650	83776.6923351419	98439.948407179	48179.8481200082	152374.544466667
+M317T3980	242.237195561345	1909.20615384616	224.159792907513	1881.12999999999
+M317T3713	3940.66999999991	NA	NA	NA
+M317T3371	NA	919.820623741994	NA	2358.15360000002
+M317T3172	4284.9699999999	NA	NA	NA
+M317T3866	NA	NA	1552.28160000001	NA
+M318T3709	NA	4364.43637500008	NA	NA
+M318T2797	NA	9620.05499999978	NA	NA
+M318T3706	NA	1018.39005245497	NA	3287.64480000003
+M318T4069	697.990000000024	NA	340.008159962728	182.939173023424
+M318T2652	NA	5907.87499999992	NA	NA
+M318T3375	7458.78999999999	547.011761092458	4899.43921853587	675.16880226269
+M318T3420	2135.8064882254	7064.41000000004	NA	NA
+M318T3820	NA	2710.57999999996	922.894037259727	2144.69228989672
+M318T3626	12100.5799999997	NA	NA	NA
+M318T3242	22502.8420034603	61715.9739064458	104208.392752343	81881.0232222218
+M318T4109	721.573601420284	NA	2502.43500000001	290.566550907497
+M318T2677	NA	NA	8676.3600000003	NA
+M318T3135	NA	7419.66499999995	NA	NA
+M318T3361	NA	151.103727863572	4555.71499999989	NA
+M318T3983	2353.67152941175	NA	NA	NA
+M318T4131	NA	1076.72000000004	NA	NA
+M319T4110	1178.44500000004	NA	NA	NA
+M319T2867	14120.9949999998	3431.53418395961	NA	NA
+M319T3703	34126.4311337383	39518.92476	76670.9953939391	21800.9506229809
+M319T2734	NA	27476.7049999998	5559.07799751334	NA
+M319T3826	227.194473682925	NA	1190.96499999997	7764.53760000007
+M319T3316	1493.25323269578	NA	2342.80499999995	NA
+M319T3513	NA	NA	3943.79999999995	2114.21408715421
+M319T3938	NA	NA	2391.31999999997	665.124999999985
+M319T3717	NA	2687.85029315092	NA	3989.18499999995
+M320T2614	NA	10720.2500000004	NA	NA
+M320T4078	NA	NA	2314.42371428575	949.955000000033
+M320T3678	NA	NA	NA	5170.3470000001
+M320T3414	NA	NA	4458.6849999999	1422.03947089403
+M320T3613	901.749250306685	NA	6119.14999999999	NA
+M320T2694	6500.91276618817	1748.10092484225	13453.5885833333	3172.95204363095
+M320T3248	NA	1414.74546586948	NA	7654.41500000027
+M320T3091	11685.6519980139	6803.95386891152	9371.21999999994	10539.6014999999
+M320T2522	NA	NA	NA	10745.2899999999
+M320T3315	NA	2601.02999999998	NA	985.543367216707
+M320T3682	780.381475941489	NA	2618.24499999994	NA
+M320T3429	NA	1114.25581601675	6268.72233333311	NA
+M320T3023	NA	NA	9311.08888888908	2477.43084634726
+M320T3975	2690.02012500005	NA	336.084652554669	487.507408101277
+M320T3738	NA	NA	1178.35087500002	NA
+M321T3365	1874.72629373205	1896.77999999996	NA	NA
+M321T3162	NA	NA	5329.8223333334	NA
+M321T3257	4663.70000000016	NA	NA	NA
+M321T3881	1011.89818084268	2274.16292189386	798.043410664589	3317.44666666671
+M321T4135	896.649500000012	261.543163244904	NA	292.601413880236
+M321T3662	66639.3533571432	229771.186357143	29595.0624000003	218909.069999999
+M321T3268	11571.61	3937.25094479782	11268.0000000004	10820.9871428569
+M321T2990	15528.2546249997	5212.74545550361	NA	6264.95479435981
+M321T3040	NA	NA	18445.0900000006	NA
+M321T2683	3178.78982707728	NA	8497.94999999988	3051.55480119033
+M321T2560	NA	2514.53057142853	NA	17589.1949999997
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+M321T3996	3025.14499999998	212.245144970578	522.160622140006	NA
+M321T3813	NA	5188.9873333334	1230.93669780944	NA
+M321T4053	NA	1380.15360000001	NA	NA
+M321T3602	4283.40499999997	NA	NA	NA
+M322T3973	NA	863.88000000003	NA	NA
+M322T4069	773.110000000027	NA	NA	NA
+M322T2945	NA	8289.80499999981	5486.56652201181	NA
+M322T2897	NA	14074.0450000005	NA	NA
+M322T2686	3539.82178624733	811.449375267609	1536.83281831957	6563.60999999996
+M322T3011	1783.91633956334	24736.9012000002	7554.68237755614	NA
+M322T3502	644218.408947367	738819.992785718	1440566.05524999	812837.831619048
+M322T3952	1086.10999999997	968.734999999977	412.578169158101	1068.83808333333
+M322T4008	1280.10707692308	NA	NA	708.854400000006
+M322T3382	190025.479384616	253972.91319231	16384.5441540343	25880.7086767461
+M322T3678	13227.38	NA	NA	81149.2338888892
+M322T2641	11200.1937857143	8869.60680799789	2395.71513013791	11193.7890778502
+M322T3147	18465.4349999999	NA	NA	3868.67999999991
+M322T3207	664.365913399093	NA	NA	7591.12199999981
+M322T3570	NA	4166.03000000015	NA	NA
+M322T3878	NA	NA	862.314999999988	1639.75723358305
+M322T3817	1104.88999999997	NA	NA	NA
+M322T3448	8942.02906666673	4070.13149999986	NA	1887.58558115775
+M323T3361	1860.78499999996	NA	NA	NA
+M323T3156	NA	927.198076507834	3469.60499999992	NA
+M323T2610	37855.1509090908	NA	2650.78754213784	4908.0505742226
+M323T3913	1303.50616666668	NA	NA	NA
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+M323T3502	98138.1638095239	193909.324400001	322947.233789473	65075.8299999994
+M323T3381	33913.5500000004	21530.5821	1177.34740868076	2722.63956593861
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+M323T3215	9269.49500000002	1728.59719922868	6728.49944986199	NA
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+M323T3886	713.537583191447	1299.22581733649	3444.34490000008	45998.085466667
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+M324T3277	96515.1150000001	297973.981565215	14936.5614285717	7300.72500000004
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+M325T4134	1162.79500000004	NA	411.245397070843	518.169200309262
+M325T3883	4051.58584615377	NA	239.541668670005	3533.76999999992
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+M326T3420	5228030.43021431	4387790.82619352	264413.014296297	345255.121166667
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+M333T3358	NA	NA	3175.38500000011	NA
+M333T3525	12923.2271016922	2888.35987516088	4311.95840118955	10307.09
+M333T3058	15835.6615238498	14125.2540812011	12515.7274285716	NA
+M333T3920	NA	1187.55570907563	1461.70999999997	NA
+M333T4216	899.874999999979	NA	NA	NA
+M333T2970	NA	6610.55999999985	NA	NA
+M333T3300	NA	3928.14999999995	602.30770859462	3692.99566199201
+M333T3735	1646.43941387899	NA	NA	10278.9199999998
+M333T4008	NA	1801.19774268995	753.805222711653	1439.80000000005
+M333T4172	NA	NA	935.869999999978	NA
+M333T3840	909.148800000008	NA	567.068340421967	NA
+M334T4127	NA	NA	901.439999999979	NA
+M334T3554	NA	NA	NA	1921.57440000002
+M334T3883	NA	899.874999999979	NA	NA
+M334T3238	4033.00499999991	NA	5089.37999999988	NA
+M334T3138	4119.76504210432	4073.68035092459	3633.46837547643	8774.48775
+M334T3755	231.960279543223	2200.39000000008	NA	1590.31463393357
+M334T3367	5167.15828571437	NA	1336.12067206757	NA
+M334T3654	NA	70745.7157037043	NA	6660.10800000012
+M334T3017	39744.4750267976	1484876.2855	45750.6767397478	47231.3471984575
+M334T4144	161.551635585508	1048.54999999998	NA	518.485719855608
+M334T3445	NA	2677.71500000009	NA	NA
+M334T4060	2341.23999999996	575.687289596837	1014.11999999998	2790.28356249997
+M334T3709	7992.45499999989	3796.69000000013	3515.72588221538	NA
+M334T4182	NA	820.012363636361	NA	NA
+M334T3517	1838.87499999998	NA	NA	NA
+M334T4178	NA	771.544999999982	NA	NA
+M335T3152	NA	NA	NA	1525.87500000005
+M335T3978	NA	885.790000000031	NA	1377.05333333335
+M335T3913	1809.14000000006	NA	463.140071970048	193.825140251782
+M335T3784	NA	2935.73155555562	NA	NA
+M335T4133	175.095987491357	313.965218950019	823.08479999996	NA
+M335T2842	7555.82000000026	NA	NA	NA
+M335T3503	NA	18179.0399999996	5090.78854058411	3216.52716470989
+M335T2787	412134.254838711	1496244.20574193	187248.266843598	932645.210709676
+M335T4121	2191.23099223262	1378.05050472416	2239.51499999993	1431.89875000003
+M335T2565	NA	NA	6607.42999999985	NA
+M335T3860	NA	2806.04499999993	2303.68	NA
+M335T3537	NA	NA	1720.43614582797	1106.45500000004
+M335T3630	4531.66080000004	3961.61697490172	NA	1974.24824114526
+M335T4091	NA	726.159999999983	NA	NA
+M335T3899	NA	1602.55999999999	NA	NA
+M336T4075	NA	NA	NA	899.875000000031
+M336T2783	78791.5085450157	334400.5398125	23513.2112725512	196723.350153844
+M336T3060	4258.45259685871	18271.3750000001	NA	5912.03028571414
+M336T2935	NA	6166.87680000005	NA	NA
+M336T3954	NA	136.497732078298	1687.07000000006	272.995464156596
+M336T2985	53654.6353207122	636747.079599996	36928.9411133018	27436.4360097061
+M336T3701	36894.5628484911	71358.9068904151	48243.0219199998	36332.5894597431
+M336T3605	12873.3958532751	710515.094666673	9032.55044573548	11644.7198439879
+M336T3191	29120.8369994298	16939.9518407498	34406.5250000004	5136.13758497729
+M336T2735	NA	NA	NA	8626.27999999994
+M336T3418	NA	7000.24499999984	NA	NA
+M336T2905	2209.74392931752	5603.66816666647	NA	NA
+M336T3068	NA	7826.56499999989	NA	NA
+M336T3794	NA	NA	1344.33499999999	NA
+M336T4074	NA	NA	998.470000000035	NA
+M337T3864	NA	NA	1284.70079999994	NA
+M337T2789	18186.5663182368	29633.275000001	NA	NA
+M337T4081	NA	748.069999999983	NA	NA
+M337T2955	47251.0045249528	399605.895619048	57773.4416503699	116469.460044964
+M337T3403	7057.39833333343	NA	NA	1167.13068476853
+M337T3648	64394.9127280025	147999.184242425	42655.3567825298	146718.307466339
+M337T3607	14608.2445328478	174512.534857143	NA	1726.41346080796
+M337T2896	15866.7251486092	NA	NA	13853.3799999997
+M337T3061	NA	NA	10139.9040000001	NA
+M337T3720	NA	1223.43524190123	18166.5199999999	NA
+M337T3431	4748.20999999999	NA	107010.232000002	49358.5349999995
+M337T3909	854.60336461813	5771.41266666667	251.064509963778	2640.20914724021
+M338T2643	NA	NA	NA	12955.0699999999
+M338T3331	4950.09500000017	NA	NA	1831.05000000006
+M338T3395	NA	2770.04999999994	NA	NA
+M338T2890	9332.82741336794	3106.7871154844	7127.54977110836	9659.17999999987
+M338T2953	21600.7635099492	98207.2815652178	NA	8283.05068697334
+M338T3666	634807.244479997	622407.403541662	596970.228461536	687435.020888887
+M338T3019	403762.009407407	501318.568666665	389477.027481485	416727.206875
+M338T3831	105601.26105	762982.940923079	183288.617142857	417012.882125002
+M338T2791	287731.528891811	149638.942894929	292056.764928571	249287.620266668
+M338T3293	4892.62963617065	6987.72499999991	NA	1179.31520003719
+M338T2703	6227.13500000022	745.012772113619	NA	NA
+M338T3232	6779.58000000024	NA	NA	4702.82499999989
+M338T3351	3471.17000000012	NA	NA	NA
+M339T2768	23990.9921416723	37270.7168888887	6817.72413600058	10288.8056707259
+M339T2907	NA	NA	14980.1800000005	3701.45874547676
+M339T2596	9366.52499999978	6676.68124999985	6263.12999999985	1498.48749999997
+M339T3311	857231.879999988	3712170.13251428	3861507.63157897	4610536.10661538
+M339T3783	99210.0450000035	4092.79576255679	726268.915730775	36385.3847130755
+M339T4154	NA	2519.64999999994	1277.03999999997	12459.8061818181
+M339T3118	NA	NA	NA	135036.024999999
+M339T3028	458055.641312496	NA	NA	NA
+M339T3494	225785.911473684	86430.6956189701	174964.099191162	173782.621447457
+M339T3663	403698.069765811	321358.283284751	208519.004099184	825045.992142861
+M339T4101	1667.00804023895	NA	13133.8460000008	NA
+M339T4184	2857.32480000019	7139.52999999995	1787.22999999996	NA
+M339T4286	NA	375.600000000013	845.100000000029	NA
+M340T2569	NA	25985.26	NA	NA
+M340T3884	5820.23499999986	NA	1737.18410136416	NA
+M340T2758	NA	20318.3949999995	NA	NA
+M340T3313	779568.486526317	629120.400066187	1029717.51166166	787501.874117648
+M340T4203	NA	2468.00499999992	5416.69839895249	1305.27422657563
+M340T3532	30474.4800000003	2872.59881558541	22440.3647374077	NA
+M340T3597	51195.5616000005	8792.09639753464	32786.6556642668	NA
+M340T3034	NA	NA	NA	22496.3862857147
+M340T3235	68671.2479999966	NA	NA	NA
+M340T4144	2028.23999999997	NA	NA	NA
+M341T3211	36052.9050000013	NA	NA	NA
+M341T4135	3477.05966666671	NA	NA	NA
+M341T2695	NA	7073.79999999984	NA	NA
+M341T4089	NA	NA	NA	4873.02075000009
+M341T3039	NA	9709.25999999977	NA	4940.88909125574
+M341T3725	30046.4349999996	NA	NA	NA
+M341T3194	7042.33481504227	NA	64312.238666668	10492.572592246
+M341T3839	2442.40125304135	10197.3594145745	11226.1143333335	19128.8137142852
+M341T4280	752.764999999982	NA	690.164999999984	NA
+M341T3322	33620.9557142863	19260.8727103831	25010.2650000009	17991.9618720204
+M341T3622	NA	10095.4393396289	25208.9280000002	NA
+M341T3566	NA	13762.0020661274	56695.2549999996	75903.6733144675
+M341T2899	NA	NA	NA	8582.45999999988
+M341T3698	NA	NA	22046.1549999995	17624.2273030135
+M341T4025	10718.6850000004	3590.97413687448	NA	1208.48249619616
+M341T3007	NA	NA	NA	8303.00566666678
+M341T4142	1781.20948410922	3090.11984071677	2834.09426666669	11444.4387222222
+M341T3460	NA	9134.90500000032	NA	1810.60789491429
+M341T4166	1679.09171428567	NA	NA	NA
+M342T4065	1375.63499999997	NA	NA	NA
+M342T4157	660.345599999967	NA	1359.98500000005	NA
+M342T3809	6233.39499999989	1918.38642712937	1685.97488379739	NA
+M342T2720	4326.29342035694	NA	10330.5649999998	34151.4300000001
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+M342T3446	17221.0142541662	15165.2802356487	33908.8549999998	23877.5917407122
+M342T3644	6060.13625551153	11133.4099999998	6212.38833333311	NA
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+M342T2950	5993.0383766656	2883.71388007934	2073.56666625904	5319.43499999993
+M342T3035	NA	NA	NA	5501.95399999981
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+M342T3332	2019.38684839807	NA	13263.9982222221	4518.13213379409
+M342T3167	4716.90999999994	NA	NA	3170.68999999993
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+M343T2685	24147443.2347083	26229546.1150434	26239739.4908571	17861998.8937222
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+M343T2884	100081.036561835	595034.914666662	116489.638178018	137187.182596372
+M343T2762	561062.404889681	147303.101939767	684356.465333336	163480.603797904
+M343T3185	NA	NA	10508.9749999998	NA
+M343T3266	3395.72462188033	20673.6500000001	NA	2939.45154607212
+M343T4166	1120.46044444443	NA	761.852049925276	NA
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+M344T2684	5210015.8905	5700652.03809521	5842676.41781816	3782528.00118522
+M344T3389	9909.57999999999	2069.76896422011	9931.49000000035	NA
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+M344T2761	24949.2299999994	3013.99449964685	74212.2999999999	2797.44095954668
+M344T3146	83673.5282283833	18899.7584108525	313572.562499995	8341.2142915899
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+M344T2707	40674.3893200501	16784.3785688123	53322.2515380506	168534.390769231
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+M345T2682	691731.776000004	523335.545478263	945843.066319147	422131.372173915
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+M345T2588	122578.818881004	76879.3426789019	84366.9096159963	99244.5851428572
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+M345T3843	10737.5954719479	75847.507905038	37724.9971851855	136582.365517241
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+M346T4069	285.843770183485	NA	603.19972893512	1801.31499999999
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+M346T3872	766.752000000007	1424.14999999997	1499.26999999999	NA
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+M346T3497	691098.855680004	840818.051999998	562641.690738377	1197152.6152174
+M346T2945	5166.36927826679	4172.29000000015	NA	2213.69114011811
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+M347T3395	1071.60940152771	1061.64094197861	NA	3206.68500000011
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+M352T3603	NA	2142.48500000007	NA	6121.72114285699
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+M357T3912	1760.51249999999	2018.65757147216	3330.63807461964	2762.07791666667
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+M370T4247	NA	NA	4561.97499999983	NA
+M370T4174	NA	NA	NA	943.574399999953
+M371T4185	1278.60499999999	NA	NA	NA
+M371T4141	2328.42239999989	632.349881936025	NA	NA
+M371T3168	3613.55896987338	NA	12211.6949999998	NA
+M371T3927	NA	2004.22681792745	NA	9693.60999999977
+M371T3822	NA	NA	6488.48999999985	NA
+M371T3640	563419.299333334	320434.237565215	570454.039407406	287139.027809524
+M371T4381	NA	NA	719.899999999983	NA
+M371T4204	1059.50499999998	227.522749836685	650.672536916127	NA
+M372T2680	24805.25	NA	NA	9669.69364285719
+M372T4170	2348.97118749998	NA	489.799393670483	109.520361317624
+M372T4114	5672.69184602799	12982.196522503	11309.8298823531	5207.31432388251
+M372T3808	3383.7929846258	NA	10819.7185999999	NA
+M372T3872	5672.40000000005	NA	NA	NA
+M372T3167	1861.4465939607	7652.85000000027	3111.67191826265	1250.22532430196
+M372T3320	55293.5851837489	23531.0445702146	18039.6094528313	2014435.70688461
+M372T3381	95625.355685542	7148098.40457144	58576.2378096849	48187.9149999993
+M372T3594	1341844.87371429	38706.2434723887	976658.92794286	60644.1827063037
+M372T2576	NA	NA	6440.17062499996	5900.04999999996
+M372T3742	44900.0824321898	5242.85045840223	48116.7764999991	4086.8072352751
+M372T4183	NA	375.426296661154	2076.75499999999	821.520000000055
+M372T3697	NA	8571.5050000003	NA	NA
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+M373T3139	15058.6311216337	7172.31104004551	10379.0799999998	7379.16745009534
+M373T3761	4407.14436506524	2813.19228136879	4183.2449999999	NA
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+M373T3317	4569.82140458872	6235.02537614164	5254.05685216636	409843.333565219
+M373T3376	10737.5437016003	816443.110000001	9103.98500678392	338361.937882804
+M373T4025	5033.04000000018	NA	NA	497.948413646594
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+M373T3472	NA	NA	2093.66546040249	9236.63000000002
+M374T4111	NA	1177.77753996027	2569.72999999994	2151.87500000008
+M374T3866	1191.00829718862	2749.55858333333	NA	NA
+M374T2921	6024.48000000005	NA	1308.25354704687	NA
+M374T2866	3516.26824543354	NA	NA	9355.56999999994
+M374T3955	3943.64250000003	NA	491.855826283069	1184.76917782859
+M374T3372	9652.3047065889	71882.84835	8885.82869325274	28417.7140217794
+M374T3314	NA	7074.61150000009	NA	NA
+M374T4057	2483.65500000003	424.846655326637	NA	129.134514249179
+M374T2748	NA	NA	NA	4560.40999999989
+M374T3458	6344.50999999985	NA	NA	NA
+M374T3060	1832.59750658653	11739.065	NA	NA
+M374T3680	NA	NA	NA	4123.33583333339
+M374T3875	NA	3101.68842857144	365.686302461591	NA
+M375T3175	NA	445.6467671266	NA	2665.04018181817
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+M375T3841	NA	NA	1618.13046153847	NA
+M375T4120	1117.4100000001	NA	NA	877.341974439119
+M375T2854	NA	NA	NA	3203.55499999993
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+M375T3546	7387.97158333333	2373.53502021113	NA	855.616897351493
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+M375T3683	11314.2090933909	75673.6408000005	14762.7645539451	17709.2725080221
+M375T4138	693.206400000046	NA	NA	NA
+M375T2750	NA	3850.97280000003	4000.13999999991	NA
+M375T4090	NA	NA	1987.54999999997	NA
+M375T3605	NA	NA	9045.69999999994	NA
+M375T3794	1804.25283333336	NA	NA	2252.03500000008
+M375T3955	205.537845777636	NA	NA	1475.70927272727
+M375T3390	2009.45999999995	NA	NA	NA
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+M376T4020	694.859999999984	NA	NA	NA
+M376T3344	3640.18999999999	194.786846601657	1799.51999999991	3262.59518657258
+M376T3169_1	NA	NA	NA	1467.78240000001
+M376T3765	1205.05000000004	NA	NA	NA
+M376T3997	1295.76825000001	521.247057008308	269.196670889159	NA
+M376T3633	5063.69280000004	NA	509.271416943106	1759.30125853073
+M376T3714	158019.005259259	252461.190857142	104680.062916666	373283.853882354
+M376T2578	13853.0134285715	71450.1612000005	8376.30566666673	4808.8165714286
+M376T3440	190895.747185185	38099.6172307693	6067.47864247702	5347.37720000004
+M376T3100	5356.99499999988	NA	NA	8286.67500000029
+M376T2692	NA	NA	NA	3266.15499999992
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+M376T3169_2	NA	NA	NA	1805.77920000002
+M376T3698	3632.55666918683	NA	20571.9250000002	NA
+M376T3372	NA	3519.31016666671	NA	NA
+M377T3378	4140.98999999999	NA	NA	NA
+M377T3326	895.704115905273	NA	NA	1051.68000000004
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+M377T4111	NA	NA	1566.56499999999	1549.25100000003
+M377T3589	4269.3199999999	2376.42014689917	NA	NA
+M377T3909	162.502003618938	1402.06080000001	1090.79469929212	NA
+M377T3071	66388.7983846159	NA	NA	65498.3352692305
+M377T4127	NA	187.844748991773	998.469999999977	143.40835675716
+M377T4081	NA	1674.3038338241	NA	694.859999999984
+M377T2618	NA	6754.53999999984	NA	NA
+M377T3716	8026.91356556925	12662.9590354994	9962.7899999999	NA
+M377T3844	4026.6020555556	652.778185524346	4388.6668211272	3243.79013593333
+M377T2887	NA	NA	NA	4225.49999999994
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+M378T3996	NA	NA	1272.34499999997	NA
+M378T4060	NA	NA	1283.16333333335	NA
+M378T3211	NA	7108.88640000006	NA	NA
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+M378T3502	14295.7942105263	7201.84657488878	1940.90378190894	2364.41947375969
+M378T3552	NA	5680.94999999987	NA	NA
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+M378T4066	212.176948731985	373.98095280098	1442.49796080378	1178.44499999999
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+M378T3761	3811.01863633331	15338.5649999999	915.940881352062	1565.90662215766
+M378T2660	5123.34228571437	15779.4431999992	3155.87533796301	1467.13817164382
+M378T3173	NA	NA	4117.51499999997	1495.63557729155
+M378T3364	NA	NA	NA	4474.21069565213
+M378T3891	514.868959770949	NA	NA	1452.31999999998
+M379T4036	NA	943.694999999987	NA	NA
+M379T4095	NA	NA	NA	910.830000000032
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+M379T4101	NA	1338.07499999992	NA	NA
+M379T3008	NA	5862.21293950719	11609.8183308579	20322.4716190476
+M379T2919	7187.25134731941	NA	NA	9294.53499999994
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+M379T4124	1777.26331641034	5115.80338888886	NA	3008.33305787529
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+M379T3667	16063.4419068489	12162.1900490316	16991.6167201746	48798.0976666672
+M379T3328	477757.751739132	740276.063999998	583565.29018182	553093.193739133
+M379T3105	NA	NA	NA	10956.2467727273
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+M379T3840	5253.48120000004	8150.60654049011	5123.57109630133	2528.39927749772
+M379T3775	NA	NA	NA	2089.0079999999
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+M380T3423	NA	NA	NA	6613.68999999985
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+M380T3702	NA	NA	NA	5472.80500000019
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+M380T3146	427095.870698902	2201517.908	357266.711098704	1618642.75755555
+M380T3195	2780370.13776923	2910691.5161292	1677927.13698622	1829169.53766604
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+M380T2962	88380.5580503036	1219280.09929411	96715.832527596	119787.805940367
+M380T3328	78778.5214400005	86071.8446280589	113082.836571426	112098.248566153
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+M381T3958	559.159895883577	NA	4794.54720000004	482.275410199585
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+M381T3161	56078.6449999999	484755.102592592	45419.4299999994	360810.035925925
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+M382T3238	38649.2400000002	1678189.08203571	467473.409802839	871893.788684211
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+M391T4165	NA	NA	1154.82239999994	849.671701417285
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+M392T2784	6391.46000000022	NA	NA	1969.7738077175
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+M392T3631	842267.954388301	1611756.33425927	2573771.56357143	1365529.41730435
+M392T3487	72375.1362580644	4151.4143999998	38484.0207999997	18529.5999999999
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+M392T2582	4955.72160000004	NA	NA	NA
+M392T3282	4536.93499999989	2940.84135015675	1510.93893368053	5907.16999201485
+M392T4137	NA	2003.20000000007	NA	NA
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+M393T2842	16286.9549999999	10673.5008000001	NA	NA
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+M393T3273	12300.7701023632	17471.2138566691	12984.4500769276	18045.9325714281
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+M394T3943	4762.29499999998	3996.54251900967	927.735023934805	5571.40000000005
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+M395T2963	4606.83830737416	21978.8600000008	7261.02087510997	NA
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+M395T3709	387962.111478258	500089.551902439	254936.186105263	842750.614199999
+M395T3918	689.630246788774	4170.7249999999	1915.56000000007	NA
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+M395T2873	6882.87000000024	5326.5671158536	6984.43182282075	1169.75591563844
+M395T4134	742.885099215256	714.873419337822	1949.49780297681	3144.08500000011
+M395T3389	3689.79840000003	1775.93830347325	1825.76160028535	5065.65600000001
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+M395T3973	1269.57879378754	70603.5322666658	6099.64299744907	3500.50530938008
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+M397T3307	1436.67000000005	NA	NA	NA
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+M397T3923	1787.23	NA	NA	NA
+M397T3398	6834.49627172078	NA	NA	4505.63499999999
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+M397T3602	NA	1678.05203495204	6600.49104126597	6022.11999999992
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+M409T3542	NA	11185.1904000001	NA	NA
+M409T3482	135720.049971238	77474.8280895947	107818.50523077	49379.0879262087
+M409T2690	4929.75000000017	5509.9248750001	4352.42897247814	2745.0100000001
+M409T2820	NA	13286.8499999999	NA	5058.07999999993
+M409T2901	1995.15735773212	276218.815481483	NA	5893.78999999992
+M409T3226	4282.53553758841	16343.3679999996	NA	6185.88028571413
+M409T3298	2075.47790960529	25268.978533333	942.72259159402	4215.0632449899
+M409T3735	4747.99328571431	2411.97132665827	2039.71554792657	4081.79762972938
+M409T3037	NA	NA	NA	3489.50399999983
+M409T3388	NA	9338.35500000014	NA	1650.31980668218
+M409T3742	4310.01000000001	NA	1972.42823741994	NA
+M410T3757	NA	7706.06000000027	NA	NA
+M410T4124	1359.98499999997	NA	NA	305.011423365708
+M410T3922	2335.56267933244	452009.560000016	121764.943058825	11747.2536213559
+M410T4012	3049.79520000003	NA	NA	NA
+M410T2884	5827.65120436309	177240.944999999	8615.97790971073	9885.8486136789
+M410T4175	NA	1395.98000000005	1148.71000000004	NA
+M410T3601	9352.56426109051	13601.1201562452	12721.8849999997	10180.5888000001
+M410T2833	NA	4295.23270954577	9479.20500000002	10444.016939658
+M410T3219	NA	24473.4573174141	6673.15999999999	5749.87500367165
+M410T3937	817164.881357151	939245.003068962	27411.5668888888	207587.803428572
+M411T4128	NA	NA	1818.33633333336	4936.00999999969
+M411T3063	7487.56800000007	NA	NA	NA
+M411T2581	8449.92000000007	NA	NA	NA
+M411T4060	3423.88446746401	NA	NA	2622.94000000009
+M411T3486	NA	NA	12059.8900000004	NA
+M411T3942	241598.91352381	290150.193785642	58825.8337171304	79393.161070982
+M411T3670	23508.304220663	9713.84657540782	14488.7918333335	16933.9479555623
+M411T3813	4541.62999999989	316839.517435897	36289.4052942701	91708.9740161357
+M411T4158	NA	3718.44000000006	NA	3987.30150000007
+M411T3159	NA	NA	5631.83516666674	NA
+M412T2826	8018.41950000015	NA	1469.49600688418	NA
+M412T2679	8368.05499999981	12704.67	10193.0997409813	15048.3531428572
+M412T4137	793.821915890177	1652.56959999995	77566.0950000002	4073.69500000014
+M412T4194	826.214399999959	NA	780.934999999982	NA
+M412T3472	2307.01023107992	NA	10462.0249999999	107449.769999999
+M412T4030	1752.83491876055	39532.4545599998	NA	999.928500000013
+M412T4110	3457095.50111537	2299701.17793106	437274.29858824	253752.898758623
+M412T3251	NA	12102.1449999998	NA	290776.791999994
+M412T2556	3714.83520000003	NA	5352.30000000019	NA
+M412T3770	2283.09183333325	NA	NA	NA
+M412T3400	NA	7691.15583333343	NA	NA
+M412T3971	3748.17500000013	NA	NA	NA
+M413T3849	3330.31999999996	NA	NA	NA
+M413T3752	NA	NA	5126.39400000007	NA
+M413T2924	5746.36911929432	8316.40999999989	2128.52705357645	NA
+M413T4049	NA	NA	4959.48499999993	NA
+M413T2703	NA	9255.40999999979	12444.3835281792	NA
+M413T2533	2754.93100000004	2697.68003502283	NA	8852.396857143
+M413T3269	NA	26478.2350000002	9268.76150560234	NA
+M413T3634	879851.468967744	499959.972750004	95450.9149999987	461421.469999998
+M413T4108	966684.699142846	663456.658370383	50248.2914999992	65067.9068800012
+M413T3185	NA	6967.72335322635	10030.0849999999	42969.5468279133
+M413T3058	NA	13127.2199999998	NA	3192.3350302033
+M413T2556	8582.4600000003	NA	2654.63125000009	NA
+M413T3925	NA	1352.87752585862	2614.78080000002	NA
+M413T4083	NA	1896.77999999996	NA	3134.52808333333
+M414T2836	NA	5257.72800000005	NA	NA
+M414T4131	2158.1350000002	NA	NA	NA
+M414T3989	580.391376437626	2842.94579726325	2967.91044769241	1846.69999999998
+M414T3359	NA	5291.26499999996	NA	NA
+M414T3622	204063.053025641	101329.055000001	NA	114934.214833333
+M414T3056	234308.535290321	291118.258135338	894964.362451607	215640.991514322
+M414T3411	7495.48944276664	10183.4549999999	6207.57476205396	1753.52306540865
+M414T3471	42301.5185057915	7696.58873728336	649489.71176923	45261.7577548648
+M414T3857	NA	21728.4681774277	1309.60690695085	33090.3600000003
+M414T3160	2589.49975128797	29911.2188902216	7267.14035745837	29453.3
+M414T4424	729.196800000049	NA	NA	NA
+M414T4116	130471.446449998	NA	1435.10499999999	NA
+M414T2978	NA	11521.5299999997	NA	NA
+M414T3686	8573.0700000003	2661.56144391808	1880.97702044488	1721.77426740946
+M414T3265	NA	2054.64423243362	NA	6992.41999999984
+M414T3786	NA	NA	4070.56500000014	NA
+M415T3875	NA	6886.68480000006	NA	NA
+M415T3473	9068.65263552962	81962.0366249992	NA	NA
+M415T3112	9477.63999999978	13460.5743019741	NA	NA
+M415T3638	11186.118454649	48034.5450000001	29515.6845004214	12779.2042183318
+M415T3056	63507.0519469157	49037.057463529	285220.882416666	91426.3688113877
+M415T2757	NA	4327.2249999999	NA	2561.07773514143
+M415T2816	1359.3608776538	11114.63	8327.19490334063	3382.48994305829
+M415T2907	NA	NA	8573.0700000003	9716.92387937769
+M415T3749	NA	6378.12480000006	NA	1296.69890367766
+M415T3349	NA	NA	9795.33499999993	NA
+M415T3970	NA	3917.19499999999	NA	NA
+M415T3892	NA	NA	1251.93333333333	NA
+M416T3034	9475.57041666666	NA	NA	NA
+M416T3128	NA	10341.52	NA	4671.52499999989
+M416T3605	NA	NA	NA	3971.97000000014
+M416T2594	NA	3785.17171389666	10284.7915567342	27618.9200999998
+M416T3852	4876.34525000004	2622.53116755995	NA	NA
+M416T2687	487698.643851063	596092.78476923	522474.281535714	485270.385571428
+M416T3334	1448.9140084744	3860.04734195987	10338.4436929407	16576.7208749997
+M416T3542	15997.4300000006	NA	NA	NA
+M416T3749	349.016855581384	3778.99200000003	NA	656.303434951951
+M416T3642	NA	NA	19534.1117142852	11231.2553245801
+M416T3832	622.661269344847	4001.70499999991	423.859779734745	NA
+M416T3311	NA	678.03325960947	554.458852582325	4438.10366666667
+M416T3988	1603.60323460417	2011.02499999997	NA	NA
+M417T2951	NA	5114.78206736726	61586.5503750005	NA
+M417T2813	NA	NA	NA	3076.46233333337
+M417T2957	NA	70777.1250000006	16549.8749999996	NA
+M417T2641	6266.25999999985	NA	NA	NA
+M417T3426	NA	387184.988689655	10116.1600000004	NA
+M417T3291	3015.96233792538	6339.59050768631	3586.98000000013	NA
+M417T4134	805.35489588849	7892.2950000001	513.746537408205	281.85242365578
+M417T3376	NA	16931.4966666669	NA	7515.72079923124
+M417T2789	NA	8695.14000000002	NA	617.505635775369
+M417T3232	NA	7519.82500000026	3986.05499999991	NA
+M417T3741	NA	17826.9150000006	5837.4500000002	4504.68885009889
+M417T3810	619.356312569361	5744.50316666674	NA	4908.00842649502
+M417T4169	NA	888.919999999979	NA	112.047107297243
+M417T4068	836.79273704282	NA	NA	1298.94999999997
+M417T3049	9302.35999999972	NA	4319.00934087409	NA
+M417T3964	NA	NA	NA	960.910000000034
+M417T3764	NA	8045.66499999981	NA	NA
+M418T4008	NA	1549.35000000005	NA	NA
+M418T2658	NA	4500.94000000016	4189.1169694365	NA
+M418T4185	1147.14499999999	NA	NA	NA
+M418T3750	3367.88000000012	NA	NA	NA
+M418T3111	NA	NA	6286.60499999985	NA
+M418T4127	NA	NA	NA	2143.82166666669
+M418T4262	NA	NA	NA	749.634999999982
+M418T3618	NA	17596.8599999996	11360.9419047594	25545.8511656802
+M418T4133	378.192135970461	1117.3073606068	2173.59742073738	1414.75999999997
+M418T4178	1128.36499999997	NA	455.739266118154	NA
+M418T4087	NA	816.963987727362	9942.12316298503	3784.03566666671
+M418T3310	NA	NA	NA	5765.4600000002
+M419T4198	NA	1949.46648269155	2690.10276923078	3729.26957894742
+M419T4121	161395.531043481	21497.2629108796	266966.279965519	51537.0830909092
+M419T3204	19761.2550000003	NA	NA	NA
+M419T3730	145814.24025	23906.8668181846	NA	NA
+M419T3786	691152.270801842	253757.297404238	1204141.53999999	297441.725085124
+M419T3890	12760.6801987053	NA	5542.00792100179	33220.2549999998
+M419T3381	5002.97468393407	16224.3549999999	2641.99885869197	12791.327325259
+M419T3673	13145.8848000001	NA	NA	NA
+M419T3984	10192.8449999999	NA	7627.35414280771	NA
+M419T3535	5720.5415800649	NA	7128.57499999995	3832.18261277916
+M419T2850	NA	NA	6944.73033333309	NA
+M420T2865	3251.95611446406	16190.0120000003	NA	1446.74361904082
+M420T2930	NA	NA	6316.33999999985	NA
+M420T4021	NA	NA	NA	1963.97846153847
+M420T2606	NA	NA	4677.18719999977	NA
+M420T4127	26500.1450000001	NA	8523.94977777823	2599.35490604721
+M420T3156	NA	7346.02165655858	2791.95999999994	NA
+M420T3855	47821.1184365842	233180.930117645	55370.3975091526	41936.3125026108
+M420T4124	NA	NA	35777.2713846155	1266.08500000012
+M420T2726	NA	8774.02049999969	8042.53499999981	NA
+M420T4193	1164.26699999994	170.242287506857	NA	NA
+M420T3102	1170.08814675148	NA	6433.71500000022	4143.65110991249
+M420T3899	4941.75049820491	4028.30999999991	NA	NA
+M420T3552	NA	NA	NA	3901.12950000005
+M420T4178	1025.0750000001	NA	NA	NA
+M421T3696	4230.1949999999	NA	NA	NA
+M421T2700	NA	3291.19500000011	1314.72161815884	NA
+M421T2784	6925.37899320488	7387.79589825061	41576.02665	1456.69975325469
+M421T3075	NA	NA	15905.0950000001	NA
+M421T3096	NA	8440.04499999994	7281.94499999983	4917.22999999988
+M421T4190	NA	1075.15500000004	NA	768.353624999958
+M421T4057	7610.59500000026	5724.89089502796	1379.85516468899	1558.93472841229
+M421T3381	5513.49499999993	NA	NA	NA
+M421T2714	NA	NA	NA	4291.22999999994
+M421T3517	3868.67999999999	NA	2556.02762813311	2528.51735926432
+M421T3860	1337.58749601821	29667.705	2652.71169057656	2827.92544196338
+M422T2868	NA	NA	NA	5166.06499999999
+M422T3527	NA	NA	1574.38999999996	NA
+M422T3160	NA	NA	NA	1222.26499999997
+M422T3613	9846.98000000034	NA	NA	NA
+M422T3556	NA	2216.92426275309	NA	3469.60499999995
+M422T4116	NA	1260.36306648058	NA	1031.22516666668
+M422T3278	10959.6949999999	11910.9449551771	11137.3644675309	3419.84754585924
+M422T2896	7785.87500000002	461212.564307688	27800.7488430471	99918.9554444448
+M422T3622	25156.0354166667	11351.0592000001	2798.91878875359	5260.43154366824
+M422T3754	8143.72893840034	95551.7627199995	6923.55999999995	19262.1035217065
+M422T3311	1749.66999999998	NA	NA	NA
+M422T3883	511.564348224638	NA	NA	3671.02080000003
+M422T4077	NA	3374.13999999998	468.506670151537	1128.42657129884
+M423T3757	1438.23499999997	NA	NA	NA
+M423T4141	862.223166666594	NA	NA	425.743164465172
+M423T3816	NA	NA	1723.06499999996	NA
+M423T3740	NA	16958.3400000006	892.210366342407	NA
+M423T3579	NA	NA	NA	5961.08499999986
+M423T3248	221076.128	140927.888181818	13957.5737240298	5905.12734478185
+M423T3874	27591.2364022955	245688.438107143	4121.82608706859	41538.0076052258
+M423T2895	NA	160716.136954546	NA	9211.59000000032
+M423T3812	3270.85000000011	5483.5599339757	728.054169042986	10779.9610665455
+M423T3318	4120.64499999999	NA	NA	NA
+M423T3697	NA	7649.71999999982	NA	NA
+M423T3010	NA	NA	7433.7499999999	NA
+M423T4130	NA	545.469592114777	NA	3868.67999999997
+M424T3957	NA	NA	2430.13440000002	NA
+M424T3521	NA	1350.59499999997	NA	NA
+M424T3040	NA	NA	6203.66000000022	NA
+M424T3237	9454.30905958684	NA	6338.24999999985	NA
+M424T3411	NA	12681.195	NA	1614.91518538692
+M424T2945	165921.175772728	2071266.74299999	116662.621806344	236668.900800002
+M424T3150	152863.727840001	52144.6748667013	122002.445478261	17954.1552303877
+M424T3542	4702.20398992682	6148.23016666675	9578.76597268955	196764.319999999
+M424T3862	11969.2154134358	175818.453621622	11778.1640027379	6435.28000000022
+M424T4001	121362.877777778	20725.8412307693	62423.481094008	4079.95500000014
+M424T4112	4979.83000000006	3522.62035119342	8900.90742857194	1978.19878399664
+M424T3427	NA	9713.95500000034	3380.66647914252	NA
+M424T3356	2265.81553340158	1108.2380833388	6718.54499999997	736.295164957967
+M424T2735	NA	3478.99500000012	NA	1080.76152713054
+M424T3314	NA	NA	3432.04499999995	452.574951707658
+M424T2931	NA	NA	NA	16809.6649999999
+M424T3461	NA	NA	NA	6341.37999999996
+M425T4056	NA	1311.30240000001	NA	NA
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+M425T3196	7769.78945851321	7112.16749999975	7918.90000000028	3488.02059144766
+M425T3068	3256.72855644144	2247.38842345262	8533.3974789017	4625.54880000004
+M425T3115	NA	5891.47200000005	NA	3320.4101672499
+M425T3311	NA	NA	2943.7650000001	NA
+M425T3736	6339.00480000006	NA	NA	NA
+M425T3004	5958.56897036142	2960.33114552945	7998.28908333333	2690.47169049491
+M425T2945	54924.6819141509	586436.733617645	30070.2646885335	63492.2004720222
+M425T3656	187303.985878759	600142.183846153	115811.441278013	190802.706290006
+M425T4174	1294.25500000005	NA	NA	NA
+M425T3857	27008.7700000002	NA	14172.4706644592	2061.4976637711
+M425T3236	19623.0214067083	235486.621241379	9020.65999999979	14806.0006479556
+M425T3073	NA	NA	NA	6741.30200000009
+M425T3725	8379.00999999989	2974.75578714783	NA	NA
+M425T2754	NA	1438.13020543611	7434.36480000006	NA
+M426T3169	NA	NA	NA	1859.05028571432
+M426T4377	1161.23000000011	NA	NA	NA
+M426T3312	1422.58499999997	NA	1441.8098903353	NA
+M426T2513	9999.76909090906	NA	NA	NA
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+M426T2902	NA	6942.33999999991	1436.61408696855	4285.16422750987
+M426T3458	7204.29794218567	4836.02886506317	20083.6450000001	NA
+M426T3207	4019.8963271573	NA	6202.09499999986	NA
+M426T3554	2815.32270103404	3959.42192634788	3539.12020395946	14149.2230000002
+M426T2631	5163.26682292949	1456.65389555748	3845.85190268265	3356.56750000004
+M426T3698	NA	6539.0696597584	4220.8049999999	NA
+M426T4369	NA	NA	1009.31750000001	NA
+M426T3011	828248.820159996	991510.536648649	905911.972034479	973093.084615392
+M426T4115	2980293.03330769	18205.5655906352	4294.36000000015	2887.287655522
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+M426T2842	6299.12500000022	3059.91189037938	8398.93056807581	509.844629459075
+M426T4292	3311.11680000022	NA	NA	NA
+M426T3387	NA	5115.98500000018	2423.78209372086	NA
+M426T2529	4623.00999999989	NA	NA	1322.42499999997
+M426T3562	9047.26500000032	NA	6812.44499999984	2530.90973607516
+M426T3796	9828.55971241626	15644.8703999992	15181.7110380419	14930118.87025
+M426T3289	8740.12607142861	5536.13449020781	2537.38910500581	1107.25507247089
+M426T2720	NA	7118.27520000006	3843.19687425421	NA
+M426T3841	1919.80816814467	NA	3735.25716666672	NA
+M426T3361	NA	1472.69368124024	3101.83980898638	3336.57999999995
+M426T2806	NA	NA	7838.72721428575	NA
+M426T4138	NA	NA	3450.82499999998	2640.6809630849
+M426T4221	NA	818.390400000055	NA	424.254446996717
+M426T4381	NA	NA	1042.28999999998	NA
+M427T2737	NA	NA	NA	4654.30999999989
+M427T4203	NA	NA	NA	1004.62299999992
+M427T2603	9783.93273561863	NA	22790.232666667	NA
+M427T4140	NA	NA	NA	2555.64500000009
+M427T2686	358679.062009932	449258.854344592	347925.963641734	531670.662095239
+M427T2862	NA	7795.26499999989	7635.93152639552	987.226281724958
+M427T3010	209466.018965516	247741.188760695	193115.619517243	223144.516479999
+M427T3750	24462.9653014944	4281.8399999999	12842.0216671552	4500914.8808481
+M427T2641	11834.4076427398	25006.4299480215	14589.6857208182	26098.3932000002
+M427T3671	13171.7698812188	22366.4116426544	12973.810571798	12335.3299999997
+M427T3858	50212.2824577112	2003708.49492157	31252.9316648718	424849.862967151
+M427T4181	NA	NA	217.184306546279	1165.92499999993
+M427T4297	1029.66033333335	NA	NA	NA
+M427T3285	3107.43172553071	2469.93120376887	NA	8859.46499999988
+M427T2534	3530.64000000012	NA	NA	2437.95840000002
+M427T4012	NA	NA	NA	3616.71500000013
+M427T3627	NA	NA	NA	3447.69499999992
+M428T2947	NA	22955.4199999995	24681.6150000003	NA
+M428T2753	NA	NA	NA	2914.0300000001
+M428T2665	25659.7399999997	NA	NA	NA
+M428T2604	NA	NA	6587.80800000006	NA
+M428T3829	2992.27999999993	NA	1134.67891831581	NA
+M428T4140	14930.0999999997	1577.51999999999	1042.2900000001	1734.01999999996
+M428T2659	26968.1670336676	377657.793789476	39515.3820992042	17651.0745370249
+M428T3463	16828.6220656725	9446.33999999994	NA	2354.28072949316
+M428T3170	NA	4636.39801878614	20769.1150000001	3580.98523341882
+M428T4329	NA	NA	NA	3879.63500000005
+M428T4103	NA	978.557825671759	4286.5350000004	2349.7468776933
+M428T3707	7781.75040000007	NA	NA	NA
+M428T4311	NA	NA	NA	1075.15499999999
+M429T3091	NA	NA	10771.8949999997	NA
+M429T3698	4468.0864489282	12160.05	5912.65575196514	2220.97864420408
+M429T3880	621230.209740743	260929.40474074	824388.957538464	3815176.25851851
+M429T4058	1164806.30006061	297008.830000001	27024.4199999996	547539.167839709
+M429T2951	31570.422220335	431889.852333333	14393.726643614	54818.2872930308
+M429T4166	NA	209.380442384347	184.650468874385	859.18500000003
+M429T2707	NA	NA	5707.55499999987	5555.75000000019
+M429T3924	13435.5249999998	NA	NA	21154.1049999999
+M429T3288	4466.51000000016	NA	NA	1436.58654545454
+M429T3418	NA	NA	7117.62000000008	450.000080513151
+M429T3461	5216.14500000018	NA	NA	NA
+M429T4174	992.185494166034	176.784431971572	NA	1095.38333333335
+M429T4086	NA	107787.585214288	11696.8310386018	23436.1647499033
+M430T2798	8499.51499999999	NA	9655.53583333333	7577.72999999995
+M430T3853	NA	NA	2054.84500000007	NA
+M430T4134	1238.00080694448	2826.38999999989	NA	3715.30999999997
+M430T3762	NA	NA	2339.67499999995	NA
+M430T2685	2395840.30404255	2704092.90524137	2559942.49775001	2344653.06850944
+M430T2610	3790.63924583959	7191.17500000025	69540.2949115278	4435.20999999994
+M430T4073	436690.919537885	300170.514214284	122593.922650032	92575.0151865866
+M430T3884	92874.098533334	80468.8986071428	258597.278769231	1249364.70703703
+M430T3229	5237.1530059706	NA	7025.95200000006	NA
+M431T3406	2272.38000000008	NA	NA	NA
+M431T3958	NA	1237.91500000004	NA	NA
+M431T2634	7352.37000000026	NA	NA	NA
+M431T3325	NA	NA	NA	1827.92
+M431T3549	NA	2728.23665387322	NA	5487.75359999973
+M431T3186	NA	NA	NA	2757.5300000001
+M431T3862	NA	NA	785.629999999982	NA
+M431T3691	NA	9219.41499999978	NA	NA
+M431T2699	NA	297567.535000001	13393.2700000005	NA
+M431T3435	8195.15685714299	NA	NA	NA
+M431T2576	19660.1286153847	4930.02933333335	6294.43360000002	1530.886
+M431T2881	9580.92999999987	NA	NA	NA
+M431T3893	24534.8365885531	20323.8910588234	40956.05	262158.224755555
+M431T4072	74777.4805888167	117584.174829269	49436.20885982	20257.0519625877
+M431T3556	7870.34432249654	12255.7516344374	NA	14204.8566428572
+M431T3751	9820.56137349926	96133.5927727275	12680.3035063871	3729.01030747041
+M431T4276	NA	NA	1253.56500000001	NA
+M431T2688	626018.511238096	627870.19044444	637630.751882354	473082.476533332
+M431T2757	NA	9858.975	5217.04319999974	NA
+M431T3194	1031.39226064208	NA	7192.41171428575	4277.14500000015
+M431T3136	1793.88487043141	NA	6967.38000000024	NA
+M431T3004	NA	5518.18999999987	NA	NA
+M431T3942	888.822746053392	2165.96000000008	NA	404.954288505634
+M431T3748	NA	NA	NA	10048.8649999999
+M431T3843	NA	7033.92583333343	3024.75597131157	NA
+M432T2847	NA	NA	NA	3477.05966666671
+M432T3751	NA	23700.8432142858	2373.357725536	NA
+M432T4039	4973.56999999997	NA	NA	1381.76885714282
+M432T3215	6039.33499999986	1521.11532585869	NA	NA
+M432T3257	8508.90499999994	4183.71283711926	NA	NA
+M432T2818	7330.73597432221	68960.6092456272	NA	4397.65000000015
+M432T2865	NA	55673.3100000019	NA	1791.40043770152
+M432T2961	NA	10554.3026076132	NA	6507.26999999999
+M432T3627	NA	5624.6100000002	NA	NA
+M432T4149	798.201585525293	NA	2683.97500000002	1325.38560000009
+M432T3304	NA	5230.22999999999	745.557508980951	NA
+M432T3100	6121.49760000005	NA	NA	NA
+M432T2855	3940.06628778075	NA	7002.48000000006	NA
+M432T3474	6507.26999999985	NA	NA	57854.709669965
+M432T4072	1818.29759999991	17330.3066363637	12366.63	685.62191292749
+M432T4186	NA	NA	1319.29499999992	NA
+M433T2870	NA	13067.9231666668	NA	NA
+M433T3675	NA	6403.98000000022	NA	2735.77460713122
+M433T3733	3272.9717278137	NA	1735.58500000006	5089.01491220632
+M433T3888	2493.04499999994	NA	2218.75592504179	NA
+M433T3804	402306.207221426	387647.786440012	509993.88981818	209602.917599999
+M433T3582	1863.80718104677	8144.95750000011	NA	7191.17499999983
+M433T2694	NA	NA	NA	8899.71753846156
+M433T2645	NA	4358.5249999999	NA	NA
+M433T2770	5464.97999999987	NA	NA	NA
+M433T3895	NA	NA	1150.59420252571	9904.88499999993
+M433T3449	3465.76590612785	3540.17217981873	NA	13903.4599999997
+M433T3014	7072.23500000025	6174.7426555813	4486.74079486791	NA
+M433T3293	11876.3385882354	1530.09242912894	NA	408.654773041341
+M433T2896	NA	NA	5851.5350000002	NA
+M433T3513	4017.35500000014	NA	NA	NA
+M433T3584	4200.46000000015	778.919668321108	NA	NA
+M433T3743	NA	NA	NA	4201.48800000004
+M434T4084	NA	920.102400000008	NA	NA
+M434T2702	6430.58499999991	NA	5000.17500000003	1576.1364044664
+M434T3373	901.992118399873	2290.86720000002	3181.19470913919	NA
+M434T3011	NA	12186.9220000002	1118.50056941345	NA
+M434T3755	NA	NA	1827.91999999998	NA
+M434T3518	NA	3590.10999999992	NA	NA
+M434T3116	NA	4451.36180681709	4551.02000000016	2288.4313782183
+M434T4090	1513.35499999994	140.685798535083	559.040936284147	810.669999999981
+M434T3248	3144.43890318698	1567.01607764473	5732.59499999987	4833.13387932571
+M434T3759	1431.22753129218	6921.99499999995	1499.2959245201	7050.32499999995
+M434T3983	1683.8572307692	NA	1634.20073611938	NA
+M434T3928	1189.40000000004	1184.82261905379	278.901544347713	736.951525940671
+M434T3325	1374.64645003198	1881.52198470454	1507.09500000005	1066.46612495107
+M434T3072	NA	NA	5278.74500000018	NA
+M434T3633	NA	NA	NA	3752.87000000013
+M434T2733	619.517361523834	NA	NA	2129.96500000007
+M434T3692	NA	6029.94500000002	1446.94189513792	2863.9500000001
+M434T3903	NA	NA	NA	1118.97500000004
+M434T3581	NA	4392.95499999994	NA	NA
+M435T3375	2319.32999999995	609.348693642539	NA	NA
+M435T3913	NA	NA	NA	1622.90500000006
+M435T2739	3242.68000000011	NA	NA	NA
+M435T3158	NA	NA	NA	959.344999999978
+M435T2608	NA	NA	4843.05600000004	NA
+M435T2838	NA	5977.7781013422	5535.40499999993	564.527332920153
+M435T3338	579.997717377385	796.167308913401	3146.87983333337	707.634755505742
+M435T3387	2269.24999999997	NA	1227.29114362961	NA
+M435T3277	2405.21195687531	NA	4533.80500000016	604.959336859186
+M435T2943	NA	NA	8634.1050000003	NA
+M435T3736	1240.50847248039	NA	1449.00480000001	NA
+M435T3954	654.683566819986	1581.09872990695	1466.40500000005	NA
+M435T4165	NA	NA	1057.8434285714	NA
+M435T4078	2284.65666666659	NA	1560.38664099183	438.585718800615
+M435T3391	856.82195491675	1527.43999999996	NA	NA
+M435T3340	1022.86273329316	2607.28999999998	NA	NA
+M435T4112	6295.54799999993	1097.52011126376	2397.35632786651	481.619755187521
+M435T3912	375.848471448846	NA	932.740000000033	NA
+M436T3755	NA	1655.77000000006	NA	NA
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+M436T4052	NA	NA	NA	1148.56319999994
+M436T2881	3780.73799999993	NA	NA	NA
+M436T2773	5325.69500000019	NA	NA	3112.78500000011
+M436T3990	1150.53801204491	1744.97499999998	414.034440320659	155.262915120247
+M436T3921	1216.70183233687	NA	231.450772014571	2822.89920000002
+M436T3460	5064.34000000018	NA	NA	1540.21928658465
+M436T3129	2689.26467145772	14862.8049999999	5596.71324834027	NA
+M436T3633	348088.451999999	383027.222357145	422171.667866667	327554.149896554
+M436T4067	1178.01834326938	NA	2358.45499999997	1093.93499999997
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+M436T4137	171.001322524998	765.284999999982	404.601343474324	NA
+M436T2594	1370.94000000005	5183.28000000018	1493.01000000005	2895.8760000001
+M436T2644	3611.42877340818	NA	3135.72982207216	4269.04719999997
+M436T2948	15903.5299999998	130195.480000005	132300.261333504	57370.0800000001
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+M436T3325	1975.02999999995	NA	NA	NA
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+M436T4011	NA	1500.83500000002	NA	967.169999999977
+M437T2978	NA	19633.9638333336	NA	NA
+M437T4202	NA	NA	NA	672.949999999984
+M437T3884	807.539999999981	NA	NA	NA
+M437T2830	NA	NA	5759.2000000002	NA
+M437T2971	NA	17014.6799999999	4928.74242764238	14894.1050000005
+M437T3282	41439.9163333339	375590.926508474	125902.951972279	138344.7099
+M437T3218	811859.337935484	12336.8950000001	605003.957789475	19867.9367035733
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+M437T3351	3719.53871156081	73213.6182857146	NA	10635.1452376925
+M437T2787	7863.16779253921	15476.8536578556	36819.9438749993	12493.8395352352
+M437T2658	NA	5383.60000000019	3295.43868262338	2128.69203039514
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+M437T3993	3823.09141666667	1899.91000000007	2666.41920000002	NA
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+M438T3910	347.032625655658	NA	786.069249740956	2070.49499999995
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+M438T2963	NA	28137.4157142858	5492.34564823404	10072.3239420202
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+M438T2950	6513.52999999985	21291.6892499996	NA	22611.5735384616
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+M439T3397	8126.67407142861	11907.7479887113	9595.16407827084	NA
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+M445T4135	NA	NA	1549.34999999996	NA
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+M445T3625	8978.18080695679	2305.3763493527	8363.36000000029	1002.59662882996
+M445T2684	160669.814787194	53467.9256974218	147445.140523452	143266.536903226
+M445T4060	641099.468842104	65624.4089475704	380310.621290326	341326.407130436
+M445T3783	10321.7972976078	9637.26999999993	16466.5596361348	19149.3400000007
+M445T4119	36682.0349999988	21500.1775531913	13534.9234390139	12696.4742052763
+M445T3206	NA	10566.8799999999	NA	2493.69710788233
+M445T2890	40272.1016250003	25489.522213454	64535.7934070738	15729.4256207917
+M445T3946	26603.1648000002	NA	NA	NA
+M445T4207	97.9577101779709	561.216047894625	NA	829.343999999959
+M445T2541	4995.47999999988	NA	NA	3241.11499999992
+M445T4165	NA	714.771928158734	1557.06444444443	NA
+M445T3344	3062.70499999996	NA	818.745538851343	NA
+M445T3766	7735.79499999982	NA	NA	NA
+M446T2996	3882.76499999991	NA	NA	639.399003691983
+M446T3536	NA	NA	NA	1065.76499999998
+M446T2649	NA	3165.99500000011	NA	NA
+M446T2754	2252.16870260547	13437.0900000002	18365.3729999997	NA
+M446T3347	3489.94999999998	NA	NA	NA
+M446T3288	NA	NA	NA	3380.4
+M446T3423	NA	NA	NA	2644.84999999994
+M446T3045	NA	11018.2848750002	NA	NA
+M446T4192	289.584833542454	NA	1241.04500000012	NA
+M446T3915	4077.17401720539	5853.1000000002	NA	NA
+M446T2939	NA	NA	8019.06000000028	NA
+M446T3502	3869.00252492414	2309.69400000003	7573.03499999982	5424.35261005102
+M446T3852	9215.2708154876	NA	8440.38476212937	12361.9350000004
+M446T2650	NA	3294.32499999992	927.580990482228	NA
+M446T2888	NA	6685.67999999995	NA	4701.25999999994
+M446T4102	NA	3754.43500000013	NA	5832.75499999986
+M446T3281	1398.62614704243	NA	NA	2402.27500000008
+M446T4168	1234.62719999994	139.582301470801	NA	NA
+M446T3643	NA	NA	NA	4162.8999999999
+M447T2682	NA	NA	NA	3438.30500000012
+M447T2944	NA	8690.4449999998	NA	NA
+M447T3170	NA	NA	3995.44499999997	NA
+M447T4131	NA	13392.6587142861	NA	1868.61000000007
+M447T3525	7820.30500000027	NA	NA	3401.67561064924
+M447T3575	10426.0299999999	NA	NA	NA
+M447T3866	1699999.8155	6048905.2720909	1905046.52459615	5916902.22687233
+M447T3449	189830.209592593	8393.0949999998	NA	5032.39679999975
+M447T3017	5173.15905993198	11538.745	1876.68616991693	NA
+M447T3088	2821.83198008536	NA	NA	5094.07500000018
+M447T2660	4353.48225000008	4995.47999999993	5157.58080000005	NA
+M447T3932	NA	NA	NA	66964.7850000023
+M447T3293	5097.20499999988	NA	NA	NA
+M447T4078	NA	NA	12286.8150000004	14850.2850000001
+M447T3536	NA	77952.6499999982	NA	3328.26430605774
+M448T4144	NA	NA	NA	920.102399999955
+M448T2849	3560.37499999992	NA	1115.20694213404	1949.24942216225
+M448T2737	5691.90499999992	NA	670.02043107088	NA
+M448T3364	2607.12339999998	NA	NA	224.287831415585
+M448T2562	4450.38600000006	NA	4194.20000000015	NA
+M448T3699	NA	NA	NA	5331.95499999999
+M448T3644	6060.43452909582	NA	3408.13439999983	NA
+M448T3451	NA	15441.8549999999	5584.59462639483	NA
+M448T3866	599984.362588236	1915382.469	565102.576481484	1869650.42660869
+M448T3541	41534.8955999995	125181.219999999	3651.37027743191	58776.0342857152
+M448T3406	9400.49292307695	3180.78130205875	12960.9042026291	520.916723933419
+M448T3013	111770.826790302	135455.589068231	98815.7736014125	130763.047625
+M448T2782	1971.57237324061	6372.67999999991	NA	1677.28089261953
+M448T3933	19898.9749999997	10896.51475	6942.06020935059	NA
+M448T3796	NA	NA	6862.52499999984	NA
+M448T3250	1026.36726424937	NA	5892.22499999992	NA
+M448T4046	10723.9659999997	752.806429630004	NA	NA
+M448T2742	6461.88499999996	NA	NA	NA
+M448T2981	NA	NA	NA	2023.54499999995
+M448T2811	NA	NA	NA	2822.89920000002
+M449T3411	4549.45499999989	2022.27580659395	3728.66960829676	830.126866786323
+M449T2596	NA	6701.0977374528	4178.5499999999	NA
+M449T2868	NA	5292.15360000005	NA	NA
+M449T4139	2179.8902222222	1665.16	NA	365.351111019334
+M449T2992	NA	5965.52869509899	14149.7253333336	NA
+M449T2886	62582.0003015281	57889.3500000003	138033.860086955	19944.571888
+M449T3584	NA	75894.3409285702	9483.58105263155	NA
+M449T3977	4397.65000000004	NA	5156.1258333334	NA
+M449T2673	NA	15953.0734736842	1295.56681228827	4181.64682792065
+M449T3504	13401.8384842417	24429.9685319424	2121.63215654322	552631.743
+M449T3285	107435.64537931	NA	6084.71999999986	NA
+M449T3391	620.286626361757	1487.02827349869	NA	1488.31500000005
+M449T3586	3313.10499999992	NA	NA	NA
+M449T4084	2582.24999999996	NA	NA	NA
+M449T3689	NA	8695.1399999998	NA	NA
+M450T3535	2871.68061090481	24500.0749999994	NA	NA
+M450T2787	NA	NA	9673.79966666633	NA
+M450T2930	1489.72295579633	119475.374045909	110462.583958333	11354.3036048456
+M450T3577	10436.3180999999	NA	NA	5583.91999999987
+M450T3888	1242.60999999998	NA	691.921077719764	NA
+M450T3092	2785.40321998787	NA	5595.72479999972	NA
+M450T3411	2098.40383006057	4998.26241670347	3882.60993749996	NA
+M450T2592	NA	NA	6169.22999999996	NA
+M450T3633	248058.679680002	192314.541558823	418460.615529414	182922.559448276
+M450T3822	NA	20266.75	3996.69074999993	NA
+M450T2881	8933.3281663352	33414.3149999992	14546.6749999998	1514.91999999996
+M450T2963	11951.905	22461.0495337679	2548.62204999202	4207.78430607715
+M450T3935	956.179015667114	1613.51500000006	3115.91500000011	NA
+M450T4135	NA	1322.42499999992	NA	813.458408414206
+M450T4197	NA	NA	1284.76237500002	NA
+M450T3251	4239.58499999994	NA	NA	NA
+M451T2565	NA	NA	3139.38999999993	NA
+M451T3564	9245.48290909088	NA	1314.09638181884	NA
+M451T3097	NA	NA	NA	2950.02499999993
+M451T3831	2200.26218181823	NA	3378.835	NA
+M451T3424	6784.71781999332	NA	7087.88499999995	NA
+M451T3625	19535.8950000002	8864.49220755069	7848.34089477872	19978.7899999997
+M451T2913	5297.52499999988	263604.40643478	1630.82295358074	2765.23821897366
+M451T3731	8242.85500000005	5942.33497051526	8139.56499999989	NA
+M451T2564	NA	3464.0579036633	6749.84500000002	NA
+M451T3797	4003.27000000014	NA	2690.23795333612	2533.94235691863
+M451T2839	4901.57999999993	NA	6773.9446374775	NA
+M451T2671	NA	NA	NA	2508.37440000002
+M451T4077	NA	652.637147737115	4111.2549999999	2223.58080000002
+M451T2907	NA	NA	NA	3841.66583333338
+M451T3735	NA	NA	3336.58000000012	NA
+M451T3930	1110.39339315742	4330.17053333336	NA	NA
+M451T3186	NA	3949.84966666667	NA	1150.59748728663
+M451T2572	NA	NA	4579.19000000016	NA
+M452T2800	NA	NA	NA	2474.26500000009
+M452T2847	2572.85999999994	NA	NA	NA
+M452T3971	2493.04500000009	NA	NA	NA
+M452T2698	NA	3990.75000000014	1409.90365758857	3864.64663285438
+M452T2526	NA	NA	NA	1554.04499999996
+M452T2963	NA	NA	3968.33280000003	2965.95086202415
+M452T3425	NA	5583.92000000019	6344.50999999996	NA
+M452T3069	2733283.4533889	2294951.3770909	3048268.64705265	3116995.52957574
+M452T3249	2819.53720800392	15293.1799999998	13174.3688221165	8593.88160000008
+M452T3988	3191.035	1263.75888970514	2486.98906866172	3327.03870963189
+M452T2562	NA	5231.2378333334	25957.0900000003	12502.7850000004
+M452T3174	8980.38720000008	NA	10610.6999999998	NA
+M452T2911	4075.25999999991	2873.2068614114	1881.46795801026	NA
+M452T2798	NA	3478.99499999992	NA	3591.67500000013
+M452T3920	860.74999999998	NA	NA	NA
+M453T3527	NA	20604.7900000007	NA	NA
+M453T4239	NA	NA	1028.14527272727	NA
+M453T2541	2142362.86905263	87490.3597237539	959249.446118399	20588.0736000002
+M453T2848	1197144.32127999	56769.9426453508	896396.434976375	75859.3123501778
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+M454T4159	3679.31499999977	NA	6959.1844166665	NA
+M454T3282	12283448.9539048	9394144.45799999	13255955.9438571	3961465.71999997
+M454T2768	19079.9484476183	9319.57499999978	46978.6477004776	2356.2243753538
+M454T4273	NA	NA	1131.49499999997	2308.37499999995
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+M455T4066	6108.19499999994	442.177657607144	NA	363.555159663627
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+M455T3282	2974065.37371427	2605146.0891923	2872639.81751353	2258878.28768793
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+M457T3287	58840.8699999994	54027.5805774142	49296.0778190181	36834.4286332475
+M457T4147	1054.74872727272	795.019999999981	1429.85377049486	NA
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+M458T3143	3608.38055878045	7507.55180784152	14340.095	2517.54393186741
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+M462T2912	NA	8000.27999999981	12791.1422857145	4902.75337500009
+M462T3747	NA	22362.2850000001	NA	15070.9499999998
+M462T4140	292.654916972189	NA	NA	1200.35500000004
+M462T4284_2	605.968000000005	1100.19499999993	1948.42500000002	2989.14999999998
+M462T3090	95686.6662024347	6596.47500000023	70428.4880241111	118700.193333334
+M462T3354	34317.6101797572	134063.174067646	22172.6624095382	353324.149120002
+M462T3571	NA	4289.84131478817	48217.1609333337	8472.67308189489
+M462T4408	132.147111111106	NA	NA	2178.34079999992
+M462T3925	NA	NA	9783.8990769231	4437.96954933508
+M462T3646	42178.314999999	32011.7700678632	18211.9050000006	4700.19968110822
+M462T2677	NA	3860.85499999995	1524.32823772296	NA
+M462T2627	6818.70500000004	1108.24405012104	3588.02407014944	NA
+M462T3840	1366.07040000001	4323.39337555755	1189.10075166498	NA
+M462T4040	7740.72569729136	971.378583587889	21992.0666874998	3457.90573776347
+M462T4404	NA	NA	1014.11999999998	1305.20999999997
+M462T4152	NA	NA	NA	810.669999999981
+M462T3282	6906.34499999999	NA	NA	NA
+M462T2891	7109.7949999999	NA	NA	NA
+M462T3190	NA	NA	2497.73999999994	NA
+M462T3854	1821.65999999996	NA	NA	NA
+M462T2812	NA	710.548424404056	7469.31109090907	552.45989935722
+M463T3762	1657.33500000006	NA	NA	NA
+M463T2811	NA	NA	4107.60000000004	5540.09999999992
+M463T3964	NA	238.209268535445	2679.27999999994	NA
+M463T3506	2941.79342234619	6076.34028571438	NA	NA
+M463T4289	NA	NA	841.970000000078	NA
+M463T3271	NA	2807.52827438332	12106.8399999998	3088.47895441323
+M463T2952	11233.8859715019	NA	10798.9148333335	3244.07316654649
+M463T3151	6932.32923957778	19440.7526999999	3540.8152528142	1421.75523807297
+M463T3822	11407.2850000001	12324.6273333335	2646.52008689951	NA
+M463T3039	NA	NA	386311.081625003	NA
+M463T3763	NA	6191.13999999992	3086.25091006098	5499.13798519956
+M463T4111	742.183618681901	3690.27000000034	1775.90271136886	3045.72447666556
+M463T2788	NA	NA	12221.534285714	7709.6066643721
+M463T3637	172990.667533118	328121.623351351	64575.4278545796	80199.0669912189
+M463T2935_1	NA	18096.2294431253	NA	6496.31500000023
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+M463T2935_2	NA	NA	NA	3219.20500000011
+M464T4049	NA	NA	NA	1533.50400000001
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+M464T3743	NA	107917.802666667	NA	16770.977152391
+M464T3986	2233.25499999995	NA	NA	NA
+M464T3193	NA	NA	NA	5070.60000000003
+M464T3460	10953404.0775	11065448.5837576	9374989.11600003	2049874.55999995
+M464T3600	41973.3000000015	NA	NA	17959.2901555689
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+M464T4194	2840.37947368416	850.484245275946	1244.70144353997	127.840484397196
+M464T2512	32103.2703333337	NA	18125.8130483737	914.664000000011
+M464T3848	17649.05403687	636509.56111111	9797.90899556107	89520.0161954499
+M464T4127	344.420392126876	1433.04938568156	2796.47630000006	NA
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+M464T4173	2023.54499999999	294.06406140362	801.071063823654	343.919749974923
+M465T3935	NA	1770.01499999996	NA	NA
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+M465T2965	NA	NA	3331.3971046533	4120.64500000014
+M465T2730	14720.0077663132	11885.6466588603	1986.70684277	10111.4650000001
+M465T2850	2786.53947495218	7103.53500000025	NA	NA
+M465T3460	2410704.31292307	3048050.79539024	2439473.28109678	2598683.07580001
+M465T4101	7398.07031377846	1878.00000000007	34239.4194999998	4369.48000000015
+M465T2657	NA	9643.53000000034	NA	928.273420706032
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+M465T3848	4039.92720592457	132528.885222222	6378.76308019597	16422.5807994262
+M465T3712	11502.7500000004	NA	NA	11473.3580000002
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+M465T4072	NA	NA	3079.92000000011	1868.58514955905
+M465T3411	NA	1651.55640273612	NA	9283.12369230772
+M466T4013	NA	NA	NA	2855.94250000006
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+M466T2564	972.647499999983	3571.32999999994	NA	554.32299999999
+M466T3997	2045.38238888891	NA	NA	NA
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+M466T3045	5109.53718837256	9299.60640000008	NA	NA
+M466T2654	NA	1616.98105893036	6596.47499999996	NA
+M466T3384	3615.15000000013	NA	NA	NA
+M466T3466	604738.933650008	165349.065142853	193663.773333336	359531.313128864
+M466T3688	4369315.76470589	4310373.45164705	2170172.3833125	4794931.44410525
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+M466T3192	174101.193181819	153540.497965922	34560.8768386903	149704.630113852
+M466T2531	5759.19999999999	NA	NA	1212.65142857143
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+M466T3735	NA	NA	21185.4050000007	44252.2611053105
+M466T2584	2700.84480000002	NA	NA	NA
+M466T2713	7687.27999999982	493.63356165995	NA	NA
+M466T2794	NA	5187.97499999988	NA	1510.20352222346
+M466T2912	4546.32499999997	NA	NA	NA
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+M467T3356	4724.73499999992	NA	3741.91500000005	1339.85252274798
+M467T3689	1124806.6528125	1421765.40538298	567111.495866665	1247414.38648572
+M467T4108	2554.07999999994	2259.85999999986	NA	1882.69500000007
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+M467T3196	32291.9046149988	NA	31356.4737857144	15479.5742893237
+M467T3827	1261.62164316481	2866.2648390795	1090.11086678987	10886.1400000004
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+M467T3652	18879.9492527393	47037.6399999989	13396.4422864724	43485.497208333
+M467T3868	1065.01463269255	4371.0449999999	NA	NA
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+M468T3135	298321.064814814	231999.860576879	183341.71725	72360.7052455355
+M468T3711	363448.964571428	447539.530555628	119581.457739131	124448.305679793
+M468T2626	1135.44615693439	NA	2015.33012074838	4100.2999999999
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+M478T2660	NA	5872.80325799675	8163.56160000007	2332.61357635068
+M478T3629	1472855.18275	1303508.31648388	2154341.45504999	876909.340923079
+M478T3726	23279.3749999995	517930.185652176	NA	NA
+M478T4197	NA	NA	2403.58400000003	NA
+M478T3989	4039.26499999995	NA	NA	1425.20651827425
+M478T3369	NA	NA	10452.8640000001	NA
+M478T3081	7673.19500000027	8436.58600403113	NA	NA
+M478T2942	2038.893853353	4803.93600000004	3769.29775494617	952.028592848194
+M478T2820	NA	NA	17832.2984615385	4379.0325688145
+M478T3665	74587.9000000026	38450.1867197869	NA	16628.7394078726
+M478T3002	NA	5793.60100431786	6321.03499999985	NA
+M478T4184	540.929140069013	172.384011670345	870.13999999998	NA
+M478T2689	NA	NA	NA	4338.18000000004
+M478T3581	15988.0400000006	NA	NA	NA
+M478T3071	10302.395	NA	NA	NA
+M479T2805	NA	NA	NA	3538.46499999992
+M479T3000	NA	7422.27302434154	5781.10999999987	NA
+M479T2790	NA	NA	1134.60055184688	5179.9135714286
+M479T3268	NA	9656.05000000034	NA	NA
+M479T2880	NA	4909.40500000017	11620.1250000004	3460.2795651344
+M479T3643	312001.068553366	254459.829329913	603637.679243903	87866.7593976103
+M479T3413	NA	NA	NA	8005.51680000007
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+M479T4086	NA	2525.64100000003	1348.39340229596	2384.27826906442
+M480T4212	NA	NA	1460.14500000005	NA
+M480T3995	7771.78999999982	5148.85000000018	NA	5299.08999999988
+M480T3873	NA	NA	5349.16999999993	NA
+M480T3312	23140381.2522668	35849787.3954595	25253970.4986668	33481480.1310477
+M480T3727	404847.18936842	581709.757817669	209861.81284715	426909.707528719
+M480T4423	NA	2231.58030769231	NA	450.958666666668
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+M480T3637	1642534.40772367	2451462.01405714	913177.469650225	1676042.49670788
+M480T2839	18610.9799999999	NA	NA	12579.4699999998
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+M480T3811	18225.9900000006	NA	NA	NA
+M480T4283	978.020833333346	NA	NA	3481.87777777774
+M480T4184	NA	1544.54533333332	NA	NA
+M481T2682	5274.04999999988	2734.70595100242	NA	2818.56499999993
+M481T3175	7364.8899999999	NA	NA	NA
+M481T2958	NA	NA	NA	19298.0149999997
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+M481T3312	5309215.40294736	2006448.25644318	4597143.68000006	4433857.63760153
+M481T2799	NA	NA	7372.71500000026	NA
+M481T2860	3876.05881976011	24282.5532999998	16085.2163965544	12946.3821138319
+M481T2729	5050.92776443454	NA	14443.385	881.659229633647
+M481T2999	NA	NA	NA	16060.0299999999
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+M482T2718	NA	3768.03839999981	NA	NA
+M482T3120	NA	NA	8789.04000000031	8498.42880000007
+M482T4001	NA	1924.94999999996	NA	533.762839143905
+M482T4236	NA	NA	NA	1362.96983333335
+M482T3549	3291132.93972221	2648149.18817142	3005153.11818182	2835097.54508571
+M482T3600	7554471.80024246	9069435.05505884	5694516.98116125	8604063.9335
+M482T3313	1528623.12224776	1744038.74551351	1699099.30694444	1752487.53115789
+M482T4408	NA	555.503999999973	NA	1068.75839999995
+M482T3713	22813.0049999995	NA	11931.3437167433	NA
+M482T3075	NA	5073.14920974418	9706.12999999994	NA
+M482T3818	NA	12934.7250000005	1865.48000000007	NA
+M482T3902	1181.57500000004	NA	10378.6654999999	NA
+M482T2748	NA	NA	NA	2103.35999999995
+M483T2906	NA	44557.7422857132	6939.69185580237	NA
+M483T3114	NA	3768.78060282683	NA	6094.10999999992
+M483T3610	2249140.22315626	94993.9350000033	2333268.97954545	2326145.14734286
+M483T3521	904343.512235296	20097.4602857146	14146.7469138787	15389.8080000001
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+M483T3273	8815.64499999979	8222.03353095068	NA	8633.23311216041
+M483T3231	NA	5156.55548848644	NA	4868.71500000017
+M483T2897	5418.02999999987	NA	NA	966.547398789221
+M483T2792	NA	NA	NA	3928.14999999995
+M483T3648	NA	NA	17217.4944000002	NA
+M483T3838	NA	2947.71019993136	1510.03200000001	NA
+M484T2603	2937.50499999993	NA	NA	NA
+M484T2687	NA	NA	NA	1743.41000000006
+M484T2743	4554.15000000016	NA	4660.56999999989	1987.2959999999
+M484T2943	NA	18047.6042593672	8717.23025833352	9517.94987499991
+M484T2574	NA	NA	4079.95500000014	NA
+M484T4185	1831.04999999996	1332.66602255505	1870.95099323175	5837.44999999986
+M484T2674	NA	NA	1322.58135766869	3434.97545454544
+M484T3006	3657.40499999991	1640.67794763096	NA	NA
+M484T3529	NA	32544.1750000005	NA	2653.98530546938
+M484T3815	3053.31500000011	NA	1045.78303362578	NA
+M484T3729	28749.8495416665	NA	2122.68248142081	2890.43782322896
+M484T3653	NA	9615.02112059092	NA	11476.1450000004
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+M484T4193	2378.5466666667	685.997884766879	3194.73366508149	990.518399999951
+M484T3561	29314.8033749995	24930.9246666658	61031.2991073346	51215.470211888
+M484T2779	1401.77596067525	5917.26500000021	NA	NA
+M484T3675	NA	6319.02133333326	NA	8286.67499999981
+M484T3406	NA	NA	NA	2782.5700000001
+M484T3912	1207.67324542375	NA	NA	2064.23500000007
+M484T4044	NA	NA	2716.83999999994	958.90149187163
+M484T3749	2483.65500000009	NA	NA	NA
+M484T3038	NA	NA	NA	5659.88160000005
+M485T3677	NA	10414.47	5611.37280000005	NA
+M485T3908	NA	NA	906.134999999979	NA
+M485T4138	1710.32639999992	NA	357.869714056031	NA
+M485T2917	24776.8767013164	156804.277928572	13188.2833107056	6342.65550000003
+M485T2850	18981.8842199117	23284.4669183768	18414.4708319667	34447.9938571428
+M485T3033	NA	NA	389023.602333331	17183.4348333336
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+M485T3639	115724.4907466	569949.042240004	39354.6063370944	72353.5361608358
+M485T4131	4802.72925000011	NA	489.89408401529	420.193033197298
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+M485T3769	2509.4016194044	4970.44000000017	1759.20073930528	1333.28898136821
+M485T2832	10072.3400000004	3733.0564447625	NA	NA
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+M485T2952	5569.12320000005	NA	NA	1228.40555757669
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+M486T3728	NA	28514.300000001	NA	33727.3150000001
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+M486T2770	1281.3852801553	2276.78400000002	2095.86435063377	NA
+M486T3733	9851.67499999993	14258.7149999999	3114.06571428576	14874.5938461539
+M486T3537	3056.05440000003	2215.5531085075	NA	NA
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+M486T2805	228115.887391305	25572.84795	248955.854400002	62171.0277391307
+M486T3472	181413.183383586	96670.7195250286	111191.685	170779.300836735
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+M486T2965	6215.31905594747	6729.49999999991	6615.70542441857	2620.68101358228
+M486T4212	NA	NA	NA	1004.72999999999
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+M487T3808	741.658846822685	633.363528481319	2863.6885714285	NA
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+M494T2947	NA	NA	7685.70692226253	115765.200333333
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+M494T4466	NA	NA	1591.47787500003	NA
+M495T4203	NA	NA	185.391895430603	1050.04789999996
+M495T2571	3455.07840000003	NA	2482.09000000009	NA
+M495T2965	7202.12999999999	NA	2718.72980942281	NA
+M495T3468	14239.6800000001	NA	NA	NA
+M495T3516	4408.60499999999	NA	NA	NA
+M495T3359	2959.41499999993	NA	NA	NA
+M495T3678	10467.8282804467	5058.61558050294	NA	16442.9184000001
+M495T3785	1488.39553093707	8097.31000000028	NA	NA
+M495T3424	416789.072761899	48566.9536363635	405541.76	90679.2299999979
+M495T3864	2988.7797368689	7963.89353846156	5281.87499999996	11076.4258597604
+M495T2740	NA	5310.04499999988	NA	4433.68692200447
+M495T2678	NA	NA	4427.38499999994	NA
+M495T4130	3006.3650000001	7299.16000000011	988.930922517726	1753.62348725477
+M495T2963	5400.81499999993	NA	NA	11973.2325225125
+M495T3919	NA	NA	NA	4215.66100000006
+M495T3997	1982.82491149606	NA	5788.93500000001	NA
+M495T4200	NA	NA	1183.05599999999	258.129755305317
+M495T2812	652.862265823586	15353.2338999999	5326.28060835774	NA
+M495T3216	NA	NA	NA	39632.0600000014
+M496T2812	3782.60499999995	2088.80382012043	NA	NA
+M496T2857	913.148583776522	8896.01049721482	NA	6264.69499999985
+M496T3324	12252877.7949047	13592553.5504546	13610963.6757273	13124440.5097022
+M496T3391	33731692.7386667	35451000.5760001	36141998.6104241	32749288.1560002
+M496T4075	14377.9074285717	NA	NA	NA
+M496T3571	66171.8184974511	NA	108097.679999997	NA
+M496T3909	1105.01362460878	6398.46720000006	3713.17078269273	NA
+M496T2911	NA	33303.1280000001	6488.92140605926	2098.59616029076
+M496T2641	NA	NA	NA	5608.95999999987
+M496T2856	NA	NA	NA	7418.09999999995
+M496T2724	4975.13499999988	NA	1161.18668099665	NA
+M496T2631	1145.21793722388	NA	NA	6644.38342857154
+M497T2884	6655.09440000006	NA	5707.92158625461	NA
+M497T2837	6510.39999999996	NA	NA	NA
+M497T3946	NA	NA	3347.53500000012	NA
+M497T3391	9239784.02703031	9920512.26059999	9654551.58569693	9213380.49028204
+M497T3328	50125.3850000017	3643359.72259092	3751200.59278049	3623585.41508512
+M497T3730	61418.7516428562	480722.847839997	28770.1041268655	69104.5089456564
+M497T2790	10027.6045714283	11015.4935384616	1173.97208827703	2523.05345862899
+M497T3488	1407807.74974423	1561786.84302128	1457707.95883398	2328308.77653
+M497T2571	NA	NA	NA	3372.30562500006
+M497T2921	1476.43518054271	14368.2649999998	NA	NA
+M497T3955	NA	1388.15499999997	NA	673.755784861455
+M497T3276	1949.87853888294	14426.4179999996	NA	5564.01960531948
+M497T3686	16415.2850000006	NA	NA	3252.43509780504
+M498T3109	NA	5890.66000000021	NA	NA
+M498T2671	5170.76000000018	NA	NA	NA
+M498T3391	1781831.58180646	1661185.8510625	1837432.27365517	1681226.60084848
+M498T3507	15712.6657429855	NA	26003.8464000002	NA
+M498T3656	22953.8549999997	NA	17825.287714286	10169.0886608368
+M498T3460	NA	NA	32273.4299999992	NA
+M498T4175	304.479012964095	NA	852.92499999998	NA
+M498T3914	5258.51139728547	8559.17547121515	283890.541333333	4796.72499999993
+M498T4048	2229.83999999989	NA	NA	NA
+M498T3887	1547.78499999996	NA	NA	NA
+M499T2941	8566.8099999998	4237.56866666652	NA	NA
+M499T2871	NA	4611.56383333339	NA	NA
+M499T3209	NA	4708.48320000004	NA	901.580902013087
+M499T3157	NA	2781.0050000001	NA	NA
+M499T4123	1372.50499999997	NA	548.799299074861	NA
+M499T4173	713.819042425016	1624.47	NA	215.805757012214
+M499T3726	3085.96528399279	19105.5200000007	2362.76460652227	2638.75529241166
+M499T2995	5774.84999999987	2174.98976982151	4028.29689238889	NA
+M499T2916	4687.17499999989	NA	6498.61440000006	NA
+M499T3907	1265.07173716384	694.997685924502	66998.7413333334	5608.9600000002
+M499T2528	4979.19360000004	295.581319113489	NA	3338.14500000012
+M499T3314	8783.71373606924	8266.51037749058	34282.8900000012	28931.4089999995
+M499T3466	NA	NA	16327.6449999996	8598.57599999958
+M499T4104	18625.8861250002	5178.63176065068	3333.21253115967	1446.00414158679
+M499T2612	NA	NA	5490.02000000019	NA
+M499T3736	6184.86416739371	26813.1449999998	801.741651328814	1767.41083672397
+M499T4116	2558.77499999994	1962.06388301954	NA	683.434950434497
+M499T3477	NA	NA	12516.8699999998	NA
+M499T3924	265.522724843853	NA	20619.8088333336	NA
+M500T2887	NA	NA	NA	2377.23499999994
+M500T2691	2509.93920000002	NA	NA	648.646078885367
+M500T3947	1157.95200000001	NA	NA	NA
+M500T3754	NA	10427.5949999999	NA	3616.71500000013
+M500T3857	1572.82500000005	NA	NA	NA
+M500T3546	NA	NA	3121.77600000003	NA
+M500T3605	NA	8602.11787500016	NA	NA
+M500T4102	2386.62500000008	836.826280880103	NA	NA
+M500T2802	242901.289863637	66257.1292173916	210544.855064516	57739.1377083336
+M500T3038	99018.0268000007	6856.26499999995	21356.3904000002	267255.617533334
+M500T3918	1198.69425000002	NA	4377.02529999997	NA
+M500T4177	987.515000000002	279.987391398043	557.698462540817	NA
+M500T4075	1743.16770564388	3025.14500000011	NA	NA
+M500T2886	NA	4159.23840000004	NA	3047.05499999996
+M500T3837	NA	NA	2247.05280000002	2817.88206661291
+M500T3786	NA	NA	1696.6716867746	4956.35499999999
+M500T4176	NA	NA	712.075000000066	NA
+M500T4032	NA	NA	NA	685.469999999984
+M501T3559	NA	2843.6050000001	NA	NA
+M501T3845	1632.29500000006	NA	NA	NA
+M501T3406	NA	NA	2771.60957405775	3386.66000000012
+M501T2942	1675.96054255249	3135.35342477514	6204.56416666675	NA
+M501T3312	3968.83999999995	1533.55706719115	840.724620680652	418.242836506677
+M501T2801	22625.6578461539	3174.94090092414	NA	NA
+M501T3491	62789.4819557987	9591.04342132909	53669.5315625005	26160.963290134
+M501T3086	8759.30499999988	NA	NA	NA
+M501T3386	NA	8431.25084535845	3901.39169368653	5454.02499999993
+M501T3587	NA	10742.1599999999	2968.01973647605	2807.7428086117
+M502T4024	NA	NA	NA	957.780000000002
+M502T3924	1078.28499999999	NA	NA	NA
+M502T3756	NA	NA	1676.11499999996	NA
+M502T2612	NA	5825.6679815451	11355.6400000004	NA
+M502T4303	NA	303.179999999985	174.083999999991	741.715199999963
+M502T3862	4173.85500000015	NA	973.861118153714	NA
+M502T3162	20072586.1578181	15073454.8812308	19750291.8967058	19236678.8790857
+M502T3027	685324.635123932	1185957.74741861	3929393.58564705	519581.98838202
+M502T4190	4787.08008333322	NA	NA	13576.3750000002
+M502T2959	31453.37	1656602.53046152	44888.4393750008	29134.9101438261
+M502T4297	NA	NA	1042.28999999999	694.859999999984
+M502T3893	1411.63000000005	NA	NA	NA
+M502T2922	NA	NA	167471.155200001	NA
+M503T4178	7012.76499999995	6430.24258333318	NA	NA
+M503T3666	NA	13653.0599999997	NA	6066.55433625702
+M503T2883	7208.4638424464	38221.9949999993	32560.6374609545	6223.34901480606
+M503T3162	5456090.00690907	5100640.94541177	4546567.8576	5820114.65811427
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+M503T3027	12668.6207999994	360578.502260869	982271.672900002	132576.389154952
+M503T3538	NA	NA	8233.46500000029	4838.30582882736
+M503T2558	1513.20910178551	NA	4053.34999999991	NA
+M503T2848	2599.12285739712	9123.94999999994	NA	NA
+M503T2719	NA	5936.97766666674	NA	3590.11000000013
+M503T4197	1280.0791111111	1241.04499999997	1414.29140914698	NA
+M504T2532	NA	NA	NA	1372.32960000001
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+M504T4205	552.923603494491	230.59587433269	1472.57090000003	495.239461654099
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+M504T4092	3240.10964576175	4866.70571428579	4895.87243311436	1778.6706360778
+M504T3733	28050.6333333339	NA	5446.15630626135	NA
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+M504T3518	15845.6250000006	NA	3558.80813457095	25539.2349999994
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+M505T3254	1398332.47095653	493526.828785717	1198020.98795833	1399658.98057141
+M505T3511	2680.93064298052	109436.187416667	6413.90626100442	NA
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+M505T3911	539.542374403142	2200.71405760135	905.683436124748	2316.19999999997
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+M512T3282	9803.15999999993	NA	NA	NA
+M512T2638	NA	NA	4086.21500000014	966.721072689791
+M512T4187	NA	NA	NA	885.789999999979
+M513T2655	NA	1508.65999999996	NA	NA
+M513T2809	8076.96499999995	3973.53500000014	3566.66874061635	NA
+M513T2627	NA	2345.93499999998	3859.28999999991	NA
+M513T3173	9053.52499999979	1454.40357849285	6651.24999999991	NA
+M513T3604	NA	1588.29066265106	NA	4073.69499999999
+M513T3447	NA	NA	13161.6499999998	1976.50322907006
+M513T3686	10629.48	6556.65166666675	2326.75092269916	52615.3000000001
+M513T4002	2466.43999999994	NA	NA	2641.71999999994
+M513T2915	84906.2554388808	103289.999999999	57760.71790783	29123.1493018724
+M513T3547	NA	10343.1578744748	NA	22658.026222222
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+M513T3831	1090.8645192052	202423.996173911	7380.35431943245	22388.8079644615
+M513T2610	5056.19189999996	NA	962.474215956266	NA
+M513T2921	9135.97998975909	612552.465066659	19211.5241145906	136893.68
+M513T2816	NA	2580.35520000002	NA	2924.98499999993
+M513T3323	2782.57	NA	NA	9639.16800000009
+M513T2742	NA	NA	NA	3145.24800000003
+M513T4021	1480.06385143561	3073.94278888701	2692.58429519571	3433.44123076924
+M513T3958	NA	NA	NA	1400.67499999998
+M513T3516	9573.10499999987	NA	3927.13584462377	8042.68340896071
+M513T3637	NA	NA	NA	3843.64000000013
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+M513T2596	5331.95499999999	NA	NA	NA
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+M514T2569	NA	1422.58499999998	NA	NA
+M514T3996	1704.28499999999	873.398162932025	NA	NA
+M514T3105	6702.89500000023	NA	NA	NA
+M514T2954	4160.80320000004	883.986468660823	4389.79644096341	NA
+M514T2895	4258.50047814728	9792.20499999993	NA	NA
+M514T4114	1680.86174686295	1333.3759049634	2474.26500000023	NA
+M514T3828	NA	23509.4299999995	3447.69499999992	3352.22999999992
+M514T2916	16625.8282955737	157174.079333333	15116.9860712761	30289.0401682683
+M514T2572	NA	3502.19024999994	NA	NA
+M514T2777	3585.41500000013	NA	3813.90499999991	4848.11183333333
+M514T3850	NA	NA	1508.65999999996	NA
+M514T3788	NA	3874.94000000014	NA	NA
+M514T2977	NA	NA	2774.74499999994	NA
+M514T4132	NA	NA	NA	1422.58499999997
+M514T3968	2233.59258876384	183.196868479053	2053.28	NA
+M514T3253	4907.84000000001	NA	NA	NA
+M515T2742	4242.71500000015	NA	NA	NA
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+M515T2725	926.947156250533	7889.16500000028	531.375695159986	NA
+M515T2844	1409.78638727534	2573.0013236387	NA	1727.53920000002
+M515T2664	NA	4871.32616666649	871.258881886299	NA
+M515T3766	1538.23116666669	2120.59333189882	NA	NA
+M515T3717	8153.2778571429	NA	NA	2201.39423788698
+M515T2956	NA	NA	NA	2364.71500000008
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+M515T3056	NA	NA	NA	3472.73500000012
+M515T3991	1760.62500000006	342.395826946382	NA	NA
+M515T3597	6683.26080000006	NA	NA	3229.3550551062
+M515T2794	NA	816.471656954843	3019.42984490669	2414.79500000008
+M515T3656	13519.6944819603	117567.735576923	14934.7699468075	23344.633472888
+M515T2886	NA	NA	NA	4433.64499999999
+M515T2714	1246.59188370378	12553.7615	992.828008417866	744.621006313399
+M515T3872	4140.61200000007	NA	395.520344496578	3974.46864255749
+M515T3394	12495.317568576	64396.810714286	26556.7918611872	17651.4177173582
+M515T3468	2650.47895814511	4919.83599999983	22503.6053587017	1436.27030399101
+M515T4015	1413.22897644882	NA	NA	1131.49499999997
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+M515T3103	NA	8954.92999999979	NA	NA
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+M515T4130	319.381543549587	590.909623503361	1370.81485714294	NA
+M516T2907	NA	17114.2750178475	50169.2050000004	NA
+M516T3737	NA	9344.61500000033	NA	NA
+M516T2654	NA	NA	3486.37440000003	NA
+M516T2585	NA	NA	3856.15999999991	NA
+M516T2795	NA	NA	977.697925748609	1613.51499999996
+M516T2919	18879.0855166737	326254.310869567	116626.289893338	11647.1709461591
+M516T3915	NA	NA	1214.38030769231	NA
+M516T3984	380.743688707625	1550.91500000005	NA	1230.09000000004
+M516T3694	NA	7073.04666666676	NA	2350.41542857147
+M516T3505	NA	34972.1368888885	1660.26003722144	NA
+M516T3285	NA	NA	NA	5280.30999999993
+M516T3725	5504.71568917864	1470.42949392962	6666.90000000004	5834.69317025455
+M516T4052	1970.79230717385	737.414555717387	3763.82500000013	NA
+M516T2608	4439.66858333333	3892.15499999997	3580.54839275759	586.125405050519
+M516T3122	11080.1999999997	NA	568630.67486154	NA
+M516T2881	NA	NA	NA	5821.26857142867
+M516T3035	NA	NA	6759.93600000006	4703.96057142865
+M516T3663	2196.71290702453	20634.774004981	3780.63451581214	14709.0077727273
+M516T3791	956.906558004392	2895.25573960303	4771.68499999989	NA
+M516T3981	1930.9631999999	NA	NA	NA
+M516T4152	553.119250233052	1582.21499999999	NA	1565
+M516T3155	NA	NA	NA	4029.87499999995
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+M517T2648	3247.07857142862	743.425136440002	459.571902526547	NA
+M517T2835	NA	NA	NA	1366.24499999997
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+M517T3358	786.096998646101	2868.27840000003	NA	1892.19808523663
+M517T3976	1244.01600000001	NA	NA	169.533649154539
+M517T3610	NA	NA	NA	2959.41499999996
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+M517T4040	305.370329516724	NA	NA	1231.65499999998
+M517T3489	1393.93272592021	NA	8086.35499999989	1093.37695428603
+M517T3161	NA	3512.16510177996	NA	4972.00500000001
+M517T3109	7550.49395896967	20440.5786666664	NA	1468.00544568121
+M517T3971	1129.93000000004	312.539855751867	NA	1016.42810846889
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+M517T3257	28927.8696875002	9366.47848998143	18379.105362509	8548.59818790409
+M517T2916	NA	398629.316583335	35239.9426342786	16571.7849999998
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+M517T4062	3396.95913808947	13743.3862657871	15090.0610713799	6757.3615714286
+M517T2772	NA	3793.07520000003	1830.20349550018	529.657745116098
+M517T3346	NA	2208.51198517626	2345.63519999988	1359.98500000005
+M517T4108	4165.4975999998	NA	NA	NA
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+M517T2637	NA	NA	4350.23666666672	3022.01499999993
+M518T3545	4491.5499999999	NA	NA	NA
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+M518T3395	458895.560000007	1248671.4559375	802798.833929473	1047333.09161764
+M518T2913	17978.8129973311	178306.267764706	30222.7892842048	13803.5721239859
+M518T4460	949.868285714262	NA	NA	NA
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+M518T4087	6505.79397389105	6622.86910079873	1573.22305766331	14489.7903529411
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+M518T3513	6460.04880890528	115180.304207168	26587.7849999996	13279.1883812356
+M518T2924	8609.7129999997	NA	NA	NA
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+M519T3383	100188.170000001	39550.3680252721	100049.152768274	23976.8597594483
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+M526T3248	374698.559999991	381887.188356639	349577.414263494	117521.736999784
+M526T4281	NA	NA	2391.31999999997	133.167272727271
+M526T3914	1519.13846220688	4590.36055809017	1727.79121484734	16982.0235000003
+M526T3839	1829.77933321316	NA	8351.64257142836	NA
+M526T4032	4700.02411344869	4023.55635712018	437689.174842104	740.253797868169
+M526T2912	NA	NA	91369.3950000005	NA
+M527T2598	NA	NA	NA	4021.53600000004
+M527T3512	5578.58897560632	299591.634999997	49186.3849999998	32068.8383568861
+M527T3807	3062.70500000011	NA	3546.28999999992	NA
+M527T2925	25591.4830588238	54436.9600000019	NA	NA
+M527T2535	NA	2334.66935171903	NA	7448.72000000012
+M527T4174	1604.08035617496	125.079635590401	1617.45912732355	8187.73119999974
+M527T3174	4980095.67875758	6066059.88018747	6881575.30974192	7171190.57573334
+M527T4278	NA	NA	863.88000000003	NA
+M527T3528	5368.58341773721	NA	14200.8099999997	26500.1450000009
+M527T3312	NA	3769.71929667142	9390.00000000033	NA
+M527T2967	3880.12734410372	NA	9699.86999999977	NA
+M527T3731	71122.4776632633	1416710.77723076	50708.6179858322	561230.490105249
+M527T4030	4008.67201740426	767.618045885923	143145.326239999	NA
+M527T4170	6308.26306250017	1363.94702945917	NA	NA
+M527T2747	6339.81499999985	NA	NA	NA
+M527T3039	6458.75499999985	NA	NA	NA
+M528T3854	1856.08999999996	NA	NA	NA
+M527T3720	30621.1337198507	596732.699454543	NA	309073.589102242
+M528T2639	4809.24499999997	NA	NA	NA
+M528T3717	39467.7350000005	NA	NA	24025.8205881904
+M528T3526	NA	16484.1450000006	NA	3948.15463122236
+M528T4012	NA	877.852800000008	NA	702.684999999984
+M528T3824	492.593616588846	14946.2537777776	214.200987283234	NA
+M528T3234	1922567.86643479	1754073.74628572	2736887.2601	1023578.86000001
+M528T3164	129319.062184988	248312.290000002	31480.4098808737	168175.812385302
+M528T3701	41018.5768125004	12676.0613629507	20470.9844833257	2867.87804113952
+M528T3389	233382.484800002	89021.1727352326	103768.222653605	213613.656518283
+M528T3042	13731.5013078417	15795.545	49153.5199999999	14894.1330199941
+M528T3955	NA	1649.50999999996	NA	1294.47580232074
+M528T4207	433.962430742759	224.463326246255	NA	1931.09781818181
+M528T4033	NA	4549.45500000003	36890.56635	NA
+M528T2849	3435.17499999992	885.028078506991	NA	NA
+M528T3794	NA	NA	4175.41999999996	NA
+M528T3896	1159.66499999997	3356.92500000012	NA	NA
+M528T3976	1787.00160000002	704.371947082547	NA	193.752741890901
+M528T2563	NA	NA	616.531200000005	3102.99840000003
+M529T3815	965.605000000034	NA	NA	NA
+M529T2806	NA	NA	NA	3799.59927272726
+M529T2947	5109.18083333315	NA	NA	3477.43000000012
+M529T2757	5001.73999999993	1636.36280988577	NA	NA
+M529T2858	869.374250294303	NA	5364.13440000005	NA
+M529T3929	1419.455	NA	258.772953062048	NA
+M529T3522	4576.05999999994	NA	NA	NA
+M529T4109	NA	1208.17999999997	NA	NA
+M529T3403	28980.7133333337	NA	NA	59862.4674
+M529T2556	4845.23999999999	9025.35499999999	NA	NA
+M529T3239	513676.092278139	520823.132545456	500710.516959997	249087.700571422
+M529T2933	NA	46086.1199999989	8176.25416666677	NA
+M529T3009	77417.444810517	134944.515669175	499649.615758619	30858.3170044182
+M529T2831	5128.06786932389	11286.1243636366	NA	NA
+M529T3733	6729.16923076925	NA	6563.23597002619	NA
+M529T4186	849.79499999998	134.637029198631	928.044999999978	1203.42584615385
+M529T2602	NA	4707.51999999997	NA	NA
+M529T3599	6532.31000000023	11705.0363301944	NA	2234.97198346131
+M529T3153	NA	11996.5879886339	80268.8499999995	NA
+M529T3423	3593.76767775118	NA	NA	9465.11999999978
+M529T3878	NA	1752.57600000002	NA	3465.82721615285
+M529T3928	2050.02917728345	2397.57999999997	762.57123985906	NA
+M529T2930	NA	36514.5296706795	13582.635	4367.36718968259
+M530T4037	1370.94000000005	2408.27850000003	NA	NA
+M530T4109	NA	2987.5850000001	NA	NA
+M530T2787	NA	NA	NA	6928.25499999984
+M530T4180	281.376810672662	2843.60500000001	2658.8455789474	718.284881095779
+M530T3728	NA	528077.404947367	NA	NA
+M530T3167	6015.99886796637	32941.6850000006	12140.453328745	7407.02400911183
+M530T4038	NA	NA	NA	3278.67499999996
+M530T3347	23891201.6935141	20321598.2933333	18985615.4707691	24658066.043625
+M530T4351	NA	NA	NA	1115.7940714286
+M530T3434	275217.787705443	56741.4243255339	372705.744000005	153595.680757808
+M530T4217	6596.47499999975	2740.31499999996	13621.3248000004	9113.47399987413
+M530T2518	NA	NA	NA	4784.20499999994
+M530T2605	2319.32999999995	NA	NA	NA
+M530T4001	2550.94999999994	NA	NA	NA
+M530T4098	NA	2986.0200000001	NA	NA
+M530T4163	NA	876.39999999998	947.577014607418	NA
+M530T2547	NA	NA	NA	2203.51999999995
+M531T3719	NA	16219.7967788255	NA	37297.0799999999
+M531T3151	10410.38	1628.28320775787	2561.50294438182	3762.86899474272
+M531T3347	7367027.88070583	6409195.30245716	7150138.4049375	7503001.76812122
+M531T3968	8604.86302765797	54736.7484193547	19859.2013441628	2484.01316358112
+M531T3528	177464.899039999	22545.7562897952	NA	52622.2969937176
+M531T4210	1694.89500000006	140.092354539868	250.518092824235	NA
+M531T2745	NA	NA	5391.42500000001	4292.79500000002
+M531T3991	801.059905711237	1275.00486152647	3758.78685714292	1524.0582892882
+M531T4207	957.678000000013	498.48727107079	2086.14499999997	160.169680540778
+M532T4036	300.949677925998	1948.42499999995	NA	159.443537974039
+M532T2530	NA	NA	NA	2095.2671999999
+M532T2538	NA	NA	NA	4234.89000000004
+M532T2898	NA	68964.8550000024	NA	NA
+M532T2806	NA	979.556244461119	8138.00000000002	NA
+M532T2667	NA	1351.89798980157	4533.80500000003	200.266495995833
+M532T3150	NA	4677.78500000016	8001.84499999981	NA
+M532T3253	18330.0360752675	5257.36631073005	40934.2518333338	1897.35690786075
+M532T3466	1466843.2845	4131471.1299	1764706.52000001	1372458.0201
+M532T3352	940849.371428572	1431309.08021951	876794.287764715	1336229.76127273
+M532T2569	1456.38899999994	2450.78999999997	NA	1633.70349999993
+M532T3968	582.324581698871	9733.98899999999	1745.30996057747	1723.68076182866
+M532T4138	NA	1719.93500000006	NA	NA
+M532T2863	324106.332952381	294300.322333337	634191.273692305	91246.1135238096
+M532T3722	45073.8521365198	489725.320756742	39539.3066731851	132476.532181819
+M532T3169	2971.83643357031	5418.02999999996	3971.45414304396	NA
+M532T4115	NA	5179.8953846154	NA	NA
+M532T3899	NA	1404.31505392356	2781.0050000001	NA
+M532T3322	NA	1456.36171154496	NA	5676.25500000005
+M532T3794	NA	NA	10980.0400000001	NA
+M532T3716	26159.497870449	523550.012210525	33844.1636489557	63995.9799999991
+M532T3160	NA	6580.82499999991	NA	NA
+M533T2787	NA	NA	NA	2494.60999999997
+M532T4141	NA	1059.44345454545	728.654692230149	NA
+M533T2850	NA	NA	NA	2635.46000000009
+M533T2892	NA	445212.199250004	NA	NA
+M533T3304	NA	NA	2527.47499999994	NA
+M533T2774	896.39343240634	3079.85335324736	NA	2542.80000000002
+M533T3716	14426.1700000001	NA	26795.9300000003	48617.9926424801
+M533T2564	NA	4045.52499999991	3942.23500000014	NA
+M533T3134	NA	NA	12155.9489999998	15111.6399999996
+M533T3198	NA	12606.0749999998	NA	NA
+M533T3369	27770.5056000002	NA	19187.2301322733	NA
+M533T2684	139303.79	61701.6899999996	73328.86215	48957.8949999999
+M533T3478	1566901.04666072	1323647.33625862	1136883.97152001	1670747.20844445
+M533T3026	302833.569733334	22784.9081775903	115991.301	10921.4370999999
+M533T4125	NA	6380.23320000004	NA	3646.44999999995
+M533T3915	7652.36099999994	2948.26887690367	NA	1686.27924693752
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+M533T3349	188228.739578947	165583.366971428	127820.333314178	23014.7626759671
+M533T3282	NA	NA	862.022679833826	3705.91999999995
+M533T3801	2507.43447318647	NA	3449.26000000012	NA
+M533T2716	NA	70456.2999999984	3579.15500000012	NA
+M533T3673	NA	NA	NA	13925.3700000005
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+M533T3417	4625.81300176877	3765.98824178786	14452.775	NA
+M534T4179	NA	981.254999999977	NA	NA
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+M534T3841	1386.40566907347	NA	2134.43266666669	NA
+M534T2660	11160.7875555554	338.505850973891	NA	4492.01155114203
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+M534T2675	NA	NA	6558.91500000023	NA
+M534T3342	52057.5073333337	NA	22272.6117142861	NA
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+M534T4452	1018.76492307693	NA	NA	NA
+M534T3576	2904717.00596551	2380012.33174194	2462561.87906666	3190321.44209091
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+M534T3279	8951.95079919937	8441.70001692628	6144.48677989831	21304.3449999995
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+M534T4116	40155.3086400003	22290.1816645963	31290.5233053662	15048.6448905868
+M534T3865	12257.1030321422	1971366.34069566	9850.62583333346	1292011.65355319
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+M534T4108	14388.6425000002	NA	5276.04469662632	NA
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+M535T3503	103318.481028617	698725.1358	20782.1013458147	121838.45537266
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+M540T3125	NA	4375.7399999999	NA	NA
+M540T2664	9133.33999999988	2774.8435431909	2873.73424393228	NA
+M540T2555	NA	NA	NA	3042.35999999993
+M540T3256	NA	11514.7763959438	65755.0399999999	3870.80723326046
+M540T3839	2244.06324862641	24759.57666521	1957.151052455	42850.0745217393
+M540T3516	31824.7127258059	36549.0099999995	NA	34402.5828899935
+M540T4170	3107.80628571447	NA	1962.25591440856	NA
+M540T3610	NA	2990.24337509838	NA	15405.8600000001
+M540T2806	4410.56472175186	5703.81750000008	14571.1822179562	NA
+M540T3063	93717.3029545457	8516.11408628378	32813.7726447053	2313.84652158585
+M540T4130	49014.2350000006	47710.4612777776	22668.8773315763	25108.2178455009
+M540T3920	4338.1799999999	1337.30880120774	NA	570.802537100863
+M540T3861	383.024118268783	7976.80499999995	355.792503215786	NA
+M540T3319	NA	2834.3053168089	38054.5400000002	NA
+M540T3711	51687.2549999988	NA	11804.7229844126	NA
+M540T4458	1064.2	NA	NA	NA
+M540T3500	10832.792264875	238432.444999998	NA	NA
+M540T4148	1513.35499999999	1028.2050000001	NA	16883.219999999
+M541T2883	NA	NA	NA	1599.43000000006
+M541T3732	NA	NA	NA	9230.37000000032
+M541T3526	NA	6590.21500000023	NA	1606.3241035911
+M541T3929	1380.32999999998	NA	NA	NA
+M541T2634	NA	4049.93244444453	NA	NA
+M541T3717	NA	407724.854416669	NA	69427.8123076925
+M541T2774	NA	3730.07163813095	6092.54499999986	NA
+M541T3007	NA	1476.01582380322	NA	2661.72480000002
+M541T4159	1718.36999999999	810.670000000028	1220.70000000002	362.351631371407
+M541T2909	6981.38891842129	8950.23499999979	NA	NA
+M541T3946	1966.53938185668	2144.69127957999	1423.4980550615	3851.21889999997
+M541T3372	NA	2870.95432275624	31516.5825000006	6992.20437311825
+M541T3493	8393.61382593844	8912.67500000031	18483.8113333336	NA
+M541T3725	25686.1920000002	16539.1638749997	21362.9756749065	NA
+M541T3177	30277.1858675104	NA	NA	25509.4999999994
+M541T3342	NA	NA	NA	5530.71000000019
+M541T3301	NA	NA	NA	4990.57239999994
+M541T3418	NA	NA	22024.2450000008	10485.8719734965
+M541T3713	24356.4535792325	1899.97233265473	29386.5548144851	55631.0744347828
+M541T4130	15942.2505365407	15112.0165706889	4657.71815301677	12142.8349999998
+M542T3365	NA	NA	NA	6300.68999999992
+M542T2972	NA	10753.1149999999	NA	3933.01529349202
+M542T3223	NA	NA	NA	7634.0699999999
+M542T3406	8832.85999999994	6612.12499999985	NA	2402.50200582866
+M542T3743	NA	7422.7949999999	NA	NA
+M542T3575	NA	5443.07000000007	9127.07999999988	4272.44999999994
+M542T3876	150194.435586207	14803.335	NA	NA
+M542T3188	NA	3991.75796630701	8364.87138118086	26892.9600000001
+M542T3795	NA	4593.27499999989	1632.78322412915	NA
+M542T3228	63719.3905333338	16586.4006313156	NA	NA
+M542T3111	NA	43775.3137142864	5957.69756639972	NA
+M542T2720	NA	NA	4583.88500000016	NA
+M542T3648	15490.37	NA	NA	3131.14331124904
+M542T3014	11965.9900000004	NA	NA	NA
+M542T4141	NA	832.809501088383	357.508793271192	1079.85000000004
+M543T3400	NA	NA	NA	1721.49999999996
+M543T2633	NA	NA	NA	2411.35680000002
+M543T2710	NA	NA	NA	2996.70142857135
+M543T2907	776.150448458783	NA	NA	3370.70228571434
+M543T3661	NA	6034.64000000021	NA	714.971784816839
+M543T2843	NA	3853.02999999991	2306.09352039134	NA
+M543T3783	1870.17500000007	NA	NA	2297.42000000008
+M543T3855	NA	NA	16344.8600000001	NA
+M543T2598	3004.38077822502	687.661206276719	5900.05000000021	750.175861392784
+M543T3930	946.341100316157	46477.3700000007	31213.2126785714	9475.93436853404
+M543T4031	1882.23854533194	9981.42344327057	3943.89696467701	13293.11
+M543T3847	9513.15110737011	3861.00316378399	39880.8672499996	516.986410890255
+M543T3132	NA	17434.0999999999	NA	NA
+M543T3649	2280.98848621328	7588.78736610072	76262.5342499993	3724.97307627922
+M543T2653	NA	1967.20499999995	NA	NA
+M543T3709	5147.72592228715	20654.8699999996	NA	NA
+M543T3894	NA	7760.8349999999	311.227453302175	1252.5707966746
+M543T2809	NA	NA	5896.91999999992	NA
+M544T2955	4959.48500000017	7658.56622222213	NA	535.290030238411
+M544T4005	2172.22000000008	NA	807.671557534705	NA
+M544T2853	NA	3280.24000000011	NA	NA
+M544T2811	NA	NA	NA	3115.51680000003
+M544T4101	NA	1821.65999999996	NA	NA
+M544T2631_1	NA	NA	NA	3558.35520000003
+M544T2844	NA	662.793064368351	3806.08000000013	NA
+M544T3703	NA	1867.32456885341	NA	10874.6059166667
+M544T2565	2021.09324285777	851.156962164281	6688.80999999991	832.45811888902
+M544T3915	NA	5248.33919999974	NA	NA
+M544T3193	3572826.04974194	3165349.96506666	3479746.46335485	3669512.398125
+M544T3809	NA	6785.84000000002	NA	6543.26499999991
+M544T3393	31459.6299999993	709642.11788571	NA	NA
+M544T3309	NA	9311.75000000032	NA	NA
+M544T3086	8884.50499999979	NA	NA	NA
+M544T3797	5666.86499999998	NA	NA	6305.38500000022
+M544T2631_2	NA	749.047132492595	757.065101798149	5868.55263157893
+M544T2759	NA	NA	3214.09920000003	826.570318800138
+M545T2564	NA	NA	1978.15999999995	NA
+M545T2627	NA	NA	3001.66999999993	NA
+M545T2747	NA	NA	4372.61000000015	NA
+M545T2980	NA	NA	NA	3255.19999999992
+M545T2924	12975.00045	NA	NA	NA
+M545T3852	2461.74499999999	NA	1292.68999999997	NA
+M545T2861	3555.67999999992	2795.08999999993	NA	NA
+M545T3541	2359.12612521996	1863.08748876958	NA	2370.97500000008
+M545T3759	NA	1874.4741335386	527.252666077784	4536.93499999997
+M545T4130	694.936852376647	NA	1067.21633333335	NA
+M545T3190	1155765.44253334	1062630.4216	1078595.37123333	1205904.85529032
+M545T2828	NA	3568.20000000012	3710.61499999998	NA
+M545T3406	NA	NA	NA	14417.0288571425
+M545T3734	NA	1543.08999999996	1658.71214984996	582.206123629355
+M545T3566	1588.59993337973	NA	3810.77500000013	NA
+M546T2667	NA	NA	NA	1582.21500000006
+M546T2765	NA	NA	2688.67000000009	2863.83255838177
+M546T2772	2845.1700000001	NA	NA	NA
+M546T3164	NA	NA	NA	7034.67500000024
+M546T2654	NA	NA	NA	3585.41500000013
+M546T2695	NA	5495.38610553953	2970.13274999995	749.703620046959
+M546T2844	4754.46999999994	NA	NA	NA
+M546T3587	NA	13260.2449999997	NA	NA
+M546T3676	644849.592799997	808434.861600005	44912.6074446869	1189763.0925926
+M546T3197	438794.844444453	704054.827151512	694340.543263167	677750.762439123
+M546T3012	555323.792293496	1254096.9931	4019105.36000002	161100.800550593
+M546T2794	3035.71199999985	2889.29648997046	NA	NA
+M546T2901	NA	180603.902666667	23282.2140346131	16000.7316202507
+M546T3809	NA	NA	NA	13341.4848000001
+M546T4134	974.995000000034	69174.5649999995	65401.3076538466	17207.1750000006
+M546T3356	68434.3200000004	48817.1219215089	58013.6905136205	21183.8399999995
+M546T2652	NA	4275.58000000005	2222.4485720115	1904.65341194155
+M546T2932	1336.13294281102	80404.9804254107	155856.3105	17966.2000000001
+M546T3635	7636.88932454978	9502.78102839047	4250.14609719446	37570.9549999999
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+M546T4139	45673.8932293667	100698.103368422	64388.4962499984	96890.4053888884
+M546T2820	1655.10419601159	NA	13220.352	NA
+M546T2768	NA	NA	3076.2637873414	5219.27499999997
+M547T2597	NA	NA	4535.36999999989	NA
+M547T2701	3361.61999999995	NA	NA	NA
+M547T4169	1284.74771428568	NA	NA	NA
+M547T2875	3385.13747497694	19918.1629090908	11250.7338053996	NA
+M547T2931	3109.83220711774	NA	8579.14903032201	28323.3699999998
+M547T2749	4297.48999999999	1450.60521592662	3896.8531027847	NA
+M547T3127	NA	NA	NA	4729.42999999989
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+M547T3692	6609.85806816742	26374.9450000009	8286.67499999981	331413.771629629
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+M547T3796	797.949789337429	7148.9199999999	618.719345485148	NA
+M547T3498	12797.5316856874	51328.3850624995	6557.46619170939	16393.1284222553
+M547T2890	4993.39784745846	NA	NA	11489.8629
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+M547T4136	20900.5750000001	78120.9659545436	37208.1260164439	74207.1942499986
+M547T3015	35747.7996261793	110654.059500001	376213.480000013	17314.1123610845
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+M548T4145	2333.41499999995	1218.32116805668	413.409119266813	877.932681269061
+M548T2682	NA	664.705502118439	1270.81702211372	3713.74499999998
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+M548T3186	883480.017496543	917946.665076925	895852.051679222	941611.688588338
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+M548T3768	376013.896499998	3120.44237100932	516295.023066667	2885.49920203619
+M548T3943	4621.13083075676	135829.206472039	3084.914718296	460577.989777777
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+M549T4057	505749.149541669	322593.470181823	944288.402538458	18479.6785212101
+M549T4135	3511.15670390049	397206.715285718	973.430000000091	NA
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+M549T3719	35511.9521665516	236195.859385673	68588.9925377306	272587.691076924
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+M550T4217	1259.82499999997	813.799999999981	8133.15367930113	7096.77111111103
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+M553T3737	NA	20894.3149999995	NA	3869.55565020428
+M553T3350	64548.4250000008	123006.464149384	51969.0659999998	137430.678517242
+M553T4155	NA	591.627552277265	1311.46999999997	666.689999999984
+M553T4083	2744.26304920116	3475.5268509057	9022.22499999994	6125.61607472129
+M553T2589	542.506666666668	10467.7704615385	7181.43200000002	505.209333333335
+M553T2654	2400.11566907369	NA	5246.96300387893	4227.06499999994
+M553T3502	13524.8240132203	33172.978008239	19711.2775128855	71901.5068421051
+M553T3631	NA	NA	6441.53999999985	NA
+M553T3835	66995.43127919	1237619.14110714	107072.134000001	172496.477629629
+M553T3933	28559.4250000006	NA	40185.3005454544	NA
+M553T3705	1784.29520424029	7263.16499999983	NA	4947.50356976095
+M553T3175	100631.065	23414.601166667	NA	9873.58499999987
+M553T3449	29065.6898696401	44167.4299999997	16581.8303190305	29626.989499999
+M553T4154	332.237407493805	3805.87733333342	NA	5757.10942857176
+M553T2994	NA	23389.497298598	21689.1674999996	3241.48954138193
+M553T2878	NA	3450.82499999992	NA	789.350488594224
+M553T2648	NA	4967.30999999997	1236.8611228715	NA
+M553T3313	NA	6182.82112499989	NA	2916.84933333337
+M553T3843	NA	3871.79972265624	55750.3846153848	NA
+M554T4179	NA	3975.09999999975	511.732582999477	NA
+M554T3177	NA	25882.616166667	NA	16736.1099999998
+M554T2735	NA	2670.89722966062	7399.32000000026	794.382877698323
+M554T2679	1906.80641986329	12230.4750000001	NA	257.579854090351
+M554T3435	NA	35853.9526153839	NA	5555.55376354166
+M554T2552	NA	1990.67999999995	NA	2780.75114285719
+M554T3133	17745.4800000003	2690.03100639672	NA	6144.28465164626
+M554T3326	227175.160246722	16725.3271718889	181770.104490949	149160.149999999
+M554T4195	3178.33036363635	NA	NA	NA
+M554T3235	107421.6	9719.44059965779	62232.2249999999	99551.1134999993
+M554T3722	NA	28027.585000001	NA	139803.456
+M554T3826	NA	301091.723499998	NA	8130.17499999981
+M554T3088	NA	NA	NA	2613.55000000009
+M554T2914	NA	827.453619302665	18709.575	NA
+M554T2998	8929.88999999979	NA	NA	NA
+M554T4130	NA	5862.72539100806	12309.5749090909	3786.41755089363
+M554T3715	NA	691489.359249995	24493.672361809	33939.8371257589
+M554T2842	NA	NA	NA	3636.80177777785
+M555T2875_1	NA	NA	NA	2417.66750000003
+M555T2653	NA	3092.43999999993	NA	NA
+M555T3983	2287.73759999989	NA	NA	NA
+M555T2931	2222.4636389402	NA	9460.42499999987	1899.90999999996
+M555T3040	NA	3346.09592221439	11753.1500000004	5192.66577390785
+M555T4128	1066.54228567634	4543.19500000035	NA	1702.72000000006
+M555T3974	3591.1874417284	NA	2200.39000000008	NA
+M555T3906	NA	4399.31367429459	NA	11368.1599999999
+M555T4284	NA	NA	NA	733.984999999983
+M555T3463	NA	9169.01657369988	18166.1501666669	3769.95844239567
+M555T2981	43646.9397263275	37821.6724850595	151425.001818182	26666.5791757166
+M555T2875_2	1803.36615045119	2993.84499999993	NA	NA
+M555T2600	2860.03750000002	7175.52500000004	NA	838.144444444449
+M555T3116	7828.12999999989	NA	7776.48499999982	NA
+M555T3179	12490.2650000004	NA	NA	NA
+M555T3852	89150.9813749994	4456.02493898692	2283.04320000002	4661.53920000004
+M556T4113	8917.01387499992	1551.46276322719	NA	3306.03231283947
+M556T2619	NA	NA	454.610368414928	2173.785
+M556T2966	NA	4592.56004267741	NA	2457.05000000009
+M556T3698	NA	3367.87999999992	NA	NA
+M556T2792	2204.76751515286	4090.90999999997	NA	1453.19664924273
+M556T2714	2945.17690193086	612.805644161961	NA	2217.60499999995
+M556T3314	NA	4877.58550000006	NA	NA
+M556T3437	324817.651212628	181448.654772727	404234.019933334	373827.713821428
+M556T3968	2572.85999999997	1755.92999999996	1086.6771172434	1401.62576350781
+M556T4127	NA	2504.00000000009	NA	1580.64999999996
+M556T4060	1801.31499999996	NA	NA	NA
+M556T2674	3558.80999999992	NA	1442.58856851048	NA
+M556T3639	NA	NA	7615.28999999995	NA
+M556T3734	NA	9067.60999999994	9538.57812853254	NA
+M556T3114	69832.2060624993	NA	69553.2950000002	82108.0935789472
+M556T2911	256944.235153846	2615239.64024244	215089.573265973	515076.266384615
+M556T3499	16004.8000224798	4361.04832177388	NA	9017.52999999979
+M556T3260	11872.0899999997	NA	NA	NA
+M556T3898	2556.91737941961	NA	2106.62281629522	9812.13200000007
+M556T2645	3557.24500000012	3806.07999999995	NA	NA
+M557T3953	3699.49114285708	NA	3040.55212499995	NA
+M557T4154	NA	1004.73000000009	NA	993.774999999977
+M556T2600	3611.84246153847	2921.85499999996	NA	NA
+M557T4047	NA	NA	NA	1303.64500000005
+M557T3561	6702.03840000006	NA	NA	NA
+M557T3159	18189.1269596022	12492.9989514775	17520.3404999997	1979.89273887598
+M557T3351	118297.501473684	25290.7218461539	120210.780000002	22526.7354999998
+M557T3436	67231.1009333338	3099.848191073	122622.16826087	87137.8344210524
+M557T3747	10795.3699999997	3904.36439319821	2151.87499999997	3358.48999999992
+M557T2591	NA	931.602032858623	5025.21499999997	NA
+M557T2907	179723.035000001	418585.624615386	41400.5099999997	74057.7578181816
+M557T3816	8973.45530696093	554024.009279997	6957.21225565275	69532.29345
+M557T3279	3750.31743859213	NA	8504.21000000005	1279.53966807586
+M557T3502	95864.7659999997	1102122.00894737	NA	174296.013157894
+M557T3369	8584.02499999999	NA	35294.1907500007	26068.2049999998
+M557T4091	3904.3185714288	551.145562577595	1980.35843447912	3255.05142857144
+M557T3866	2987.37557077266	3178.51499999993	NA	NA
+M557T3223	NA	NA	6892.26000000024	NA
+M557T2683	NA	NA	2718.40499999994	NA
+M557T3761	1835.20918430063	9067.60999999994	38587.8732307693	3804.51499999997
+M558T2801	NA	NA	3189.47000000011	NA
+M558T4103	NA	NA	NA	2021.98000000007
+M558T3887	241.052734598864	487.422808931526	1804.36813333335	NA
+M558T3970	NA	NA	NA	964.039999999978
+M558T3504	NA	NA	90268.9756666679	NA
+M558T4095	NA	NA	NA	1463.27500000005
+M558T2689	2237.81086349545	663.891416617218	2533.41120000002	NA
+M558T3340	NA	838.400152411754	9121.41350000012	2102.2570985847
+M558T4009	1552.48000000005	NA	NA	2760.66000000001
+M558T4120	NA	1694.67839999992	NA	NA
+M558T3529	600380.056051281	312858.5442	528333.160347262	564837.4035
+M558T3253	14643.7049999997	18559.4175000003	104855.449920001	41784.6459564385
+M558T3711	179141.31037037	153854.257224999	1018.81500000004	118796.497722224
+M558T3385	24108.476880972	30663.7071409355	19544.2668243011	182655.888800001
+M558T2519	772.953500000006	NA	2141.23074708624	6267.82500000005
+M558T3457	7743.6199999999	3000.66578009844	5407.15583885032	NA
+M558T4135	1580.01091242207	2945.33000000004	NA	1099.74520074675
+M558T2913	12901.321208686	38788.9387450146	3067.49688677633	44076.7426315788
+M558T3786	4445.78227753166	4519.83681010489	27335.8550000004	7260.8586445695
+M558T2571	NA	NA	1918.69000000007	3169.12500000011
+M558T3118	7466.61499999983	NA	NA	NA
+M558T3681	NA	4383.00480000004	NA	NA
+M558T3853	NA	1776.27500000006	6907.46860000015	NA
+M558T3936	NA	NA	NA	1050.11499999999
+M558T3331	NA	1089.1988597687	NA	2904.63999999997
+M559T2734	1044.17633778182	533.953809092974	4627.70499999989	2888.99
+M559T3502	15454.2939999995	NA	NA	7895.67722732078
+M559T3354	NA	3957.63209999997	2604.74803821464	NA
+M559T2643	4214.54499999997	332.964846630319	685.284792667935	1783.09746052607
+M559T3410	NA	4138.89600000004	NA	3300.58499999992
+M559T3261	NA	7776.4849999999	32016.7700000003	NA
+M559T3870	1145.57999999997	2278.63999999995	183.364467559664	404.597683854476
+M559T3600	NA	5984.55999999992	NA	NA
+M559T3807	1655.59366666661	126794.489124999	NA	NA
+M559T2855	NA	17158.66	NA	NA
+M559T4003	1748.10499999996	58475.7141111108	NA	NA
+M559T3712	13420.8998952202	14876.5536000001	3616.51426570494	30854.3532786183
+M559T3386	25231.5034224155	23920.3110109309	22336.5019901038	74931.484952381
+M559T2642	2868.64499999993	NA	NA	5975.17000000003
+M559T3311	585.49919640107	136309.502000002	1992.98586397107	NA
+M559T2879	NA	9615.35999999999	8698.2699999998	NA
+M559T4075	1563.43499999996	NA	NA	816.464462768618
+M559T3180	NA	NA	4181.68000000015	NA
+M559T4174	1607.25500000006	197.54209279021	NA	556.105891468237
+M560T2718	NA	3417.68699999994	8106.33000000004	1248.87000000004
+M559T3314	NA	255853.472958332	NA	1452.13440000001
+M560T3885	NA	NA	2201.95500000001	651.789934617115
+M560T3982	NA	2366.02799999992	NA	NA
+M560T2917	NA	18891.7700344588	20914.6599999995	6258.43499999985
+M560T2629	NA	NA	NA	1704.28500000006
+M560T4210	NA	802.844999999981	NA	NA
+M560T2705	NA	NA	2189.43499999995	865.334399999957
+M560T2907	NA	71332.6999999999	50604.71025	3373.08761694263
+M560T3163	2294.0456666667	NA	NA	2889.73354769193
+M560T2576	NA	NA	4652.32028571417	3677.58214285716
+M560T3642	368669.881655173	306071.260965517	129250.597	360237.449764705
+M560T3855	62199.8402666671	2111.36659030424	39035.7949999995	6864.00329992463
+M560T3514	NA	32382.9799999999	NA	84187.9086315787
+M560T3960	64763.1409696973	64277.1577527107	23082.3969359496	83526.0307501502
+M560T2945	NA	13256.0561249998	10861.7973749998	960.671728769021
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+M560T4079	1783.87199999991	NA	NA	NA
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+M561T4111	6408.90032016586	4419.4050140319	8609.06499999999	1136.05180616645
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+M561T4280	1500.835	NA	602.748571428592	2892.11999999998
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+M561T3317	1049.95446054641	22966.3093333331	566.809586741493	NA
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+M561T3933	74263.2502857144	12723.9986250002	17637.1782440399	9771.07949999983
+M561T4291	1148.70999999997	NA	NA	3143.95106666669
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+M562T3361	2322.45999999995	NA	NA	NA
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+M562T3430	144149.726052632	38025.9452762238	159262.45755021	130682.20665815
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+M562T2794	3441.06849999988	NA	NA	335.104632203974
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+M563T2649	969.346378795427	3275.38399999993	402.218414437937	NA
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+M563T3600	6698.20000000023	1448.30865359948	NA	NA
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+M563T3433	38662.8386290099	4804.47909236006	35640.8586353151	21100.2821363637
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+M563T3671	13305.6300000005	NA	1157.98620000087	3586.98000000013
+M563T4132	3152.20908048865	29184.1199999982	1772.20126792589	16250.3708817982
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+M565T4168	2079.73733333331	369.575758158693	149.712402031878	365.298260957782
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+M565T4137	65188.1815909093	54400.7004210517	40380.3369473677	44047.9714089115
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+M565T3273	4839.62352450214	16940.6095238095	2616.62277165168	8296.96875536666
+M565T2750	5200.49499999997	NA	NA	474.459118836096
+M566T2536	772.718750000027	NA	NA	2998.5400000001
+M566T2608	NA	NA	NA	1877.99999999996
+M565T3394	2845.16999999993	NA	NA	NA
+M566T3597	NA	12156.9199999997	NA	NA
+M566T2828	NA	NA	3333.44999999992	1439.61599999993
+M566T3270	NA	NA	NA	9792.51840000009
+M566T2794	NA	746.102717971195	NA	2863.94999999993
+M566T3579	827948.282156253	182179.907103529	794967.926399998	855048.780615386
+M566T2709	6386.76499999985	NA	NA	5574.0847499999
+M566T3847	124131.105000002	NA	31499.4240000003	NA
+M566T2521	8138.00000000028	NA	NA	5603.4825000002
+M566T4466	NA	NA	1621.23640000004	NA
+M566T4215	23592.3750000002	66031.7754782603	92565.613304347	77760.1549999999
+M566T3768	532416.606560003	NA	548199.228159997	33620.5978821563
+M566T2617	8673.87116666678	3425.69631019088	1630.23369802951	2369.72654403776
+M566T3514	8303.89000000029	3790.54858474568	NA	NA
+M566T3932	7482.43118892693	NA	NA	309557.544105262
+M566T3671	NA	24275.4599570891	NA	48397.2571250004
+M566T3397	7150.48499999983	12437.055	NA	NA
+M567T2906	2196.11757078878	6090.33133333312	1536.56383142648	NA
+M566T4236	NA	NA	1822.99200000012	1413.01440000009
+M567T2835	NA	NA	1972.76113407763	4752.90499999999
+M567T2601	NA	3798.25499999991	NA	NA
+M567T2654	6432.26240533189	5619.91499999992	NA	NA
+M567T3126	NA	7742.05500000027	NA	1111.28412067126
+M567T3279	9535.54500000033	5814.79680000005	7619.63721428559	1219.2668675501
+M567T3530	NA	7637.1999999999	NA	NA
+M567T3010	6564.01458401523	13060.923288506	192089.664999998	4064.19443285619
+M567T3091	6670.74239999967	NA	NA	NA
+M567T3317	NA	16957.7376000001	NA	NA
+M567T4129	36699.6898796146	29342.2917741088	15598.1886973931	109565.828032258
+M567T4217	9478.85855042137	24164.3523157898	15695.3850000002	32169.2056363629
+M567T3938	5657.29680711877	4208.42229111842	NA	155578.767750001
+M567T3505	14992.8962857145	NA	NA	10107.745013457
+M567T3692	NA	328626.273461541	7955.63021365247	8062.24897650824
+M567T2657	5772.75799999985	NA	NA	NA
+M568T2958	NA	NA	NA	2934.0624999999
+M568T3869	NA	10643.5649999998	NA	NA
+M568T4223	563.534326800674	3941.61821377203	20256.0150264974	9848.17482352951
+M568T2678	NA	NA	2629.20000000009	NA
+M568T2534	3655.83999999998	NA	NA	522.18833333333
+M568T2798	NA	2430.44499999997	NA	NA
+M568T3026	NA	NA	NA	6075.32999999996
+M568T2526	3275.54499999992	NA	NA	616.218749999986
+M568T3198	3755261.69560714	3756305.25232261	4928546.39340001	5818734.73070964
+M568T3500	9778.11999999977	NA	NA	13829.9050000005
+M568T3945	NA	NA	6181.74999999992	NA
+M568T4114	NA	NA	8496.3850000003	1796.23892639749
+M568T4232	NA	921.785000000032	249.774000000009	NA
+M568T3605	370101.533857142	1962089.62285716	143215.53456805	262141.754720002
+M568T2908	9535.40457820434	409671.259500001	10319.4410546751	66563.6845714286
+M568T3311	NA	6963.23498891019	23731.6599999998	15926.1427428964
+M568T2653	NA	2646.41499999996	NA	NA
+M568T4217	NA	5935.66570000013	NA	7602.5491818182
+M568T3793	73926.9679539058	9464.8109383846	146951.934999998	4261.62754159455
+M568T3123	3554.11499999992	NA	NA	NA
+M568T2772	NA	4115.42400000004	NA	2181.56061354749
+M568T3450	NA	16707.9399999999	NA	NA
+M568T3687	NA	151904.14517647	NA	8115.51377777768
+M568T2559	2220.73499999995	NA	NA	383.424999999991
+M568T3162	2868.33950000004	NA	NA	NA
+M569T2633	NA	2187.86999999995	684.190124421466	3734.09000000002
+M569T3436	NA	11483.3029090909	NA	NA
+M569T2896	7387.77191765767	NA	NA	4422.6899999999
+M569T3370	NA	NA	10888.2760000002	NA
+M569T2536	730.286666666661	NA	NA	6070.24709999996
+M569T3980	NA	1644.60480000001	NA	NA
+M569T3196	1244257.1003077	1303567.78403227	1667236.0137931	1941376.91316128
+M569T2860	NA	4673.08999999994	10222.5800000004	NA
+M569T2919	6140.56545413736	NA	NA	15441.8549999996
+M569T4043	NA	NA	NA	1471.10000000005
+M569T4100	NA	1203.48500000011	NA	NA
+M569T4172	150.68173503839	NA	843.53499999998	NA
+M569T3497	27300.7765833569	81218.0110000002	46235.6855958055	30053.4671462107
+M569T2708	2518.2380742555	2209.78000000008	684.729763024427	NA
+M569T3604	134744.151318182	659025.24028572	46842.0475940184	53105.0504106072
+M569T3785	6672.49357409504	2984.09562699795	24151.5426428573	1856.34849693379
+M569T4221	NA	1242.53059999996	1992.24499999988	185.581630211484
+M569T3696	7618.41999999995	8289.00510955547	4759.3762379592	2045.95137058612
+M569T3171	6897.83459117351	3034.53500000011	6194.92780849203	NA
+M569T3794	39118.2219166667	856.375201061043	41733.8550000001	5621.4800000002
+M569T2734	NA	2306.59942857137	NA	2896.58362500005
+M570T4091	2250.18240000002	3626.10499999992	NA	NA
+M570T3649	NA	NA	6028.38000000021	NA
+M570T3930	NA	NA	2557.21000000009	NA
+M570T2888	4140.46080000004	13543.5100000005	NA	NA
+M570T2751	NA	NA	5621.48000000003	1809.14000000006
+M570T2603	3856.15999999995	2237.39379001339	NA	1132.80658557434
+M570T2913	1195.41260547773	730407.9741875	764.198309072812	1051.01862907538
+M570T3289	NA	NA	22792.6599999998	NA
+M570T3052	1101942.29958621	34107.0700464307	1666950.84943334	25196.2868111608
+M570T3520	6286.60499999996	NA	NA	NA
+M570T2576	1296.10014285715	6846.58333333338	719.869333333338	3199.17085714288
+M570T3115	NA	1242334.58610344	9249.14999999987	2170397.05451854
+M570T3607	23010.195	145218.233090908	26139.5621258565	70004.9724422448
+M570T4123	66499.3085263146	44610.9474285703	72691.5176470596	60280.6699999986
+M570T3502	137377.672666665	2522.01757040087	50686.4714999992	35906.3624347827
+M570T2750	NA	2701.19000000009	743.226676790232	915.569094596663
+M570T3865	2790.395	NA	847.305237804897	2047.98620129296
+M570T3760	NA	2396.01499999994	NA	NA
+M570T3685	NA	NA	NA	5117.54999999988
+M570T2886	NA	NA	16480.8246666669	NA
+M570T3597	13497.9648000001	NA	NA	NA
+M571T2730	4198.55962499993	NA	4122.2893536955	NA
+M570T4133	NA	NA	2818.26483333337	NA
+M571T3508	9527.42949692846	39986.8992000003	NA	8085.64668787449
+M571T2905	NA	239050.462875	32940.1200000002	10756.4452921259
+M571T2687	979.306586468301	537.658518061028	NA	1918.69000000007
+M571T3498	68838.089999998	301570.600750002	NA	34159.1409230762
+M571T3224	NA	NA	NA	5817.10499999986
+M571T3164	NA	NA	NA	3854.59500000013
+M571T2907	6786.56156301014	12533.9837744771	61455.6800000001	NA
+M571T2614	8586.2221952325	3754.87791782004	5661.24540345	7286.32959999998
+M571T3393	1105.4101993603	NA	2696.49499999994	568.219628793978
+M571T3100	66019.8194541596	372640.161481483	43190.3650498399	712723.472960005
+M571T3053	411394.333777777	13975.6326167799	510593.072678571	5648.97419216061
+M571T3913	36695.9480370372	NA	20426.85725	NA
+M571T2566	1771.32059999999	1494.1752	NA	5089.08436363635
+M571T3755	2020.64059346469	5173.26309007451	2251.62132448028	9440.08000000002
+M571T3694	14800.2049999999	NA	NA	802.724058458604
+M571T2736	8404.04999999989	1519.46844991168	1210.09139800184	NA
+M571T4072	NA	3839.27877723608	2579.12000000009	1164.03665054498
+M571T3796	2753.41106920321	1634.38867344203	17321.4200000006	NA
+M571T4121	4446.75818728184	20342.6703529407	11364.0666777002	8587.86261511976
+M571T3159	2164.99624459598	NA	5398.67500000007	1068.84171200827
+M571T3250	8346.14499999981	9032.91203336872	15726.7013994861	NA
+M571T3510	1393.65299531922	39209.1936000003	10122.2936196277	31186.7946607898
+M571T4245	NA	NA	NA	1043.8550000001
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+M571T3031	7646.58999999982	1763.48570377291	NA	NA
+M571T4123	27987.608380952	32577.3039375009	15039.6499999999	21863.0500000003
+M571T2784	NA	3713.74499999991	6408.16312500012	2688.3836666667
+M571T3718	133661.955	NA	NA	95990.8399999987
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+M572T3806	1554.64293227817	6865.65703812202	8567.87727272724	914.110385891694
+M572T2686	NA	780.427797899808	NA	1568.13000000005
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+M572T3509	19290.6343636363	2737.02317960891	NA	9953.39999999993
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+M572T3675	229581.565411765	11585.6949999998	6045.59499999986	1394727.71207408
+M572T3758	NA	2389.00001112486	1356.85500000005	3971.96999999997
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+M572T3381	362386.317125003	346563.694574825	331081.98859259	447320.747785716
+M572T3085	10004.7960168632	16438.2689917199	98789.1840000001	5907.87499999992
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+M573T2806	801.323464623945	NA	NA	4034.28355555551
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+M573T3358	1843.56999999996	NA	3525.78407142852	108653.255000001
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+M573T2554	1440.42599999998	2563.46999999997	3532.51799999995	1814.14799999998
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+M574T3722	18094.6496250003	9868.89000000035	4989.22000000017	3436.28975123273
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+M577T3012	NA	NA	5834.31999999992	1290.93536956614
+M577T2877	10368.1249999999	NA	NA	NA
+M577T4167	6566.73999999985	98614.045727273	8937995.04287505	10191.2799999998
+M578T3299_1	285.884614832923	2438.32982534824	27771.4461176469	1730.88999999996
+M578T3128	NA	NA	NA	4612.05499999989
+M577T3972	47311.5645167981	1924149.93186229	63951.9584909365	4101311.3435
+M578T2695	NA	NA	3079.52640000003	NA
+M578T2950	NA	1398.28810622067	NA	2381.92999999994
+M578T3511	NA	NA	NA	3588.08640000003
+M578T2626	1018.77646007507	NA	NA	2367.84499999994
+M578T2811	4121.77100000005	NA	3965.20320000003	2228.56000000008
+M578T2620	5897.73120000005	283.633053364651	NA	2081.4302531529
+M578T2526	2727.01249999994	NA	NA	1857.65499999996
+M578T3286	NA	NA	18983.45	NA
+M578T3394	NA	4460.2499999999	10944.7357499998	NA
+M578T3531_1	NA	NA	NA	1151.83999999997
+M578T3657	NA	85657.5382499999	6694.21440000006	NA
+M578T3299_2	NA	NA	15139.7624999995	NA
+M578T4065	3784.34086503848	3075.18829424214	6421.93919999968	NA
+M578T4245	NA	NA	818.494999999981	211.274999999995
+M578T2868	NA	1174.49281026026	NA	6125.10892307694
+M578T3809	796017.165066668	239837.985519159	3444.56499999992	306661.924571434
+M578T3925	107749.623074085	1396524.72807692	47579.0575798192	417569.339173229
+M578T2852	2018.55539902407	11737.4999999999	6337.36528101136	5130.06999999988
+M578T3862	749079.795115382	33958.9349999995	NA	NA
+M578T4109	20012.8771905765	23018.9126700876	689819.657230756	4080.99275395963
+M578T3592	22772.4247999998	6800.28152327704	5940.62683443882	972.273207026638
+M578T3279	NA	2919.62589010988	9263.23499999988	NA
+M578T4173	12696.2403861197	71989.9574482756	8894.72836415061	61467.2706666699
+M578T3024	5733.39948688584	10634.1750000001	1104.94945807388	2886.49283718361
+M578T3711	NA	9443.91285714301	9473.15764307993	NA
+M578T3124	5376.87211876858	NA	5516.62499999987	NA
+M578T4125	2736011.74319999	50964.6100365511	3861040.20500001	23608.8082323104
+M578T3837	1797006.00545455	69840.1397606933	1225483.01585669	NA
+M578T3942	2485.22100652762	1154383.99390475	16863.6592272626	1028562.46308902
+M578T3531_2	NA	NA	NA	1544.65499999996
+M579T2706	NA	NA	3680.87999999991	1910.62079999991
+M579T2606	3906.23999999991	NA	NA	NA
+M579T2689	NA	NA	NA	3338.14500000002
+M579T3240	NA	NA	6921.99499999999	NA
+M579T2837	NA	3664.76160000003	NA	3378.83499999992
+M579T3150	6758.51516666676	NA	NA	2909.06942857148
+M579T2561	NA	4735.68999999999	3392.92	2056.85714285714
+M579T2741	2087.39133412188	965.807930713108	10328.9999999999	1246.2037815653
+M579T3340	NA	NA	3432.04499999992	NA
+M579T4261	NA	NA	989.079999999993	NA
+M579T2791	1669436.80580769	89215.9549999979	1804347.44515384	218135.959999995
+M579T3948	23019.3045714313	102750.084857145	55667.0499999987	51006.7214464614
+M579T3817	191955.308081148	653532.103304342	254387.620000003	327687.895233648
+M579T2891	NA	4064.30499999991	NA	6185.48330991247
+M579T3227	2119.66954068122	5380.26441242305	NA	6907.91000000024
+M579T4134	206914.873904759	26991.2394253029	223597.22936437	679.680227780782
+M579T3497	233580.914315789	1446612.0965	170834.34957895	189222.944258667
+M579T3320	NA	10491.7600000001	3832.68500000013	1802.87999999998
+M579T4122	444921.834000007	50900.9972090492	823125.402090911	66428.0377885628
+M579T2914	NA	9815.68000000034	NA	888.202485237511
+M580T2574	1763.75499999996	NA	NA	NA
+M580T4046	NA	NA	NA	12308.7249999997
+M580T3677	NA	1819.33194973368	4574.49499999994	NA
+M580T2518	729.005454545462	NA	NA	4198.89500000004
+M580T2859	3350.23680000003	NA	NA	NA
+M580T2536	2450.47680000002	3438.12191666667	NA	1175.16480000001
+M580T2693	3622.58916666671	NA	5270.43885714272	NA
+M580T4340	NA	NA	NA	805.87199999996
+M580T3498	105099.502666669	NA	148112.292705881	NA
+M580T2785	497272.759565219	179140.854999999	538460.482079997	326947.586608697
+M580T3344	37843.8926819117	9310.875111663	28639.500000001	416488.64025
+M580T4197	NA	662.077499383521	NA	1529.00500000002
+M580T3962	NA	5882.8350000002	NA	NA
+M580T4273	NA	2713.71000000001	843.339375000002	1556.3925
+M580T3862	19337.1400000002	1338.08484947792	NA	30128.3902135487
+M580T3588	328217.234777446	101729.574486276	525973.477125002	490484.828371384
+M580T3121	12275.3953392788	9667.36899788488	33669.4382142852	4113.05673144535
+M580T4119	86195.5049999972	35736.2234386597	222655.105555555	41352.9072665749
+M580T3807	80230.4158509535	246541.970874998	84913.6645874927	65133.000196019
+M580T3330	NA	NA	20437.5939999999	8102.05209203815
+M580T3861	NA	4730.99500000016	3851.41846375462	NA
+M580T4245	NA	NA	NA	2136.2250000002
+M580T4141	8661.84923076925	NA	572.517623962883	NA
+M581T2677	NA	2189.43499999997	592.481824256404	NA
+M581T2818	NA	NA	NA	3782.60500000013
+M581T2760	6348.39360000006	NA	NA	NA
+M581T2889	7721.7099999999	6797.63600000009	NA	NA
+M581T3501	NA	14660.1965367313	NA	13828.3399999997
+M581T2665	1650.24652227463	4775.94399999988	470.254945661372	NA
+M581T3262	NA	5984.55999999996	NA	3844.77517051856
+M581T3764	NA	7092.57999999983	NA	NA
+M581T3894	NA	8907.98000000031	NA	3465.68916470454
+M581T4054	NA	NA	4513.46000000016	NA
+M581T3650	5645.85847938812	NA	18102.3550000006	3087.25806850178
+M581T2790	117720.724434783	7469.14837500014	64409.3301428575	18697.0549999996
+M581T4248	285.819615446713	498.044958652655	1865.48000000002	3830.95680000003
+M581T3953	13270.9678847422	NA	14060.1461619525	74404.2676923079
+M581T3312	51409.3403317537	11537.8024988148	54544.9450000001	25098.852885674
+M581T3426	12627.4166547843	9505.24337018035	4948.57184541185	12280.5549999999
+M581T3585	NA	NA	NA	44060.1177142864
+M581T3813	619791.061777776	15804.935	672566.599359997	10015.2742155769
+M581T2879	5674.68999999992	7166.1349999999	17742.4049999999	NA
+M581T2614	NA	1999.88742857138	701.181614359743	NA
+M581T3967	NA	NA	4507.1999999999	410640.564705883
+M582T3705	NA	NA	4534.79040000004	NA
+M582T2671	2120.57499999995	NA	NA	2190.72000000002
+M582T3764	NA	12394.7999999999	NA	NA
+M582T2557	2596.33500000009	356.037500000012	NA	NA
+M582T2729	1200.60976693033	5452.46000000003	4283.75911677551	909.239754646032
+M582T3499	NA	131827.55507692	31396.9385184931	63014.7250000022
+M582T3209	NA	NA	7508.87000000006	5361.68999999987
+M582T3075	NA	2012.33510515076	6929.81999999995	NA
+M582T3708	NA	12207	NA	1963.13367970168
+M582T3569	18685.2061462753	17672.4164591709	20805.7886666664	33677.7525977267
+M582T3620	6926.66105885448	2592.0221701035	7371.77280000006	NA
+M582T4170	3740.13272727271	NA	4057.00609778164	NA
+M582T3933	4325.65999999994	NA	NA	NA
+M582T3367	NA	2054.98754642423	15756.42	17070.2395790219
+M582T3494	34318.7630769232	NA	NA	26601.6000000002
+M582T3988	1197.41248545506	NA	NA	13385.4449999997
+M582T3848	NA	5697.95505494994	21326.255	1256.51283709435
+M582T3534	3175.04783603412	NA	NA	2915.59499999993
+M582T2739	1379.00309281321	3015.75499999996	NA	NA
+M582T2898	NA	5918.13535674192	30033.9149999996	NA
+M582T3014	NA	4562.19437004571	NA	4536.93500000016
+M582T2536	3563.70133333339	629.755759651431	NA	2042.1385714286
+M582T3823	209970.459583332	4178.55000000015	270966.564160002	NA
+M582T3461	8192.77500000029	NA	5895.35500000021	5980.43708596026
+M582T3725	NA	6887.56500000009	NA	NA
+M582T3970	12244.961867299	26552.13006868	3743.96316086479	160504.868090909
+M583T4190	4236.45500000015	1195.65999999997	NA	NA
+M583T2614	1635.51020027595	NA	NA	2694.92999999996
+M583T3922	NA	NA	3458.3342857142	NA
+M582T2891	3022.15309481559	NA	18092.0015833333	NA
+M583T2958	686.584364595399	NA	NA	2187.86999999995
+M583T3079	NA	1523.99666633298	NA	3569.76499999992
+M583T3174	3486.66085714287	630.592964007075	1084.09026620639	1635.23844734643
+M583T2802	5187.97500000018	NA	NA	NA
+M583T2935	11358.3163749999	4267.30049999985	NA	NA
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+M583T3488	NA	21881.8299999995	NA	NA
+M583T3004	NA	NA	NA	1556.97600000001
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+M583T2881	9089.08482169516	60454.7556428574	7139.02724818258	7430.00113012336
+M583T3846	NA	5921.53955555568	NA	1412.83016709721
+M583T3654	NA	7103.53499999983	2790.27282598594	2279.33470982404
+M583T2964	2297.4494110952	NA	886.063741897703	3294.32499999996
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+M584T2571	NA	882.268750000031	NA	3358.49000000012
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+M584T2580	518.338746330249	1871.50080000002	8093.60533333324	704.409065525723
+M584T3952	15268.3957122969	6994.65600000006	6136.520295829	NA
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+M584T3507	13510.645	1478.28854959454	30990.2804999995	25171.7876923078
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+M585T2527	998.551333333313	Inf	NA	7250.28861538447
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+M588T2790	17832.4343860513	15520.412806222	89071.7569411759	16401.4463200667
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+M588T4280	NA	912.916666666698	1231.65500000004	NA
+M588T3906	1793.26080000002	NA	NA	NA
+M588T4149	NA	1370.83050000003	130.190033323353	NA
+M588T2868	1533.37846957441	3282.79437183251	3636.08866964229	10308.1060833333
+M589T2745	3101.24901560348	6209.25866666675	1206.0412838458	NA
+M589T3034	NA	4485.2899999999	3453.95499999992	NA
+M589T2708	3250.50500000011	3514.98999999995	5396.11999999996	NA
+M589T2996	3743.50295944436	7740.49000000027	NA	3349.81353382014
+M589T2532	3732.52499999995	NA	NA	563.399999999992
+M589T3284	2625.73440000002	6968.46565451025	4081.5199999999	804.208384825188
+M589T3401	NA	1500.74791785886	1752.61333333336	349.191604465608
+M589T3025	3044.73834957536	9490.15999999994	10767.6181666668	5762.33000000006
+M589T4184	924.796799999954	NA	971.776285714342	NA
+M589T2788	2633.84144223807	1272.13993323921	22779.6254285709	NA
+M589T4084	2508.69499999994	NA	NA	NA
+M589T2562	652.351805368922	NA	5333.51999999999	NA
+M589T3436	3810.89719899288	14547.8358260868	6843.93010608437	3262.43474122007
+M589T3691	5210.20005954943	21863.0499999996	8477.72253669796	465.306853170062
+M589T4400	2436.57525000006	1917.12499999999	1285.94846153845	4609.52692307689
+M589T3535	2585.14399999993	NA	2910.28521153132	NA
+M589T4033	104383.888761905	NA	4159.7699999999	NA
+M590T4169	NA	NA	187.454581254685	1410.06500000005
+M589T3681	1756.39496694453	17640.6345714289	2597.46012660823	1724.25825396736
+M590T2551	1716.80500000006	3405.25866666667	NA	5840.11350000011
+M590T4219	NA	957.692571428547	NA	NA
+M590T4420	NA	1508.52228571425	NA	593.341666666652
+M590T2815	NA	NA	3737.21999999991	NA
+M590T2584	NA	NA	2878.0350000001	3791.99499999991
+M590T2679	3998.57500000003	1145.25217185772	NA	NA
+M590T3340	3367.44959999983	5205.18999999997	3108.43999468311	6954.86000000004
+M590T3202	NA	107994.899166667	53727.127714286	244386.012454545
+M590T3812	NA	4626.13999999989	NA	5230.22999999988
+M590T2863	NA	28486.9035652175	NA	4932.35466666673
+M590T4226	NA	381.468750000035	774.675000000072	NA
+M590T3908	870.223324036013	5922.14657173986	9028.10040000006	3921.37670707586
+M590T2515	575.333125	NA	NA	7202.13
+M590T4039	NA	6360.76650160066	13232.075	3241.28420666672
+M590T2997	433657.276956523	1571252.33138461	4741323.17120001	187091.263201767
+M590T3713	20857.6635000003	15116.1502804407	9817.24500000008	25692.7964489809
+M590T4394	NA	NA	1045.42000000004	807.540000000075
+M590T2673	1062.22265340746	4841.85216666667	NA	NA
+M590T2902	NA	258693.624736841	94223.9550000033	NA
+M590T4409	137.111388888892	323.368125000006	294.046111111117	1322.42500000005
+M590T3937	7940.80999999995	1308.87934121468	NA	NA
+M591T4166	1663.4431428571	485.503485996517	NA	1768.44999999993
+M591T2839	1412.16827947149	NA	NA	1458.57999999997
+M591T2679	3314.66999999992	NA	NA	389.077484975373
+M591T2609	NA	2599.13280000002	NA	NA
+M591T2922	1873.40839403907	24496.9450000002	6345.8848558641	8629.77566503686
+M591T2619	7223.57698953652	2455.07191801241	NA	36794.7125333336
+M591T3055	1469.36607240781	NA	NA	3937.53999999995
+M591T3003	27987.9370896921	165511.540500001	NA	6117.04876730951
+M591T2957	4236.41978790211	26044.6169781721	64886.4055384617	1094.95157595008
+M591T4181	NA	NA	995.340000000035	NA
+M591T3829	NA	2032.91073377058	NA	3369.44500000012
+M591T3450	17909.828324848	17327.0287058822	11424.1429605156	11010.7536666667
+M591T2748	NA	832.015331715308	5533.83999999987	2053.27999999997
+M591T2606	NA	811.904483870976	8520.29743393222	11015.5950624999
+M591T2996	137455.850769829	441170.950500002	1834677.02934376	84844.771400587
+M591T3574	2792.29594735885	8915.80500000031	NA	3503.58720000003
+M591T2840	1444.36556905592	NA	6285.03999999985	572.798466779752
+M591T3152	1869.56626341298	4936.00999999993	1140.83747794287	NA
+M591T4126	18962.9732675579	98842.2393262087	8520.52041810748	83763.9487499999
+M591T4417	307.29272727272	NA	NA	1611.86416666663
+M591T3688	5832.75499999992	1816.89421299283	4263.06000000015	2843.60499999996
+M591T2935	NA	NA	5669.9950000002	3724.69999999991
+M592T4169	3949.9115294118	NA	1989.33577654748	721.257285622194
+M592T3353	1527.44000000005	NA	NA	NA
+M592T2544	NA	NA	NA	3610.45499999995
+M592T2596	NA	NA	2874.90499999993	NA
+M592T3417	NA	4748.21000000017	NA	NA
+M592T3099	173415.503238095	160126.864615384	7439.05920000007	214160.291653848
+M592T3671	NA	11731.2399999997	NA	NA
+M592T3735	4009.53000000014	3155.47979706373	11740.6299999999	2040.99118788803
+M592T2970	NA	4453.98999999992	238581.803131579	NA
+M592T2581	5605.61418139087	7238.12499999993	3258.32999999992	1923.05941051594
+M592T3795	7255.34000000025	2056.2629277984	NA	3478.02186644758
+M592T4200	833.942341956512	671.998724180126	2403.41599775404	4004.66440000003
+M592T2955	NA	5458.71999999996	NA	1558.63627752086
+M592T2999	9745.19496362328	92954.9662409409	218164.758407406	15164.2750861253
+M592T3131	6572.16000000006	NA	NA	NA
+M592T4129	9327.81553208745	33369.732968127	2294.81787377589	41120.7975652181
+M592T4272	NA	NA	956.214999999941	NA
+M592T3406	NA	NA	NA	2800.99200000002
+M592T3312	NA	402.223648026965	2291.15999999997	NA
+M592T3921	2261.00454510809	NA	1556.74423368704	7301.35680000006
+M593T3494	NA	88532.0499999994	20299.6149999995	NA
+M592T2735	4768.55500000001	NA	NA	1137.75500000004
+M593T2891	1496.70719357212	10379.1836741747	29562.5258999998	NA
+M593T2829	NA	NA	NA	2914.02999999993
+M593T2903	5778.36979725808	31245.2541538455	47352.2049999998	NA
+M593T2605	NA	4846.80500000017	NA	NA
+M593T2649	NA	NA	1357.52069111734	2730.925
+M593T2556	NA	3552.54999999995	5985.18599999992	NA
+M593T3216	NA	910.69572638697	NA	3136.26000000011
+M593T3490	79368.9749999999	205700.717577356	33700.7100000001	14968.2136822818
+M593T3430	NA	NA	NA	3574.45999999995
+M593T4079	7208.06099999989	1348.17222288155	832.101309633875	1528.42851280068
+M593T4034	NA	9168.10127397172	11188.1849999999	2457.88168935791
+M593T3869	5691.57436363634	3138.0971175734	NA	5831.59807185573
+M593T3102	19705.2892183326	36635.9084586443	3556.68535457301	50102.0830434778
+M593T3183	2521.21499999998	955.10916061761	1613.19182249566	1534.57762342807
+M593T2724	NA	5323.86830769232	NA	960.756616942372
+M593T3256	NA	51538.5767619048	30934.3146315789	38053.2602105268
+M593T3704	210828.499050003	880168.519999991	16119.2391119512	337128.643650968
+M593T3432	NA	5749.81000000001	NA	7298.57699999987
+M593T4129	10883.9060649033	13331.2929892116	6722.76266666659	11908.1029160019
+M593T3814	6805.51270667771	4785.17453130462	52034.5875	6013.37965501613
+M594T4046	16488.2976000001	NA	9081.08897898953	2532.87298864183
+M594T2747	928.504951470672	NA	NA	3262.87607142859
+M594T2790	NA	NA	3417.52319999983	NA
+M594T3757	5546.10685714288	NA	3933.00089739346	5384.83809868591
+M594T3711	7959.08958337288	1702922.89493334	22736.7186776034	170312.117277591
+M594T2584	NA	NA	8862.59499999999	3439.70092307693
+M594T3040	NA	3026.70999999993	NA	NA
+M594T3506	22486.9971428575	3203.47155378504	NA	9496.77120000008
+M594T3710	68356.630588236	NA	NA	NA
+M594T3218	4466.75912215028	3516.92069424237	NA	6114.45499999999
+M594T3357	NA	NA	231736.963862069	2693.36500000009
+M594T4165	1226.80319999994	NA	NA	143.108557618633
+M594T2595	161042.173000001	1158.74064883025	23271.3958778017	11647.1353877268
+M594T4324	119.656846153844	3095.42871428567	NA	1149.37984615383
+M594T3319	4842.4670911263	4217.48910920096	7324.19999999999	429.452835837797
+M594T3750	2562.41743803204	NA	13843.2204105448	14048.3144615385
+M594T3599	575200.048499998	166249.127733331	NA	NA
+M594T2567	433.113750000001	8189.64500000002	NA	211.275000000001
+M594T3249	NA	NA	1961.96628715152	12816.72
+M594T3838	52762.7129378738	13665.9333745027	129274.651184211	6792.93719823096
+M594T2665	5148.84999999988	NA	NA	661.556679649487
+M594T3893	3326.75376434868	3779.47500000013	NA	NA
+M594T4346	NA	1481.93662500003	NA	NA
+M594T3486	12388.5399999997	NA	NA	NA
+M595T4287	NA	NA	NA	1220.70000000004
+M595T4166	NA	NA	NA	1093.93499999999
+M595T4024	NA	NA	NA	6245.91499999996
+M595T2745	4156.19733333339	NA	NA	2565.03499999994
+M595T2654	NA	NA	2212.31764398908	4982.95999999993
+M595T2595	60509.4258518521	8446.69552879192	9016.9339243717	3712.03867803627
+M595T3000	91303.2548537856	316155.893850002	1007151.89818182	64402.3467046986
+M595T2656	NA	3772.05194352211	6429.01999999985	512.068435596922
+M595T3785	127545.669125001	4485.52641535941	149919.4475625	4059.1772176884
+M595T4328	NA	400.014000000014	NA	907.700000000032
+M595T3666	NA	19763.4829285715	7058.81280000006	NA
+M595T3569	5269.01819906232	NA	11493.3599999997	15343.2599999999
+M595T4198	6956.14718749993	NA	8118.931777778	NA
+M595T2563	NA	5554.18500000003	4907.84000000017	NA
+M595T2755	NA	745.766686900721	NA	1687.07000000006
+M595T2817	NA	NA	3530.63999999992	NA
+M595T3485	4014.9746323574	22606.4250000001	NA	NA
+M595T2670	NA	2237.94999999995	1123.34350328598	NA
+M595T3326	615.693409750838	1840.43999999996	NA	NA
+M596T2604	NA	NA	970.912025482198	4323.81869999997
+M596T3847	11742.1950000004	NA	NA	NA
+M595T3786	17889.5149999996	2143.34596885863	39805.5667549853	3440.52928334477
+M596T4042	5818.66999999986	NA	NA	1349.81175595308
+M596T2662	558.945516439056	NA	NA	1422.58499999997
+M596T2735	NA	NA	6131.67000000021	NA
+M596T2579	NA	NA	NA	5086.25000000001
+M596T2653	2203.52000000008	NA	NA	2245.48800000002
+M596T3105	4984.52500000017	NA	NA	NA
+M596T3707	19928.7100000001	NA	8136.43499999989	NA
+M596T3317	759.457882660334	1106.30985937317	5200.49499999993	NA
+M596T2528	9774.59962500008	1723.74409290543	1418.05832414793	NA
+M596T2999	41813.4537333336	43370.8450000006	NA	NA
+M596T3671	5483.05920000005	3550.68013445229	NA	2274.31548326934
+M596T4213	NA	1137.63383333335	NA	NA
+M596T3562	2287.5905507931	8668.5349999998	NA	NA
+M596T4120	694.771199999966	3976.41089999986	NA	2361.58499999995
+M596T3246	6313.21000000022	NA	NA	NA
+M596T3188	6427.45500000007	2463.88037282192	4688.03184450441	NA
+M596T3803	170253.18495652	3148506.80670835	71779.741732009	368413.756941174
+M596T2668	2591.63999999996	NA	NA	1860.78499999996
+M596T3068	4968.87500000017	NA	NA	NA
+M596T3700	19567.1950000007	NA	NA	NA
+M596T3003	NA	20072.6899999995	NA	NA
+M596T3629	NA	NA	19895.845	NA
+M596T3465	NA	4932.87999999988	NA	NA
+M596T3172	NA	NA	979.221529976221	1197.07200000001
+M597T2576	NA	2941.96500000005	NA	NA
+M597T3980	5639.95966666667	NA	NA	NA
+M597T2723	NA	NA	4531.87800000008	526.976445838407
+M597T2574	3938.68550000005	3727.82999999995	NA	4759.16500000003
+M597T3077	1341.43529729158	722.49815518322	7801.52500000005	NA
+M597T3463	NA	7109.79500000002	NA	NA
+M597T3287	4115.2105592385	6108.19500000008	NA	NA
+M597T3669	3813.49883333338	1542.97947676868	NA	987.795272510788
+M597T3874	NA	NA	1399.11000000005	NA
+M597T3799	NA	NA	9477.64000000033	NA
+M597T2920	1034.24974715399	NA	NA	3881.19999999991
+M597T4080	18556.9408188294	8185.95298062284	27582.3906250001	12307.5901216578
+M597T4135	15187.814210526	11262.4812687384	3161.39825087393	756.425882857505
+M597T2791	2459.83450887303	1066.17398982618	23087.5229375002	1056.38098428999
+M597T3016	NA	8213.12000000029	NA	NA
+M597T2530	1406.71781818182	NA	NA	4424.01941666667
+M597T3805	28480.3432782255	1186500.84141178	10606.0571955243	34573.1746514789
+M598T3855	1539.85635358667	NA	6475.97000000023	NA
+M598T3997	4690.30499999994	NA	1288.07486775315	305.764898642052
+M598T2646	NA	914.483039050997	1991.89121724326	5450.66280000004
+M598T2895	929.575110080356	NA	NA	2579.12000000009
+M598T3923	2421.055	NA	NA	5100.33500000001
+M598T2839	4328.7899999999	NA	NA	NA
+M598T4225	780.835199999962	NA	NA	NA
+M598T3867	NA	NA	923.232000000008	NA
+M598T2736	NA	NA	3392.92	NA
+M598T2560	NA	NA	3350.66499999992	NA
+M598T3059	1251.51527618732	NA	3904.17600000003	NA
+M598T3248	NA	NA	11160.015	NA
+M598T2590	NA	NA	5259.96499999993	NA
+M598T3570	4893.75500000017	NA	NA	NA
+M598T3155	NA	791.797930803163	NA	1547.78500000005
+M598T3717	6735.75999999984	29323.4050000004	NA	48876.8056363635
+M598T3840	990.400497127544	19344.1924374998	1705.49428412994	18481.3189273045
+M598T4210	NA	NA	NA	852.92499999998
+M598T2983	3463.10662220332	7907.94500000028	4597.13130349332	NA
+M598T3218	NA	16185.5021250003	8818.83384484759	12536.1107384566
+M598T2829	5337.7886250001	3464.81226746294	2392.55846345708	NA
+M598T3363	NA	NA	NA	7501.04499999995
+M598T3407	3147.74550046427	NA	4532.24000000016	NA
+M598T3496	NA	NA	9308.62000000032	NA
+M598T3120	3137.82499999993	NA	NA	NA
+M598T4219	1558.64039999994	130.408333333329	574.318299999979	283.24689999999
+M598T2675	2139.08160000002	2826.02880000002	NA	NA
+M598T2759	NA	5078.42499999999	1225.70122914555	436.47790863468
+M598T2565	NA	1600.99499999996	NA	264.093749999994
+M598T3816	4056.74513901089	126881.278714286	2038.59965809119	NA
+M598T4028	4444.59999999997	NA	NA	NA
+M598T3699	21485.7955370261	262005.048159626	19097.5044463651	65022.6200000009
+M599T3177	NA	2838.6076666667	NA	2164.39499999999
+M599T2937	5756.0700000002	2557.20999999994	NA	NA
+M599T2856	NA	NA	NA	3757.56499999997
+M599T4215	NA	NA	223.746998896449	881.094999999979
+M599T2629	24597.6221333335	2237.94999999995	NA	NA
+M599T3087	NA	NA	NA	5745.1150000002
+M599T4161	1370.93999999996	8068.71033333314	769.979999999982	5823.36499999964
+M599T3725	22852.13	8220.94499999976	55051.9369090907	5147.52485215715
+M599T3846	NA	NA	5238.05500000018	NA
+M599T2884	3106.80875823442	3346.02697646104	6247.93574186843	3269.28500000002
+M599T4044	798856.451441174	40631.1229886866	897286.005000001	49928.058471187
+M599T3927	30327.7176201825	15327.6100000005	37243.228306282	2271127.28014893
+M599T3455	35592.8437333336	NA	NA	6298.5500000001
+M599T3741	2472129.73859259	NA	1909653.70493332	11463.9494185942
+M599T4124	NA	354770.43852632	NA	707685.939314288
+M599T3815	79625.6350000028	12736.5568357265	9836.53488085646	4148.40133264837
+M599T2837	2295.00891881701	5415.77280000005	3360.28178830047	NA
+M599T2984	NA	5849.96999999986	NA	12502.4521250001
+M600T3611	NA	NA	NA	5001.73999999997
+M600T2728	NA	NA	NA	1760.62499999996
+M600T3412	3353.79499999992	1647.14222654083	NA	NA
+M600T2595	6022.12000000021	2928.1150000001	3209.81499999996	2331.63714285708
+M600T2782	NA	NA	NA	2608.74386666668
+M600T3443	4671.52499999989	8782.77999999999	NA	NA
+M600T2847	NA	NA	1920.87948584165	1987.33833333336
+M600T2963	9211.58999999991	NA	2898.28401908135	5635.39317528082
+M600T3070	2056.42917003541	NA	1251.24642515022	3430.04160000003
+M600T3353	2327.15500000008	NA	NA	2315.33491939702
+M600T3212	7784.31000000027	2982.99537949918	NA	NA
+M600T2573	NA	3639.80233333338	NA	NA
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/faahKO.xset.group2.retcor2.group2.fillPeaks2.variableMetadata.tsv	Tue Sep 18 16:13:36 2018 -0400
@@ -0,0 +1,6333 @@
+name	namecustom	mz	mzmin	mzmax	rt	rtmin	rtmax	npeaks	KO	WT	peakidx
+M200T3488	M200.2T3487.9	200.199996948242	200.199996948242	200.199996948242	3487.93057473838	3487.93057473838	3487.93057473838	1	1	0	c(1089, 10810)
+M200T3544	M200.2T3544	200.199996948242	200.199996948242	200.199996948242	3543.97068061107	3543.97068061107	3543.97068061107	1	0	1	5859
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+M369T4474	M369.4T4473.6	369.399993896484	369.399993896484	369.399993896484	4473.59343292557	4473.59343292557	4473.59343292557	1	0	1	c(6947, 9797)
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+M370T4210	M370.25T4209.7	370.250015258789	370.200012207031	370.300018310547	4209.72346986011	4207.03586881265	4212.41107090757	2	1	1	c(2206, 6871)
+M370T3391	M370.3T3390.9	370.300018310547	370.300018310547	370.300018310547	3390.88541001435	3390.88541001435	3390.88541001435	1	1	0	c(3323, 14219)
+M370T4351	M370.3T4351.3	370.300018310547	370.300018310547	370.300018310547	4351.33349648629	4351.33349648629	4351.33349648629	1	0	1	9229
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+M370T4247	M370.4T4246.7	370.399993896484	370.399993896484	370.399993896484	4246.67543292557	4246.67543292557	4246.67543292557	1	0	1	6889
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+M371T3168	M371T3168.4	371	371	371	3168.42995344573	3134.81760507545	3208.42113219827	3	0	1	c(5304, 5350, 5404, 9804)
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+M371T4381	M371.2T4381.3	371.200012207031	371.200012207031	371.200012207031	4381.26143292557	4381.26143292557	4381.26143292557	1	0	1	6918
+M371T4204	M371.3T4204.5	371.300018310547	371.300018310547	371.300018310547	4204.48593633556	4204.48593633556	4204.48593633556	1	1	0	c(2204, 11306, 12743)
+M372T2680	M371.85T2679.7	371.850006103516	371.800018310547	371.899993896484	2679.74327455631	2670.60500221291	2688.88154689971	2	1	1	c(148, 7175)
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+M372T4114	M372T4114	372	372	372	4114.00289437191	4114.00289437191	4114.00289437191	1	0	1	c(6704, 9805, 11307, 14222)
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+M372T3872	M372T3871.9	372	372	372	3871.93392858997	3871.93392858997	3871.93392858997	1	1	0	1660
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+M372T3320	M372.2T3320.2	372.200012207031	372.200012207031	372.200012207031	3320.19317513261	3320.19317513261	3340.70048639312	3	0	1	c(7927, 8045, 8046, 9808, 11308, 12746)
+M372T3381	M372.2T3381.4	372.200012207031	372.100006103516	372.200012207031	3381.44360842209	3377.33508552001	3429.65346463712	3	1	1	c(3311, 3465, 8058, 9809, 12747)
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+M372T3697	M372.3T3696.9	372.300018310547	372.300018310547	372.300018310547	3696.92430268074	3696.92430268074	3696.92430268074	1	1	0	3790
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+M373T3139	M373T3139.5	373	373	373	3139.46256172136	3139.46256172136	3139.46256172136	1	0	1	c(5309, 9811, 11312, 14226)
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+M598T2675	M598.5T2675.1	598.5	598.5	598.5	2675.06460282562	2658.56002839122	2691.56917726002	2	2	0	c(136, 2434)
+M598T2759	M598.5T2759.4	598.5	598.5	598.5	2759.44906845242	2759.44906845242	2759.44906845242	1	1	0	c(2533, 13682, 15223)
+M598T2565	M598.5T2565.4	598.5	598.5	598.5	2565.38028114403	2565.38028114403	2565.38028114403	1	1	0	c(2284, 15224)
+M598T3816	M598.4T3816.1	598.400024414062	598.400024414062	598.400024414062	3816.12226210196	3816.12226210196	3816.12226210196	1	1	0	c(4011, 10804, 13683)
+M598T4028	M598.5T4027.8	598.5	598.5	598.5	4027.76754576993	4027.76754576993	4027.76754576993	1	1	0	1897
+M598T3699	M598.4T3699.3	598.400024414062	598.400024414062	598.400024414062	3699.3149429697	3699.3149429697	3699.3149429697	1	0	1	c(8444, 10805, 12242, 13684)
+M599T3177	M598.55T3176.8	598.550018310547	598.5	598.600036621094	3176.78545767921	3176.69436542801	3176.8765499304	2	1	1	c(3049, 7731)
+M599T2937	M598.6T2937.1	598.600006103516	598.5	598.700012207031	2937.14778765624	2925.60373992196	2948.69183539052	2	2	0	c(443, 2779)
+M599T2856	M598.7T2855.7	598.700012207031	598.700012207031	598.700012207031	2855.71169237942	2855.71169237942	2855.71169237942	1	0	1	7398
+M599T4215	M598.6T4215.2	598.600036621094	598.600036621094	598.600036621094	4215.18249648629	4215.18249648629	4215.18249648629	1	0	1	c(9189, 13685)
+M599T2629	M598.85T2629.4	598.850006103516	598.799987792969	598.900024414062	2629.3508289462	2613.25902864715	2645.44262924524	2	2	0	c(93, 2375)
+M599T3087	M598.9T3086.6	598.900024414062	598.900024414062	598.900024414062	3086.62936563167	3086.62936563167	3086.62936563167	1	0	1	7627
+M599T4161	M599.2T4161	599.200012207031	599	599.200012207031	4161.00538865596	4128.56231615845	4191.53881358356	5	2	2	c(2190, 4567, 6764, 6828, 9114)
+M599T3725	M599.2T3724.6	599.200012207031	599.100036621094	599.200012207031	3724.56855941687	3708.0501254822	3738.56847525617	3	2	1	c(1427, 3887, 6075, 15225)
+M599T3846	M599.2T3845.6	599.200012207031	599.200012207031	599.200012207031	3845.6001475967	3845.6001475967	3845.6001475967	1	0	1	6302
+M599T2884	M599.1T2884	599.100036621094	599.100036621094	599.100036621094	2884.0322651969	2884.0322651969	2884.0322651969	1	0	1	c(7424, 10806, 12243, 13686)
+M599T4044	M599.3T4043.7	599.299987792969	599.299987792969	599.299987792969	4043.74524093865	4043.74524093865	4066.10087588419	3	1	1	c(1980, 6571, 6597, 12244, 15226)
+M599T3927	M599.3T3927.1	599.299987792969	599.200012207031	599.299987792969	3927.1105659975	3927.1105659975	3973.23317972754	3	1	1	c(4253, 8717, 8748, 10807, 13687)
+M599T3455	M599.25T3455.1	599.25	599.200012207031	599.299987792969	3455.13028638717	3436.14286573441	3474.11770703993	2	1	1	c(1028, 8116)
+M599T3741	M599.3T3740.9	599.299987792969	599.299987792969	599.400024414062	3740.91057539316	3733.31872427639	3748.72918614711	3	1	1	c(1481, 6112, 6133, 15227)
+M599T4124	M599.35T4123.8	599.350006103516	599.299987792969	599.400024414062	4123.8352786937	4122.9412474863	4124.72930990111	2	1	1	c(4466, 9058)
+M599T3815	M599.4T3815.4	599.400024414062	599.400024414062	599.400024414062	3815.41745314142	3815.41745314142	3815.41745314142	1	1	0	c(1552, 12245, 13688, 15228)
+M599T2837	M599.4T2837.3	599.400024414062	599.400024414062	599.400024414062	2837.32876796317	2837.32876796317	2837.32876796317	1	1	0	c(2616, 10808, 13689)
+M599T2984	M599.45T2984.4	599.450012207031	599.400024414062	599.5	2984.36512439418	2969.43152576515	2999.29872302321	2	1	1	c(2885, 7528)
+M600T3611	M599.5T3611.3	599.5	599.5	599.5	3611.27081973131	3611.27081973131	3611.27081973131	1	0	1	8294
+M600T2728	M599.5T2728.4	599.5	599.5	599.5	2728.42534632355	2728.42534632355	2728.42534632355	1	0	1	7235
+M600T3412	M599.5T3412.5	599.5	599.5	599.5	3412.49713875326	3412.49713875326	3412.49713875326	1	1	0	c(999, 12246)
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+M600T2782	M599.9T2782.4	599.900024414062	599.900024414062	599.900024414062	2782.43037673	2782.43037673	2782.43037673	1	0	1	7290
+M600T3443	M600T3443.3	600	600	600	3443.33609503605	3428.56063072458	3458.11155934752	2	2	0	c(1049, 3394)
+M600T2847	M600T2846.8	600	600	600	2846.75746804785	2846.75746804785	2846.75746804785	1	0	1	c(7388, 13690)
+M600T2963	M600T2963.2	600	600	600	2963.21691026891	2963.21691026891	2963.21691026891	1	1	0	c(455, 13691, 15229)
+M600T3070	M600T3070	600	600	600	3069.97823403078	3069.97823403078	3069.97823403078	1	0	1	c(7609, 10809, 13692)
+M600T3353	M600T3352.9	600	600	600	3352.93056227251	3352.93056227251	3352.93056227251	1	1	0	c(903, 15230)
+M600T3212	M600T3212.3	600	600	600	3212.26402887262	3212.26402887262	3212.26402887262	1	1	0	c(705, 12247)
+M600T2573	M600T2573.2	600	600	600	2573.20528114403	2573.20528114403	2573.20528114403	1	1	0	2295
--- a/xcms.r	Wed Nov 29 09:47:20 2017 -0500
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,229 +0,0 @@
-#!/usr/bin/env Rscript
-# xcms.r version="2.2.0"
-#Authors ABIMS TEAM
-#BPC Addition from Y.guitton
-
-
-# ----- LOG FILE -----
-log_file=file("log.txt", open = "wt")
-sink(log_file)
-sink(log_file, type = "output")
-
-
-# ----- PACKAGE -----
-cat("\tPACKAGE INFO\n")
-#pkgs=c("xcms","batch")
-pkgs=c("parallel","BiocGenerics", "Biobase", "Rcpp", "mzR", "xcms","snow","batch")
-for(pkg in pkgs) {
-    suppressPackageStartupMessages( stopifnot( library(pkg, quietly=TRUE, logical.return=TRUE, character.only=TRUE)))
-    cat(pkg,"\t",as.character(packageVersion(pkg)),"\n",sep="")
-}
-source_local <- function(fname){ argv <- commandArgs(trailingOnly = FALSE); base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)); source(paste(base_dir, fname, sep="/")) }
-cat("\n\n");
-
-
-
-
-
-# ----- ARGUMENTS -----
-cat("\tARGUMENTS INFO\n")
-listArguments = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects
-write.table(as.matrix(listArguments), col.names=F, quote=F, sep='\t')
-
-cat("\n\n");
-
-
-# ----- ARGUMENTS PROCESSING -----
-cat("\tINFILE PROCESSING INFO\n")
-
-#image is an .RData file necessary to use xset variable given by previous tools
-if (!is.null(listArguments[["image"]])){
-    load(listArguments[["image"]]); listArguments[["image"]]=NULL
-}
-
-#Import the different functions
-source_local("lib.r")
-
-cat("\n\n")
-
-#Import the different functions
-
-# ----- PROCESSING INFILE -----
-cat("\tARGUMENTS PROCESSING INFO\n")
-
-# Save arguments to generate a report
-if (!exists("listOFlistArguments")) listOFlistArguments=list()
-listOFlistArguments[[paste(format(Sys.time(), "%y%m%d-%H:%M:%S_"),listArguments[["xfunction"]],sep="")]] = listArguments
-
-
-#saving the commun parameters
-thefunction = listArguments[["xfunction"]]; listArguments[["xfunction"]]=NULL #delete from the list of arguments
-
-xsetRdataOutput = paste(thefunction,"RData",sep=".")
-if (!is.null(listArguments[["xsetRdataOutput"]])){
-    xsetRdataOutput = listArguments[["xsetRdataOutput"]]; listArguments[["xsetRdataOutput"]]=NULL
-}
-
-#saving the specific parameters
-rplotspdf = "Rplots.pdf"
-if (!is.null(listArguments[["rplotspdf"]])){
-    rplotspdf = listArguments[["rplotspdf"]]; listArguments[["rplotspdf"]]=NULL
-}
-sampleMetadataOutput = "sampleMetadata.tsv"
-if (!is.null(listArguments[["sampleMetadataOutput"]])){
-    sampleMetadataOutput = listArguments[["sampleMetadataOutput"]]; listArguments[["sampleMetadataOutput"]]=NULL
-}
-variableMetadataOutput = "variableMetadata.tsv"
-if (!is.null(listArguments[["variableMetadataOutput"]])){
-    variableMetadataOutput = listArguments[["variableMetadataOutput"]]; listArguments[["variableMetadataOutput"]]=NULL
-}
-dataMatrixOutput = "dataMatrix.tsv"
-if (!is.null(listArguments[["dataMatrixOutput"]])){
-    dataMatrixOutput = listArguments[["dataMatrixOutput"]]; listArguments[["dataMatrixOutput"]]=NULL
-}
-if (!is.null(listArguments[["convertRTMinute"]])){
-    convertRTMinute = listArguments[["convertRTMinute"]]; listArguments[["convertRTMinute"]]=NULL
-}
-if (!is.null(listArguments[["numDigitsMZ"]])){
-    numDigitsMZ = listArguments[["numDigitsMZ"]]; listArguments[["numDigitsMZ"]]=NULL
-}
-if (!is.null(listArguments[["numDigitsRT"]])){
-  numDigitsRT = listArguments[["numDigitsRT"]]; listArguments[["numDigitsRT"]]=NULL
-}
-if (!is.null(listArguments[["intval"]])){
-    intval = listArguments[["intval"]]; listArguments[["intval"]]=NULL
-}
-
-if (thefunction %in% c("xcmsSet","retcor")) {
-    ticspdf = listArguments[["ticspdf"]]; listArguments[["ticspdf"]]=NULL
-    bicspdf = listArguments[["bicspdf"]]; listArguments[["bicspdf"]]=NULL
-}
-
-
-if (thefunction %in% c("xcmsSet","retcor","fillPeaks"))  {
-    if (!exists("singlefile")) singlefile=NULL
-    if (!exists("zipfile")) zipfile=NULL
-    rawFilePath = getRawfilePathFromArguments(singlefile, zipfile, listArguments)
-    zipfile = rawFilePath$zipfile
-    singlefile = rawFilePath$singlefile
-    listArguments = rawFilePath$listArguments
-    directory = retrieveRawfileInTheWorkingDirectory(singlefile, zipfile)
-    md5sumList=list("origin"=getMd5sum(directory))
-}
-
-#addition of the directory to the list of arguments in the first position
-if (thefunction == "xcmsSet") {
-    checkXmlStructure(directory)
-    checkFilesCompatibilityWithXcms(directory)
-    listArguments=append(directory, listArguments)
-}
-
-
-#addition of xset object to the list of arguments in the first position
-if (exists("xset")){
-    listArguments=append(list(xset), listArguments)
-}
-
-cat("\n\n")
-
-
-
-
-# ----- MAIN PROCESSING INFO -----
-cat("\tMAIN PROCESSING INFO\n")
-
-
-#Verification of a group step before doing the fillpeaks job.
-
-if (thefunction == "fillPeaks") {
-    res=try(is.null(groupnames(xset)))
-    if (class(res) == "try-error"){
-        error<-geterrmessage()
-        write(error, stderr())
-        stop("You must always do a group step after a retcor. Otherwise it won't work for the fillpeaks step")
-    }
-
-}
-
-#change the default display settings
-#dev.new(file="Rplots.pdf", width=16, height=12)
-pdf(file=rplotspdf, width=16, height=12)
-if (thefunction == "group") {
-    par(mfrow=c(2,2))
-}
-#else if (thefunction == "retcor") {
-#try to change the legend display
-#     par(xpd=NA)
-#     par(xpd=T, mar=par()$mar+c(0,0,0,4))
-#}
-
-
-#execution of the function "thefunction" with the parameters given in "listArguments"
-
-cat("\t\tCOMPUTE\n")
-xset = do.call(thefunction, listArguments)
-
-# check if there are no peaks
-if (nrow(peaks(xset)) == 0) {
-    stop("No peaks were detected. You should review your settings")
-}
-
-
-cat("\n\n")
-
-dev.off() #dev.new(file="Rplots.pdf", width=16, height=12)
-
-if (thefunction  == "xcmsSet") {
-
-    #transform the files absolute pathways into relative pathways
-    xset@filepaths<-sub(paste(getwd(),"/",sep="") ,"", xset@filepaths)
-    if(exists("zipfile") && !is.null(zipfile) && (zipfile!="")) {
-
-        #Modify the samples names (erase the path)
-        for(i in 1:length(sampnames(xset))){
-
-            sample_name=unlist(strsplit(sampnames(xset)[i], "/"))
-            sample_name=sample_name[length(sample_name)]
-            sample_name= unlist(strsplit(sample_name,"[.]"))[1]
-            sampnames(xset)[i]=sample_name
-
-        }
-
-    }
-
-}
-
-# -- TIC --
-if (thefunction == "xcmsSet") {
-    cat("\t\tGET TIC GRAPH\n")
-    sampleNamesList = getSampleMetadata(xcmsSet=xset, sampleMetadataOutput=sampleMetadataOutput)
-    getTICs(xcmsSet=xset, pdfname=ticspdf,rt="raw")
-    getBPCs(xcmsSet=xset,rt="raw",pdfname=bicspdf)
-} else if (thefunction == "retcor") {
-    cat("\t\tGET TIC GRAPH\n")
-    getTICs(xcmsSet=xset, pdfname=ticspdf,rt="corrected")
-    getBPCs(xcmsSet=xset,rt="corrected",pdfname=bicspdf)
-}
-
-if ((thefunction == "group" || thefunction == "fillPeaks") && exists("intval")) {
-    getPeaklistW4M(xset,intval,convertRTMinute,numDigitsMZ,numDigitsRT,variableMetadataOutput,dataMatrixOutput)
-}
-
-
-cat("\n\n")
-
-# ----- EXPORT -----
-
-cat("\tXSET OBJECT INFO\n")
-print(xset)
-#delete the parameters to avoid the passage to the next tool in .RData image
-
-
-#saving R data in .Rdata file to save the variables used in the present tool
-objects2save = c("xset","zipfile","singlefile","listOFlistArguments","md5sumList","sampleNamesList")
-save(list=objects2save[objects2save %in% ls()], file=xsetRdataOutput)
-
-cat("\n\n")
-
-
-cat("\tDONE\n")
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/xcms_fillpeaks.r	Tue Sep 18 16:13:36 2018 -0400
@@ -0,0 +1,110 @@
+#!/usr/bin/env Rscript
+
+# ----- LOG FILE -----
+log_file=file("log.txt", open = "wt")
+sink(log_file)
+sink(log_file, type = "output")
+
+
+# ----- PACKAGE -----
+cat("\tSESSION INFO\n")
+
+#Import the different functions
+source_local <- function(fname){ argv <- commandArgs(trailingOnly=FALSE); base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)); source(paste(base_dir, fname, sep="/")) }
+source_local("lib.r")
+source_local("lib-xcms3.x.x.r")
+
+pkgs <- c("xcms","batch")
+loadAndDisplayPackages(pkgs)
+cat("\n\n");
+
+
+# ----- ARGUMENTS -----
+cat("\tARGUMENTS INFO\n")
+args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects
+write.table(as.matrix(args), col.names=F, quote=F, sep='\t')
+
+cat("\n\n")
+
+# ----- PROCESSING INFILE -----
+cat("\tARGUMENTS PROCESSING INFO\n")
+
+#saving the specific parameters
+method <- "FillChromPeaks"
+
+if (!is.null(args$convertRTMinute)) convertRTMinute <- args$convertRTMinute
+if (!is.null(args$numDigitsMZ)) numDigitsMZ <- args$numDigitsMZ
+if (!is.null(args$numDigitsRT)) numDigitsRT <- args$numDigitsRT
+if (!is.null(args$intval)) intval <- args$intval
+if (!is.null(args$naTOzero)) naTOzero <- args$naTOzero
+
+cat("\n\n")
+
+
+# ----- ARGUMENTS PROCESSING -----
+cat("\tINFILE PROCESSING INFO\n")
+
+#image is an .RData file necessary to use xset variable given by previous tools
+load(args$image)
+if (!exists("xdata")) stop("\n\nERROR: The RData doesn't contain any object called 'xdata'. This RData should have been created by an old version of XMCS 2.*")
+
+#Verification of a group step before doing the fillpeaks job.
+if (!hasFeatures(xdata)) stop("You must always do a group step after a retcor. Otherwise it won't work for the fillpeaks step")
+
+# Handle infiles
+if (!exists("singlefile")) singlefile <- NULL
+if (!exists("zipfile")) zipfile <- NULL
+rawFilePath <- getRawfilePathFromArguments(singlefile, zipfile, args)
+zipfile <- rawFilePath$zipfile
+singlefile <- rawFilePath$singlefile
+directory <- retrieveRawfileInTheWorkingDirectory(singlefile, zipfile)
+
+# Check some character issues
+md5sumList <- list("origin" = getMd5sum(directory))
+checkXmlStructure(directory)
+checkFilesCompatibilityWithXcms(directory)
+
+
+cat("\n\n")
+
+
+# ----- MAIN PROCESSING INFO -----
+cat("\tMAIN PROCESSING INFO\n")
+
+
+cat("\t\tCOMPUTE\n")
+
+cat("\t\t\tFilling missing peaks using default settings\n")
+# clear the arguement list to remove unexpected key/value as singlefile_galaxyPath or method ...
+args <- args[names(args) %in% slotNames(do.call(paste0(method,"Param"), list()))]
+
+fillChromPeaksParam <- do.call(paste0(method,"Param"), args)
+print(fillChromPeaksParam)
+xdata <- fillChromPeaks(xdata, param=fillChromPeaksParam)
+
+if (exists("intval")) {
+    getPeaklistW4M(xdata, intval, convertRTMinute, numDigitsMZ, numDigitsRT, naTOzero, "variableMetadata.tsv", "dataMatrix.tsv")
+}
+
+cat("\n\n")
+
+# ----- EXPORT -----
+
+cat("\tXCMSnExp OBJECT INFO\n")
+print(xdata)
+cat("\n\n")
+
+cat("\txcmsSet OBJECT INFO\n")
+# Get the legacy xcmsSet object
+xset <- getxcmsSetObject(xdata)
+print(xset)
+cat("\n\n")
+
+#saving R data in .Rdata file to save the variables used in the present tool
+objects2save = c("xdata","zipfile","singlefile","md5sumList","sampleNamesList", "chromTIC", "chromBPI", "chromTIC_adjusted", "chromBPI_adjusted")
+save(list=objects2save[objects2save %in% ls()], file="fillpeaks.RData")
+
+cat("\n\n")
+
+
+cat("\tDONE\n")