changeset 5:78d5a12406c2 draft

planemo upload commit a5f94dac9b268629399dc22c5d6ac48c5a85adc3
author workflow4metabolomics
date Fri, 05 Aug 2022 17:25:45 +0000
parents 856001213966
children 77abacd33c31
files MS2snoop.R MS2snoop.xml README.md environment.yml macros.xml planemo_retest.sh test-data/compound_fragments_result.txt test-data/smol/out-smol-base.tsv test-data/smol/out-smol-delta-0.05mz.tsv test-data/smol/out-smol-delta-8.542.tsv test-data/smol/smol_compounds_pos.csv test-data/smol/smol_fragments.tsv test-data/smol/smol_precursors.tsv
diffstat 13 files changed, 4482 insertions(+), 1897 deletions(-) [+]
line wrap: on
line diff
--- a/MS2snoop.R	Wed Jul 06 10:38:39 2022 +0000
+++ b/MS2snoop.R	Fri Aug 05 17:25:45 2022 +0000
@@ -15,57 +15,282 @@
 #'
 
 
-assign("MS2SNOOP_VERSION", "2.0.0")
-lockBinding("MS2SNOOP_VERSION", globalenv())
-
-assign("MISSING_PARAMETER_ERROR", 1)
-lockBinding("MISSING_PARAMETER_ERROR", globalenv())
-
-assign("BAD_PARAMETER_VALUE_ERROR", 2)
-lockBinding("BAD_PARAMETER_VALUE_ERROR", globalenv())
-
-assign("MISSING_INPUT_FILE_ERROR", 3)
-lockBinding("MISSING_INPUT_FILE_ERROR", globalenv())
-
-assign("NO_ANY_RESULT_ERROR", 255)
-lockBinding("NO_ANY_RESULT_ERROR", globalenv())
+get_version <- function() {
+  cmd <- commandArgs(trailingOnly = FALSE)
+  root <- dirname(gsub("--file=", "", cmd[grep("--file=", cmd)]))
+  readme <- readLines(file.path(root, "README.md"))
+  version_line <- readme[grepl(" * **@version**: ", readme, fixed = TRUE)]
+  return(gsub(".*: ", "", version_line))
+}
 
-assign("DEFAULT_PRECURSOR_PATH", "peaklist_precursors.tsv")
-assign("DEFAULT_FRAGMENTS_PATH", "peaklist_fragments.tsv")
-assign("DEFAULT_COMPOUNDS_PATH", "compounds_pos.txt")
-assign("DEFAULT_OUTPUT_PATH", "compound_fragments_result.txt")
-assign("DEFAULT_TOLMZ", 0.01)
-assign("DEFAULT_TOLRT", 20)
-assign("DEFAULT_MZDECIMAL", 0)
-assign("DEFAULT_R_THRESHOLD", 0.85)
-assign("DEFAULT_MINNUMBERSCAN", 8)
-assign("DEFAULT_SEUIL_RA", 0.5)
-lockBinding("DEFAULT_PRECURSOR_PATH", globalenv())
-lockBinding("DEFAULT_FRAGMENTS_PATH", globalenv())
-lockBinding("DEFAULT_COMPOUNDS_PATH", globalenv())
-lockBinding("DEFAULT_OUTPUT_PATH", globalenv())
-lockBinding("DEFAULT_TOLMZ", globalenv())
-lockBinding("DEFAULT_TOLRT", globalenv())
-lockBinding("DEFAULT_MZDECIMAL", globalenv())
-lockBinding("DEFAULT_R_THRESHOLD", globalenv())
-lockBinding("DEFAULT_MINNUMBERSCAN", globalenv())
-lockBinding("DEFAULT_SEUIL_RA", globalenv())
-
-assign("DEFAULT_EXTRACT_FRAGMENTS_R_THRESHOLD", 0.85)
-assign("DEFAULT_EXTRACT_FRAGMENTS_SEUIL_RA", 0.1)
-assign("DEFAULT_EXTRACT_FRAGMENTS_TOLMZ", 0.01)
-assign("DEFAULT_EXTRACT_FRAGMENTS_TOLRT", 60)
-lockBinding("DEFAULT_EXTRACT_FRAGMENTS_R_THRESHOLD", globalenv())
-lockBinding("DEFAULT_EXTRACT_FRAGMENTS_SEUIL_RA", globalenv())
-lockBinding("DEFAULT_EXTRACT_FRAGMENTS_TOLMZ", globalenv())
-lockBinding("DEFAULT_EXTRACT_FRAGMENTS_TOLRT", globalenv())
-
+defaults <- list(
+  MS2SNOOP_VERSION = get_version(),
+  MISSING_PARAMETER_ERROR = 1,
+  BAD_PARAMETER_VALUE_ERROR = 2,
+  MISSING_INPUT_FILE_ERROR = 3,
+  NO_ANY_RESULT_ERROR = 255,
+  DEFAULT_PRECURSOR_PATH = NULL,
+  DEFAULT_FRAGMENTS_PATH = NULL,
+  DEFAULT_COMPOUNDS_PATH = NULL,
+  DEFAULT_OUTPUT_PATH = "compound_fragments_result.txt",
+  DEFAULT_TOLMZ = 0.01,
+  DEFAULT_TOLRT = 20,
+  DEFAULT_MZDECIMAL = 3,
+  DEFAULT_R_THRESHOLD = 0.85,
+  DEFAULT_MINNUMBERSCAN = 8,
+  DEFAULT_SEUIL_RA = 0.05,
+  DEFAULT_FRAGMENTS_MATCH_DELTA = 10,
+  DEFAULT_FRAGMENTS_MATCH_DELTA_UNIT = "ppm",
+  DEFAULT_PDF_PATH = ""
+)
+env <- globalenv()
+for (default in names(defaults)) {
+  assign(default, defaults[[default]], envir = env)
+  lockBinding(default, env)
+}
 
 ########################################################################
 
+get_formulas <- function(
+  mzref,
+  spectra,
+  nominal_mz_list,
+  processing_parameters,
+  background = !TRUE
+) {
+  if (is.vector(mzref) && length(mzref) > 1) {
+    return(lapply(
+      mzref,
+      function(mz) {
+        return(get_formulas(
+          mzref = mz,
+          spectra = spectra,
+          nominal_mz_list = nominal_mz_list,
+          processing_parameters = processing_parameters,
+          background = background
+        ))
+      }
+    ))
+  }
+  input <- sprintf(
+    "%s-%s.ms",
+    gsub("[[:space:]]", "_", processing_parameters$c_name),
+    mzref
+  )
+  create_ms_file(input, mzref, spectra, processing_parameters)
+  output <- sprintf(
+    "out/%s-%s.out",
+    gsub("[[:space:]]", "_", processing_parameters$c_name),
+    mzref
+  )
+  command <- sprintf(
+    paste(
+      "sirius",
+      "--noCite",
+      "--noSummaries",
+      "--loglevel=WARNING",
+      "-i='%s'",
+      "-o='%s'",
+      "tree",
+      ## loglevel is not working taken into account during
+      ## sirius startup, so we filter outputs...
+      "2>&1 | grep '^(WARNING|SEVERE)'"
+    ),
+    input,
+    output
+  )
+  verbose_catf(
+    ">> Sirius is running %swith the command: %s\n",
+    if (background) "in the background " else "",
+    command
+  )
+  system(
+    command,
+    wait = !background,
+    ignore.stdout = background,
+    ignore.stderr = background
+  )
+  return(extract_sirius_results(output, spectra$mz, processing_parameters))
+}
+
+create_ms_file <- function(
+  path,
+  mzref,
+  spectra,
+  processing_parameters
+) {
+  file_content <- paste(
+    sprintf(">compound %s", processing_parameters$c_name),
+    sprintf(">ionization %s", processing_parameters$ionization),
+    sprintf(">parentmass %s", mzref),
+    sprintf(">formula %s", processing_parameters$elemcomposition),
+    sep = "\n"
+  )
+  displayed_file_content <- sprintf(
+    "%s\n>collision\n%s",
+    file_content,
+    paste(
+      sprintf(
+        "%s %s",
+        spectra[1:3, "mz"],
+        spectra[1:3, "intensities"]
+      ),
+      collapse = "\n"
+    )
+  )
+  if (nrow(spectra) > 3) {
+    displayed_file_content <- sprintf(
+      "%s\n[... %s more rows of mz and intensities ...]",
+      displayed_file_content,
+      nrow(spectra) - 3
+    )
+  }
+  catf(
+    ">> MS file created for %s with content:\n%s\n",
+    processing_parameters$c_name,
+    displayed_file_content
+  )
+  file_content <- sprintf(
+    "%s\n\n>collision\n%s",
+    file_content,
+    paste(
+      sprintf("%s %s", spectra$mz, spectra$intensities),
+      collapse = "\n"
+    )
+  )
+  cat(file_content, file = path, append = FALSE)
+}
+
+extract_sirius_results <- function(
+  output,
+  mz_list,
+  processing_parameters
+) {
+
+  delta <- processing_parameters$fragment_match_delta
+  delta_unit <- tolower(processing_parameters$fragment_match_delta_unit)
+
+  output <- list.dirs(output, recursive = FALSE)[[1]]
+
+  spectra_out_dir <- sprintf("%s/spectra", output)
+  spectra_filename <- sprintf(
+    "%s/%s",
+    spectra_out_dir,
+    list.files(spectra_out_dir)[[1]]
+  )
+
+  trees_out_dir <- sprintf("%s/trees", output)
+  trees_filename <- sprintf(
+    "%s/%s",
+    trees_out_dir,
+    list.files(trees_out_dir)[[1]]
+  )
+
+  if (!is.null(spectra_filename)) {
+    sirius_results <- get_csv_or_tsv(spectra_filename)
+  } else {
+    return(rep(NA, length(mz_list)))
+  }
+  if (!is.null(trees_filename)) {
+    sirius_results <- cbind(sirius_results, extract_sirius_ppm(trees_filename))
+  } else {
+    return(rep(NA, length(mz_list)))
+  }
+
+  fragment_matchings <- data.frame(
+    formula = NA,
+    ppm = NA,
+    mz = mz_list,
+    error = NA
+  )
+
+  sirius_results <- filter_sirius_with_delta(
+    sirius_results = sirius_results,
+    original_mz = fragment_matchings$mz,
+    delta = delta,
+    delta_unit = delta_unit
+  )
+
+  for (index in seq_len(nrow(sirius_results))) {
+    result <- sirius_results[index, ]
+    filter <- which(order(abs(fragment_matchings$mz - result$mz)) == 1)
+    fragment_matchings[filter, "formula"] <- result$formula
+    fragment_matchings[filter, "ppm"] <- result$ppm
+    catf(
+      "[OK] Fragment with m/z=%s matches %s with a difference of %s ppm\n",
+      fragment_matchings[filter, "mz"], result$formula, result$ppm
+    )
+  }
+  return(fragment_matchings)
+}
+
+filter_sirius_with_delta <- function(
+  sirius_results,
+  original_mz,
+  delta,
+  delta_unit
+) {
+  if (is.numeric(delta) && !is.na(delta) && delta > 0) {
+    if (delta_unit == "ppm") {
+      filter <- abs(sirius_results$ppm) <= delta
+      fine <- which(filter)
+      not_fine <- which(!filter)
+      catf(
+        paste("[KO] fragment %s (m/z=%s) eleminated because ppm=%s is greater",
+          "than delta=%s\n"
+        ),
+        sirius_results[not_fine, ]$formula,
+        sirius_results[not_fine, ]$mz,
+        sirius_results[not_fine, ]$ppm,
+        delta
+      )
+      sirius_results <- sirius_results[fine, ]
+    } else if (delta_unit == "mz") {
+      differences <- sapply(
+        sirius_results$mz,
+        function(mz) min(abs(original_mz - mz))
+      )
+      fine <- which(sapply(
+        sirius_results$mz,
+        function(mz) any(abs(original_mz - mz) <= delta)
+      ))
+      not_fine <- which(sapply(
+        sirius_results$mz,
+        function(mz) all(abs(original_mz - mz) > delta)
+      ))
+      catf(
+        paste(
+          "[KO] fragment %s eleminated because mz difference=%s is",
+          "greater than delta=%s\n"
+        ),
+        sirius_results[not_fine, ]$formula,
+        differences[not_fine],
+        delta
+      )
+      sirius_results <- sirius_results[fine, ]
+    }
+  }
+  return(sirius_results)
+}
+
+extract_sirius_ppm <- function(path) {
+  json <- file(path, "r")
+  suppressWarnings(json_lines <- readLines(json))
+  close(json)
+  json_lines <- json_lines[
+    grepl("\\s+\"(massDeviation|recalibratedMass)\" :", json_lines)
+  ]
+  json_lines <- gsub("^\\s+\"[^\"]+\" : \"?", "", json_lines)
+  ppms <- json_lines[seq(1, length(json_lines), 2)]
+  mz <- json_lines[seq(2, length(json_lines), 2)]
+  ppms <- as.numeric(gsub(" ppm .*", "", ppms))
+  mz <- as.numeric(gsub(",$", "", mz))
+  ordered <- order(mz)
+  return(list(ppm = ppms[ordered], recalibrated_mz = mz[ordered]))
+}
+
 #' @title plot_pseudo_spectra
 #' @param x
-#' @param r_threshold
 #' @param fid
 #' @param sum_int
 #' @param vmz
@@ -81,15 +306,13 @@
 #' fid file id when several a precursor has been detected in several files
 plot_pseudo_spectra <- function(
   x,
-  r_threshold,
   fid,
   sum_int,
   vmz,
   cor_abs_int,
   refcol,
-  c_name,
-  inchikey,
-  elemcomposition
+  meaned_mz,
+  processing_parameters
 ) {
   ## du fait de la difference de nombre de colonne entre la dataframe qui
   ## inclue les scans en 1ere col, mzRef se decale de 1
@@ -98,89 +321,146 @@
   rel_int <- sum_int[-1]
   rel_int <- rel_int / max(rel_int)
 
-  ## define max value on vertical axis (need to increase in order to plot the
-  ## label of fragments)
-  ymax <- max(rel_int) + 0.2 * max(rel_int)
+  if (processing_parameters$do_pdf) {
+    ## define max value on vertical axis (need to increase in order to plot the
+    ## label of fragments)
+    ymax <- max(rel_int) + 0.2 * max(rel_int)
 
-  par(mfrow = c(2, 1))
-  plot(vmz, rel_int, type = "h", ylim = c(0, ymax), main = c_name)
-  ## low correl coef. will be display in grey
-  cor_low <- which(round(cor_abs_int, 2) < r_threshold)
+    par(mfrow = c(2, 1))
+    plot(vmz, rel_int, type = "h", ylim = c(0, ymax),
+      main = processing_parameters$c_name
+    )
+    ## low correl coef. will be display in grey
+    cor_low <- which(round(cor_abs_int, 2) < processing_parameters$r_threshold)
+
+    lbmzcor <- sprintf("%s(r=%s)", vmz, round(cor_abs_int, 2))
 
-  lbmzcor <- sprintf("%s(r=%s)", vmz, round(cor_abs_int, 2))
+    if (length(cor_low) > 0) {
+      text(
+        vmz[cor_low],
+        rel_int[cor_low],
+        lbmzcor[cor_low],
+        cex = 0.5,
+        col = "grey",
+        srt = 90,
+        adj = 0
+      )
+      if (length(vmz) - length(cor_low) > 1) {
+        text(
+          vmz[-c(refcol, cor_low)],
+          rel_int[-c(refcol, cor_low)],
+          lbmzcor[-c(refcol, cor_low)],
+          cex = 0.6,
+          col = 1,
+          srt = 90,
+          adj = 0
+        )
+      }
+    } else {
+      if (length(vmz) > 1) {
+        text(
+          vmz[-c(refcol)],
+          rel_int[-c(refcol)],
+          lbmzcor[-c(refcol)],
+          cex = 0.6,
+          col = 1,
+          srt = 90,
+          adj = 0
+        )
+      }
+    }
 
-  if (length(cor_low) > 0) {
     text(
-      vmz[cor_low],
-      rel_int[cor_low],
-      lbmzcor[cor_low],
-      cex = 0.5,
-      col = "grey",
+      vmz[refcol],
+      rel_int[refcol],
+      lbmzcor[refcol],
+      cex = 0.8,
+      col = 2,
       srt = 90,
       adj = 0
     )
-    if (length(vmz) - length(cor_low) > 1) {
-      text(
-        vmz[-c(refcol, cor_low)],
-        rel_int[-c(refcol, cor_low)],
-        lbmzcor[-c(refcol, cor_low)],
-        cex = 0.6,
-        col = 1,
-        srt = 90,
-        adj = 0
+  }
+
+  ## prepare result file
+  cor_valid <- (round(cor_abs_int, 2) >= processing_parameters$r_threshold)
+
+  do_sirius <- TRUE
+  verbose_catf("Checking sirius parameters...\n")
+  if (is.null(processing_parameters$ionization)) {
+    do_sirius <- FALSE
+    verbose_catf("[KO] No ionization passed in parameter.\n")
+  } else {
+    verbose_catf("[OK] Ionization=%s.\n", processing_parameters$ionization)
+  }
+  if (is.na(processing_parameters$elemcomposition)) {
+    do_sirius <- FALSE
+    verbose_catf("[KO] Elemental composition is NA.\n")
+  } else if (length(processing_parameters$elemcomposition) < 1) {
+    do_sirius <- FALSE
+    verbose_catf("[KO] No elemental composition is provided.\n")
+  } else if (processing_parameters$elemcomposition == "") {
+    do_sirius <- FALSE
+    verbose_catf("[KO] Elemental composition is an empty string.\n")
+  } else {
+    verbose_catf(
+      "[OK] Elemental composition=%s.\n",
+      processing_parameters$elemcomposition
+    )
+  }
+
+  cp_res_length <- length(vmz)
+  ppm <- rep(NA, cp_res_length)
+  formulas <- rep(NA, cp_res_length)
+  if (do_sirius) {
+    verbose_catf("Everything is ok, preparing for sirius.\n")
+    formulas <- get_formulas(
+      mzref = processing_parameters$mzref,
+      spectra = data.frame(mz = meaned_mz, intensities = sum_int[-1]),
+      nominal_mz_list = vmz,
+      processing_parameters = processing_parameters
+    )
+    if (nrow(formulas) == 0) {
+      catf("No formula found.\n")
+    } else {
+      ppm <- formulas$ppm
+      formulas <- formulas$formula
+      catf(
+        "Found %s formula for %s fragments\n",
+        length(formulas[which(!(is.na(formulas)))]),
+        cp_res_length
       )
     }
   } else {
-    if (length(vmz) > 1) {
-      text(
-        vmz[-c(refcol)],
-        rel_int[-c(refcol)],
-        lbmzcor[-c(refcol)],
-        cex = 0.6,
-        col = 1,
-        srt = 90,
-        adj = 0
-      )
-    }
+    verbose_catf("Sirius cannot be run.\n")
   }
-
-  text(
-    vmz[refcol],
-    rel_int[refcol],
-    lbmzcor[refcol],
-    cex = 0.8,
-    col = 2,
-    srt = 90,
-    adj = 0
-  )
-
-  ## prepare result file
-  corValid <- (round(cor_abs_int, 2) >= r_threshold) ##nolint object_name_linter
   cp_res <- data.frame(
-    rep(c_name, length(vmz)),
-    rep(inchikey, length(vmz)),
-    rep(elemcomposition, length(vmz)),
-    rep(fid, length(vmz)),
+    rep(processing_parameters$c_name, cp_res_length),
+    rep(processing_parameters$inchikey, cp_res_length),
+    rep(processing_parameters$elemcomposition, cp_res_length),
+    formulas,
     vmz,
+    ppm,
+    rep(fid, cp_res_length),
     cor_abs_int,
     sum_int[-1],
     rel_int,
-    corValid
+    cor_valid
   )
 
   colnames(cp_res) <- c(
     "compoundName",
     "inchikey",
     "elemcomposition",
+    "fragment",
+    "fragment_mz",
+    "ppm",
     "fileid",
-    "fragments_mz",
     "CorWithPrecursor",
     "AbsoluteIntensity",
     "relativeIntensity",
     "corValid"
   )
   return(cp_res)
-
 }
 
 #'
@@ -188,13 +468,12 @@
 #'
 #' @param precursors the precursor list from mspurity
 #' @param fragments the fragments list from ms purity
-#' @param mzref
-#' @param rtref
-#' @param c_name
-#' @param r_threshold default = DEFAULT_EXTRACT_FRAGMENTS_R_THRESHOLD
-#' @param seuil_ra default = DEFAULT_EXTRACT_FRAGMENTS_SEUIL_RA
-#' @param tolmz default = DEFAULT_EXTRACT_FRAGMENTS_TOLMZ
-#' @param tolrt default = DEFAULT_EXTRACT_FRAGMENTS_TOLRT
+# ' @param mzref
+# ' @param rtref
+# ' @param c_name
+# ' @param inchikey
+# ' @param elemcomposition
+#' @param processing_parameters
 #' @returns
 #'
 #' @description
@@ -203,193 +482,266 @@
 extract_fragments <- function( ## nolint cyclocomp_linter
   precursors,
   fragments,
-  mzref,
-  rtref,
-  c_name,
-  inchikey,
-  elemcomposition,
-  min_number_scan,
-  mzdecimal,
-  r_threshold = DEFAULT_EXTRACT_FRAGMENTS_R_THRESHOLD,
-  seuil_ra = DEFAULT_EXTRACT_FRAGMENTS_SEUIL_RA,
-  tolmz = DEFAULT_EXTRACT_FRAGMENTS_TOLMZ,
-  tolrt = DEFAULT_EXTRACT_FRAGMENTS_TOLRT
+  processing_parameters
 ) {
   ## filter precursor in the precursors file based on mz and rt in the
   ## compound list
-  cat("processing ", c_name, "\n")
+  catf("processing %s\n", processing_parameters$c_name)
+  verbose_catf("===\n")
+  param <- processing_parameters
   selected_precursors <- which(
-    (abs(precursors$precurMtchMZ - mzref) <= tolmz)
-    & (abs(precursors$precurMtchRT - rtref) <= tolrt)
+    (abs(precursors$precurMtchMZ - param$mzref) <= param$tolmz)
+    & (abs(precursors$precurMtchRT - param$rtref) <= param$tolrt)
+  )
+  rm(param)
+
+  verbose_catf(
+    "> %s precursors selected with mz=%s±%s and rt=%s±%s\n",
+    length(selected_precursors),
+    processing_parameters$mzref,
+    processing_parameters$tolmz,
+    processing_parameters$rtref,
+    processing_parameters$tolrt
   )
 
   ## check if there is the precursor in the file
-  if (length(selected_precursors) > 0) {
-
-    sprecini <- precursors[selected_precursors, ]
-
-    ## check if fragments corresponding to precursor are found in several
-    ## files (collision energy)
-    ## this lead to a processing for each fileid
-    mf <- levels(as.factor(sprecini$fileid))
-    if (length(mf) > 1 && global_verbose) {
-      cat(" several files detected for this compounds :\n")
-    }
-
-    for (f in seq_along(mf)) {
-
-      sprec <- sprecini[sprecini$fileid == mf[f], ]
-
-      ## selection of fragment in the fragments file with the grpid common in
-      ## both fragments and precursors
-      selfrgt <- levels(as.factor(sprec$grpid))
-      sfrgt <- fragments[
-        fragments$grpid %in% selfrgt
-        & fragments$fileid == mf[f],
-      ]
-
-      ## filter fragments on relative intensity seuil_ra = user defined
-      ## parameter (MSpurity flags could be used here)
-      sfrgtfil <- sfrgt[sfrgt$ra > seuil_ra, ]
 
-      mznominal <- round(x = sfrgtfil$mz, mzdecimal)
-      sfrgtfil <- data.frame(sfrgtfil, mznominal)
-
-      ## creation of cross table row=scan col=mz X=ra
-      vmz <- levels(as.factor(sfrgtfil$mznominal))
-
-      if (global_verbose) {
-        cat(" fragments :", vmz)
-        cat("\n")
-      }
-
-      ## mz of precursor in data precursor to check correlation with
-      mz_prec <- paste0("mz", round(mean(sprec$mz), mzdecimal))
+  if (length(selected_precursors) < 1) {
+    cat("> non detected in precursor file\n")
+    show_end_processing()
+    return(NULL)
+  }
 
-      for (m in seq_along(vmz)) {
-
-        ## absolute intensity
-        cln <- c(
-          which(colnames(sfrgtfil) == "acquisitionNum"),
-          which(colnames(sfrgtfil) == "i")
-        )
-        int_mz <- sfrgtfil[sfrgtfil$mznominal == vmz[m], cln]
-        colnames(int_mz)[2] <- paste0("mz", vmz[m])
-
-        ## average intensities of mass in duplicate scans
-        comp_scans <- aggregate(x = int_mz, by = list(int_mz[[1]]), FUN = mean)
-        int_mz <- comp_scans[, -1]
+  precursors <- precursors[selected_precursors, ]
 
-        if (m == 1) {
-          ds_abs_int <- int_mz
-        } else {
-          ds_abs_int <- merge(
-            x = ds_abs_int,
-            y = int_mz,
-            by.x = 1,
-            by.y = 1,
-            all.x = TRUE,
-            all.y = TRUE
-          )
-        }
-      }
-      if (global_debug) {
-        print(ds_abs_int)
-        write.table(
-          x = ds_abs_int,
-          file = paste0(c_name, "ds_abs_int.txt"),
-          row.names = FALSE,
-          sep = "\t"
-        )
-      }
-
-      ## elimination of mz with less than min_number_scan scans (user defined
-      ## parameter)
-      xmz <- rep(NA, ncol(ds_abs_int) - 1)
-      sum_int <- rep(NA, ncol(ds_abs_int))
-      nbxmz <- 0
-      nb_scan_check <- min(nrow(ds_abs_int), min_number_scan)
-
-      for (j in 2:ncol(ds_abs_int)) {
-        sum_int[j] <- sum(ds_abs_int[j], na.rm = TRUE)
-        if (sum(!is.na(ds_abs_int[[j]])) < nb_scan_check) {
-          nbxmz <- nbxmz + 1
-          xmz[nbxmz] <- j
-        }
-      }
-
-      xmz <- xmz[-which(is.na(xmz))]
-      if (length(xmz) > 0) {
-        ds_abs_int <- ds_abs_int[, -c(xmz)]
-        sum_int <- sum_int[-c(xmz)]
-        ## liste des mz keeped decale de 1 avec ds_abs_int
-        vmz <- as.numeric(vmz[-c(xmz - 1)])
-      }
+  ## check if fragments corresponding to precursor are found in several
+  ## files (collision energy)
+  ## this lead to a processing for each fileid
+  file_ids <- as.character(sort(unique(precursors$fileid)))
+  if (length(file_ids) > 1) {
+    catf("> several files detected for this compounds :\n")
+  } else if (length(file_ids) < 1 || nrow(precursors) < 1) {
+    return(data.frame())
+  }
 
-      ## reference ion for correlation computing = precursor OR maximum
-      ## intensity ion in precursor is not present
-      refcol <- which(colnames(ds_abs_int) == mz_prec)
-      if (length(refcol) == 0) {
-        refcol <- which(sum_int == max(sum_int, na.rm = TRUE))
-      }
-      pdf(
-        file = sprintf("%s_processing_file%s.pdf", c_name, mf[f]),
-        width = 8,
-        height = 11
+  res_comp <- data.frame()
+  for (curent_file_id in file_ids) {
+    curent_precursors <- precursors[precursors$fileid == curent_file_id, ]
+    selected_fragments <- fragments[
+      fragments$grpid %in% as.character(curent_precursors$grpid)
+      & fragments$fileid == curent_file_id,
+    ]
+    filtered_fragments <- selected_fragments[
+      selected_fragments$ra > processing_parameters$seuil_ra,
+    ]
+    if (nrow(filtered_fragments) != 0) {
+      res_comp_by_file <- process_file(
+        curent_file_id = curent_file_id,
+        precursor_mz = curent_precursors$mz,
+        filtered_fragments = filtered_fragments,
+        processing_parameters = processing_parameters
       )
-      par(mfrow = c(3, 2))
-
-      ## Pearson correlations between absolute intensities computing
-      cor_abs_int <- rep(NA, length(vmz))
-
-      if (length(refcol) > 0) {
-        for (i in 2:length(ds_abs_int)) {
-          cor_abs_int[i - 1] <- cor(
-            x = ds_abs_int[[refcol]],
-            y = ds_abs_int[[i]],
-            use = "pairwise.complete.obs",
-            method = "pearson"
-          )
-          plot(
-            ds_abs_int[[refcol]],
-            ds_abs_int[[i]],
-             xlab = colnames(ds_abs_int)[refcol],
-             ylab = colnames(ds_abs_int)[i],
-             main = sprintf(
-              "%s corr coeff r=%s", c_name, round(cor_abs_int[i - 1], 2)
-            )
-          )
-        }
-        ## plot pseudo spectra
-        res_comp_by_file <- plot_pseudo_spectra(
-          x = ds_abs_int,
-          r_threshold = r_threshold,
-          fid = mf[f],
-          sum_int = sum_int,
-          vmz = vmz,
-          cor_abs_int = cor_abs_int,
-          refcol = refcol,
-          c_name = c_name,
-          inchikey = inchikey,
-          elemcomposition = elemcomposition
-        )
-        if (f == 1) {
-          res_comp <- res_comp_by_file
-        }
-      } else {
-        res_comp_by_file <- NULL
-        cat(" non detected in fragments file \n")
-      }
       if (!is.null(res_comp_by_file)) {
         res_comp <- rbind(res_comp, res_comp_by_file)
       }
-      dev.off()
+    } else {
+      catf("No fragment found for in fragment file\n")
+    }
+  }
+  return(unique(res_comp))
+}
+
+process_file <- function(
+  curent_file_id,
+  precursor_mz,
+  filtered_fragments,
+  processing_parameters
+) {
+  mznominal <- round(x = filtered_fragments$mz, digits = 0)
+  meaned_mz <- round(
+    aggregate(
+      data.frame(
+        mz = filtered_fragments$mz,
+        mznominal = mznominal
+      ),
+      list(mznominal),
+      FUN = mean
+    )$mz,
+    digits = processing_parameters$mzdecimal
+  )
+  filtered_fragments <- data.frame(filtered_fragments, mznominal)
+
+  ## creation of cross table row=scan col=mz X=ra
+
+  vmz <- as.character(sort(unique(filtered_fragments$mznominal)))
+
+  ds_abs_int <- create_ds_abs_int(vmz, filtered_fragments)
+
+  if (global_debug) {
+    print(ds_abs_int)
+  }
+
+  ## elimination of mz with less than min_number_scan scans (user defined
+  ## parameter)
+  xmz <- rep(NA, ncol(ds_abs_int) - 1)
+  sum_int <- rep(NA, ncol(ds_abs_int))
+  nbxmz <- 0
+  nb_scan_check <- min(nrow(ds_abs_int), processing_parameters$min_number_scan)
+
+  for (j in 2:ncol(ds_abs_int)) {
+    sum_int[j] <- sum(ds_abs_int[j], na.rm = TRUE)
+    if (sum(!is.na(ds_abs_int[[j]])) < nb_scan_check) {
+      nbxmz <- nbxmz + 1
+      xmz[nbxmz] <- j
     }
+  }
+
+  xmz <- xmz[-which(is.na(xmz))]
+  if (length(xmz) > 0) {
+    ds_abs_int <- ds_abs_int[, -c(xmz)]
+    sum_int <- sum_int[-c(xmz)]
+    ## liste des mz keeped decale de 1 avec ds_abs_int
+    vmz <- as.numeric(vmz[-c(xmz - 1)])
+    meaned_mz <- meaned_mz[-c(xmz - 1)]
+  }
+
+  ## mz of precursor in data precursor to check correlation with
+  mz_prec <- paste0(
+    "mz",
+    round(mean(precursor_mz), processing_parameters$mzdecimal)
+  )
+  ## reference ion for correlation computing = precursor OR maximum
+  ## intensity ion in precursor is not present
+  refcol <- which(colnames(ds_abs_int) == mz_prec)
+  if (length(refcol) == 0) {
+    refcol <- which(sum_int == max(sum_int, na.rm = TRUE))
+  }
+
+  if (processing_parameters$do_pdf) {
+    start_pdf(processing_parameters, curent_file_id)
+  }
+
+  ## Pearson correlations between absolute intensities computing
+  cor_abs_int <- rep(NA, length(vmz))
+
+  if (length(refcol) > 0) {
+    for (i in 2:length(ds_abs_int)) {
+      cor_abs_int[i - 1] <- stats::cor(
+        x = ds_abs_int[[refcol]],
+        y = ds_abs_int[[i]],
+        use = "pairwise.complete.obs",
+        method = "pearson"
+      )
+      debug_catf(
+        "Correlation between %s and %s: %s\n",
+        paste(ds_abs_int[[refcol]], collapse = ";"),
+        paste(ds_abs_int[[i]], collapse = ";"),
+        paste(cor_abs_int[i - 1], collapse = ";")
+      )
+      if (processing_parameters$do_pdf) {
+        pdf_plot_ds_abs_int(
+          processing_parameters$c_name,
+          ds_abs_int,
+          refcol,
+          i,
+          round(cor_abs_int[i - 1], 2)
+        )
+      }
+    }
+    ## plot pseudo spectra
+    res_comp_by_file <- plot_pseudo_spectra(
+      x = ds_abs_int,
+      fid = curent_file_id,
+      sum_int = sum_int,
+      vmz = vmz,
+      cor_abs_int = cor_abs_int,
+      refcol = refcol,
+      meaned_mz = meaned_mz,
+      processing_parameters = processing_parameters
+    )
+    catf(
+      "%s has been processed and %s fragments have been found.\n",
+      processing_parameters$c_name,
+      nrow(res_comp_by_file)
+    )
   } else {
-    res_comp <- NULL
-    cat(" non detected in precursor file \n")
+    res_comp_by_file <- NULL
+    cat(">> non detected in fragments file \n")
+  }
+  show_end_processing()
+  if (processing_parameters$do_pdf) {
+    end_pdf()
+  }
+  return(res_comp_by_file)
+}
+
+create_ds_abs_int <- function(vmz, filtered_fragments) {
+  verbose_catf(
+    ">> fragments: %s\n",
+    paste(vmz, collapse = " ")
+  )
+  ds_abs_int <- create_int_mz(vmz[1], filtered_fragments)
+  for (mz in vmz[-1]) {
+    int_mz <- create_int_mz(mz, filtered_fragments)
+    ds_abs_int <- merge(
+      x = ds_abs_int,
+      y = int_mz,
+      by.x = 1,
+      by.y = 1,
+      all.x = TRUE,
+      all.y = TRUE
+    )
   }
-  return(res_comp)
+  return(ds_abs_int)
+}
+
+create_int_mz <- function(mz, filtered_fragments) {
+  ## absolute intensity
+  int_mz <- filtered_fragments[
+    filtered_fragments$mznominal == mz,
+    c("acquisitionNum", "i")
+  ]
+  colnames(int_mz)[2] <- paste0("mz", mz)
+  ## average intensities of mass in duplicate scans
+  comp_scans <- aggregate(x = int_mz, by = list(int_mz[[1]]), FUN = mean)
+  return(comp_scans[, -1])
+}
+
+show_end_processing <- function() {
+  verbose_catf("==========\n")
+  cat("\n")
+}
+
+start_pdf <- function(processing_parameters, curent_file_id) {
+  if (!dir.exists(processing_parameters$pdf_path)) {
+    dir.create(processing_parameters$pdf_path, recursive = TRUE)
+  }
+  pdf(
+    file = sprintf(
+      "%s/%s_processing_file%s.pdf",
+      processing_parameters$pdf_path,
+      processing_parameters$c_name,
+      curent_file_id
+    ),
+    width = 8,
+    height = 11
+  )
+  par(mfrow = c(3, 2))
+}
+
+pdf_plot_ds_abs_int <- function(c_name, ds_abs_int, refcol, i, r_coef) {
+  plot(
+    ds_abs_int[[refcol]],
+    ds_abs_int[[i]],
+     xlab = colnames(ds_abs_int)[refcol],
+     ylab = colnames(ds_abs_int)[i],
+     main = sprintf(
+      "%s corr coeff r=%s", c_name, r_coef
+    )
+  )
+}
+end_pdf <- function() {
+  dev.off()
 }
 
 set_global <- function(var, value) {
@@ -412,6 +764,23 @@
   set_global("global_verbose", FALSE)
 }
 
+verbose_catf <- function(...) {
+  if (global_verbose) {
+    cat(sprintf(...), sep = "")
+  }
+}
+
+
+debug_catf <- function(...) {
+  if (global_debug) {
+    cat(sprintf(...), sep = "")
+  }
+}
+
+catf <- function(...) {
+  cat(sprintf(...), sep = "")
+}
+
 create_parser <- function() {
   parser <- optparse::OptionParser()
   parser <- optparse::add_option(
@@ -547,6 +916,52 @@
     ),
     metavar = "number"
   )
+  parser <- optparse::add_option(
+    parser,
+    c("--pdf_path"),
+    type = "character",
+    default = DEFAULT_PDF_PATH,
+    help = paste(
+      "[default %default]",
+      "PDF files output path"
+    )
+  )
+  parser <- optparse::add_option(
+    parser,
+    c("--ionization"),
+    type = "character",
+    action = "store",
+    default = "None",
+    help = paste(
+      "[default %default]",
+      "Which ionization to use for sirius"
+    ),
+    metavar = "character"
+  )
+  parser <- optparse::add_option(
+    parser,
+    c("--fragment_match_delta"),
+    type = "numeric",
+    action = "store",
+    default = DEFAULT_FRAGMENTS_MATCH_DELTA,
+    help = paste(
+      "[default %default]",
+      "Fragment match delta"
+    ),
+    metavar = "numeric"
+  )
+  parser <- optparse::add_option(
+    parser,
+    c("--fragment_match_delta_unit"),
+    type = "character",
+    action = "store",
+    default = DEFAULT_FRAGMENTS_MATCH_DELTA_UNIT,
+    help = paste(
+      "[default %default]",
+      "Fragment match delta"
+    ),
+    metavar = "character"
+  )
   return(parser)
 }
 
@@ -559,8 +974,6 @@
 }
 
 check_args_validity <- function(args) { ## nolint cyclocomp_linter
-  sysvars <- Sys.getenv()
-  sysvarnames <- names(sysvars)
   if (length(args$output) == 0 || nchar(args$output[1]) == 0) {
     stop_with_status(
       "Missing output parameters. Please set it with --output.",
@@ -612,15 +1025,21 @@
       MISSING_INPUT_FILE_ERROR
     )
   }
-  if (
+  if (in_galaxy_env()) {
+    check_galaxy_args_validity(args)
+  }
+}
+
+in_galaxy_env <- function() {
+  sysvars <- Sys.getenv()
+  sysvarnames <- names(sysvars)
+  return(
     "_GALAXY_JOB_HOME_DIR" %in% sysvarnames
     || "_GALAXY_JOB_TMP_DIR" %in% sysvarnames
     || "GALAXY_MEMORY_MB" %in% sysvarnames
     || "GALAXY_MEMORY_MB_PER_SLOT" %in% sysvarnames
     || "GALAXY_SLOTS" %in% sysvarnames
-  ) {
-    check_galaxy_args_validity(args)
-  }
+  )
 }
 
 check_galaxy_args_validity <- function(args) {
@@ -638,38 +1057,53 @@
 get_csv_or_tsv <- function(
   path,
   sep_stack = c("\t", ",", ";"),
+  sep_names = c("tab", "comma", "semicolon"),
   header = TRUE,
   quote = "\""
 ) {
-  sep <- sep_stack[1]
-  result <- tryCatch({
-    read.table(
-      file = path,
-      sep = sep,
-      header = header,
-      quote = quote
-    )
-  }, error = function(e) {
-    return(data.frame())
-  })
-  if (length(sep_stack) == 1) {
-    return(result)
+  sep <- determine_csv_or_tsv_sep(
+    path = path,
+    sep_stack = sep_stack,
+    header = header,
+    quote = quote
+  )
+  verbose_catf(
+    "%s separator has been determined for %s.\n",
+    sep_names[sep_stack == sep],
+    path
+  )
+  return(read.table(
+    file = path,
+    sep = sep,
+    header = header,
+    quote = quote
+  ))
+}
+
+determine_csv_or_tsv_sep <- function(
+  path,
+  sep_stack = c("\t", ",", ";"),
+  header = TRUE,
+  quote = "\""
+) {
+  count <- -1
+  best_sep <- sep_stack[1]
+  for (sep in sep_stack) {
+    tryCatch({
+      table <- read.table(
+        file = path,
+        sep = sep,
+        header = header,
+        quote = quote,
+        nrows = 1
+      )
+      if (ncol(table) > count) {
+        count <- ncol(table)
+        best_sep <- sep
+      }
+    })
   }
-  # if (
-  #   ncol(result) == 0 || ## failed
-  #   ncol(result) == 1    ## only one row, suspicious, possible fail # nolint
-  # ) {
-    new_result <- get_csv_or_tsv(
-      path,
-      sep_stack = sep_stack[-1],
-      header = header,
-      quote = quote
-    )
-    if (ncol(new_result) > ncol(result)) {
-      return(new_result)
-    }
-  # }
-  return(result)
+  return(best_sep)
 }
 
 uniformize_columns <- function(df) {
@@ -681,24 +1115,54 @@
   return(df)
 }
 
+handle_galaxy_param <- function(args) {
+  for (param in names(args)) {
+    if (is.character(args[[param]])) {
+      args[[param]] <- gsub("__ob__", "[", args[[param]])
+      args[[param]] <- gsub("__cb__", "]", args[[param]])
+    }
+  }
+  return(args)
+}
+
+zip_pdfs <- function(processing_parameters) {
+  if (processing_parameters$do_pdf) {
+    if (zip <- Sys.getenv("R_ZIPCMD", "zip") == "") {
+      catf("R could not fin the zip executable. Trying luck: zip = \"zip\"")
+      zip <- "zip"
+    } else {
+      catf("Found zip executable at %s .", zip)
+    }
+    utils::zip(
+      processing_parameters$pdf_zip_path,
+      processing_parameters$pdf_path,
+      zip = zip
+    )
+  }
+}
+
 main <- function(args) {
   if (args$version) {
-    cat(sprintf("%s\n", MS2SNOOP_VERSION))
+    catf("%s\n", MS2SNOOP_VERSION)
     base::quit(status = 0)
   }
-  sessionInfo()
+  if (in_galaxy_env()) {
+    print(sessionInfo())
+    cat("\n\n")
+  }
   check_args_validity(args)
+  args <- handle_galaxy_param(args)
+  if (args$ionization == "None") {
+    args$ionization <- NULL
+  }
   if (args$debug) {
     set_debug()
   }
   if (args$verbose) {
     set_verbose()
   }
-  ## MSpurity precursors file
   precursors <- get_csv_or_tsv(args$precursors)
-  ## MSpurity fragments file
   fragments <- get_csv_or_tsv(args$fragments)
-  ## list of compounds : col1=Name of molecule, col2=m/z, col3=retention time
   compounds <- get_csv_or_tsv(args$compounds)
 
   compounds <- uniformize_columns(compounds)
@@ -719,43 +1183,49 @@
     )
   }
 
-  res_all <- NULL
+  res_all <- data.frame()
+  processing_parameters <- list(
+    min_number_scan = args$min_number_scan,
+    mzdecimal = args$mzdecimal,
+    r_threshold = args$r_threshold,
+    seuil_ra = args$seuil_ra,
+    tolmz = args$tolmz,
+    tolrt = args$tolrt,
+    ionization = args$ionization,
+    do_pdf = nchar(args$pdf_path) > 0,
+    pdf_zip_path = args$pdf_path,
+    pdf_path = tempdir(),
+    fragment_match_delta = args$fragment_match_delta,
+    fragment_match_delta_unit = args$fragment_match_delta_unit
+  )
   for (i in seq_len(nrow(compounds))) {
-    ## loop execution for all compounds in the compounds file
-    res_cor <- NULL
+    processing_parameters$mzref <- compounds[["mz"]][i]
+    processing_parameters$rtref <- compounds[["rtsec"]][i]
+    processing_parameters$c_name <- compounds[["compound_name"]][i]
+    processing_parameters$inchikey <- compounds[["inchikey"]][i]
+    processing_parameters$elemcomposition <- compounds[["elemcomposition"]][i]
     res_cor <- extract_fragments(
       precursors = precursors,
       fragments = fragments,
-      mzref = compounds[["mz"]][i],
-      rtref = compounds[["rtsec"]][i],
-      c_name = compounds[["compound_name"]][i],
-      inchikey = compounds[["inchikey"]][i],
-      elemcomposition = compounds[["elemcomposition"]][i],
-      min_number_scan = args$min_number_scan,
-      mzdecimal = args$mzdecimal,
-      r_threshold = args$r_threshold,
-      seuil_ra = args$seuil_ra,
-      tolmz = args$tolmz,
-      tolrt = args$tolrt
+      processing_parameters = processing_parameters
     )
     if (!is.null(res_cor)) {
-      if (is.null(res_all)) {
-        res_all <- res_cor
-      } else {
-        res_all <- rbind(res_all, res_cor)
-      }
+      res_all <- rbind(res_all, res_cor)
     }
   }
 
-  if (is.null(res_all)) {
+  if (nrow(res_all) == 0) {
     stop_with_status("No result at all!", NO_ANY_RESULT_ERROR)
   }
+
   write.table(
     x = res_all,
     file = args$output,
     sep = "\t",
     row.names = FALSE
   )
+  zip_pdfs(processing_parameters)
+  unlink(processing_parameters$pdf_path, recursive = TRUE)
 }
 
 global_debug <- FALSE
--- a/MS2snoop.xml	Wed Jul 06 10:38:39 2022 +0000
+++ b/MS2snoop.xml	Fri Aug 05 17:25:45 2022 +0000
@@ -1,4 +1,9 @@
-<tool id="ms2snoop" name="MS2 Snoop" version="@TOOL_VERSION@+galaxy@VERSION_SUFFIX@" profile="21.09">
+<tool
+    id="ms2snoop"
+    name="MS2 Snoop"
+    version="@TOOL_VERSION@+galaxy@VERSION_SUFFIX@"
+    profile="21.09"
+>
     <description>
         MS1/MS2 spectra and associated adducts extraction and cleaning
     </description>
@@ -16,6 +21,8 @@
     <requirements>
         <requirement type="package" version="4.1.3">r-base</requirement>
         <requirement type="package" version="1.7.1">r-optparse</requirement>
+        <requirement type="package" version="4.9.15">sirius-csifingerid</requirement>
+        <requirement type="package" version="3.0">zip</requirement>
     </requirements>
     <stdio>
         <exit_code range="1" level="fatal" description="Missing parameter error" />
@@ -41,6 +48,10 @@
     --mzdecimal '$mzdecimal'
     --r_threshold '$r_threshold'
     --min_number_scan '$min_number_scan'
+    --ionization '$sirius.ionization'
+    --fragment_match_delta '$sirius.fragment_match_delta'
+    --fragment_match_delta_unit '$sirius.fragment_match_delta_unit'
+    $advenced.pdf
     $advenced.debug
     $advenced.verbose
         ]]>
@@ -51,7 +62,14 @@
             type="data"
             format="tabular,csv,tsv"
             label="list of compounds"
-            help="The table must fit the format: col1=Name of molecule, col2=m/z, col3=retention time"
+            help="
+            The table must fit the format:
+            compound_name [MANDATORY] ;
+            inchikey [MANDATORY] ;
+            elemcomposition [OPTIONAL] ;
+            mz [MANDATORY] ;
+            rtsec [MANDATORY].
+            "
         />
         <param
             argument="--peaklist_frag_tsv"
@@ -72,6 +90,7 @@
             max="10"
             value="0.01"
             label="MZ Tolerence"
+            help="M/z tolerance to determine if a precursor matches a compound"
         />
         <param
             argument="--tolrt"
@@ -79,7 +98,11 @@
             min="0"
             max="30"
             value="20"
-            label="RT Tolerence"
+            label="RT Tolerence (in seconds)"
+            help="
+                Retention time tolerance to determine if a
+                precursor matches a compound
+            "
         />
         <param
             argument="--seuil_ra"
@@ -87,7 +110,7 @@
             min="0"
             max="1"
             value="0.05"
-            label="r pearson correlation threshold between precursor and fragment absolute intensity"
+            label="R-Pearson correlation threshold used to filter fragments"
         />
         <param
             argument="--mzdecimal"
@@ -95,14 +118,19 @@
             min="0"
             max="5"
             value="0"
-            label="nb decimal for mz"
+            label="Number of decimal to output M/z values with"
         />
         <param
             argument="--r_threshold"
             type="float"
             min="0"
             value="0.85"
-            label="fragment absolute intensity"
+            label="
+                Minimun correlation with absolute intensity value to reach
+                for a fragment to be considered as valid.
+                In PDF generation, invalid fragments will be
+                displayed in grey.
+            "
         />
         <param
             argument="--min_number_scan"
@@ -111,10 +139,71 @@
             max="25"
             value="8"
             label="Present in at least X scan"
-            help="fragments are kept if they are found in a minimum number of scans"
+            help="
+                Mininum scan number in which a fragment must be found,
+                to be kept.
+            "
         />
+
+        <section title="Sirius Parameters" name="sirius">
+            <param
+                argument="--ionization"
+                type="select"
+                label="Which ionization"
+                help="Select the ionization to use in sirius"
+                optional="true"
+            >
+                <option value="[M+H]+" selected="true">[M+H]+</option>
+                <option value="[M-H]-">[M-H]-</option>
+                <option value="[M+?]+">[M+?]+</option>
+                <option value="[M+K]+">[M+K]+</option>
+                <option value="[M+Na]+">[M+Na]+</option>
+                <option value="[M+H-H2O]+">[M+H-H2O]+</option>
+                <option value="[M+H-H4O2]+">[M+H-H4O2]+</option>
+                <option value="[M+NH4]+">[M+NH4]+</option>
+                <option value="[M+Cl]-">[M+Cl]-</option>
+                <option value="[M-H2O-H]-">[M-H2O-H]-</option>
+                <option value="[M+Br]-">[M+Br]-</option>
+            </param>
+
+            <param
+                argument="--fragment_match_delta"
+                type="float"
+                min="0"
+                max="25"
+                value="10"
+                label="Fragment match delta"
+                help="
+                    Delta that determines if a fragment found by sirius
+                    is linked to a certain M/z value.
+                    Zero means all fragments found by sirius will be
+                    associated even when M/z difference is aberant.
+                "
+            />
+            <param
+                argument="--fragment_match_delta_unit"
+                type="select"
+                label="Delta unit"
+                help="Select the unit of the fragment match delta"
+                optional="true"
+            >
+                <option value="ppm" selected="true">PPM</option>
+                <option value="mz">M/z</option>
+            </param>
+        </section>
+
         <section title="Advenced Options" name="advenced">
             <param
+                argument="--pdf"
+                type="boolean"
+                value=""
+                optional="true"
+                label="Output PDF"
+                help="The tool will output some pdf in a zip file"
+                truevalue="--pdf_path '$pdf_output'"
+                falsevalue=""
+            />
+            <param
                 argument="--verbose"
                 type="boolean"
                 value=""
@@ -139,115 +228,227 @@
     <outputs>
         <data
             name="frag_result_txt"
-            format="tabular"
-            label="compound_fragments_result.txt"
+            format="tsv"
+            label="${tool.name} on ${peaklist_frag_tsv.name}"
         />
+        <data
+            name="pdf_output"
+            format="zip"
+            label="${tool.name} PDFs for ${peaklist_frag_tsv.name}"
+        >
+            <filter>advenced['pdf']</filter>
+        </data>
     </outputs>
     <tests>
         <test>
-            <param name="compound_txt" value="compounds_pos.txt" />
-            <param name="peaklist_frag_tsv" value="peaklist_fragments.tsv" />
-            <param name="peaklist_preco_tsv" value="peaklist_precursors.tsv" />
-            <output name="frag_result_txt" file="compound_fragments_result.txt" />
+            <!-- Regular test with no option -->
+            <param
+                name="compound_txt"
+                value="compounds_pos.txt"
+            />
+            <param
+                name="peaklist_frag_tsv"
+                value="peaklist_fragments.tsv"
+            />
+            <param
+                name="peaklist_preco_tsv"
+                value="peaklist_precursors.tsv"
+            />
+            <output
+                name="frag_result_txt"
+                file="compound_fragments_result.txt"
+            />
             <assert_stdout>
                 <expand macro="has_regular_stdout"/>
                 <expand macro="has_not_verbose_stdout"/>
                 <expand macro="has_not_debug_stdout"/>
             </assert_stdout>
         </test>
+
         <test>
-            <param name="compound_txt" value="compounds_pos.txt" />
-            <param name="peaklist_frag_tsv" value="peaklist_fragments.tsv" />
-            <param name="peaklist_preco_tsv" value="peaklist_precursors.tsv" />
+            <!-- Regular files with verbose output -->
+            <param
+                name="compound_txt"
+                value="compounds_pos.txt"
+            />
+            <param
+                name="peaklist_frag_tsv"
+                value="peaklist_fragments.tsv"
+            />
+            <param
+                name="peaklist_preco_tsv"
+                value="peaklist_precursors.tsv"
+            />
             <param name="verbose" value="--verbose" />
-            <output name="frag_result_txt" file="compound_fragments_result.txt" />
+            <output
+                name="frag_result_txt"
+                file="compound_fragments_result.txt"
+            />
             <assert_stdout>
                 <expand macro="has_regular_stdout"/>
                 <expand macro="has_verbose_stdout"/>
                 <expand macro="has_not_debug_stdout"/>
             </assert_stdout>
         </test>
+
         <test>
-            <param name="compound_txt" value="compounds_pos.txt" />
-            <param name="peaklist_frag_tsv" value="peaklist_fragments.tsv" />
-            <param name="peaklist_preco_tsv" value="peaklist_precursors.tsv" />
+            <!-- Regular test with debug outputs -->
+            <param
+                name="compound_txt"
+                value="compounds_pos.txt"
+            />
+            <param
+                name="peaklist_frag_tsv"
+                value="peaklist_fragments.tsv"
+            />
+            <param
+                name="peaklist_preco_tsv"
+                value="peaklist_precursors.tsv"
+            />
             <param name="debug" value="--debug" />
-            <output name="frag_result_txt" file="compound_fragments_result.txt" />
+            <output
+                name="frag_result_txt"
+                file="compound_fragments_result.txt"
+            />
             <assert_stdout>
                 <expand macro="has_smol_stdout"/>
                 <expand macro="has_debug_stdout"/>
                 <expand macro="has_not_verbose_stdout"/>
             </assert_stdout>
         </test>
+
         <test>
-            <param name="compound_txt" value="compounds_pos.txt" />
-            <param name="peaklist_frag_tsv" value="peaklist_fragments.tsv" />
-            <param name="peaklist_preco_tsv" value="peaklist_precursors.tsv" />
+            <!-- Regular test with both verbose and debug outputs -->
+            <param
+                name="compound_txt"
+                value="compounds_pos.txt"
+            />
+            <param
+                name="peaklist_frag_tsv"
+                value="peaklist_fragments.tsv"
+            />
+            <param
+                name="peaklist_preco_tsv"
+                value="peaklist_precursors.tsv"
+            />
             <param name="debug" value="--debug" />
             <param name="verbose" value="--verbose" />
-            <output name="frag_result_txt" file="compound_fragments_result.txt" />
+            <output
+                name="frag_result_txt"
+                file="compound_fragments_result.txt"
+            />
             <assert_stdout>
                 <expand macro="has_smol_stdout"/>
                 <expand macro="has_debug_stdout"/>
                 <expand macro="has_smol_verbose_stdout"/>
             </assert_stdout>
         </test>
+
         <test>
-            <param name="compound_txt" value="compounds_pos.csv" />
-            <param name="peaklist_frag_tsv" value="peaklist_fragments.tsv" />
-            <param name="peaklist_preco_tsv" value="peaklist_precursors.csv" />
-            <output name="frag_result_txt" file="compound_fragments_result.txt" />
-            <assert_stdout>
-                <expand macro="has_regular_stdout"/>
-                <expand macro="has_not_verbose_stdout"/>
-                <expand macro="has_not_debug_stdout"/>
-            </assert_stdout>
-        </test>
-        <test>
-            <param name="compound_txt" value="compounds_pos.csv" />
-            <param name="peaklist_frag_tsv" value="peaklist_fragments.tsv" />
-            <param name="peaklist_preco_tsv" value="peaklist_precursors.csv" />
+            <!--
+            This test mixes tsv, csv, and so, and ms2snoop is expected
+            handle them like usual.
+            -->
+            <param
+                name="compound_txt"
+                value="compounds_pos.csv"
+            />
+            <param
+                name="peaklist_frag_tsv"
+                value="peaklist_fragments.tsv"
+            />
+            <param
+                name="peaklist_preco_tsv"
+                value="peaklist_precursors.csv"
+            />
             <param name="verbose" value="--verbose" />
-            <output name="frag_result_txt" file="compound_fragments_result.txt" />
+            <output
+                name="frag_result_txt"
+                file="compound_fragments_result.txt"
+            />
             <assert_stdout>
                 <expand macro="has_regular_stdout"/>
                 <expand macro="has_verbose_stdout"/>
                 <expand macro="has_not_debug_stdout"/>
             </assert_stdout>
         </test>
+
         <test>
-            <param name="compound_txt" value="compounds_pos.csv" />
-            <param name="peaklist_frag_tsv" value="peaklist_fragments.tsv" />
-            <param name="peaklist_preco_tsv" value="peaklist_precursors.csv" />
-            <param name="debug" value="--debug" />
-            <output name="frag_result_txt" file="compound_fragments_result.txt" />
-            <assert_stdout>
-                <expand macro="has_smol_stdout"/>
-                <expand macro="has_debug_stdout"/>
-                <expand macro="has_not_verbose_stdout"/>
-            </assert_stdout>
+            <!--
+            This test contains smaller datasets. This is the "regular"
+            smol test, to prepare further smolah tests.
+            -->
+            <param name="ionization" value="[M+?]+" />
+            <param name="mzdecimal" value="3" />
+            <param name="compound_txt" value="smol/smol_compounds_pos.csv"/>
+            <param name="peaklist_frag_tsv" value="smol/smol_fragments.tsv" />
+            <param name="peaklist_preco_tsv" value="smol/smol_precursors.tsv" />
+            <output name="frag_result_txt" file="smol/out-smol-base.tsv" />
         </test>
+
+        <test>
+            <!--
+            Test for pdf generation
+            -->
+            <param name="pdf" value="True" />
+            <param name="ionization" value="[M+?]+" />
+            <param name="mzdecimal" value="3" />
+            <param name="compound_txt" value="smol/smol_compounds_pos.csv"/>
+            <param name="peaklist_frag_tsv" value="smol/smol_fragments.tsv" />
+            <param name="peaklist_preco_tsv" value="smol/smol_precursors.tsv" />
+            <output name="frag_result_txt" file="smol/out-smol-base.tsv" />
+        </test>
+
         <test>
-            <param name="compound_txt" value="compounds_pos.csv" />
-            <param name="peaklist_frag_tsv" value="peaklist_fragments.tsv" />
-            <param name="peaklist_preco_tsv" value="peaklist_precursors.csv" />
-            <param name="debug" value="--debug" />
-            <param name="verbose" value="--verbose" />
-            <output name="frag_result_txt" file="compound_fragments_result.txt" />
-            <assert_stdout>
-                <expand macro="has_smol_stdout"/>
-                <expand macro="has_debug_stdout"/>
-                <expand macro="has_smol_verbose_stdout"/>
-            </assert_stdout>
+            <!--
+                test for delta in ppm
+            -->
+            <param name="ionization" value="[M+?]+" />
+            <param name="mzdecimal" value="3" />
+            <param name="compound_txt" value="smol/smol_compounds_pos.csv"/>
+            <param name="peaklist_frag_tsv" value="smol/smol_fragments.tsv" />
+            <param name="peaklist_preco_tsv" value="smol/smol_precursors.tsv" />
+            <param name="fragment_match_delta" value="8.542" />
+            <output name="frag_result_txt" file="smol/out-smol-delta-8.542.tsv" />
         </test>
+
+        <test>
+            <!--
+                test for delta in m/z
+            -->
+            <param name="ionization" value="[M+?]+" />
+            <param name="mzdecimal" value="3" />
+            <param name="compound_txt" value="smol/smol_compounds_pos.csv"/>
+            <param name="peaklist_frag_tsv" value="smol/smol_fragments.tsv" />
+            <param name="peaklist_preco_tsv" value="smol/smol_precursors.tsv" />
+            <param name="fragment_match_delta" value="0.05" />
+            <param name="fragment_match_delta_unit" value="mz" />
+            <output name="frag_result_txt" file="smol/out-smol-delta-0.05mz.tsv" />
+        </test>
+
+        <!--  === expected to fail tests === -->
         <test expect_exit_code="2" expect_failure="true">
-            <param name="compound_txt" value="compounds_pos_old_format.txt" />
-            <param name="peaklist_frag_tsv" value="peaklist_fragments.tsv" />
-            <param name="peaklist_preco_tsv" value="peaklist_precursors.csv" />
+            <!--
+            This test uses old format for molecules file.
+            Is is expected to fail
+            -->
+            <param
+                name="compound_txt"
+                value="compounds_pos_old_format.txt"
+            />
+            <param
+                name="peaklist_frag_tsv"
+                value="peaklist_fragments.tsv"
+            />
+            <param
+                name="peaklist_preco_tsv"
+                value="peaklist_precursors.csv"
+            />
             <assert_stderr>
                 <has_line line="Error: Some columns are missing: compound_name, rtsec, inchikey" />
             </assert_stderr>
         </test>
+
     </tests>
     <help><![CDATA[
 
--- a/README.md	Wed Jul 06 10:38:39 2022 +0000
+++ b/README.md	Fri Aug 05 17:25:45 2022 +0000
@@ -5,8 +5,8 @@
 -----------
 
  * **@name**: MS2 Snoop
- * **@version**: 2.0.0
- * **@authors**: Jean François Martin (INRAE)
+ * **@version**: 2.1.0
+ * **@authors**: Jean François Martin (INRAE), Kevin Wagner (INRAE)
  * **@maintainers**: Lain Pavot (PFEM - INRAE - MetaboHUB)
  * **@init date**: 2022, April
  * **@main usage**:
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/environment.yml	Fri Aug 05 17:25:45 2022 +0000
@@ -0,0 +1,9 @@
+channels:
+  - conda-forge
+  - bioconda
+dependencies:
+  - r-base=4.1.3
+  - r-optparse=1.7.1
+  - sirius-csifingerid=4.9.15
+platforms:
+  - linux-64
\ No newline at end of file
--- a/macros.xml	Wed Jul 06 10:38:39 2022 +0000
+++ b/macros.xml	Fri Aug 05 17:25:45 2022 +0000
@@ -81,6 +81,16 @@
 Changelog/News
 --------------
 
+
+2.1.0
+  | Adds support for sirius to match fragments with their formula
+  | Adds support for PDF generation from galaxy
+  | Fix: default RA threshold, that was too high (0.5 -> 0.05)
+  | Fix: default mz decimal number (0 -> 3)
+  | Fix: mz decimal: rounded values were used instead of original one in
+    some computing ; rounded values are still output.
+  | Fix: missing session info is now display when launched from galaxy.
+
 2.0.0
   | This version is motivated by a strengthening of the quality of the
     input files.
@@ -125,49 +135,47 @@
 
   </token>
 
-  <token name="@TOOL_VERSION@">2.0.0</token>
+  <token name="@TOOL_VERSION@">2.1.0</token>
   <token name="@VERSION_SUFFIX@">0</token>
 
   <xml name="has_smol_stdout">
-    <has_line line="processing  2-diethylamino-6-methyl pyrimidin-4-ol one " />
-    <has_line line="processing  5-hydroxy-thiabendazole " />
-    <has_line line="processing  Tylosin " />
+    <has_line line="processing 2-diethylamino-6-methyl pyrimidin-4-ol one" />
   </xml>
 
   <xml name="has_regular_stdout">
-    <has_line line="processing  2-diethylamino-6-methyl pyrimidin-4-ol one " />
-    <has_line line="processing  5-hydroxy-thiabendazole " />
-    <has_line line="processing  acetamiprid-N-desmethyl " />
-    <has_line line="processing  Acetochlor " />
-    <has_line line="processing  Avermectin B1a (Abamectin) " />
-    <has_line line="processing  Benzophenone-3 (Oxybenzone) " />
-    <has_line line="processing  Butocarboxim " />
-    <has_line line="processing  Carbendazim " />
-    <has_line line="processing  Cefoperazone " />
-    <has_line line="processing  Chlorfenvinphos " />
-    <has_line line="processing  Chlormequat " />
-    <has_line line="processing  Desisopropylatrazine " />
-    <has_line line="processing  Dichlorvos " />
-    <has_line line="processing  Dimethyldithiophosphate " />
-    <has_line line="processing  Emamectin B1a " />
-    <has_line line="processing  Fluopyram " />
-    <has_line line="processing  Hydroxy-tebuconazole " />
-    <has_line line="processing  Isoproturon " />
-    <has_line line="processing  Ivermectin B1a  " />
-    <has_line line="processing  Malathion dicarboxilic acid " />
-    <has_line line="processing  Methamidophos " />
-    <has_line line="processing  Metolachlor " />
-    <has_line line="processing  N,N-diethyl-m-toluamide ou DEET " />
-    <has_line line="processing  Nigericin " />
-    <has_line line="processing  Omethoate " />
-    <has_line line="processing  Prochloraz " />
-    <has_line line="processing  p-Toluenesulfonamide " />
-    <has_line line="processing  Rifaximin " />
-    <has_line line="processing  Spinosad A (Spinosyn A) " />
-    <has_line line="processing  TCMTB " />
-    <has_line line="processing  Trichlorfon (Dylox) " />
-    <has_line line="processing  Tylosin " />
-    <has_line line=" non detected in precursor file " min="6" />
+    <has_line line="processing 2-diethylamino-6-methyl pyrimidin-4-ol one" />
+    <has_line line="processing 5-hydroxy-thiabendazole" />
+    <has_line line="processing acetamiprid-N-desmethyl" />
+    <has_line line="processing Acetochlor" />
+    <has_line line="processing Avermectin B1a (Abamectin)" />
+    <has_line line="processing Benzophenone-3 (Oxybenzone)" />
+    <has_line line="processing Butocarboxim" />
+    <has_line line="processing Carbendazim" />
+    <has_line line="processing Cefoperazone" />
+    <has_line line="processing Chlorfenvinphos" />
+    <has_line line="processing Chlormequat" />
+    <has_line line="processing Desisopropylatrazine" />
+    <has_line line="processing Dichlorvos" />
+    <has_line line="processing Dimethyldithiophosphate" />
+    <has_line line="processing Emamectin B1a" />
+    <has_line line="processing Fluopyram" />
+    <has_line line="processing Hydroxy-tebuconazole" />
+    <has_line line="processing Isoproturon" />
+    <has_line line="processing Ivermectin B1a " />
+    <has_line line="processing Malathion dicarboxilic acid" />
+    <has_line line="processing Methamidophos" />
+    <has_line line="processing Metolachlor" />
+    <has_line line="processing N,N-diethyl-m-toluamide ou DEET" />
+    <has_line line="processing Nigericin" />
+    <has_line line="processing Omethoate" />
+    <has_line line="processing Prochloraz" />
+    <has_line line="processing p-Toluenesulfonamide" />
+    <has_line line="processing Rifaximin" />
+    <has_line line="processing Spinosad A (Spinosyn A)" />
+    <has_line line="processing TCMTB" />
+    <has_line line="processing Trichlorfon (Dylox)" />
+    <has_line line="processing Tylosin" />
+    <has_line line="> non detected in precursor file" min="6" />
   </xml>
 
   <xml name="has_not_debug_stdout">
@@ -178,81 +186,51 @@
 
   <xml name="has_debug_stdout">
     <has_line line="   acquisitionNum     mz68      mz71      mz74     mz81    mz82     mz83" />
-    <has_line line="   acquisitionNum     mz67     mz71     mz84     mz85     mz86     mz87" />
-    <!-- 
-    <has_line line="   acquisitionNum     mz63     mz67     mz71     mz73      mz77     mz79" />
-    <has_line line="   acquisitionNum     mz79     mz81     mz84     mz86     mz88      mz90" />
-    <has_line line="   acquisitionNum     mz67      mz69     mz71     mz72     mz73     mz75" />
-    <has_line line="   acquisitionNum     mz99    mz100   mz109    mz132    mz135    mz142    mz145" />
-    <has_line line="   acquisitionNum    mz105     mz109     mz111    mz112    mz114    mz115" />
-    <has_line line="   acquisitionNum     mz105    mz109    mz111    mz116     mz119    mz125" />
-    <has_line line="   acquisitionNum      mz79     mz91     mz92     mz94    mz103     mz104" />
-    <has_line line="   acquisitionNum     mz61     mz73     mz76     mz79     mz91      mz92" />
-    <has_line line="   acquisitionNum     mz67    mz72      mz73     mz76       mz77     mz78" />
-    <has_line line="   acquisitionNum    mz123    mz124     mz125    mz127       mz130    mz131" />
-    <has_line line="   acquisitionNum      mz96     mz97     mz99    mz100    mz101   mz103" />
-    <has_line line="   acquisitionNum     mz69      mz72      mz73   mz79     mz81     mz85" />
-    <has_line line="   acquisitionNum     mz82      mz83      mz85     mz87     mz91     mz94" />
-    <has_line line="   acquisitionNum     mz60     mz68     mz69      mz71      mz78      mz81" />
-    <has_line line="   acquisitionNum     mz84     mz86     mz87     mz88     mz89     mz91" />
-    <has_line line="   acquisitionNum     mz86      mz95     mz97     mz105     mz106     mz107" />
-    <has_line line="   acquisitionNum      mz72      mz91     mz99     mz100    mz105    mz109" />
-    <has_line line="   acquisitionNum    mz216    mz225     mz229    mz245    mz247    mz249" />
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+    <has_line line=">> fragments: 84 86 87 88 89 91 93 95 97 98 99 100 103 105 106 107 108 109 110 111 112 114 119 120 121 122 123 124 125 126 127 130 131 134 135 136 137 138 139 140 141 142 143 145 146 148 150 152 153 154 155 156 158 159 160 161 162 165 166 168 169 170 171 172 173 174 176 177 178 179 180 181 182 183 184 185 186 187 188 190 191 192 193 194 195 196 197 198 199 200 202 204 205 206 207 208 209 210 211 212 213 214 215 216 217 219 220 221 222 223 224 225 226 227 228 229 230 231 232 234 237 238 239 240 241 242 243 244 245 246 248 249 251 252 253 254 256 257 261 262 263 264 265 266 267 268 269 270 273 274 275 276 277 284 285 287" />
+    <has_line line=">> fragments: 86 95 97 105 106 107 110 120 122 124 125 126 129 132 133 134 135 138 142 144 146 147 148 149 150 152 153 154 155 156 159 162 164 166 168 170 171 172 174 176 177 178 180 181 184 186 187 191 193 194 196 197 202 206 210 211 212 213 214 218 220 222 223 224 225 226 227 228 230 232 233 234 235 236 237 238 239 240 241 242 246 248 249 251 252 253 254 255 256 258 260 264 265 266 267 268 269 270 272 275 276 284 285" />
+    <has_line line=">> fragments: 72 91 99 100 105 109 116 119 120 121 122 124 127 128 131 132 133 134 136 139 146 147 148 149 150 151 152 156 158 159 160 161 162 163 164 171 174 175 176 177 178 182 183 192 193 201" />
+    <has_line line=">> fragments: 216 225 229 245 247 249 254 255 261 262 263 264 265 267 269 271 272 273 276 279 280 282 284 285 287 290 293 294 295 299 301 302 303 305 307 310 311 313 314 315 316 317 318 321 322 323 324 325 327 328 330 333 336 337 339 341 342 343 345 346 347 349 350 353 354 355 356 357 358 359 360 361 363 365 367 369 371 372 373 374 375 376 377 378 380 381 383 385 386 387 389 390 391 393 394 396 397 399 400 401 403 405 407 408 409 410 413 415 416 417 418 419 420 421 422 423 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 441 442 443 447 448 449 450 451 452 453 455 456 457 458 460 461 464 465 466 467 469 470 471 472 473 474 475 476 477 478 479 481 482 483 484 485 486 487 489 491 492 493 494 495 497 498 499 500 501 502 503 505 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 595 596 597 598 599 600 601 602 603 604 605 606 607 608 610 611 612 613 614 615 616 617 618 619 620 621 623 624 625 626 627 628 629 630 631 633 634 635 636 638 639 640 641 642 643 644 645 646 647 649 650 651 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 724 725 726 727 729 730 731 732 733 736 737 738 739 740 741 742 746 747 748 749 750 751 752 753 754 755 757" />
+    <has_line line=">> fragments: 61 70 71 72 77 81 82 83 84 85 87 88 95 97 98 99 104 105 109 110 112 115 116 118 120 122 124 125 126 127 129 130 133 136 140 141 142 143 145 150 151 153 154 155 156 157 158 163 164 168 169 170 171 172 173 174 176 177 178 181 182 183 184 185 186 187 189 190 191 194 196 197 199 200 201 206 213 214 215" />
+    <has_line line=">> fragments: 112 121 133 134 135 136 137 139 140 141 142 143 145 149 151 152 153 154 155 156 158 161 163 164 166 169 170 172 173 174 175 176 177 178 180 181 184 185 186 187 188 189 191 192 193 194 195 197 199 200 201 202 203 204 205 206 207 208 209 210 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 238 240 242 243 244 245 246 247 248 250 251 252 253 254 255 256 257 258 260 261 262 263 264 265 266 268 270 271 272 273 274 276 277 278 280 282 283 284 285 286 287 288 289 290 291 293 294 295 296 297 298 299 300 301 302 303 304 306 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 325 326 327 328 330 331 332 333 334 335 336 338 339 340 341 342 343 344 345 346 348 349 350 351 352 353 354 356 357 358 359 360 361 362 365 366 367 368 369 370 374 376 377 384" />
+    <has_line line=">> fragments: 115 116 119 120 127 135 136 140 143 148 153 159 162 163 164 166 168 171 172 174 175 177 180 181 184 189 190 191 194 195 199 200 201 202 206 208 209 211 213 214 217 218 221 222 223 224 225 226 227 228 230 232 233 234 235 236 238 239 240 242 243 244 245 246 247 248 249 250 251 252 254 255 256 258 259 260 261 263 264 265 266 268 272 273 274 275 276 278 280 282 286 287 288 289 291 292 293 294 296 297 298 299 300 301 302 303 304 308 309 310 312 314 315 316 317 318 320 322 326 328 330 331 332 333 334 337 338 340 341 342 343 344 345 346 347 348 352 353 354 358 359 360 361 362 367 375 376" />
+    <has_line line=">> fragments: 86 90 91 94 99 100 101 106 111 112 113 114 116 126 128 129 130 131 134 136 138 139 140 141 142 143 144 146 152 154 155 156 157 158 168 170 172 173" />
+    <has_line line=">> fragments: 219 221 223 225 226 227 229 230 231 233 234 242 243 249 250 251 253 255 265 269 270 271 275 276 279 280 285 286 287 289 291 292 297 301 303 305 307 308 312 313 315 316 318 319 329 332 333 334 344 345 346 347 348 349 357 360 361 362 363 365 366 372 373 376 377 378 385 386 387 388 389 390 394 395 397 398 399 400 401 403 404 408 409 411 412 414 418 419 427 438 439 440 441 442 443 444 445 447 448 454 455 456 457 458 464 466 467 469 478 479 480 482 483 484 486 487 494 495 496 498 501 502 504 505 506 508 509 511 512 513 514 515 516 518 524 525 526 529 531 534 536 537 538 539 540 542 543 546 550 551 552 553 554 555 559 561 564 567 570 571 572 581 582 584 585 586 591 592 593 596 597 598 601 602 604 606 607 609 611 612 613 614 615 617 618 619 621 622 623 624 625 626 627 628 632 636 638 639 640 641 642 643 644 645 646 648 649 650 651 652 653 654 655 656 657 658 659 661 663 665 666 667 669 670 671 672 673 674 675 676 677 678 679 680 682 684 685 686 688 689 690 691 692 694 695 696 698 699 700 701 702 703 704 706 708 709 710 712 713 714 716 718 719 720 722 724 725 726 727 728 729 730 731 732 733 735 736 737 739 740 741 742 743 744 745 747 748 750 751 752 753 754 755 756 758 760 765 766 768 769 770 771 773 774 775 776 777 778 780 784 786 787 788 796" />
+    <has_line line=">> fragments: 230 233 241 243 255 260 261 266 267 269 285 295 301 309 310 318 321 326 327 332 339 345 362 371 372 373 375 377 395 400 406 408 411 412 416 418 424 425 439 440 446 449 452 457 459 468 473 474 482 486 489 490 491 494 499 500 501 503 506 507 508 509 510 511 514 516 519 522 523 525 538 539 541 543 545 546 551 552 556 557 560 564 565 568 570 572 573 580 582 584 585 586 588 590 592 600 602 604 606 607 608 609 612 615 618 623 624 628 636 637 638 639 641 642 643 647 649 650 652 655 659 663 670 671 672 673 674 679 680 682 683 684 685 686 688 690 691 692 693 696 699 700 701 702 705 706 707 709 711 712 714 715 716 717 718 723 724 726 728 729 730 731 732 733 738 742" />
+    <has_line line=">> fragments: 75 81 89 91 93 95 97 99 105 106 107 109 110 111 113 115 119 121 123 125 127 129 133 135 136 137 139 141 149 151 153 155 156 157 158 159 161 163 164 165 166 167 168 169 171 173 175 177 179 180 181 183 185 189 191 193 194 195 196 197 198 203 205 206 207 209 211 212 218 219 221 222 223 225 227 229 238 239 240 241" />
+    <has_line line=">> fragments: 69 72 75 80 81 83 86 89 91 93 94 95 96 97 98 99 100 103 104 105 107 109 110 111 113 114 115 116 117 118 119 121 122 123 124 125 127 128 129 131 132 133 134 135 136 137 138 139 140 141 142 143 145 146 147 149 150 151 152 153 154 155 157 158 159 160 161 163 164 165 166 167 168 169 170 171 173 175 177 178 179 180 181 182 183 185 187 189 191 192 193 194 195 196 197 198 199 201 202 203 204 205 206 207 208 209 211 212 213 214 217 218 219 221 222 223 224 225 227 229 230 231 237 239 240 241 247" />
+    <has_line line=">> fragments: 77 79 81 82 83 85 88 89 91 92 93 95 96 97 99 101 103 105 106 107 108 109 110 111 113 114 115 117 118 119 121 125 127 129 131 133 135 137 138 139 140 141 142 143 145 147 148 149 153 154 155 156 159 161 163 165 167 169 171 172 173 174 175 177 178 179 181 183 184 185 186 187 191 193 195 196 197 198 199 200 201 203 205 209 211 212 213 214 215 219 221 222 224 225 226 227 228 229 236 239 240 241 243 248 256 257 258" />
   </xml>
 
 </macros>
\ No newline at end of file
--- a/planemo_retest.sh	Wed Jul 06 10:38:39 2022 +0000
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,5 +0,0 @@
-#!/bin/sh
-
-export TEST_FLAGS=--failed
-
-./planemo_test.sh ;
--- a/test-data/compound_fragments_result.txt	Wed Jul 06 10:38:39 2022 +0000
+++ b/test-data/compound_fragments_result.txt	Fri Aug 05 17:25:45 2022 +0000
@@ -1,1385 +1,743 @@
-"compoundName"	"inchikey"	"elemcomposition"	"fileid"	"fragments_mz"	"CorWithPrecursor"	"AbsoluteIntensity"	"relativeIntensity"	"corValid"
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	84	0.601436519480403	406.383798606	0.00344160476662782	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	123	-0.167860259307508	295.871994004	0.00250569650751035	FALSE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	126	0.907929868611774	430.137959956	0.00364277527394095	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	137	0.676403388268515	430.806630151	0.00364843814371653	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	146	-0.125051837812104	538.358772757	0.00455928145962519	FALSE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	148	0.1558553290912	143.310915941	0.00121367912083162	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	149	-0.276972713799663	617.416199707	0.00522880720932724	FALSE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	150	-0.410733329402461	5080.527405	0.0430262411887723	FALSE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	151	-0.243340932574313	218.539256565	0.00185077690023418	FALSE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	154	0.991757449276389	16836.882397703	0.14258908675458	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	164	0.146040591250743	1829.10214243	0.0154903976822645	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	180	0.39213526382476	209.753137589	0.00177636854770712	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	182	1	118079.7407496	1	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	84	0.601436519480403	406.383798606	0.00344160476662782	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	123	-0.167860259307508	295.871994004	0.00250569650751035	FALSE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	126	0.907929868611774	430.137959956	0.00364277527394095	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	137	0.676403388268515	430.806630151	0.00364843814371653	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	146	-0.125051837812104	538.358772757	0.00455928145962519	FALSE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	148	0.1558553290912	143.310915941	0.00121367912083162	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	149	-0.276972713799663	617.416199707	0.00522880720932724	FALSE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	150	-0.410733329402461	5080.527405	0.0430262411887723	FALSE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	151	-0.243340932574313	218.539256565	0.00185077690023418	FALSE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	154	0.991757449276389	16836.882397703	0.14258908675458	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	164	0.146040591250743	1829.10214243	0.0154903976822645	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	180	0.39213526382476	209.753137589	0.00177636854770712	TRUE
-"2-diethylamino-6-methyl pyrimidin-4-ol one"	NA	NA	"7"	182	1	118079.7407496	1	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	132	0.710501933879621	105.532976149	6.84594522892331e-05	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	144	0.276479394498518	203.085251814	0.00013174180824369	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	146	0.604633971720309	166.134730821	0.000107771931516144	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	156	0.191791879044897	459.381193152	0.000298001496998986	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	158	-0.331971393756239	13878.1056368	0.00900275482959977	FALSE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	160	0.77523958114776	386.949028017	0.000251014606889261	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	162	-0.476769537229124	213.45186329	0.000138466649801652	FALSE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	172	0.593280623618274	794.89456843	0.000515649693282338	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	173	0.89953946593837	207.738348006	0.000134760281031794	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	174	0.150820546879602	1525.52666664	0.000989612193854381	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	175	0.646696639290413	163.18886233	0.000105860940745588	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	176	0.506660895270366	1125.51529793	0.000730124020482966	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	177	-0.349150043770229	185.412219041	0.000120277276605531	FALSE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	186	-0.386785516946622	13148.1585083	0.00852923667024592	FALSE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	188	-0.333885650073135	540.530680192	0.000350643331229711	FALSE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	190	0.710817170481525	358.462937357	0.000232535623015143	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	191	0.943541098312933	285.348824959	0.000185106352354628	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	200	0.285023586376285	2249.33108917	0.00145914556758363	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	204	0.272327432166324	220.729373931	0.000143187585481591	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	218	1	1541539.884122	1	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	219	0.989745977797565	55751.12976688	0.0361658691683048	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	132	0.710501933879621	105.532976149	6.84594522892331e-05	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	144	0.276479394498518	203.085251814	0.00013174180824369	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	146	0.604633971720309	166.134730821	0.000107771931516144	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	156	0.191791879044897	459.381193152	0.000298001496998986	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	158	-0.331971393756239	13878.1056368	0.00900275482959977	FALSE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	160	0.77523958114776	386.949028017	0.000251014606889261	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	162	-0.476769537229124	213.45186329	0.000138466649801652	FALSE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	172	0.593280623618274	794.89456843	0.000515649693282338	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	173	0.89953946593837	207.738348006	0.000134760281031794	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	174	0.150820546879602	1525.52666664	0.000989612193854381	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	175	0.646696639290413	163.18886233	0.000105860940745588	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	176	0.506660895270366	1125.51529793	0.000730124020482966	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	177	-0.349150043770229	185.412219041	0.000120277276605531	FALSE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	186	-0.386785516946622	13148.1585083	0.00852923667024592	FALSE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	188	-0.333885650073135	540.530680192	0.000350643331229711	FALSE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	190	0.710817170481525	358.462937357	0.000232535623015143	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	191	0.943541098312933	285.348824959	0.000185106352354628	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	200	0.285023586376285	2249.33108917	0.00145914556758363	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	204	0.272327432166324	220.729373931	0.000143187585481591	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	218	1	1541539.884122	1	TRUE
-"5-hydroxy-thiabendazole"	NA	NA	"1"	219	0.989745977797565	55751.12976688	0.0361658691683048	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	99	0.667400010170284	282.404261107	0.000748607853773036	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	107	0.644182822419527	250.776102526	0.000664766739544435	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	121	0.468461643454679	182.548945409	0.000483907621278365	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	126	0.99471830230169	148406.8197	0.393402388283387	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	127	0.685580673617811	301.425851346	0.000799031001739535	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	131	0.71686560485514	235.917765632	0.00062537970037848	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	132	0.825023006886452	3437.337815361	0.00911182456866446	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	133	0.609229728784487	1059.475870153	0.00280849854804084	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	135	-0.0630703589928776	1620.073705625	0.00429455240855075	FALSE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	139	0.388512588178974	560.54565096	0.00148591552783965	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	141	0.971318347491603	11361.06560494	0.0301163406874599	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	146	0.677368485127156	744.749183894	0.00197420919205914	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	147	0.814646347538386	171.753984928	0.00045529193337915	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	149	-0.156704527239734	1569.49830252	0.00416048522477764	FALSE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	151	0.451637386634768	547.910546303	0.00145242191643876	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	153	0.307104196288287	353.766232977	0.00093777685707774	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	156	0.486407391413412	347.237878558	0.000920471249254685	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	159	0.161971228755214	544.50952719	0.00144340636685447	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	163	-0.0146119879123163	804.357781409	0.00213222190786309	FALSE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	165	0.907832718528441	5504.73675146	0.0145921635493123	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	167	0.967321684550227	14122.07723917	0.0374353343373474	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	168	0.977465016016083	20360.7667386	0.0539730874796597	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	173	0.825972891702218	4449.28006372	0.0117943192014181	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	174	0.438640287775404	357.580513016	0.00094788789429259	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	175	-0.153796105444945	275.919033053	0.000731416566942933	FALSE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	177	-0.495623187250053	34391.2702636	0.0911656747658185	FALSE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	179	0.00427133435060827	165.392969587	0.000438429914287877	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	180	0.855262507886083	2962.451229122	0.00785297731644369	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	181	0.514902430711196	334.53332619	0.000886793543245312	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	182	0.983758938668445	16217.3405395	0.0429895372243752	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	191	0.248678055177222	2196.72544869	0.00582316257207377	TRUE
-"acetamiprid-N-desmethyl"	NA	NA	"2"	192	0.98871539868282	29705.473639	0.0787443885550213	TRUE
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-"Chlorfenvinphos"	NA	NA	"6"	299	0.0846894086356431	4075.071828875	0.054769833016409	TRUE
-"Chlorfenvinphos"	NA	NA	"6"	301	0.659557765349154	184.163766389	0.00247520023115349	TRUE
-"Chlorfenvinphos"	NA	NA	"6"	303	0.432503000199826	558.96223402	0.00751257143563184	TRUE
-"Chlorfenvinphos"	NA	NA	"6"	315	-0.531353518553151	228.835577496	0.00307559888364704	FALSE
-"Chlorfenvinphos"	NA	NA	"6"	317	0.102388860009693	371.096517574	0.00498761620751847	TRUE
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-"Chlorfenvinphos"	NA	NA	"6"	331	0.927142862540353	10942.34945269	0.147067506414108	TRUE
-"Chlorfenvinphos"	NA	NA	"6"	341	0.27843013514813	681.509114277	0.0091596275981267	TRUE
-"Chlorfenvinphos"	NA	NA	"6"	359	1	70775.23458992	0.951234221865785	TRUE
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-"Desisopropylatrazine"	NA	NA	"1"	130	0.263395383425939	3994.6477049	0.00800317316208218	TRUE
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-"Desisopropylatrazine"	NA	NA	"1"	130	0.263395383425939	3994.6477049	0.00800317316208218	TRUE
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-"Dichlorvos"	NA	NA	"8"	105	0.421334905224525	170.538307904	0.000372163951715189	TRUE
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-"Dichlorvos"	NA	NA	"8"	111	0.669971084873578	362.689319128	0.000791493078068717	TRUE
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-"Dichlorvos"	NA	NA	"8"	119	0.352320220252662	842.015996927	0.00183752263450484	TRUE
-"Dichlorvos"	NA	NA	"8"	121	0.347913703205373	778.073791986	0.00169798223466916	TRUE
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-"Dichlorvos"	NA	NA	"8"	127	0.948284758535013	7147.09441171	0.0155970287980156	TRUE
-"Dichlorvos"	NA	NA	"8"	133	0.111433255667834	852.743870701	0.00186093396036062	TRUE
-"Dichlorvos"	NA	NA	"8"	135	0.0748728027193132	220.929068083	0.000482131176490902	TRUE
-"Dichlorvos"	NA	NA	"8"	137	0.453769927098964	505.667025571	0.00110351181972854	TRUE
-"Dichlorvos"	NA	NA	"8"	139	0.467524552074558	137.935647968	0.000301015510597557	TRUE
-"Dichlorvos"	NA	NA	"8"	143	0.278796612798532	266.444155698	0.000581458272424074	TRUE
-"Dichlorvos"	NA	NA	"8"	145	0.994170372012309	44316.40897363	0.0967112321692371	TRUE
-"Dichlorvos"	NA	NA	"8"	146	0.346301417994264	207.562618724	0.000452961714948885	TRUE
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-"Dichlorvos"	NA	NA	"8"	175	0.149156761794573	7231.4122008	0.015781034620363	TRUE
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-"Dichlorvos"	NA	NA	"8"	95	0.23830151975066	167.451852342	0.000365428412276191	TRUE
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-"Dichlorvos"	NA	NA	"8"	111	0.669971084873578	362.689319128	0.000791493078068717	TRUE
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-"Dichlorvos"	NA	NA	"8"	121	0.347913703205373	778.073791986	0.00169798223466916	TRUE
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-"Dichlorvos"	NA	NA	"8"	133	0.111433255667834	852.743870701	0.00186093396036062	TRUE
-"Dichlorvos"	NA	NA	"8"	135	0.0748728027193132	220.929068083	0.000482131176490902	TRUE
-"Dichlorvos"	NA	NA	"8"	137	0.453769927098964	505.667025571	0.00110351181972854	TRUE
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-"Dichlorvos"	NA	NA	"8"	175	0.149156761794573	7231.4122008	0.015781034620363	TRUE
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-"Dichlorvos"	NA	NA	"8"	178	0.493220332481887	482.049106835	0.00105197068462459	TRUE
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-"Dichlorvos"	NA	NA	"8"	185	0.0918293472268129	668.89163876	0.00145971517255995	TRUE
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-"Malathion dicarboxilic acid"	NA	NA	"5"	133	-0.00480587756063445	106.381536014	0.00529688885696561	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	135	-0.090209154235706	265.367501262	0.0132130274961485	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	143	-0.131857430656449	2027.15360119	0.100934877647263	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	145	-0.00327881805976476	340.208190446	0.0169394524702548	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	155	-0.103996527690727	89.39838505	0.00445127347606401	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	157	0.0930278278084389	283.279369826	0.014104885054885	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	159	-0.0612368257690917	11570.4075283	0.576107142306516	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	171	-0.19710660695736	343.725625045	0.0171145905706306	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	173	0.0378284550947032	276.705667733	0.0137775710239911	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	174	-0.540544488822746	145.849533325	0.00726205690206577	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	175	0.184070758387235	1172.409335654	0.0583759379542223	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	177	-0.140789116062933	180.05658699	0.00896527503724966	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	183	-0.260101643573225	92.657263754	0.00461353770856342	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	185	0.435155306012117	212.018755439	0.0105567171262197	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	187	-0.0466843753550633	941.066299451	0.0468570372453718	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	189	-0.395771460619492	146.580297463	0.00729844269385517	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	190	-0.103737669048405	148.989129555	0.0074183818895511	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	193	-0.153009009646862	1596.369196382	0.0794855058946147	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	197	-0.244011968974358	179.884572989	0.00895671021407378	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	199	0.150914124088504	276.667024113	0.0137756469028716	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	201	-0.10556131251179	239.864170096	0.0119431801548682	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	203	-0.0442733202671276	1407.858670707	0.0700992971568763	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	205	-0.206299059029665	130.40357304	0.00649298044402344	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	213	0.034041946036616	282.143243319	0.0140483156908721	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	215	-0.0174569064315414	4632.372268515	0.23065244185969	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	216	0.11460473836849	152.968408575	0.00761651588431708	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	217	-0.0749466491463488	149.235903278	0.00743066910622917	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	219	-0.229702200918307	275.246332175	0.0137049086189782	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	229	-0.0736331507746074	508.844859597	0.0253361134621037	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	231	-0.398924747325029	548.515546309	0.027311373702427	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	233	-0.0593443075085707	5883.46527449	0.292946152316215	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	239	-0.250539714331339	289.00519777	0.0143899822190159	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	243	-0.0531886469417714	3332.41069708	0.165925495622409	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	245	-0.230543139716182	369.79291249	0.0184125181017819	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	247	-0.0791167715438849	453.035788533	0.0225572999789294	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	257	0.106470337603423	20083.7772675	1	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	261	0.355868386838636	138.486630433	0.00689544743443765	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	275	1	7538.973325	0.375376266356017	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	99	0.0390122357382497	146.313006405	0.00728513388971739	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	101	-0.00307888841729598	435.762945656	0.0216972604232751	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	105	0.592401757892981	89.451040273	0.00445389525494049	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	111	0.238541386362055	129.625732421	0.00645425064690212	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	113	-0.181700362244182	214.697242755	0.0106900828412605	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	115	-0.231992590984375	169.733005041	0.00845124912412097	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	125	-0.250900317999769	976.859200016	0.0486392169662613	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	127	-0.120496404762161	251.457530026	0.0125204301300888	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	133	-0.00480587756063445	106.381536014	0.00529688885696561	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	135	-0.090209154235706	265.367501262	0.0132130274961485	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	143	-0.131857430656449	2027.15360119	0.100934877647263	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	145	-0.00327881805976476	340.208190446	0.0169394524702548	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	155	-0.103996527690727	89.39838505	0.00445127347606401	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	157	0.0930278278084389	283.279369826	0.014104885054885	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	159	-0.0612368257690917	11570.4075283	0.576107142306516	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	171	-0.19710660695736	343.725625045	0.0171145905706306	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	173	0.0378284550947032	276.705667733	0.0137775710239911	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	174	-0.540544488822746	145.849533325	0.00726205690206577	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	175	0.184070758387235	1172.409335654	0.0583759379542223	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	177	-0.140789116062933	180.05658699	0.00896527503724966	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	183	-0.260101643573225	92.657263754	0.00461353770856342	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	185	0.435155306012117	212.018755439	0.0105567171262197	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	187	-0.0466843753550633	941.066299451	0.0468570372453718	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	189	-0.395771460619492	146.580297463	0.00729844269385517	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	190	-0.103737669048405	148.989129555	0.0074183818895511	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	193	-0.153009009646862	1596.369196382	0.0794855058946147	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	197	-0.244011968974358	179.884572989	0.00895671021407378	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	199	0.150914124088504	276.667024113	0.0137756469028716	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	201	-0.10556131251179	239.864170096	0.0119431801548682	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	203	-0.0442733202671276	1407.858670707	0.0700992971568763	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	205	-0.206299059029665	130.40357304	0.00649298044402344	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	213	0.034041946036616	282.143243319	0.0140483156908721	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	215	-0.0174569064315414	4632.372268515	0.23065244185969	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	216	0.11460473836849	152.968408575	0.00761651588431708	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	217	-0.0749466491463488	149.235903278	0.00743066910622917	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	219	-0.229702200918307	275.246332175	0.0137049086189782	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	229	-0.0736331507746074	508.844859597	0.0253361134621037	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	231	-0.398924747325029	548.515546309	0.027311373702427	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	233	-0.0593443075085707	5883.46527449	0.292946152316215	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	239	-0.250539714331339	289.00519777	0.0143899822190159	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	243	-0.0531886469417714	3332.41069708	0.165925495622409	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	245	-0.230543139716182	369.79291249	0.0184125181017819	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	247	-0.0791167715438849	453.035788533	0.0225572999789294	FALSE
-"Malathion dicarboxilic acid"	NA	NA	"5"	257	0.106470337603423	20083.7772675	1	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	261	0.355868386838636	138.486630433	0.00689544743443765	TRUE
-"Malathion dicarboxilic acid"	NA	NA	"5"	275	1	7538.973325	0.375376266356017	TRUE
-"Methamidophos"	NA	NA	"10"	94	0.976908842717177	9354.73397623	0.0482149771671354	TRUE
-"Methamidophos"	NA	NA	"10"	100	0.513584871583348	164.780854231	0.000849292469942643	TRUE
-"Methamidophos"	NA	NA	"10"	110	0.284212959905891	434.336410282	0.0022386013496283	TRUE
-"Methamidophos"	NA	NA	"10"	112	0.703154152581651	915.166019881	0.00471683201946947	TRUE
-"Methamidophos"	NA	NA	"10"	114	-0.0808744594898649	205.122636803	0.00105721694225077	FALSE
-"Methamidophos"	NA	NA	"10"	124	-0.178837358040908	522.942952646	0.00269528589328229	FALSE
-"Methamidophos"	NA	NA	"10"	125	0.944616104231969	4800.928386691	0.0247443329904978	TRUE
-"Methamidophos"	NA	NA	"10"	142	1	194021.3295923	1	TRUE
-"Methamidophos"	NA	NA	"10"	143	0.462998313752461	215.166582594	0.0011089841670817	TRUE
-"Methamidophos"	NA	NA	"10"	94	0.976908842717177	9354.73397623	0.0482149771671354	TRUE
-"Methamidophos"	NA	NA	"10"	100	0.513584871583348	164.780854231	0.000849292469942643	TRUE
-"Methamidophos"	NA	NA	"10"	110	0.284212959905891	434.336410282	0.0022386013496283	TRUE
-"Methamidophos"	NA	NA	"10"	112	0.703154152581651	915.166019881	0.00471683201946947	TRUE
-"Methamidophos"	NA	NA	"10"	114	-0.0808744594898649	205.122636803	0.00105721694225077	FALSE
-"Methamidophos"	NA	NA	"10"	124	-0.178837358040908	522.942952646	0.00269528589328229	FALSE
-"Methamidophos"	NA	NA	"10"	125	0.944616104231969	4800.928386691	0.0247443329904978	TRUE
-"Methamidophos"	NA	NA	"10"	142	1	194021.3295923	1	TRUE
-"Methamidophos"	NA	NA	"10"	143	0.462998313752461	215.166582594	0.0011089841670817	TRUE
-"Metolachlor"	NA	NA	"2"	176	0.791796112912307	995.27586705	0.00140948787866654	TRUE
-"Metolachlor"	NA	NA	"2"	196	0.390316117761383	165.330739505	0.000234137771263337	TRUE
-"Metolachlor"	NA	NA	"2"	212	0.793947617278503	3303.57566825	0.00467845148748308	TRUE
-"Metolachlor"	NA	NA	"2"	220	0.784265545338331	134.73387814	0.000190807166506454	TRUE
-"Metolachlor"	NA	NA	"2"	222	0.837765555939223	149.329081531	0.000211476573800797	TRUE
-"Metolachlor"	NA	NA	"2"	224	0.333881608192525	1240.410666011	0.0017566424106045	TRUE
-"Metolachlor"	NA	NA	"2"	238	0.0957538782410419	278.464510935	0.000394355339856714	TRUE
-"Metolachlor"	NA	NA	"2"	240	0.702714684679668	309.572997085	0.000438410496425569	TRUE
-"Metolachlor"	NA	NA	"2"	241	0.310895385493475	198.540365455	0.000281168515985718	TRUE
-"Metolachlor"	NA	NA	"2"	243	0.131240121206885	350.776814924	0.000496762440566436	TRUE
-"Metolachlor"	NA	NA	"2"	248	0.61859332075056	330.1702237165	0.000467579837542316	TRUE
-"Metolachlor"	NA	NA	"2"	252	0.917041451436126	706125.8788487	1	TRUE
-"Metolachlor"	NA	NA	"2"	253	0.855704337813672	610.27153687	0.000864253180842224	TRUE
-"Metolachlor"	NA	NA	"2"	256	0.912087870841402	160.856989391	0.000227802144361666	TRUE
-"Metolachlor"	NA	NA	"2"	266	-0.228646021214337	2686.12464523	0.00380403087564158	FALSE
-"Metolachlor"	NA	NA	"2"	267	-0.172706372060116	90.919785974	0.000128758609048913	FALSE
-"Metolachlor"	NA	NA	"2"	284	1	27717.1231987	0.0392523826543382	TRUE
-"Metolachlor"	NA	NA	"2"	285	0.516690728602645	786.727229625	0.00111414586717558	TRUE
-"Metolachlor"	NA	NA	"2"	176	0.791796112912307	995.27586705	0.00140948787866654	TRUE
-"Metolachlor"	NA	NA	"2"	196	0.390316117761383	165.330739505	0.000234137771263337	TRUE
-"Metolachlor"	NA	NA	"2"	212	0.793947617278503	3303.57566825	0.00467845148748308	TRUE
-"Metolachlor"	NA	NA	"2"	220	0.784265545338331	134.73387814	0.000190807166506454	TRUE
-"Metolachlor"	NA	NA	"2"	222	0.837765555939223	149.329081531	0.000211476573800797	TRUE
-"Metolachlor"	NA	NA	"2"	224	0.333881608192525	1240.410666011	0.0017566424106045	TRUE
-"Metolachlor"	NA	NA	"2"	238	0.0957538782410419	278.464510935	0.000394355339856714	TRUE
-"Metolachlor"	NA	NA	"2"	240	0.702714684679668	309.572997085	0.000438410496425569	TRUE
-"Metolachlor"	NA	NA	"2"	241	0.310895385493475	198.540365455	0.000281168515985718	TRUE
-"Metolachlor"	NA	NA	"2"	243	0.131240121206885	350.776814924	0.000496762440566436	TRUE
-"Metolachlor"	NA	NA	"2"	248	0.61859332075056	330.1702237165	0.000467579837542316	TRUE
-"Metolachlor"	NA	NA	"2"	252	0.917041451436126	706125.8788487	1	TRUE
-"Metolachlor"	NA	NA	"2"	253	0.855704337813672	610.27153687	0.000864253180842224	TRUE
-"Metolachlor"	NA	NA	"2"	256	0.912087870841402	160.856989391	0.000227802144361666	TRUE
-"Metolachlor"	NA	NA	"2"	266	-0.228646021214337	2686.12464523	0.00380403087564158	FALSE
-"Metolachlor"	NA	NA	"2"	267	-0.172706372060116	90.919785974	0.000128758609048913	FALSE
-"Metolachlor"	NA	NA	"2"	284	1	27717.1231987	0.0392523826543382	TRUE
-"Metolachlor"	NA	NA	"2"	285	0.516690728602645	786.727229625	0.00111414586717558	TRUE
-"Metolachlor"	NA	NA	"6"	105	0.147510907385547	67.732931137	0.000302088164521329	TRUE
-"Metolachlor"	NA	NA	"6"	212	0.56820247221881	1215.116215726	0.00541940561447594	TRUE
-"Metolachlor"	NA	NA	"6"	224	-0.111227845735124	339.173356055	0.00151270962093686	FALSE
-"Metolachlor"	NA	NA	"6"	252	0.993045070992658	224215.7723866	1	TRUE
-"Metolachlor"	NA	NA	"6"	266	-0.146787460104817	628.791106722	0.00280440176009482	FALSE
-"Metolachlor"	NA	NA	"6"	284	1	155026.670419	0.691417328802802	TRUE
-"Metolachlor"	NA	NA	"6"	285	0.118321686070868	459.575310689	0.00204970107944318	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	72	0.831213054372806	1933.43451305	0.00181816864864583	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	91	0.822308544953969	1277.57458017	0.00120140921882462	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	100	0.904831380805312	4819.97843154	0.0045326250318924	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	119	0.996276922706082	196757.537712	0.185027413154208	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	159	0.318506076968014	5745.2918091	0.00540277385870641	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	160	-0.60812844929883	81418.296387	0.076564369218524	FALSE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	174	-0.0254778159834255	6464.1887357	0.00607881219604324	FALSE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	178	0.189033868824133	1156.2770652	0.00108734311656538	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	192	1	1063396.68462	1	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	193	0.843516913487705	669.860601479	0.000629925418394897	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	72	0.831213054372806	1933.43451305	0.00181816864864583	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	91	0.822308544953969	1277.57458017	0.00120140921882462	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	100	0.904831380805312	4819.97843154	0.0045326250318924	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	119	0.996276922706082	196757.537712	0.185027413154208	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	159	0.318506076968014	5745.2918091	0.00540277385870641	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	160	-0.60812844929883	81418.296387	0.076564369218524	FALSE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	174	-0.0254778159834255	6464.1887357	0.00607881219604324	FALSE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	178	0.189033868824133	1156.2770652	0.00108734311656538	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	192	1	1063396.68462	1	TRUE
-"N,N-diethyl-m-toluamide ou DEET"	NA	NA	"1"	193	0.843516913487705	669.860601479	0.000629925418394897	TRUE
-"Nigericin"	NA	NA	"8"	303	0.69388156788724	256.771903521	2.6267948084131e-05	TRUE
-"Nigericin"	NA	NA	"8"	345	0.488441108859454	170.187350269	1.74102867959473e-05	TRUE
-"Nigericin"	NA	NA	"8"	361	-0.298158261851774	270.481686601	2.76704686296107e-05	FALSE
-"Nigericin"	NA	NA	"8"	377	0.921913240362568	212.930380819	2.17829291764015e-05	TRUE
-"Nigericin"	NA	NA	"8"	399	-0.00219607480717936	155.459186543	1.59035851871495e-05	TRUE
-"Nigericin"	NA	NA	"8"	419	-0.128312924215981	334.087566385	3.41773953030539e-05	FALSE
-"Nigericin"	NA	NA	"8"	485	-0.153312907002539	192.458596704	1.96886511228122e-05	FALSE
-"Nigericin"	NA	NA	"8"	491	-0.422922944471844	124.569573874	1.27435558739663e-05	FALSE
-"Nigericin"	NA	NA	"8"	501	0.330721867433802	1962.279740704	0.000200742611043264	TRUE
-"Nigericin"	NA	NA	"8"	502	0.746783956260905	200.27525187	2.04883004975159e-05	TRUE
-"Nigericin"	NA	NA	"8"	507	-0.354836880533629	218.69433498	2.23725857805091e-05	FALSE
-"Nigericin"	NA	NA	"8"	509	-0.728921794848418	199.1876421	2.03770372456477e-05	FALSE
-"Nigericin"	NA	NA	"8"	523	0.0880948030696946	240.14782524	2.45672930699186e-05	TRUE
-"Nigericin"	NA	NA	"8"	525	0.117962948439402	576.361316696	5.89621720175225e-05	TRUE
-"Nigericin"	NA	NA	"8"	559	0.84810344800213	103.529180519	1.05911086913109e-05	TRUE
-"Nigericin"	NA	NA	"8"	567	-0.752351991905382	249.41364288	2.55151927948768e-05	FALSE
-"Nigericin"	NA	NA	"8"	568	-0.532840101817629	259.228322029	2.65192414419954e-05	FALSE
-"Nigericin"	NA	NA	"8"	573	0.244836394250901	221.88957263	2.26994608612938e-05	TRUE
-"Nigericin"	NA	NA	"8"	580	0.992118727855313	194.64446546	1.99122670489084e-05	TRUE
-"Nigericin"	NA	NA	"8"	583	-0.188987118257525	7100.821918505	0.000726419125115431	FALSE
-"Nigericin"	NA	NA	"8"	589	-0.259152968299446	295.832520469	3.0263876937929e-05	FALSE
-"Nigericin"	NA	NA	"8"	597	-0.0565070203738975	733.689611459	7.50569683029789e-05	FALSE
-"Nigericin"	NA	NA	"8"	599	0.972283168725802	643.235493679	6.58034478154985e-05	TRUE
-"Nigericin"	NA	NA	"8"	605	0.429575707714564	667.355635634	6.82709554671057e-05	TRUE
-"Nigericin"	NA	NA	"8"	607	0.386766245051255	160.19072342	1.63876247699032e-05	TRUE
-"Nigericin"	NA	NA	"8"	641	-0.367379921280677	128.127842899	1.31075693222306e-05	FALSE
-"Nigericin"	NA	NA	"8"	643	-0.327136371457191	200.36151887	2.04971256728809e-05	FALSE
-"Nigericin"	NA	NA	"8"	649	0.0943387745709055	318.911627299	3.26248859569277e-05	TRUE
-"Nigericin"	NA	NA	"8"	659	-0.44098780723767	191.511249542	1.95917368353539e-05	FALSE
-"Nigericin"	NA	NA	"8"	662	0.545210082812083	564.714775576	5.77707225898213e-05	TRUE
-"Nigericin"	NA	NA	"8"	663	0.781327728555262	298.1920786	3.05052614104381e-05	TRUE
-"Nigericin"	NA	NA	"8"	665	0.175836851592496	7548.058466541	0.000772171741597377	TRUE
-"Nigericin"	NA	NA	"8"	666	0.677134729766668	281.057827949	2.87524154004613e-05	TRUE
-"Nigericin"	NA	NA	"8"	669	0.492874926182605	356.941339497	3.65153525226741e-05	TRUE
-"Nigericin"	NA	NA	"8"	673	0.468263078612871	302.894679066	3.09863407777965e-05	TRUE
-"Nigericin"	NA	NA	"8"	686	0.979254974248858	2607.612306107	0.000266760590785424	TRUE
-"Nigericin"	NA	NA	"8"	687	0.115882523363508	3219.00846012	0.00032930685154147	TRUE
-"Nigericin"	NA	NA	"8"	688	-0.0312413984218769	432.271391383	4.4221670328409e-05	FALSE
-"Nigericin"	NA	NA	"8"	689	0.303565798366849	331.674744123	3.39305618721164e-05	TRUE
-"Nigericin"	NA	NA	"8"	690	0.917857589616908	218.260694507	2.2328224052159e-05	TRUE
-"Nigericin"	NA	NA	"8"	698	0.996559990627632	785.784382825	8.03863004103169e-05	TRUE
-"Nigericin"	NA	NA	"8"	701	-0.762539621315271	315.705478664	3.22968946746288e-05	FALSE
-"Nigericin"	NA	NA	"8"	703	0.888427798130252	2052.161657913	0.000209937595005967	TRUE
-"Nigericin"	NA	NA	"8"	704	0.976064645824982	20306.616162854	0.00207738125478592	TRUE
-"Nigericin"	NA	NA	"8"	705	0.460902244572369	318.047350886	3.25364698660871e-05	TRUE
-"Nigericin"	NA	NA	"8"	706	-0.0507438235593349	253.04758263	2.58869474120484e-05	FALSE
-"Nigericin"	NA	NA	"8"	711	0.582341602837042	280.26337147	2.86711419384535e-05	TRUE
-"Nigericin"	NA	NA	"8"	715	0.228528344235473	1563.55045611	0.000159952322060259	TRUE
-"Nigericin"	NA	NA	"8"	716	0.996781845725518	2603.190510313	0.000266308237935432	TRUE
-"Nigericin"	NA	NA	"8"	717	0.107960596669131	379.933180811	3.88674342174119e-05	TRUE
-"Nigericin"	NA	NA	"8"	729	0.999145606196272	21682.60615534	0.002218146008216	TRUE
-"Nigericin"	NA	NA	"8"	730	0.955282483269449	859696.24143705	0.0879475360369561	TRUE
-"Nigericin"	NA	NA	"8"	731	0.874035041277187	1660.164900783	0.000169836048363826	TRUE
-"Nigericin"	NA	NA	"8"	732	-0.745052004293459	456.192295545	4.66687958122979e-05	FALSE
-"Nigericin"	NA	NA	"8"	738	-0.369885793196866	289.26318264	2.95918290126186e-05	FALSE
-"Nigericin"	NA	NA	"8"	747	1	3244089.5208734	0.331872661868578	TRUE
-"Nigericin"	NA	NA	"8"	748	-0.0779329807538978	9775103.20557247	1	FALSE
-"Nigericin"	NA	NA	"8"	749	0.660672365160515	19038.053184765	0.00194760636122103	TRUE
-"Nigericin"	NA	NA	"8"	303	0.69388156788724	256.771903521	2.6267948084131e-05	TRUE
-"Nigericin"	NA	NA	"8"	345	0.488441108859454	170.187350269	1.74102867959473e-05	TRUE
-"Nigericin"	NA	NA	"8"	361	-0.298158261851774	270.481686601	2.76704686296107e-05	FALSE
-"Nigericin"	NA	NA	"8"	377	0.921913240362568	212.930380819	2.17829291764015e-05	TRUE
-"Nigericin"	NA	NA	"8"	399	-0.00219607480717936	155.459186543	1.59035851871495e-05	TRUE
-"Nigericin"	NA	NA	"8"	419	-0.128312924215981	334.087566385	3.41773953030539e-05	FALSE
-"Nigericin"	NA	NA	"8"	485	-0.153312907002539	192.458596704	1.96886511228122e-05	FALSE
-"Nigericin"	NA	NA	"8"	491	-0.422922944471844	124.569573874	1.27435558739663e-05	FALSE
-"Nigericin"	NA	NA	"8"	501	0.330721867433802	1962.279740704	0.000200742611043264	TRUE
-"Nigericin"	NA	NA	"8"	502	0.746783956260905	200.27525187	2.04883004975159e-05	TRUE
-"Nigericin"	NA	NA	"8"	507	-0.354836880533629	218.69433498	2.23725857805091e-05	FALSE
-"Nigericin"	NA	NA	"8"	509	-0.728921794848418	199.1876421	2.03770372456477e-05	FALSE
-"Nigericin"	NA	NA	"8"	523	0.0880948030696946	240.14782524	2.45672930699186e-05	TRUE
-"Nigericin"	NA	NA	"8"	525	0.117962948439402	576.361316696	5.89621720175225e-05	TRUE
-"Nigericin"	NA	NA	"8"	559	0.84810344800213	103.529180519	1.05911086913109e-05	TRUE
-"Nigericin"	NA	NA	"8"	567	-0.752351991905382	249.41364288	2.55151927948768e-05	FALSE
-"Nigericin"	NA	NA	"8"	568	-0.532840101817629	259.228322029	2.65192414419954e-05	FALSE
-"Nigericin"	NA	NA	"8"	573	0.244836394250901	221.88957263	2.26994608612938e-05	TRUE
-"Nigericin"	NA	NA	"8"	580	0.992118727855313	194.64446546	1.99122670489084e-05	TRUE
-"Nigericin"	NA	NA	"8"	583	-0.188987118257525	7100.821918505	0.000726419125115431	FALSE
-"Nigericin"	NA	NA	"8"	589	-0.259152968299446	295.832520469	3.0263876937929e-05	FALSE
-"Nigericin"	NA	NA	"8"	597	-0.0565070203738975	733.689611459	7.50569683029789e-05	FALSE
-"Nigericin"	NA	NA	"8"	599	0.972283168725802	643.235493679	6.58034478154985e-05	TRUE
-"Nigericin"	NA	NA	"8"	605	0.429575707714564	667.355635634	6.82709554671057e-05	TRUE
-"Nigericin"	NA	NA	"8"	607	0.386766245051255	160.19072342	1.63876247699032e-05	TRUE
-"Nigericin"	NA	NA	"8"	641	-0.367379921280677	128.127842899	1.31075693222306e-05	FALSE
-"Nigericin"	NA	NA	"8"	643	-0.327136371457191	200.36151887	2.04971256728809e-05	FALSE
-"Nigericin"	NA	NA	"8"	649	0.0943387745709055	318.911627299	3.26248859569277e-05	TRUE
-"Nigericin"	NA	NA	"8"	659	-0.44098780723767	191.511249542	1.95917368353539e-05	FALSE
-"Nigericin"	NA	NA	"8"	662	0.545210082812083	564.714775576	5.77707225898213e-05	TRUE
-"Nigericin"	NA	NA	"8"	663	0.781327728555262	298.1920786	3.05052614104381e-05	TRUE
-"Nigericin"	NA	NA	"8"	665	0.175836851592496	7548.058466541	0.000772171741597377	TRUE
-"Nigericin"	NA	NA	"8"	666	0.677134729766668	281.057827949	2.87524154004613e-05	TRUE
-"Nigericin"	NA	NA	"8"	669	0.492874926182605	356.941339497	3.65153525226741e-05	TRUE
-"Nigericin"	NA	NA	"8"	673	0.468263078612871	302.894679066	3.09863407777965e-05	TRUE
-"Nigericin"	NA	NA	"8"	686	0.979254974248858	2607.612306107	0.000266760590785424	TRUE
-"Nigericin"	NA	NA	"8"	687	0.115882523363508	3219.00846012	0.00032930685154147	TRUE
-"Nigericin"	NA	NA	"8"	688	-0.0312413984218769	432.271391383	4.4221670328409e-05	FALSE
-"Nigericin"	NA	NA	"8"	689	0.303565798366849	331.674744123	3.39305618721164e-05	TRUE
-"Nigericin"	NA	NA	"8"	690	0.917857589616908	218.260694507	2.2328224052159e-05	TRUE
-"Nigericin"	NA	NA	"8"	698	0.996559990627632	785.784382825	8.03863004103169e-05	TRUE
-"Nigericin"	NA	NA	"8"	701	-0.762539621315271	315.705478664	3.22968946746288e-05	FALSE
-"Nigericin"	NA	NA	"8"	703	0.888427798130252	2052.161657913	0.000209937595005967	TRUE
-"Nigericin"	NA	NA	"8"	704	0.976064645824982	20306.616162854	0.00207738125478592	TRUE
-"Nigericin"	NA	NA	"8"	705	0.460902244572369	318.047350886	3.25364698660871e-05	TRUE
-"Nigericin"	NA	NA	"8"	706	-0.0507438235593349	253.04758263	2.58869474120484e-05	FALSE
-"Nigericin"	NA	NA	"8"	711	0.582341602837042	280.26337147	2.86711419384535e-05	TRUE
-"Nigericin"	NA	NA	"8"	715	0.228528344235473	1563.55045611	0.000159952322060259	TRUE
-"Nigericin"	NA	NA	"8"	716	0.996781845725518	2603.190510313	0.000266308237935432	TRUE
-"Nigericin"	NA	NA	"8"	717	0.107960596669131	379.933180811	3.88674342174119e-05	TRUE
-"Nigericin"	NA	NA	"8"	729	0.999145606196272	21682.60615534	0.002218146008216	TRUE
-"Nigericin"	NA	NA	"8"	730	0.955282483269449	859696.24143705	0.0879475360369561	TRUE
-"Nigericin"	NA	NA	"8"	731	0.874035041277187	1660.164900783	0.000169836048363826	TRUE
-"Nigericin"	NA	NA	"8"	732	-0.745052004293459	456.192295545	4.66687958122979e-05	FALSE
-"Nigericin"	NA	NA	"8"	738	-0.369885793196866	289.26318264	2.95918290126186e-05	FALSE
-"Nigericin"	NA	NA	"8"	747	1	3244089.5208734	0.331872661868578	TRUE
-"Nigericin"	NA	NA	"8"	748	-0.0779329807538978	9775103.20557247	1	FALSE
-"Nigericin"	NA	NA	"8"	749	0.660672365160515	19038.053184765	0.00194760636122103	TRUE
-"Omethoate"	NA	NA	"2"	88	0.837631756199775	429.379247656	0.00784836708858288	TRUE
-"Omethoate"	NA	NA	"2"	125	0.548807659284321	307.230954691	0.00561569131846479	TRUE
-"Omethoate"	NA	NA	"2"	141	0.233106246919951	2547.8089448	0.0465698796099839	TRUE
-"Omethoate"	NA	NA	"2"	154	0.523937302026516	1394.67151636	0.0254923685486383	TRUE
-"Omethoate"	NA	NA	"2"	155	0.872926704493106	3686.16078187	0.0673771336681627	TRUE
-"Omethoate"	NA	NA	"2"	158	-0.123269295641998	5749.6453247	0.10509433649563	FALSE
-"Omethoate"	NA	NA	"2"	172	-0.631790695963711	180.908488267	0.0033067183221149	FALSE
-"Omethoate"	NA	NA	"2"	173	0.562650313404861	570.920797354	0.0104355206279798	TRUE
-"Omethoate"	NA	NA	"2"	182	0.211300127108905	2353.4972763	0.0430181725530914	TRUE
-"Omethoate"	NA	NA	"2"	183	0.989920907401226	54709.3736582	1	TRUE
-"Omethoate"	NA	NA	"2"	196	0.964719396165272	12714.1094668	0.232393621360613	TRUE
-"Omethoate"	NA	NA	"2"	214	1	20372.4348769	0.37237558236689	TRUE
-"Omethoate"	NA	NA	"2"	88	0.837631756199775	429.379247656	0.00784836708858288	TRUE
-"Omethoate"	NA	NA	"2"	125	0.548807659284321	307.230954691	0.00561569131846479	TRUE
-"Omethoate"	NA	NA	"2"	141	0.233106246919951	2547.8089448	0.0465698796099839	TRUE
-"Omethoate"	NA	NA	"2"	154	0.523937302026516	1394.67151636	0.0254923685486383	TRUE
-"Omethoate"	NA	NA	"2"	155	0.872926704493106	3686.16078187	0.0673771336681627	TRUE
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-"Omethoate"	NA	NA	"2"	173	0.562650313404861	570.920797354	0.0104355206279798	TRUE
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-"Omethoate"	NA	NA	"2"	214	1	20372.4348769	0.37237558236689	TRUE
-"Prochloraz"	NA	NA	"1"	202	0.110771379792084	320.311538685	0.00111224181016321	TRUE
-"Prochloraz"	NA	NA	"1"	238	0.362075322645066	257.66075992	0.000894694806181419	TRUE
-"Prochloraz"	NA	NA	"1"	244	0.116711108766966	894.255809314	0.00310519160247456	TRUE
-"Prochloraz"	NA	NA	"1"	245	-0.33165515456703	179.53681564	0.000623419167595921	FALSE
-"Prochloraz"	NA	NA	"1"	266	0.187426096999297	6848.746319913	0.0237814161659027	TRUE
-"Prochloraz"	NA	NA	"1"	280	0.197004643465757	2133.000283721	0.00740657706676483	TRUE
-"Prochloraz"	NA	NA	"1"	291	-0.478570735237658	389.368725297	0.00135203426521318	FALSE
-"Prochloraz"	NA	NA	"1"	294	-0.0104641890032387	1008.16582397	0.00350072990064777	FALSE
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-"Prochloraz"	NA	NA	"1"	308	0.213578908908872	287987.3205252	1	TRUE
-"Prochloraz"	NA	NA	"1"	310	-0.104795573407594	261.194522859	0.000906965356608971	FALSE
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-"Prochloraz"	NA	NA	"1"	316	-0.414325790160877	2865.441486445	0.00994988765900984	FALSE
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-"Prochloraz"	NA	NA	"1"	332	0.0730849767291783	376.843055239	0.00130854044043243	TRUE
-"Prochloraz"	NA	NA	"1"	334	0.256923538184557	113.467085369	0.000394000281547365	TRUE
-"Prochloraz"	NA	NA	"1"	335	-0.432559277132849	215.835879809	0.000749463134055284	FALSE
-"Prochloraz"	NA	NA	"1"	340	0.164051069587271	381.260290641	0.00132387873863925	TRUE
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-"Prochloraz"	NA	NA	"1"	359	0.0947541243923221	228.147804732	0.000792214755552185	TRUE
-"Prochloraz"	NA	NA	"1"	376	1	10308.57720772	0.035795246780033	TRUE
-"Prochloraz"	NA	NA	"1"	377	-0.0914354549210393	369.333282477	0.00128246369251066	FALSE
-"Prochloraz"	NA	NA	"1"	202	0.110771379792084	320.311538685	0.00111224181016321	TRUE
-"Prochloraz"	NA	NA	"1"	238	0.362075322645066	257.66075992	0.000894694806181419	TRUE
-"Prochloraz"	NA	NA	"1"	244	0.116711108766966	894.255809314	0.00310519160247456	TRUE
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-"TCMTB"	NA	NA	"9"	223	0.0847402042583731	543.135544781	0.0098753407471842	TRUE
-"TCMTB"	NA	NA	"9"	225	0.382588834038783	381.507453195	0.00693660382586481	TRUE
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-"Trichlorfon (Dylox)"	NA	NA	"4"	79	0.0521595798449914	279.873629576	0.00690652095555926	TRUE
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-"Trichlorfon (Dylox)"	NA	NA	"4"	109	0.922563790701349	9640.82224867	0.237909305675332	TRUE
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+"Cefoperazone"	NA	NA	NA	441	NA	"10"	0.950924061290588	356.13324352	0.0238911180948661	TRUE
+"Cefoperazone"	NA	NA	NA	524	NA	"10"	0.63708852921762	114.893221858	0.00770758580293832	TRUE
+"Cefoperazone"	NA	NA	NA	561	NA	"10"	0.111067154638739	72.667052267	0.00487485276622093	TRUE
+"Cefoperazone"	NA	NA	NA	564	NA	"10"	-0.75489933245436	748.1662902	0.0501905663652606	FALSE
+"Cefoperazone"	NA	NA	NA	586	NA	"10"	0.187524556076074	129.148378375	0.00866388975379182	TRUE
+"Cefoperazone"	NA	NA	NA	614	NA	"10"	0.0285742507974875	422.54654697	0.0283464395361093	TRUE
+"Cefoperazone"	NA	NA	NA	628	NA	"10"	0.43993219756173	173.41936492	0.011633798873392	TRUE
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+"Chlorfenvinphos"	NA	NA	NA	127	NA	"3"	0.727473295311465	24137.73558819	0.300644369405397	TRUE
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+"Chlorfenvinphos"	NA	NA	NA	157	NA	"3"	0.017393610004476	139.23782349	0.00173425827321651	TRUE
+"Chlorfenvinphos"	NA	NA	NA	170	NA	"3"	0.799420559123311	545.251562146	0.00679130863248403	TRUE
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+"Chlorfenvinphos"	NA	NA	NA	173	NA	"3"	-0.198218744905989	168.180216313	0.0020947464145984	FALSE
+"Chlorfenvinphos"	NA	NA	NA	181	NA	"3"	-0.128976632201229	461.190903668	0.00574430223175579	FALSE
+"Chlorfenvinphos"	NA	NA	NA	185	NA	"3"	-0.2544333889353	247.534089571	0.00308312807527082	FALSE
+"Chlorfenvinphos"	NA	NA	NA	203	NA	"3"	-0.172388876944166	163.480865011	0.00203621426672387	FALSE
+"Chlorfenvinphos"	NA	NA	NA	205	NA	"3"	0.752272235645639	6250.3470306075	0.0778503697961336	TRUE
+"Chlorfenvinphos"	NA	NA	NA	213	NA	"3"	0.264335947671665	352.834961408	0.004394689140956	TRUE
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+"Chlorfenvinphos"	NA	NA	NA	231	NA	"3"	0.234108428261132	159.982762809	0.00199264411795024	TRUE
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+"Chlorfenvinphos"	NA	NA	NA	257	NA	"3"	0.227845777482218	243.51356935	0.00303305101803785	TRUE
+"Chlorfenvinphos"	NA	NA	NA	263	NA	"3"	0.313835212054095	156.506553191	0.0019493466493577	TRUE
+"Chlorfenvinphos"	NA	NA	NA	269	NA	"3"	0.0471043568125147	652.63590526	0.00812882009877573	TRUE
+"Chlorfenvinphos"	NA	NA	NA	270	NA	"3"	0.414268218911412	122.097583527	0.00152077028399292	TRUE
+"Chlorfenvinphos"	NA	NA	NA	271	NA	"3"	-0.208600220564307	998.660381296	0.0124386821409954	FALSE
+"Chlorfenvinphos"	NA	NA	NA	277	NA	"3"	-0.0965894124411186	2095.40770716	0.0260990732318137	FALSE
+"Chlorfenvinphos"	NA	NA	NA	281	NA	"3"	-0.469852594334717	209.236600657	0.00260611877328836	FALSE
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+"Chlorfenvinphos"	NA	NA	NA	303	NA	"3"	0.256144790638075	675.674108275	0.00841576938581104	TRUE
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+"Chlorfenvinphos"	NA	NA	NA	315	NA	"3"	-0.382059666252692	364.384241579	0.00453853967082075	FALSE
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+"Chlorfenvinphos"	NA	NA	NA	323	NA	"3"	-0.314263466258524	563.653416619	0.00702051049417945	FALSE
+"Chlorfenvinphos"	NA	NA	NA	327	NA	"3"	-0.140520115757785	2409.41143152	0.0300101050415808	FALSE
+"Chlorfenvinphos"	NA	NA	NA	331	NA	"3"	0.71483882497497	12451.37509615	0.155086453753502	TRUE
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+"Chlorfenvinphos"	NA	NA	NA	170	NA	"6"	0.449862694478131	251.752763748	0.00338361074624395	TRUE
+"Chlorfenvinphos"	NA	NA	NA	177	NA	"6"	0.170534803208042	308.496086376	0.00414625308376313	TRUE
+"Chlorfenvinphos"	NA	NA	NA	181	NA	"6"	-0.0163271234849685	354.258750916	0.00476131303865322	FALSE
+"Chlorfenvinphos"	NA	NA	NA	185	NA	"6"	0.257029822176199	620.034171576	0.00833339127940232	TRUE
+"Chlorfenvinphos"	NA	NA	NA	187	NA	"6"	0.089332028465713	255.646638389	0.00343594525047605	TRUE
+"Chlorfenvinphos"	NA	NA	NA	195	NA	"6"	-0.00564478295778355	215.919657704	0.00290200617167355	FALSE
+"Chlorfenvinphos"	NA	NA	NA	205	NA	"6"	0.920038935805411	4144.892359716	0.0557082358166203	TRUE
+"Chlorfenvinphos"	NA	NA	NA	215	NA	"6"	-0.485598529136673	111.581706056	0.00149968188660377	FALSE
+"Chlorfenvinphos"	NA	NA	NA	217	NA	"6"	-0.102544969577153	184.536623947	0.00248021151611929	FALSE
+"Chlorfenvinphos"	NA	NA	NA	227	NA	"6"	-0.218545060535632	385.765646933	0.00518477242935378	FALSE
+"Chlorfenvinphos"	NA	NA	NA	257	NA	"6"	-0.190658380546032	116.439049717	0.00156496561959989	FALSE
+"Chlorfenvinphos"	NA	NA	NA	263	NA	"6"	-0.283711355460578	130.036875959	0.00174772329944822	FALSE
+"Chlorfenvinphos"	NA	NA	NA	269	NA	"6"	-0.096686341821556	521.926541329	0.00701480384047927	FALSE
+"Chlorfenvinphos"	NA	NA	NA	271	NA	"6"	-0.29431709758827	286.086881162	0.00384506859447277	FALSE
+"Chlorfenvinphos"	NA	NA	NA	277	NA	"6"	-0.244117217731705	7365.76094096	0.0989973953137751	FALSE
+"Chlorfenvinphos"	NA	NA	NA	287	NA	"6"	-0.285814972272172	1436.521243097	0.0193071513614688	FALSE
+"Chlorfenvinphos"	NA	NA	NA	299	NA	"6"	0.0846894086356431	4075.071828875	0.054769833016409	TRUE
+"Chlorfenvinphos"	NA	NA	NA	301	NA	"6"	0.659557765349154	184.163766389	0.00247520023115349	TRUE
+"Chlorfenvinphos"	NA	NA	NA	303	NA	"6"	0.432503000199826	558.96223402	0.00751257143563184	TRUE
+"Chlorfenvinphos"	NA	NA	NA	315	NA	"6"	-0.531353518553151	228.835577496	0.00307559888364704	FALSE
+"Chlorfenvinphos"	NA	NA	NA	317	NA	"6"	0.102388860009693	371.096517574	0.00498761620751847	TRUE
+"Chlorfenvinphos"	NA	NA	NA	327	NA	"6"	-0.0392538720434494	857.215583061	0.0115211599487992	FALSE
+"Chlorfenvinphos"	NA	NA	NA	331	NA	"6"	0.927142862540353	10942.34945269	0.147067506414108	TRUE
+"Chlorfenvinphos"	NA	NA	NA	341	NA	"6"	0.27843013514813	681.509114277	0.0091596275981267	TRUE
+"Chlorfenvinphos"	NA	NA	NA	359	NA	"6"	1	70775.23458992	0.951234221865785	TRUE
+"Chlorfenvinphos"	NA	NA	NA	360	NA	"6"	0.211699399531209	336.06626725	0.0045168021847634	TRUE
+"Chlormequat"	NA	NA	NA	104	NA	"3"	0.258848039085982	1344.00603488	0.0035075545862099	TRUE
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+"Chlormequat"	NA	NA	NA	104	NA	"7"	-0.238480528781348	249.84195518	0.00659545474896182	FALSE
+"Chlormequat"	NA	NA	NA	122	NA	"7"	1	37880.9293202	1	TRUE
+"Desisopropylatrazine"	NA	NA	NA	79	NA	"1"	-0.00233999251843864	530.25218964	0.0010623465213357	TRUE
+"Desisopropylatrazine"	NA	NA	NA	115	NA	"1"	0.0134526232413478	19215.13916	0.0384970333785257	TRUE
+"Desisopropylatrazine"	NA	NA	NA	130	NA	"1"	0.263395383425939	3994.6477049	0.00800317316208218	TRUE
+"Desisopropylatrazine"	NA	NA	NA	132	NA	"1"	-0.0312768712385	7326.0765379	0.0146776045005323	FALSE
+"Desisopropylatrazine"	NA	NA	NA	133	NA	"1"	0.249785689081156	9816.328859	0.0196667604950881	TRUE
+"Desisopropylatrazine"	NA	NA	NA	142	NA	"1"	-0.064738762712863	4465.0982056	0.0089457085492884	FALSE
+"Desisopropylatrazine"	NA	NA	NA	146	NA	"1"	0.267964087777204	1514.5723649	0.00303440648544061	TRUE
+"Desisopropylatrazine"	NA	NA	NA	156	NA	"1"	-0.877674937275134	2233.4023818	0.00447456379700939	FALSE
+"Desisopropylatrazine"	NA	NA	NA	159	NA	"1"	-0.178626327953242	56937.500976	0.114072807764298	FALSE
+"Desisopropylatrazine"	NA	NA	NA	174	NA	"1"	1	499132.98438	1	TRUE
+"Dichlorvos"	NA	NA	NA	77	NA	"8"	0.673126587009387	741.86317154	0.00161896017936163	TRUE
+"Dichlorvos"	NA	NA	NA	79	NA	"8"	0.878900088282318	1378.256703748	0.00300775507655178	TRUE
+"Dichlorvos"	NA	NA	NA	95	NA	"8"	0.23830151975066	167.451852342	0.000365428412276191	TRUE
+"Dichlorvos"	NA	NA	NA	99	NA	"8"	0.0952811367061809	779.789044359	0.00170172541184249	TRUE
+"Dichlorvos"	NA	NA	NA	105	NA	"8"	0.421334905224525	170.538307904	0.000372163951715189	TRUE
+"Dichlorvos"	NA	NA	NA	107	NA	"8"	0.259129043686515	193.227040286	0.000421677333233239	TRUE
+"Dichlorvos"	NA	NA	NA	109	NA	"8"	0.967088540122942	63244.728942055	0.138018305315196	TRUE
+"Dichlorvos"	NA	NA	NA	111	NA	"8"	0.669971084873578	362.689319128	0.000791493078068717	TRUE
+"Dichlorvos"	NA	NA	NA	117	NA	"8"	0.427724412537125	150.021759756	0.000327390904954265	TRUE
+"Dichlorvos"	NA	NA	NA	119	NA	"8"	0.352320220252662	842.015996927	0.00183752263450484	TRUE
+"Dichlorvos"	NA	NA	NA	121	NA	"8"	0.347913703205373	778.073791986	0.00169798223466916	TRUE
+"Dichlorvos"	NA	NA	NA	123	NA	"8"	0.375380270767784	270.12158084	0.000589483478548166	TRUE
+"Dichlorvos"	NA	NA	NA	127	NA	"8"	0.948284758535013	7147.09441171	0.0155970287980156	TRUE
+"Dichlorvos"	NA	NA	NA	133	NA	"8"	0.111433255667834	852.743870701	0.00186093396036062	TRUE
+"Dichlorvos"	NA	NA	NA	135	NA	"8"	0.0748728027193132	220.929068083	0.000482131176490902	TRUE
+"Dichlorvos"	NA	NA	NA	137	NA	"8"	0.453769927098964	505.667025571	0.00110351181972854	TRUE
+"Dichlorvos"	NA	NA	NA	139	NA	"8"	0.467524552074558	137.935647968	0.000301015510597557	TRUE
+"Dichlorvos"	NA	NA	NA	143	NA	"8"	0.278796612798532	266.444155698	0.000581458272424074	TRUE
+"Dichlorvos"	NA	NA	NA	145	NA	"8"	0.994170372012309	44316.40897363	0.0967112321692371	TRUE
+"Dichlorvos"	NA	NA	NA	146	NA	"8"	0.346301417994264	207.562618724	0.000452961714948885	TRUE
+"Dichlorvos"	NA	NA	NA	147	NA	"8"	-0.183799172220307	819.102781302	0.00178751936557185	FALSE
+"Dichlorvos"	NA	NA	NA	149	NA	"8"	0.291827272614207	273.867382537	0.000597657902107486	TRUE
+"Dichlorvos"	NA	NA	NA	151	NA	"8"	-0.0612144593206886	544.88402842	0.00118909467166422	FALSE
+"Dichlorvos"	NA	NA	NA	153	NA	"8"	0.459453598609755	595.225358962	0.00129895402666414	TRUE
+"Dichlorvos"	NA	NA	NA	157	NA	"8"	-0.0788899965991259	259.340542296	0.000565956131775221	FALSE
+"Dichlorvos"	NA	NA	NA	159	NA	"8"	0.0596826580176188	1143.682675356	0.00249584664700842	TRUE
+"Dichlorvos"	NA	NA	NA	161	NA	"8"	0.106726535917086	9549.15720075	0.0208390251026838	TRUE
+"Dichlorvos"	NA	NA	NA	163	NA	"8"	0.0347987341572495	754.856181158	0.00164731468729325	TRUE
+"Dichlorvos"	NA	NA	NA	165	NA	"8"	-0.380495498071025	1334.653779975	0.00291260087561511	FALSE
+"Dichlorvos"	NA	NA	NA	175	NA	"8"	0.149156761794573	7231.4122008	0.015781034620363	TRUE
+"Dichlorvos"	NA	NA	NA	176	NA	"8"	-0.107338339253918	284.52136421	0.00062090797401014	FALSE
+"Dichlorvos"	NA	NA	NA	177	NA	"8"	0.0961702542234717	389.493910798	0.000849988455926194	TRUE
+"Dichlorvos"	NA	NA	NA	178	NA	"8"	0.493220332481887	482.049106835	0.00105197068462459	TRUE
+"Dichlorvos"	NA	NA	NA	179	NA	"8"	-0.0861608852458405	2525.723908887	0.00551186066301337	FALSE
+"Dichlorvos"	NA	NA	NA	185	NA	"8"	0.0918293472268129	668.89163876	0.00145971517255995	TRUE
+"Dichlorvos"	NA	NA	NA	189	NA	"8"	-0.197479261216347	5542.6118852	0.0120955834930694	FALSE
+"Dichlorvos"	NA	NA	NA	191	NA	"8"	0.387244221989	1667.67687608	0.00363935366788881	TRUE
+"Dichlorvos"	NA	NA	NA	192	NA	"8"	0.819756995871118	124.725039958	0.000272186139988758	TRUE
+"Dichlorvos"	NA	NA	NA	193	NA	"8"	-0.217736800465349	3528.26782225	0.00769970167745111	FALSE
+"Dichlorvos"	NA	NA	NA	203	NA	"8"	-0.00105621012897679	9102.7295684	0.0198647907863461	TRUE
+"Dichlorvos"	NA	NA	NA	204	NA	"8"	0.224749665606753	212.49892521	0.000463734164560272	TRUE
+"Dichlorvos"	NA	NA	NA	206	NA	"8"	0.0812819184416861	745.68288134	0.00162729589179507	TRUE
+"Dichlorvos"	NA	NA	NA	219	NA	"8"	0.850573767933108	128.129454139	0.000279615557170436	TRUE
+"Dichlorvos"	NA	NA	NA	221	NA	"8"	1	458234.353752	1	TRUE
+"Dichlorvos"	NA	NA	NA	222	NA	"8"	0.129303934081555	360.408204103	0.000786515024794618	TRUE
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+"Fluopyram"	NA	NA	NA	150	NA	"2"	0.988115406284376	12058.53886978	0.0104504053648994	TRUE
+"Fluopyram"	NA	NA	NA	152	NA	"2"	0.714803770971941	843.962879701	0.000731411516855211	TRUE
+"Fluopyram"	NA	NA	NA	170	NA	"2"	0.996118661695746	54335.19384732	0.0470890219301705	TRUE
+"Fluopyram"	NA	NA	NA	172	NA	"2"	0.93623116209915	4358.1586747	0.00377695219022824	TRUE
+"Fluopyram"	NA	NA	NA	173	NA	"2"	0.996725515129425	33891.795142293	0.0293719663390324	TRUE
+"Fluopyram"	NA	NA	NA	190	NA	"2"	0.994751234429169	52936.742621562	0.0458770689439894	TRUE
+"Fluopyram"	NA	NA	NA	208	NA	"2"	0.998926992897114	741312.313808205	0.642450487985915	TRUE
+"Fluopyram"	NA	NA	NA	209	NA	"2"	0.479662731083597	434.75375842	0.000376774753431255	TRUE
+"Fluopyram"	NA	NA	NA	223	NA	"2"	0.919762443227137	180.747808449	0.000156643179369186	TRUE
+"Fluopyram"	NA	NA	NA	233	NA	"2"	0.447788622500763	228.889230719	0.000198364434572427	TRUE
+"Fluopyram"	NA	NA	NA	239	NA	"2"	0.490523688542752	454.236178877	0.000393658987372342	TRUE
+"Fluopyram"	NA	NA	NA	251	NA	"2"	0.399282659683872	207.703212752	0.000180003795840478	TRUE
+"Fluopyram"	NA	NA	NA	253	NA	"2"	0.291997563579388	381.209336282	0.000330371045451865	TRUE
+"Fluopyram"	NA	NA	NA	277	NA	"2"	0.472534154830253	407.468348983	0.000353128141495666	TRUE
+"Fluopyram"	NA	NA	NA	293	NA	"2"	0.439013773646497	230.165272235	0.000199470302476379	TRUE
+"Fluopyram"	NA	NA	NA	295	NA	"2"	0.556087836877115	396.002507198	0.000343191390799996	TRUE
+"Fluopyram"	NA	NA	NA	297	NA	"2"	0.269891270141561	261.36091041	0.000226505672853008	TRUE
+"Fluopyram"	NA	NA	NA	305	NA	"2"	0.13304535194746	151.392195691	0.000131202447588246	TRUE
+"Fluopyram"	NA	NA	NA	307	NA	"2"	0.658489317811748	176.850197312	0.000153265355838801	TRUE
+"Fluopyram"	NA	NA	NA	309	NA	"2"	0.620367265623824	877.951049335	0.0007608670051297	TRUE
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+"Fluopyram"	NA	NA	NA	315	NA	"2"	-0.0918425876545814	1665.552336677	0.00144343334318478	FALSE
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+"Fluopyram"	NA	NA	NA	319	NA	"2"	0.411135022271651	205.162689204	0.000177802077937308	TRUE
+"Fluopyram"	NA	NA	NA	321	NA	"2"	0.668663039963109	172.5105753	0.000149504468251542	TRUE
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+"Fluopyram"	NA	NA	NA	355	NA	"2"	0.558938657015514	404.386810763	0.0003504575589405	TRUE
+"Fluopyram"	NA	NA	NA	357	NA	"2"	0.962259996620823	6087.032030074	0.00527526202555257	TRUE
+"Fluopyram"	NA	NA	NA	361	NA	"2"	0.552153478272702	857.635546693	0.000743260789310912	TRUE
+"Fluopyram"	NA	NA	NA	365	NA	"2"	-0.00936270431495669	3128.58431621	0.00271135455760717	FALSE
+"Fluopyram"	NA	NA	NA	377	NA	"2"	0.95522089194523	6353.409628619	0.00550611535819805	TRUE
+"Fluopyram"	NA	NA	NA	379	NA	"2"	0.976200924337964	23757.38885012	0.0205890901523317	TRUE
+"Fluopyram"	NA	NA	NA	380	NA	"2"	0.802086185702225	299.634428489	0.000259675013101082	TRUE
+"Fluopyram"	NA	NA	NA	383	NA	"2"	0.514484227137365	296.36061955	0.000256837801157807	TRUE
+"Fluopyram"	NA	NA	NA	397	NA	"2"	1	1153882.4044359	1	TRUE
+"Fluopyram"	NA	NA	NA	398	NA	"2"	0.629183355208795	786.96763037	0.000682017185932154	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	105	NA	"3"	0.933250800122397	148.864868642	0.000349259198550838	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	111	NA	"3"	-0.136986211620653	819.476129504	0.00192261329911496	FALSE
+"Hydroxy-tebuconazole"	NA	NA	NA	125	NA	"3"	0.937808762193969	1183.686924417	0.00277710617910255	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	129	NA	"3"	0.93947878913899	361.506768723	0.000848148830994743	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	130	NA	"3"	0.688489556152789	331.007312771	0.000776592555567199	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	139	NA	"3"	0.773254709339752	1538.894389073	0.00361047590264274	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	142	NA	"3"	0.570848007480712	609.52418229	0.00143003469754783	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	143	NA	"3"	0.806393964441417	697.26483626	0.00163588736624957	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	144	NA	"3"	0.617078750669289	821.504440261	0.00192737201885766	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	151	NA	"3"	0.969913176100367	8918.60934376	0.020924388541131	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	163	NA	"3"	0.943479253411026	4190.003754782	0.00983037412836093	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	165	NA	"3"	0.974027692942281	11141.070391724	0.0261386138415883	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	177	NA	"3"	0.976181868104272	5276.840125508	0.0123802544544473	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	179	NA	"3"	0.985734009124796	18898.49200271	0.0443386826650093	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	181	NA	"3"	0.815011717512525	2102.659529777	0.00493315305951243	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	183	NA	"3"	0.629817289150805	328.86962314	0.000771577216662296	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	191	NA	"3"	0.627994719460226	789.382863066	0.00185201000490732	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	193	NA	"3"	0.834581905027916	786.770006146	0.00184587985262806	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	207	NA	"3"	0.912806973260801	1817.33848199	0.00426374729985384	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	213	NA	"3"	0.533276651096227	209.824030864	0.000492278490719679	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	219	NA	"3"	0.973387546070147	5785.704654759	0.0135741265834354	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	225	NA	"3"	0.158710766132164	598.46658039	0.00140409191324474	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	234	NA	"3"	0.533892369953371	498.037124195	0.00116846942083577	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	236	NA	"3"	0.757916887845443	401.455109619	0.000941873600660352	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	237	NA	"3"	0.819617372910582	1804.698136231	0.00423409116224753	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	242	NA	"3"	0.0281666681525705	492.2943644595	0.00115499604944205	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	249	NA	"3"	0.148844380563395	668.821608301	0.00156915530856678	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	251	NA	"3"	-0.0957358039667109	294.37336396	0.000690643844375629	FALSE
+"Hydroxy-tebuconazole"	NA	NA	NA	252	NA	"3"	0.571270701114537	262.84086132	0.000616663887245291	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	261	NA	"3"	0.307249106849353	301.249457372	0.000706776185714076	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	262	NA	"3"	-0.0664296147654578	356.3203392	0.000835980693306733	FALSE
+"Hydroxy-tebuconazole"	NA	NA	NA	264	NA	"3"	-0.234448577231542	1060.76663015	0.00248871682402531	FALSE
+"Hydroxy-tebuconazole"	NA	NA	NA	266	NA	"3"	0.442854013871549	224.958957681	0.000527787287781417	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	268	NA	"3"	0.333877814717464	167.482578998	0.00039293912556858	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	276	NA	"3"	0.814390714374443	472.387895585	0.00110829250260451	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	278	NA	"3"	0.275231308762053	379.986748698	0.000891505621983662	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	280	NA	"3"	0.650641022624376	416.402436187	0.000976942259540319	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	282	NA	"3"	0.782140125615591	155.801819332	0.000365534320145864	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	288	NA	"3"	0.702501554923525	901.789572159	0.00211573292011017	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	292	NA	"3"	-0.282700274468723	1574.001168335	0.00369284164615631	FALSE
+"Hydroxy-tebuconazole"	NA	NA	NA	296	NA	"3"	-0.00403563274731662	354.472442154	0.000831645251055126	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	306	NA	"3"	0.939487898745732	6832.34144213	0.0160296926875516	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	307	NA	"3"	0.647420935806109	170.978830823	0.000401141854133558	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	324	NA	"3"	1	426230.3448547	1	TRUE
+"Hydroxy-tebuconazole"	NA	NA	NA	325	NA	"3"	0.526687588803207	740.769098256	0.0017379548575044	TRUE
+"Isoproturon"	NA	NA	NA	72	NA	"2"	0.993086605464471	59907.1442268	0.115787147683237	TRUE
+"Isoproturon"	NA	NA	NA	120	NA	"2"	0.927282017838371	790.062006494	0.00152701363761405	TRUE
+"Isoproturon"	NA	NA	NA	134	NA	"2"	0.71269989274101	432.2311039	0.000835406315999436	TRUE
+"Isoproturon"	NA	NA	NA	137	NA	"2"	0.213034502535958	770.65881154	0.00148951158959186	TRUE
+"Isoproturon"	NA	NA	NA	147	NA	"2"	-0.543816345969317	1151.6802063	0.00222594095999428	FALSE
+"Isoproturon"	NA	NA	NA	149	NA	"2"	0.500520723996853	390.29506684	0.000754353310068573	TRUE
+"Isoproturon"	NA	NA	NA	161	NA	"2"	0.400505614578046	614.84665681	0.00118836144792821	TRUE
+"Isoproturon"	NA	NA	NA	162	NA	"2"	0.804730923860733	2048.22309885	0.00395875840011529	TRUE
+"Isoproturon"	NA	NA	NA	165	NA	"2"	0.985177338187729	41795.7801207	0.0807819205510825	TRUE
+"Isoproturon"	NA	NA	NA	174	NA	"2"	-0.672244697055266	2538.22496785	0.00490582271945875	FALSE
+"Isoproturon"	NA	NA	NA	175	NA	"2"	-0.891117335203028	41310.6113296	0.0798441974933163	FALSE
+"Isoproturon"	NA	NA	NA	179	NA	"2"	0.106337033555785	305.46005153	0.000590386147667693	TRUE
+"Isoproturon"	NA	NA	NA	189	NA	"2"	-0.557815616548336	2256.78026215	0.00436185287873026	FALSE
+"Isoproturon"	NA	NA	NA	193	NA	"2"	-0.457037805653279	900.73918538	0.00174092793819098	FALSE
+"Isoproturon"	NA	NA	NA	207	NA	"2"	1	517390.275393	1	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	99	NA	"5"	0.0390122357382497	146.313006405	0.00728513388971739	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	101	NA	"5"	-0.00307888841729598	435.762945656	0.0216972604232751	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	105	NA	"5"	0.592401757892981	89.451040273	0.00445389525494049	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	111	NA	"5"	0.238541386362055	129.625732421	0.00645425064690212	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	113	NA	"5"	-0.181700362244182	214.697242755	0.0106900828412605	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	115	NA	"5"	-0.231992590984375	169.733005041	0.00845124912412097	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	125	NA	"5"	-0.250900317999769	976.859200016	0.0486392169662613	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	127	NA	"5"	-0.120496404762161	251.457530026	0.0125204301300888	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	133	NA	"5"	-0.00480587756063445	106.381536014	0.00529688885696561	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	135	NA	"5"	-0.090209154235706	265.367501262	0.0132130274961485	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	143	NA	"5"	-0.131857430656449	2027.15360119	0.100934877647263	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	145	NA	"5"	-0.00327881805976476	340.208190446	0.0169394524702548	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	155	NA	"5"	-0.103996527690727	89.39838505	0.00445127347606401	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	157	NA	"5"	0.0930278278084389	283.279369826	0.014104885054885	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	159	NA	"5"	-0.0612368257690917	11570.4075283	0.576107142306516	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	171	NA	"5"	-0.19710660695736	343.725625045	0.0171145905706306	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	173	NA	"5"	0.0378284550947032	276.705667733	0.0137775710239911	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	174	NA	"5"	-0.540544488822746	145.849533325	0.00726205690206577	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	175	NA	"5"	0.184070758387235	1172.409335654	0.0583759379542223	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	177	NA	"5"	-0.140789116062933	180.05658699	0.00896527503724966	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	183	NA	"5"	-0.260101643573225	92.657263754	0.00461353770856342	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	185	NA	"5"	0.435155306012117	212.018755439	0.0105567171262197	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	187	NA	"5"	-0.0466843753550633	941.066299451	0.0468570372453718	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	189	NA	"5"	-0.395771460619492	146.580297463	0.00729844269385517	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	190	NA	"5"	-0.103737669048405	148.989129555	0.0074183818895511	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	193	NA	"5"	-0.153009009646862	1596.369196382	0.0794855058946147	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	197	NA	"5"	-0.244011968974358	179.884572989	0.00895671021407378	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	199	NA	"5"	0.150914124088504	276.667024113	0.0137756469028716	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	201	NA	"5"	-0.10556131251179	239.864170096	0.0119431801548682	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	203	NA	"5"	-0.0442733202671276	1407.858670707	0.0700992971568763	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	205	NA	"5"	-0.206299059029665	130.40357304	0.00649298044402344	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	213	NA	"5"	0.034041946036616	282.143243319	0.0140483156908721	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	215	NA	"5"	-0.0174569064315414	4632.372268515	0.23065244185969	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	216	NA	"5"	0.11460473836849	152.968408575	0.00761651588431708	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	217	NA	"5"	-0.0749466491463488	149.235903278	0.00743066910622917	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	219	NA	"5"	-0.229702200918307	275.246332175	0.0137049086189782	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	229	NA	"5"	-0.0736331507746074	508.844859597	0.0253361134621037	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	231	NA	"5"	-0.398924747325029	548.515546309	0.027311373702427	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	233	NA	"5"	-0.0593443075085707	5883.46527449	0.292946152316215	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	239	NA	"5"	-0.250539714331339	289.00519777	0.0143899822190159	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	243	NA	"5"	-0.0531886469417714	3332.41069708	0.165925495622409	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	245	NA	"5"	-0.230543139716182	369.79291249	0.0184125181017819	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	247	NA	"5"	-0.0791167715438849	453.035788533	0.0225572999789294	FALSE
+"Malathion dicarboxilic acid"	NA	NA	NA	257	NA	"5"	0.106470337603423	20083.7772675	1	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	261	NA	"5"	0.355868386838636	138.486630433	0.00689544743443765	TRUE
+"Malathion dicarboxilic acid"	NA	NA	NA	275	NA	"5"	1	7538.973325	0.375376266356017	TRUE
+"Methamidophos"	NA	NA	NA	94	NA	"10"	0.976908842717177	9354.73397623	0.0482149771671354	TRUE
+"Methamidophos"	NA	NA	NA	100	NA	"10"	0.513584871583348	164.780854231	0.000849292469942643	TRUE
+"Methamidophos"	NA	NA	NA	110	NA	"10"	0.284212959905891	434.336410282	0.0022386013496283	TRUE
+"Methamidophos"	NA	NA	NA	112	NA	"10"	0.703154152581651	915.166019881	0.00471683201946947	TRUE
+"Methamidophos"	NA	NA	NA	114	NA	"10"	-0.0808744594898649	205.122636803	0.00105721694225077	FALSE
+"Methamidophos"	NA	NA	NA	124	NA	"10"	-0.178837358040908	522.942952646	0.00269528589328229	FALSE
+"Methamidophos"	NA	NA	NA	125	NA	"10"	0.944616104231969	4800.928386691	0.0247443329904978	TRUE
+"Methamidophos"	NA	NA	NA	142	NA	"10"	1	194021.3295923	1	TRUE
+"Methamidophos"	NA	NA	NA	143	NA	"10"	0.462998313752461	215.166582594	0.0011089841670817	TRUE
+"Metolachlor"	NA	NA	NA	176	NA	"2"	0.791796112912307	995.27586705	0.00140948787866654	TRUE
+"Metolachlor"	NA	NA	NA	196	NA	"2"	0.390316117761383	165.330739505	0.000234137771263337	TRUE
+"Metolachlor"	NA	NA	NA	212	NA	"2"	0.793947617278503	3303.57566825	0.00467845148748308	TRUE
+"Metolachlor"	NA	NA	NA	220	NA	"2"	0.784265545338331	134.73387814	0.000190807166506454	TRUE
+"Metolachlor"	NA	NA	NA	222	NA	"2"	0.837765555939223	149.329081531	0.000211476573800797	TRUE
+"Metolachlor"	NA	NA	NA	224	NA	"2"	0.333881608192525	1240.410666011	0.0017566424106045	TRUE
+"Metolachlor"	NA	NA	NA	238	NA	"2"	0.0957538782410419	278.464510935	0.000394355339856714	TRUE
+"Metolachlor"	NA	NA	NA	240	NA	"2"	0.702714684679668	309.572997085	0.000438410496425569	TRUE
+"Metolachlor"	NA	NA	NA	241	NA	"2"	0.310895385493475	198.540365455	0.000281168515985718	TRUE
+"Metolachlor"	NA	NA	NA	243	NA	"2"	0.131240121206885	350.776814924	0.000496762440566436	TRUE
+"Metolachlor"	NA	NA	NA	248	NA	"2"	0.61859332075056	330.1702237165	0.000467579837542316	TRUE
+"Metolachlor"	NA	NA	NA	252	NA	"2"	0.917041451436126	706125.8788487	1	TRUE
+"Metolachlor"	NA	NA	NA	253	NA	"2"	0.855704337813672	610.27153687	0.000864253180842224	TRUE
+"Metolachlor"	NA	NA	NA	256	NA	"2"	0.912087870841402	160.856989391	0.000227802144361666	TRUE
+"Metolachlor"	NA	NA	NA	266	NA	"2"	-0.228646021214337	2686.12464523	0.00380403087564158	FALSE
+"Metolachlor"	NA	NA	NA	267	NA	"2"	-0.172706372060116	90.919785974	0.000128758609048913	FALSE
+"Metolachlor"	NA	NA	NA	284	NA	"2"	1	27717.1231987	0.0392523826543382	TRUE
+"Metolachlor"	NA	NA	NA	285	NA	"2"	0.516690728602645	786.727229625	0.00111414586717558	TRUE
+"Metolachlor"	NA	NA	NA	105	NA	"6"	0.147510907385547	67.732931137	0.000302088164521329	TRUE
+"Metolachlor"	NA	NA	NA	212	NA	"6"	0.56820247221881	1215.116215726	0.00541940561447594	TRUE
+"Metolachlor"	NA	NA	NA	224	NA	"6"	-0.111227845735124	339.173356055	0.00151270962093686	FALSE
+"Metolachlor"	NA	NA	NA	252	NA	"6"	0.993045070992658	224215.7723866	1	TRUE
+"Metolachlor"	NA	NA	NA	266	NA	"6"	-0.146787460104817	628.791106722	0.00280440176009482	FALSE
+"Metolachlor"	NA	NA	NA	284	NA	"6"	1	155026.670419	0.691417328802802	TRUE
+"Metolachlor"	NA	NA	NA	285	NA	"6"	0.118321686070868	459.575310689	0.00204970107944318	TRUE
+"N,N-diethyl-m-toluamide ou DEET"	NA	NA	NA	72	NA	"1"	0.831213054372806	1933.43451305	0.00181816864864583	TRUE
+"N,N-diethyl-m-toluamide ou DEET"	NA	NA	NA	91	NA	"1"	0.822308544953969	1277.57458017	0.00120140921882462	TRUE
+"N,N-diethyl-m-toluamide ou DEET"	NA	NA	NA	100	NA	"1"	0.904831380805312	4819.97843154	0.0045326250318924	TRUE
+"N,N-diethyl-m-toluamide ou DEET"	NA	NA	NA	119	NA	"1"	0.996276922706082	196757.537712	0.185027413154208	TRUE
+"N,N-diethyl-m-toluamide ou DEET"	NA	NA	NA	159	NA	"1"	0.318506076968014	5745.2918091	0.00540277385870641	TRUE
+"N,N-diethyl-m-toluamide ou DEET"	NA	NA	NA	160	NA	"1"	-0.60812844929883	81418.296387	0.076564369218524	FALSE
+"N,N-diethyl-m-toluamide ou DEET"	NA	NA	NA	174	NA	"1"	-0.0254778159834255	6464.1887357	0.00607881219604324	FALSE
+"N,N-diethyl-m-toluamide ou DEET"	NA	NA	NA	178	NA	"1"	0.189033868824133	1156.2770652	0.00108734311656538	TRUE
+"N,N-diethyl-m-toluamide ou DEET"	NA	NA	NA	192	NA	"1"	1	1063396.68462	1	TRUE
+"N,N-diethyl-m-toluamide ou DEET"	NA	NA	NA	193	NA	"1"	0.843516913487705	669.860601479	0.000629925418394897	TRUE
+"Nigericin"	NA	NA	NA	303	NA	"8"	0.69388156788724	256.771903521	2.6267948084131e-05	TRUE
+"Nigericin"	NA	NA	NA	345	NA	"8"	0.488441108859454	170.187350269	1.74102867959473e-05	TRUE
+"Nigericin"	NA	NA	NA	361	NA	"8"	-0.298158261851774	270.481686601	2.76704686296107e-05	FALSE
+"Nigericin"	NA	NA	NA	377	NA	"8"	0.921913240362568	212.930380819	2.17829291764015e-05	TRUE
+"Nigericin"	NA	NA	NA	399	NA	"8"	-0.00219607480717936	155.459186543	1.59035851871495e-05	TRUE
+"Nigericin"	NA	NA	NA	419	NA	"8"	-0.128312924215981	334.087566385	3.41773953030539e-05	FALSE
+"Nigericin"	NA	NA	NA	485	NA	"8"	-0.153312907002539	192.458596704	1.96886511228122e-05	FALSE
+"Nigericin"	NA	NA	NA	491	NA	"8"	-0.422922944471844	124.569573874	1.27435558739663e-05	FALSE
+"Nigericin"	NA	NA	NA	501	NA	"8"	0.330721867433802	1962.279740704	0.000200742611043264	TRUE
+"Nigericin"	NA	NA	NA	502	NA	"8"	0.746783956260905	200.27525187	2.04883004975159e-05	TRUE
+"Nigericin"	NA	NA	NA	507	NA	"8"	-0.354836880533629	218.69433498	2.23725857805091e-05	FALSE
+"Nigericin"	NA	NA	NA	509	NA	"8"	-0.728921794848418	199.1876421	2.03770372456477e-05	FALSE
+"Nigericin"	NA	NA	NA	523	NA	"8"	0.0880948030696946	240.14782524	2.45672930699186e-05	TRUE
+"Nigericin"	NA	NA	NA	525	NA	"8"	0.117962948439402	576.361316696	5.89621720175225e-05	TRUE
+"Nigericin"	NA	NA	NA	559	NA	"8"	0.84810344800213	103.529180519	1.05911086913109e-05	TRUE
+"Nigericin"	NA	NA	NA	567	NA	"8"	-0.752351991905382	249.41364288	2.55151927948768e-05	FALSE
+"Nigericin"	NA	NA	NA	568	NA	"8"	-0.532840101817629	259.228322029	2.65192414419954e-05	FALSE
+"Nigericin"	NA	NA	NA	573	NA	"8"	0.244836394250901	221.88957263	2.26994608612938e-05	TRUE
+"Nigericin"	NA	NA	NA	580	NA	"8"	0.992118727855313	194.64446546	1.99122670489084e-05	TRUE
+"Nigericin"	NA	NA	NA	583	NA	"8"	-0.188987118257525	7100.821918505	0.000726419125115431	FALSE
+"Nigericin"	NA	NA	NA	589	NA	"8"	-0.259152968299446	295.832520469	3.0263876937929e-05	FALSE
+"Nigericin"	NA	NA	NA	597	NA	"8"	-0.0565070203738975	733.689611459	7.50569683029789e-05	FALSE
+"Nigericin"	NA	NA	NA	599	NA	"8"	0.972283168725802	643.235493679	6.58034478154985e-05	TRUE
+"Nigericin"	NA	NA	NA	605	NA	"8"	0.429575707714564	667.355635634	6.82709554671057e-05	TRUE
+"Nigericin"	NA	NA	NA	607	NA	"8"	0.386766245051255	160.19072342	1.63876247699032e-05	TRUE
+"Nigericin"	NA	NA	NA	641	NA	"8"	-0.367379921280677	128.127842899	1.31075693222306e-05	FALSE
+"Nigericin"	NA	NA	NA	643	NA	"8"	-0.327136371457191	200.36151887	2.04971256728809e-05	FALSE
+"Nigericin"	NA	NA	NA	649	NA	"8"	0.0943387745709055	318.911627299	3.26248859569277e-05	TRUE
+"Nigericin"	NA	NA	NA	659	NA	"8"	-0.44098780723767	191.511249542	1.95917368353539e-05	FALSE
+"Nigericin"	NA	NA	NA	662	NA	"8"	0.545210082812083	564.714775576	5.77707225898213e-05	TRUE
+"Nigericin"	NA	NA	NA	663	NA	"8"	0.781327728555262	298.1920786	3.05052614104381e-05	TRUE
+"Nigericin"	NA	NA	NA	665	NA	"8"	0.175836851592496	7548.058466541	0.000772171741597377	TRUE
+"Nigericin"	NA	NA	NA	666	NA	"8"	0.677134729766668	281.057827949	2.87524154004613e-05	TRUE
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+"TCMTB"	NA	NA	NA	81	NA	"9"	0.199905171881859	504.416463383	0.00917134682541392	TRUE
+"TCMTB"	NA	NA	NA	89	NA	"9"	-0.199107007659055	149.391085399	0.00271624254218471	FALSE
+"TCMTB"	NA	NA	NA	99	NA	"9"	-0.0338812622433734	125.761179447	0.00228660140500962	FALSE
+"TCMTB"	NA	NA	NA	109	NA	"9"	0.126483758021084	210.522521964	0.00382773998006215	TRUE
+"TCMTB"	NA	NA	NA	119	NA	"9"	-0.79394237724823	127.158565038	0.00231200879916552	FALSE
+"TCMTB"	NA	NA	NA	121	NA	"9"	-0.821911171544641	157.729379176	0.00286785017142061	FALSE
+"TCMTB"	NA	NA	NA	123	NA	"9"	0.0805464330600702	205.188810103	0.00373076193732346	TRUE
+"TCMTB"	NA	NA	NA	125	NA	"9"	0.0321761514069641	122.26306915	0.00222299843980867	TRUE
+"TCMTB"	NA	NA	NA	133	NA	"9"	-0.199696627444678	412.972375868	0.00750870196226088	FALSE
+"TCMTB"	NA	NA	NA	135	NA	"9"	-0.00914152198049568	188.844723215	0.00343359223673672	FALSE
+"TCMTB"	NA	NA	NA	139	NA	"9"	0.0356119841376918	204.951471794	0.00372644663022147	TRUE
+"TCMTB"	NA	NA	NA	147	NA	"9"	0.368323214591474	192.940634707	0.00350806447859693	TRUE
+"TCMTB"	NA	NA	NA	149	NA	"9"	0.217409002829919	126.687723869	0.00230344792145027	TRUE
+"TCMTB"	NA	NA	NA	151	NA	"9"	-0.491987609751591	238.69669676	0.00434000543397092	FALSE
+"TCMTB"	NA	NA	NA	153	NA	"9"	-0.323263979793048	164.52813863	0.00299146584509828	FALSE
+"TCMTB"	NA	NA	NA	157	NA	"9"	0.0235401472310745	524.488719947	0.00953630245212462	TRUE
+"TCMTB"	NA	NA	NA	161	NA	"9"	-0.208033920560992	241.425545684	0.00438962161768608	FALSE
+"TCMTB"	NA	NA	NA	163	NA	"9"	-0.101839082838135	132.498260018	0.00240909562752766	FALSE
+"TCMTB"	NA	NA	NA	165	NA	"9"	-0.139851929152631	231.5828352	0.00421066054463649	FALSE
+"TCMTB"	NA	NA	NA	167	NA	"9"	-0.146067756874238	119.464797018	0.00217211999689992	FALSE
+"TCMTB"	NA	NA	NA	175	NA	"9"	-0.304775982977829	383.484092949	0.00697254327282744	FALSE
+"TCMTB"	NA	NA	NA	177	NA	"9"	0.511849259901944	181.200629236	0.00329460661248235	TRUE
+"TCMTB"	NA	NA	NA	179	NA	"9"	-0.183784064101631	1750.86946875	0.0318344707391953	FALSE
+"TCMTB"	NA	NA	NA	180	NA	"9"	0.0824682602917446	54999.170022145	1	TRUE
+"TCMTB"	NA	NA	NA	181	NA	"9"	-0.186412259346711	596.373793601	0.010843323514898	FALSE
+"TCMTB"	NA	NA	NA	183	NA	"9"	0.22178450880952	494.953159792	0.0089992841636103	TRUE
+"TCMTB"	NA	NA	NA	193	NA	"9"	0.193475698040205	809.099626569	0.0147111242995707	TRUE
+"TCMTB"	NA	NA	NA	195	NA	"9"	-0.404056320613755	725.98131943	0.0131998595458384	FALSE
+"TCMTB"	NA	NA	NA	196	NA	"9"	0.174130986610192	133.296440371	0.00242360821658453	TRUE
+"TCMTB"	NA	NA	NA	197	NA	"9"	0.106256782096321	523.726283058	0.00952243975403857	TRUE
+"TCMTB"	NA	NA	NA	198	NA	"9"	-0.00716378372760408	208.4981954115	0.00379093348731535	FALSE
+"TCMTB"	NA	NA	NA	203	NA	"9"	-0.144194753912229	459.324955954	0.00835148886372388	FALSE
+"TCMTB"	NA	NA	NA	206	NA	"9"	0.325500568016324	152.820631021	0.00277859885811855	TRUE
+"TCMTB"	NA	NA	NA	207	NA	"9"	-0.425345150875628	3160.93913257	0.0574724878811311	FALSE
+"TCMTB"	NA	NA	NA	209	NA	"9"	0.212622900608598	3198.85811233	0.0581619342808629	TRUE
+"TCMTB"	NA	NA	NA	211	NA	"9"	-0.529929003540618	578.71673209	0.0105222811881886	FALSE
+"TCMTB"	NA	NA	NA	212	NA	"9"	-0.0150310618117631	20718.67312981	0.376708832541796	FALSE
+"TCMTB"	NA	NA	NA	219	NA	"9"	0.0614914753429088	123.263058663	0.00224118034169187	TRUE
+"TCMTB"	NA	NA	NA	221	NA	"9"	0.209076519592657	2733.66568752	0.0497037625553133	TRUE
+"TCMTB"	NA	NA	NA	223	NA	"9"	0.0847402042583731	543.135544781	0.0098753407471842	TRUE
+"TCMTB"	NA	NA	NA	225	NA	"9"	0.382588834038783	381.507453195	0.00693660382586481	TRUE
+"TCMTB"	NA	NA	NA	239	NA	"9"	1	27067.5244917	0.492144235645765	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	79	NA	"4"	0.0521595798449914	279.873629576	0.00690652095555926	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	109	NA	"4"	0.922563790701349	9640.82224867	0.237909305675332	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	125	NA	"4"	-0.441808918074544	178.089407913	0.00439476284199285	FALSE
+"Trichlorfon (Dylox)"	NA	NA	NA	127	NA	"4"	0.769422232032552	1076.07612804	0.0265546358881489	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	140	NA	"4"	0.348604833045235	1970.98268515	0.0486384988777101	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	145	NA	"4"	0.820960207936605	4235.84716059	0.104529202066952	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	185	NA	"4"	0.31275352450403	348.909767164	0.00861014530796692	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	187	NA	"4"	-0.260474354038597	107.324927324	0.00264848767902871	FALSE
+"Trichlorfon (Dylox)"	NA	NA	NA	197	NA	"4"	-0.0360245652498858	2081.96281053	0.0513771869161251	FALSE
+"Trichlorfon (Dylox)"	NA	NA	NA	199	NA	"4"	0.34691746641912	144.142693995	0.00355705015215411	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	201	NA	"4"	0.095844899247823	127.383673675	0.00314348305328139	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	211	NA	"4"	0.589929547507267	156.726169586	0.00386757614917167	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	213	NA	"4"	0.214402092378455	334.711538323	0.00825977158690306	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	215	NA	"4"	0.177739314274526	412.352368363	0.0101757363760497	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	221	NA	"4"	0.950607639404665	40523.0985871	1	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	225	NA	"4"	-0.377401610724356	503.974612244	0.012436724480996	FALSE
+"Trichlorfon (Dylox)"	NA	NA	NA	227	NA	"4"	0.163495046198974	177.141063216	0.00437136027086513	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	229	NA	"4"	0.602334206324447	1013.548554406	0.0250116252148756	TRUE
+"Trichlorfon (Dylox)"	NA	NA	NA	239	NA	"4"	-0.216616311827602	1313.5219316555	0.0324141533459547	FALSE
+"Trichlorfon (Dylox)"	NA	NA	NA	257	NA	"4"	1	25290.7478033	0.624106958379313	TRUE
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/smol/out-smol-base.tsv	Fri Aug 05 17:25:45 2022 +0000
@@ -0,0 +1,20 @@
+"compoundName"	"inchikey"	"elemcomposition"	"fragment"	"fragment_mz"	"ppm"	"fileid"	"CorWithPrecursor"	"AbsoluteIntensity"	"relativeIntensity"	"corValid"
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	"C13H8O4"	"229"	2.02930325023702	"1"	NA	203723.75	0.932156767504374	NA
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	NA	"312"	NA	"1"	NA	3981.51538085938	0.0182177900573243	NA
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	NA	"313"	NA	"1"	NA	7264.93603515625	0.0332413834452649	NA
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	"C17H12O6"	"367"	-8.51110969664126	"1"	NA	218550.953125	1	NA
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	"C20H14O7"	"451"	-0.624494567969591	"1"	NA	135964.078125	0.622116152690652	NA
+"Caffeic acid"	"QAIPRVGONGVQAS-DUXPYHPUSA-N"	"C9H8O4"	NA	"109"	NA	"1"	NA	1663.78308105469	1	NA
+"Caffeic acid"	"QAIPRVGONGVQAS-DUXPYHPUSA-N"	"C9H8O4"	NA	"141"	NA	"1"	NA	1119.27758789062	0.672730478291135	NA
+"Berberine"	"YBHILYKTIRIUTE-UHFFFAOYSA-N"	"C20H18NO4+"	NA	"56"	NA	"1"	NA	959.281677246094	0.00801122428782145	NA
+"Berberine"	"YBHILYKTIRIUTE-UHFFFAOYSA-N"	"C20H18NO4+"	NA	"278"	NA	"1"	NA	49810.07421875	0.415977585963074	NA
+"Berberine"	"YBHILYKTIRIUTE-UHFFFAOYSA-N"	"C20H18NO4+"	"C17H11NO3"	"323"	-0.610124713635454	"1"	1	119742.20703125	1	TRUE
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	NA	"52"	NA	"1"	NA	1706.40014648438	0.0178528316194543	NA
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	"C5H6"	"67"	-3.38002342189334	"1"	NA	1413.32275390625	0.0147865746503924	NA
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	NA	"122"	NA	"1"	NA	40171.04296875	0.420280593374599	NA
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	"C7H7NO"	"135"	-8.52289540743972	"1"	NA	95581.484375	1	NA
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	NA	"233"	NA	"1"	NA	17855.763671875	0.186811952007572	NA
+"Bergapten "	"BGEBZHIAGXMEMV-UHFFFAOYSA-N"	"C12H8O4"	NA	"135"	NA	"1"	NA	1388.24841308594	0.0111932237930481	NA
+"Bergapten "	"BGEBZHIAGXMEMV-UHFFFAOYSA-N"	"C12H8O4"	NA	"177"	NA	"1"	NA	1346.46130371094	0.0108563010474573	NA
+"Bergapten "	"BGEBZHIAGXMEMV-UHFFFAOYSA-N"	"C12H8O4"	NA	"205"	NA	"1"	NA	1612.63024902344	0.0130023784667138	NA
+"Bergapten "	"BGEBZHIAGXMEMV-UHFFFAOYSA-N"	"C12H8O4"	NA	"217"	NA	"1"	NA	124025.7890625	1	NA
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/smol/out-smol-delta-0.05mz.tsv	Fri Aug 05 17:25:45 2022 +0000
@@ -0,0 +1,20 @@
+"compoundName"	"inchikey"	"elemcomposition"	"fragment"	"fragment_mz"	"ppm"	"fileid"	"CorWithPrecursor"	"AbsoluteIntensity"	"relativeIntensity"	"corValid"
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	"C13H8O4"	"229"	2.02930325023702	"1"	NA	203723.75	0.932156767504374	NA
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	NA	"312"	NA	"1"	NA	3981.51538085938	0.0182177900573243	NA
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	NA	"313"	NA	"1"	NA	7264.93603515625	0.0332413834452649	NA
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	"C17H12O6"	"367"	-8.51110969664126	"1"	NA	218550.953125	1	NA
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	"C20H14O7"	"451"	-0.624494567969591	"1"	NA	135964.078125	0.622116152690652	NA
+"Caffeic acid"	"QAIPRVGONGVQAS-DUXPYHPUSA-N"	"C9H8O4"	NA	"109"	NA	"1"	NA	1663.78308105469	1	NA
+"Caffeic acid"	"QAIPRVGONGVQAS-DUXPYHPUSA-N"	"C9H8O4"	NA	"141"	NA	"1"	NA	1119.27758789062	0.672730478291135	NA
+"Berberine"	"YBHILYKTIRIUTE-UHFFFAOYSA-N"	"C20H18NO4+"	NA	"56"	NA	"1"	NA	959.281677246094	0.00801122428782145	NA
+"Berberine"	"YBHILYKTIRIUTE-UHFFFAOYSA-N"	"C20H18NO4+"	NA	"278"	NA	"1"	NA	49810.07421875	0.415977585963074	NA
+"Berberine"	"YBHILYKTIRIUTE-UHFFFAOYSA-N"	"C20H18NO4+"	"C17H11NO3"	"323"	-0.610124713635454	"1"	1	119742.20703125	1	TRUE
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	NA	"52"	NA	"1"	NA	1706.40014648438	0.0178528316194543	NA
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	"C5H6"	"67"	-3.38002342189334	"1"	NA	1413.32275390625	0.0147865746503924	NA
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	NA	"122"	NA	"1"	NA	40171.04296875	0.420280593374599	NA
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	"C7H7NO"	"135"	-8.52289540743972	"1"	NA	95581.484375	1	NA
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	NA	"233"	NA	"1"	NA	17855.763671875	0.186811952007572	NA
+"Bergapten "	"BGEBZHIAGXMEMV-UHFFFAOYSA-N"	"C12H8O4"	NA	"135"	NA	"1"	NA	1388.24841308594	0.0111932237930481	NA
+"Bergapten "	"BGEBZHIAGXMEMV-UHFFFAOYSA-N"	"C12H8O4"	NA	"177"	NA	"1"	NA	1346.46130371094	0.0108563010474573	NA
+"Bergapten "	"BGEBZHIAGXMEMV-UHFFFAOYSA-N"	"C12H8O4"	NA	"205"	NA	"1"	NA	1612.63024902344	0.0130023784667138	NA
+"Bergapten "	"BGEBZHIAGXMEMV-UHFFFAOYSA-N"	"C12H8O4"	"C12H8O4"	"217"	NA	"1"	NA	124025.7890625	1	NA
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/smol/out-smol-delta-8.542.tsv	Fri Aug 05 17:25:45 2022 +0000
@@ -0,0 +1,20 @@
+"compoundName"	"inchikey"	"elemcomposition"	"fragment"	"fragment_mz"	"ppm"	"fileid"	"CorWithPrecursor"	"AbsoluteIntensity"	"relativeIntensity"	"corValid"
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	"C13H8O4"	"229"	2.02930325023702	"1"	NA	203723.75	0.932156767504374	NA
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	NA	"312"	NA	"1"	NA	3981.51538085938	0.0182177900573243	NA
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	NA	"313"	NA	"1"	NA	7264.93603515625	0.0332413834452649	NA
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	"C17H12O6"	"367"	-8.51110969664126	"1"	NA	218550.953125	1	NA
+"Orientin"	"PLAPMLGJVGLZOV-VPRICQMDSA-N"	"C21H20O11"	"C20H14O7"	"451"	-0.624494567969591	"1"	NA	135964.078125	0.622116152690652	NA
+"Caffeic acid"	"QAIPRVGONGVQAS-DUXPYHPUSA-N"	"C9H8O4"	NA	"109"	NA	"1"	NA	1663.78308105469	1	NA
+"Caffeic acid"	"QAIPRVGONGVQAS-DUXPYHPUSA-N"	"C9H8O4"	NA	"141"	NA	"1"	NA	1119.27758789062	0.672730478291135	NA
+"Berberine"	"YBHILYKTIRIUTE-UHFFFAOYSA-N"	"C20H18NO4+"	NA	"56"	NA	"1"	NA	959.281677246094	0.00801122428782145	NA
+"Berberine"	"YBHILYKTIRIUTE-UHFFFAOYSA-N"	"C20H18NO4+"	NA	"278"	NA	"1"	NA	49810.07421875	0.415977585963074	NA
+"Berberine"	"YBHILYKTIRIUTE-UHFFFAOYSA-N"	"C20H18NO4+"	"C17H11NO3"	"323"	-0.610124713635454	"1"	1	119742.20703125	1	TRUE
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	NA	"52"	NA	"1"	NA	1706.40014648438	0.0178528316194543	NA
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	"C5H6"	"67"	-3.38002342189334	"1"	NA	1413.32275390625	0.0147865746503924	NA
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	NA	"122"	NA	"1"	NA	40171.04296875	0.420280593374599	NA
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	"C7H7NO"	"135"	-8.52289540743972	"1"	NA	95581.484375	1	NA
+"Theobromine "	"YAPQBXQYLJRXSA-UHFFFAOYSA-N"	"C7H8N4O2"	NA	"233"	NA	"1"	NA	17855.763671875	0.186811952007572	NA
+"Bergapten "	"BGEBZHIAGXMEMV-UHFFFAOYSA-N"	"C12H8O4"	NA	"135"	NA	"1"	NA	1388.24841308594	0.0111932237930481	NA
+"Bergapten "	"BGEBZHIAGXMEMV-UHFFFAOYSA-N"	"C12H8O4"	NA	"177"	NA	"1"	NA	1346.46130371094	0.0108563010474573	NA
+"Bergapten "	"BGEBZHIAGXMEMV-UHFFFAOYSA-N"	"C12H8O4"	NA	"205"	NA	"1"	NA	1612.63024902344	0.0130023784667138	NA
+"Bergapten "	"BGEBZHIAGXMEMV-UHFFFAOYSA-N"	"C12H8O4"	NA	"217"	NA	"1"	NA	124025.7890625	1	NA
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/smol/smol_compounds_pos.csv	Fri Aug 05 17:25:45 2022 +0000
@@ -0,0 +1,12 @@
+compound_name,mz,rtsec,inchikey,elemcomposition
+Lupeol,427.3940062,732.0,MQYXUWHLBZFQQO-QGTGJCAVSA-N,C30H50O
+Valerenic acid ,235.1698199,726.0,FEBNTWHYQKGEIQ-SUKRRCERSA-N,C15H22O2
+Orientin,449.1084015,324.0,PLAPMLGJVGLZOV-VPRICQMDSA-N,C21H20O11
+Ellagic acid ,303.0141071,420,AFSDNFLWKVMVRB-UHFFFAOYSA-N,C14H6O8
+Rutin ,611.161225,336.0,IKGXIBQEEMLURG-NVPNHPEKSA-N,C27H30O16
+Quercetin,303.0504927,384.0,REFJWTPEDVJJIY-UHFFFAOYSA-N,C15H10O7
+Caffeine ,195.0882156,279.00,RYYVLZVUVIJVGH-UHFFFAOYSA-N,C8H10N4O2
+Caffeic acid,181.0500987,297.00,QAIPRVGONGVQAS-DUXPYHPUSA-N,C9H8O4
+Berberine,336.123583,450.0,YBHILYKTIRIUTE-UHFFFAOYSA-N,C20H18NO4+
+Theobromine ,181.0725655,216.0,YAPQBXQYLJRXSA-UHFFFAOYSA-N,C7H8N4O2
+Bergapten ,217.0500987,555.00,BGEBZHIAGXMEMV-UHFFFAOYSA-N,C12H8O4
\ No newline at end of file
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/smol/smol_fragments.tsv	Fri Aug 05 17:25:45 2022 +0000
@@ -0,0 +1,2001 @@
+"grpid"	"pid"	"precursorScanNum"	"acquisitionNum"	"fileid"	"mz"	"i"	"snr"	"ra"	"purity_pass_flag"	"intensity_pass_flag"	"ra_pass_flag"	"snr_pass_flag"	"pass_flag"
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+"316"	4674	5504	5507	1	59.930534362793	15611.029296875	3.80033793843292	2.96148039535812	0	1	1	1	0
+"3045"	2799	3313	3319	1	402.569885253906	3525.79614257812	1.51259847517445	8.66794703048202	0	1	1	1	0
+"4230"	2764	3278	3279	1	522.824035644531	2397.7705078125	0.360563260733394	0.552322684253194	1	1	1	1	1
+"4641"	5106	6008	6011	1	280.493896484375	9948.525390625	0.459815744027452	0.601164537100787	0	1	1	1	0
+"3271"	1508	1808	1813	1	418.055877685547	6537.76123046875	1.87908003587411	3.45336846167248	1	1	1	1	1
+"3738"	5066	5959	5964	1	59.8352661132812	1173.7607421875	0.507188608615696	4.82017818358362	1	1	1	1	1
+"881"	4765	5609	5613	1	149.984848022461	3316.44165039062	1.24945284133893	0.799308747944509	1	1	1	1	1
+"330"	4828	5686	5687	1	74.9283599853516	47591.75	5.51143065442564	3.48869610379424	0	1	1	1	0
+"338"	924	1129	1132	1	150.957244873047	8113.93408203125	1.82827109705814	1.41031172062274	0	1	1	1	0
\ No newline at end of file
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/smol/smol_precursors.tsv	Fri Aug 05 17:25:45 2022 +0000
@@ -0,0 +1,501 @@
+"grpid"	"mz"	"mzmin"	"mzmax"	"rt"	"rtmin"	"rtmax"	"into"	"intb"	"maxo"	"sn"	"egauss"	"mu"	"sigma"	"h"	"f"	"dppm"	"scale"	"scpos"	"scmin"	"scmax"	"lmin"	"lmax"	"sample"	"cid"	"filename"	"inPurity"	"pid"	"precurMtchID"	"precurMtchScan"	"precurMtchRT"	"precurMtchMZ"	"precurMtchPPM"	"retentionTime"	"fileid"	"seqNum"	"purity_pass_flag"
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+"3994"	610.184961506751	610.182250976562	610.18603515625	755.8023	728.0274	791.62044	90268811.1756026	89873098.1237361	3946269	414	NA	NA	NA	NA	38368	0	15	912	897	927	95	169	1	4493	"112621-Mix-Std-pos.mzML"	0.63717989800486	5170	6086	6085	759.27156	610.185363769531	0.659247286043142	759.4143	1	6086	TRUE
+"3071"	394.567666424272	394.567504882812	394.567932128906	98.927796	91.498398	103.272444	10258819.5260393	10258806.91099	1065443.875	1065443	NA	NA	NA	NA	38294	0	3	165	162	168	156	170	1	4281	"112621-Mix-Std-pos.mzML"	0.322880206760663	667	832	828	98.927796	394.567626953125	0.100036445655889	99.411954	1	832	FALSE
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+"1867"	282.279710845217	282.279632568359	282.279815673828	785.50848	780.32148	790.71504	78406181.3093126	78349103.2808207	18704088	3158	NA	NA	NA	NA	38205	0	3	946	943	949	940	952	1	3894	"112621-Mix-Std-pos.mzML"	1	5383	6334	6330	789.80868	282.279663085938	0.169191329596414	790.32492	1	6334	TRUE
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+"3031"	394.567361056246	394.566467285156	394.567962646484	289.269234	281.878662	297.169194	8797786.29232762	8797770.15232162	748283.625	748283	NA	NA	NA	NA	38294	0	5	387	382	392	378	396	1	4270	"112621-Mix-Std-pos.mzML"	0.271064477062517	2006	2394	2389	290.160234	394.567291259766	0.176893700377418	290.792616	1	2394	FALSE
+"488"	124.087078280043	124.087051391602	124.087104797363	832.48656	821.93232	839.71686	643254675.498166	640307081.714018	46021640	267	NA	NA	NA	NA	39454	0	9	1080	1071	1089	134	188	1	5028	"112621-Mix-Std-pos.mzML"	1	5617	6715	6714	838.46994	124.087104797363	0.213699287089413	838.6065	1	6715	TRUE
+"355"	116.962161735654	116.96208190918	116.962219238281	765.47388	749.46408	775.90596	56916919.4019698	56916892.133781	2495210.75	2495210	NA	NA	NA	NA	37831	0	11	923	912	934	903	935	1	3641	"112621-Mix-Std-pos.mzML"	0.338543575508608	5143	6054	6050	755.0475	116.96208190918	0.682498283005308	755.44884	1	6054	FALSE
+"4996"	1402.38128314528	1402.38098144531	1402.38171386719	750.79302	745.90356	755.0475	259974026.717928	259943611.776948	78667160	12167	NA	NA	NA	NA	38452	0	3	905	902	908	147	159	1	4983	"112621-Mix-Std-pos.mzML"	1	5084	5985	5980	747.75258	1402.38159179688	0.220091068376056	748.43424	1	5985	TRUE
+"4566"	715.163044710992	715.162902832031	715.163208007812	391.803024	387.392898	397.040682	24308831.4186101	24308820.8937548	3120463.25	3120462	NA	NA	NA	NA	38407	0	3	505	502	508	500	511	1	4810	"112621-Mix-Std-pos.mzML"	1	2730	3239	3236	395.21133	715.163146972656	0.142990700243371	395.622456	1	3239	TRUE
+"733"	144.982283270068	144.982162475586	144.982330322266	286.85778	281.878662	291.055506	14678972.238126	14678962.2270235	2323583.75	2323583	NA	NA	NA	NA	37944	0	3	384	381	387	378	389	1	3736	"112621-Mix-Std-pos.mzML"	0.717047067829164	1987	2372	2368	287.735154	144.982315063477	0.219291679700271	288.13074	1	2372	TRUE
+"4373"	710.207782799929	710.207458496094	710.208068847656	219.103968	187.423992	254.83425	517046609.341661	517046541.067169	13950125	13950124	NA	NA	NA	NA	38402	0	19	306	287	325	269	347	1	4661	"112621-Mix-Std-pos.mzML"	1	1744	2089	2088	253.076724	710.207702636719	0.112872898058903	253.220274	1	2089	TRUE
+"3994"	610.184961506751	610.182250976562	610.18603515625	755.8023	728.0274	791.62044	90268811.1756026	89873098.1237361	3946269	414	NA	NA	NA	NA	38368	0	15	912	897	927	95	169	1	4493	"112621-Mix-Std-pos.mzML"	0.62852536180878	5206	6128	6127	764.58138	610.18505859375	0.159110769245975	764.724	1	6128	TRUE
+"2573"	369.352466686781	369.352294921875	369.352722167969	726.38172	717.16692	736.93266	16613225.937992	16397718.4802193	1921184.875	105	NA	NA	NA	NA	35308	0	5	877	872	882	106	129	1	2772	"112621-Mix-Std-pos.mzML"	0.640405460471223	4949	5828	5826	728.0274	369.352294921875	0.465043344589304	728.2782	1	5828	TRUE
+"333"	116.962179849084	116.96215057373	116.962203979492	233.010894	226.823238	237.332574	32161734.5353591	32161723.1502451	2956433.25	2956432	NA	NA	NA	NA	37831	0	3	322	319	325	315	327	1	3650	"112621-Mix-Std-pos.mzML"	0.381744202396618	1602	1923	1920	232.107048	116.962203979492	0.206309492610889	232.495704	1	1923	FALSE
+"325"	116.962179365363	116.962104797363	116.962242126465	156.56151	153.922452	209.201442	186581051.024556	186580994.881832	3909178.75	4102741	NA	NA	NA	NA	37831	0	21	233	212	254	230	294	1	3629	"112621-Mix-Std-pos.mzML"	0.396414943756707	1432	1725	1724	208.319718	116.962158203125	0.180932312010379	208.456278	1	1725	FALSE
+"4525"	715.163153199607	715.162963867188	715.163269042969	458.08542	455.334072	461.547414	16006982.6382576	16006975.5372953	2579762	2579761	NA	NA	NA	NA	38407	0	3	580	577	583	577	584	1	4803	"112621-Mix-Std-pos.mzML"	1	3150	3729	3726	457.172388	715.163146972656	0.00870703471835589	457.569102	1	3729	TRUE
+"57"	103.955790989587	103.955741882324	103.955825805664	501.017148	493.843572	510.931152	20345957.2315125	20345939.2445862	1281629.5	1281628	NA	NA	NA	NA	37798	0	5	628	623	633	620	639	1	3426	"112621-Mix-Std-pos.mzML"	0.923076487831942	3469	4101	4097	504.584694	103.955772399902	0.178822986127829	505.073286	1	4101	TRUE
+"50"	103.955807429283	103.955764770508	103.955841064453	94.057464	88.163646	101.549862	15312302.3563009	15312288.1334464	1196229.125	1196228	NA	NA	NA	NA	37798	0	5	159	154	164	152	168	1	3429	"112621-Mix-Std-pos.mzML"	0.817526731410752	595	748	744	89.014944	103.955810546875	0.0299895863201778	89.475972	1	748	TRUE
+"2220"	327.078672967418	327.078643798828	327.078765869141	715.45692	710.0616	719.81046	350128057.793686	350058423.835021	100996112	10932	NA	NA	NA	NA	38225	0	3	864	861	867	858	869	1	3917	"112621-Mix-Std-pos.mzML"	0.966524057207381	4843	5704	5700	712.87494	327.078704833984	0.0974278337935015	713.37588	1	5704	TRUE
+"2633"	374.053696526901	374.053466796875	374.053863525391	125.852244	121.614252	129.193758	6560691.2788207	6560682.85714737	951157.9375	951157	NA	NA	NA	NA	38257	0	3	197	194	200	192	201	1	4001	"112621-Mix-Std-pos.mzML"	0.353232587926249	836	1029	1024	122.451132	374.053466796875	0.614163227668957	123.068904	1	1029	FALSE
+"1409"	217.049928116644	217.049896240234	217.04997253418	553.95906	548.665956	559.185864	646074935.981345	646007115.415555	225960336	15375	NA	NA	NA	NA	32724	0	3	687	684	690	99	111	1	1928	"112621-Mix-Std-pos.mzML"	0.0306853254592788	3810	4499	4496	555.62487	217.049926757812	0.00626045574153934	556.042554	1	4499	FALSE
+"2609"	374.053578387252	374.053253173828	374.0537109375	132.653454	129.193758	136.068306	5983092.27707775	5983084.54321125	896286.125	896285	NA	NA	NA	NA	38257	0	3	205	202	208	201	209	1	3986	"112621-Mix-Std-pos.mzML"	0.410267137223006	919	1126	1122	134.228154	374.053619384766	0.109603317794862	134.737836	1	1126	FALSE
+"3388"	432.281055917378	432.280334472656	432.281341552734	303.264486	298.01736	308.491668	1649103.33249256	1393584.22459079	472281.84375	25	NA	NA	NA	NA	16192	1	3	403	400	406	111	123	1	1101	"112621-Mix-Std-pos.mzML"	0.899423646036557	2096	2499	2494	303.264486	432.281036376953	0.0452030557254298	303.916338	1	2499	TRUE
+"4402"	710.20783813941	710.207641601562	710.208068847656	506.47773	503.70723	510.931152	38448250.0608547	38448241.9339425	5512657.5	5512656	NA	NA	NA	NA	38402	0	3	634	631	637	631	639	1	4702	"112621-Mix-Std-pos.mzML"	1	3461	4092	4090	503.70723	710.207641601562	0.276732861771152	503.961108	1	4092	TRUE
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+"4538"	715.163124261445	715.162902832031	715.163269042969	236.424492	231.264216	240.802224	32229168.1325188	32229157.7274192	3904604.75	3857496	NA	NA	NA	NA	38407	0	3	326	323	329	320	331	1	4827	"112621-Mix-Std-pos.mzML"	1	1642	1970	1969	238.1697	715.163024902344	0.138932081166938	238.31352	1	1970	TRUE
+"2872"	383.059437103105	383.059295654297	383.059600830078	85.644996	82.395588	88.163646	3994570.02165908	3994563.42959279	702795.4375	702794	NA	NA	NA	NA	38271	1	3	149	146	152	145	152	1	4226	"112621-Mix-Std-pos.mzML"	0.42246070523142	554	700	695	83.174088	383.059417724609	0.0505887433498227	83.765076	1	700	FALSE
+"344"	116.96218728199	116.96215057373	116.962203979492	639.12918	634.62936	642.80586	19378629.5616248	19378620.4766248	2330604.25	2330603	NA	NA	NA	NA	37831	0	3	781	778	784	776	785	1	3632	"112621-Mix-Std-pos.mzML"	0.0468260969736919	4359	5139	5133	638.24256	116.962196350098	0.077530249353153	638.99784	1	5139	FALSE
+"329"	116.962124146082	116.962104797363	116.96216583252	111.6063	106.589628	115.7295	42821655.3060241	42821645.3352546	4449985.5	4440574	NA	NA	NA	NA	37831	0	3	180	177	183	174	185	1	3660	"112621-Mix-Std-pos.mzML"	0.402191422217268	766	948	947	113.28465	116.962127685547	0.0302616369643334	113.421222	1	948	FALSE
+"337"	116.962190526974	116.96215057373	116.962249755859	585.499998	568.24977	600.93324	75333619.5975388	75333586.0061947	2396871.75	2396871	NA	NA	NA	NA	37831	0	5	722	717	727	703	739	1	3631	"112621-Mix-Std-pos.mzML"	0.352995714505291	3910	4616	4615	570.959748	116.96215057373	0.341591099235825	571.186716	1	4616	FALSE
+"4413"	710.20781270561	710.207641601562	710.207885742188	329.251866	324.137736	337.831242	85968760.1147195	85968745.5653694	7593580	7593579	NA	NA	NA	NA	38402	0	5	433	428	438	427	443	1	4677	"112621-Mix-Std-pos.mzML"	1	2267	2699	2697	328.502592	710.207824707031	0.0168984640187787	328.724766	1	2699	TRUE
+"4556"	715.163130766696	715.162963867188	715.163269042969	81.526746	77.414766	85.644996	11355827.8935088	11355818.8402558	1629340.75	1629340	NA	NA	NA	NA	38407	0	3	144	141	147	139	149	1	4818	"112621-Mix-Std-pos.mzML"	1	535	678	674	80.665392	715.163208007812	0.108004892375192	81.170886	1	678	TRUE
+"315"	116.962153856703	116.962127685547	116.962181091309	398.836758	391.803024	405.07398	37313813.6120921	37313799.4564057	2765079	2765078	NA	NA	NA	NA	37831	0	5	513	508	518	505	520	1	3654	"112621-Mix-Std-pos.mzML"	0.368623578201359	2707	3212	3208	391.803024	116.962142944336	0.0932982772446101	392.26071	1	3212	FALSE
+"1606"	247.060599522678	247.060546875	247.060729980469	556.55259	552.314838	560.971284	66100979.187508	66096408.0850012	24086330	9065	NA	NA	NA	NA	27193	0	3	690	687	693	99	109	1	1680	"112621-Mix-Std-pos.mzML"	0.928139738843756	3798	4485	4482	553.95906	247.060729980469	0.528039642955693	554.303898	1	4485	TRUE
+"356"	116.96218000487	116.96216583252	116.962196350098	654.61218	649.13784	660.1842	24763769.4307899	24763757.4638999	2174903.5	2174902	NA	NA	NA	NA	37831	0	3	798	795	801	792	804	1	3647	"112621-Mix-Std-pos.mzML"	0.346714122516589	4457	5254	5252	653.73192	116.962181091309	0.0092888007738686	653.96076	1	5254	FALSE
+"332"	116.962146721136	116.962127685547	116.962181091309	241.74447	237.332574	246.095598	26927574.6275436	26927564.9882172	3056984	3056983	NA	NA	NA	NA	37831	0	3	332	329	335	327	337	1	3662	"112621-Mix-Std-pos.mzML"	0.155920939789341	1639	1966	1962	237.332574	116.96215057373	0.0329388168595468	237.78564	1	1966	FALSE
+"22"	103.95580088644	103.955757141113	103.955871582031	664.73424	607.36614	718.02834	100489686.469614	100489574.892851	1133407.75	1058466	NA	NA	NA	NA	37798	0	33	809	776	842	746	867	1	3410	"112621-Mix-Std-pos.mzML"	0.925420354200302	4256	5019	5014	622.79316	103.955841064453	0.38649130025614	623.40792	1	5019	TRUE
+"2907"	383.059425135895	383.059204101562	383.059539794922	251.32227	242.607528	256.528452	5714729.15131996	5714714.36033821	554421.4375	554420	NA	NA	NA	NA	38271	1	3	343	340	346	333	349	1	4217	"112621-Mix-Std-pos.mzML"	0.513764768669291	1749	2094	2088	253.076724	383.059478759766	0.13998838552616	253.87446	1	2094	TRUE
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