Mercurial > repos > ecology > ecology_beta_diversity
changeset 0:fb7b2cbd80bb draft default tip
"planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 60627aba07951226c8fd6bb3115be4bd118edd4e"
author | ecology |
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date | Fri, 13 Aug 2021 18:17:38 +0000 |
parents | |
children | |
files | LICENSE.md funct_anomy.r functions.r graph_homogeneity_normality.r graph_lcbd.r graph_link_var.r graph_pres_abs_abund.r graph_stat_presence_abs.r lcbd.xml macro.xml test-data/Data.tabular test-data/Missing_species.txt test-data/Reel_life_survey_fish_modif.tabular test-data/Reel_life_survey_fish_modif2.tabular test-data/SCBD.txt test-data/data_frenchbbs.tabular test-data/levene.txt test-data/species.txt test-data/test_bbs2.txt test-data/test_fish2.tabular test-data/test_value_fish2.txt |
diffstat | 21 files changed, 3136 insertions(+), 0 deletions(-) [+] |
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If not, see <https://www.gnu.org/licenses/>. + +Also add information on how to contact you by electronic and paper mail. + + If the program does terminal interaction, make it output a short +notice like this when it starts in an interactive mode: + + <program> Copyright (C) <year> <name of author> + This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. + This is free software, and you are welcome to redistribute it + under certain conditions; type `show c' for details. + +The hypothetical commands `show w' and `show c' should show the appropriate +parts of the General Public License. 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/funct_anomy.r Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,39 @@ +#Rscript + +########################### +## Anonymization ## +########################### + +#####Packages : tangles + +#Load arguments + +args <- commandArgs(trailingOnly = TRUE) + +if (length(args) == 0) { + stop("This tool needs at least one argument") +}else{ + table <- args[1] + hr <- args[2] + latitude <- as.numeric(args[3]) + longitude <- as.numeric(args[4]) +} + +if (hr == "false") { + hr <- FALSE +}else{ + hr <- TRUE +} + +#####Import data +data <- read.table(table, sep = "\t", dec = ".", header = hr, fill = TRUE, encoding = "UTF-8") + +randomized_data <- tangles::tangles(data = as.matrix(data[, c(latitude, longitude)]), depth = 3, rasterdata = FALSE, raster_object = FALSE, saveTangles = FALSE, path = NULL) + +data[, c(latitude, longitude)] <- NULL + +tab_anon <- data.frame(longitude = randomized_data[[1]]$X, latitude = randomized_data[[1]]$Y) + +tab_anon <- cbind(data, tab_anon) + +write.table(tab_anon, "anonym_data.tabular", row.names = FALSE, quote = FALSE, sep = "\t", dec = ".", fileEncoding = "UTF-8")
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/functions.r Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,22 @@ +#Rscript + +######################################################################################### +####################### Exploration data tools function ################################# +######################################################################################### +#### Based on Romain Lorrillière R script +#### Modified by Alan Amosse, Benjamin Yguel and Marie Jossé for integrating within Galaxy-E + +######################################### start of the function makeTableAnalyse +##Species are placed in separated columns and addition of zero on plots where at least one selected species is present +make_table_analyse <- function(data, var, spe, var2, var3) { + tab <- reshape(data + , v.names = var + , idvar = c(var2, var3) + , timevar = spe + , direction = "wide") + tab[is.na(tab)] <- 0 ###### remplace les na par des 0 / replace NAs by 0 + + colnames(tab) <- sub(paste0(var, "."), "", colnames(tab))### remplace le premier pattern "abond." par le second "" / replace the column names "abond." by "" + return(tab) +} +######################################### end of the function makeTableAnalyse
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/graph_homogeneity_normality.r Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,130 @@ +#Rscript + +####################################### +## Homogeneity and normality ## +####################################### + +#####Packages : car +# ggplot2 +# ggpubr +# Cowplot + +#####Load arguments + +args <- commandArgs(trailingOnly = TRUE) + +if (length(args) == 0) { + stop("This tool needs at least one argument") +}else{ + table <- args[1] + hr <- args[2] + date <- as.numeric(args[3]) + spe <- as.numeric(args[4]) + var <- as.numeric(args[5]) +} + +if (hr == "false") { + hr <- FALSE +}else{ + hr <- TRUE +} + +#####Import data +data <- read.table(table, sep = "\t", dec = ".", header = hr, fill = TRUE, encoding = "UTF-8") +data <- na.omit(data) +coldate <- colnames(data)[date] +colspe <- colnames(data)[spe] +colvar <- colnames(data)[var] + +#####Your analysis + +####Homogeneity of the variance#### + +##Test of Levene## +testlevene <- function(data, col1, col2) { + data[, col1] <- as.numeric(data[, col1]) + data[, col2] <- as.factor(data[, col2]) + tb_levene <- car::leveneTest(y = data[, col1], group = data[, col2]) + + return(tb_levene) + } +levene <- capture.output(testlevene(data = data, col1 = colvar, col2 = colspe)) + +cat("\nwrite table with levene test. \n--> \"", paste(levene, "\"\n", sep = ""), file = "levene.txt", sep = "", append = TRUE) + +##Two boxplots to visualize it## + +homog_var <- function(data, col1, col2, col3, mult) { + data[, col1] <- as.factor(data[, col1]) + if (mult) { + for (spe in unique(data[, col2])) { + data_cut <- data[data[, col2] == spe, ] + graph_2 <- ggplot2::ggplot(data_cut, ggplot2::aes_string(x = col1, y = col3, color = col1)) + + ggplot2::geom_boxplot() + + ggplot2::theme(legend.position = "none", axis.text.x = ggplot2::element_text(angle = 90, vjust = 0.5, hjust = 1), panel.background = ggplot2::element_rect(fill = "#d9d4c5", colour = "#d9d4c5", linetype = "solid"), + panel.grid.major = ggplot2::element_line(linetype = "solid", colour = "white"), + panel.grid.minor = ggplot2::element_line(linetype = "solid", colour = "white")) + + ggplot2::ggsave(paste("Homogeneity_of_", spe, ".png"), graph_2, width = 16, height = 9, units = "cm") + } + }else{ + graph_1 <- ggplot2::ggplot(data, ggplot2::aes_string(x = col1, y = col3, color = col1)) + + ggplot2::geom_boxplot() + + ggplot2::theme(legend.position = "none", axis.text.x = ggplot2::element_text(angle = 90, vjust = 0.5, hjust = 1)) + + #Put multiple panels + graph_2 <- graph_1 + ggplot2::facet_grid(rows = ggplot2::vars(data[, col2]), scales = "free") + + ggplot2::theme(panel.background = ggplot2::element_rect(fill = "#d9d4c5", colour = "#d9d4c5", linetype = "solid"), + panel.grid.major = ggplot2::element_line(linetype = "solid", colour = "white"), + panel.grid.minor = ggplot2::element_line(linetype = "solid", colour = "white")) + + ggplot2::ggsave("Homogeneity.png", graph_2, width = 16, height = 9, units = "cm") + } +} + +####Normality of the distribution#### +# Kolmogorov-Smirnov test + +ks <- capture.output(ks.test(x = data[, var], y = "pnorm", alternative = "two.sided")) + +cat("\nwrite table with Kolmogorov-Smirnov test. \n--> \"", paste(ks, "\"\n", sep = ""), file = "ks.txt", sep = "", append = TRUE) + +#Histogramm with distribution line +graph_hist <- function(data, var1) { + graph_hist <- ggplot2::ggplot(data) + + ggplot2::geom_histogram(ggplot2::aes_string(x = var1), binwidth = 2, color = "black", fill = "white") + + ggplot2::geom_density(ggplot2::aes_string(var1), alpha = 0.12, fill = "red") + + ggplot2::ggtitle("Distribution histogram") + +return(graph_hist) +} + +#Add the mean dashed line +add_mean <- function(graph, var1) { + graph_mean <- graph + ggplot2::geom_vline(xintercept = mean(data[, var1]), + color = "midnightblue", linetype = "dashed", size = 1) + +return(graph_mean) +} + +#Adding a QQplot +graph_qqplot <- function(data, var1) { + graph2 <- ggpubr::ggqqplot(data, var1, color = "midnightblue") + ggplot2::ggtitle("Q-Q plot") + +return(graph2) +} + +#On suppose que les données sont distribuées normalement lorsque les points suivent approximativement la ligne de référence à 45 degrés. + +graph_fin <- function(graph1, graph2) { + graph <- cowplot::plot_grid(graph1, graph2, ncol = 2, nrow = 1) + + ggplot2::ggsave("Normal_distribution.png", graph, width = 10, height = 7, units = "cm") +} + +mult <- ifelse(length(unique(data[, colspe])) == 2, FALSE, TRUE) +homog_var(data, col1 = coldate, col2 = colspe, col3 = colvar, mult = mult) + +graph_hist1 <- graph_hist(data, var1 = colvar) +graph_mean <- add_mean(graph = graph_hist1, var1 = colvar) +graph_fin(graph1 = graph_mean, graph2 = graph_qqplot(data, var1 = colvar))
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/graph_lcbd.r Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,225 @@ +#Rscript + +######################### +## Beta diversity ## +######################### + +#####Packages : ggplot2 +# vegan +# adespatial +# dplyr +# tibble +# tdyr + +#####Load arguments + +args <- commandArgs(trailingOnly = TRUE) + +if (length(args) < 2) { + stop("This tool needs at least 2 arguments") +}else{ + table <- args[1] + hr <- args[2] + abund <- as.numeric(args[3]) + loc <- as.numeric(args[4]) + spe <- as.numeric(args[5]) + date <- as.numeric(args[6]) + map <- as.logical(args[7]) + sepa <- as.logical(args[8]) + not <- as.logical(args[9]) + lat <- as.numeric(args[10]) + long <- as.numeric(args[11]) + var <- as.numeric(args[12]) + source(args[13]) +} + +if (hr == "false") { + hr <- FALSE +}else{ + hr <- TRUE +} + +#####Import data +data <- read.table(table, sep = "\t", dec = ".", header = hr, fill = TRUE, encoding = "UTF-8") +colabund <- colnames(data)[abund] +colloc <- colnames(data)[loc] +if (map) { + collat <- colnames(data)[lat] + collong <- colnames(data)[long] +} +colspe <- colnames(data)[spe] +coldate <- colnames(data)[date] +data[, coldate] <- as.factor(data[, coldate]) + +data <- data[grep("^$", data[, spe], invert = TRUE), ] + +if (sepa) { +colvar <- colnames(data)[var] +} + +# Data for species +data_num <- make_table_analyse(data, colabund, colspe, colloc, coldate) +nb_spe <- length(unique(data[, spe])) +nb_col <- ncol(data_num) - nb_spe + 1 + +#Data with coordinates and environmental +if (map) { + data_xy <- data_num[, c(collat, collong)] + colnames(data_xy) <- c("latitude", "longitude") + # Data for environment + data_env <- data_num[, c(colloc, collat, collong)] + colnames(data_env) <- c("site", "latitude", "longitude") +} + +# Data with only species and their abundance +data_spe <- data_num[, nb_col:ncol(data_num)] +rownames(data_spe) <- paste0(data_num[, colloc], " - ", data_num[, coldate]) + +#####Your analysis + +# Computation beta.div {adespatial} +# Beta.div on Hellinger-transformed species data +data_beta <- adespatial::beta.div(data_spe, method = "hellinger", nperm = 9999) + +save(data_beta, file = "beta_diversity.Rdata") +cat("##############################################################################", + "\n########################### Beta Diversity Summary ###########################", + "\n##############################################################################", + "\n\n### All data ###", + "\nBeta diversity: ", data_beta$beta[[2]], + "\nSum of Squares: ", data_beta$beta[[1]], + "\n\n### Vector of Local Contributions to Beta Diversity (LCBD) for the sites each date ###", + "\n", capture.output(data_beta$LCBD), + "\n\n### Vector of P-values associated with the LCBD indices ###", + "\n", capture.output(data_beta$p.LCBD), + "\n\n### Vector of Corrected P-values for the LCBD indices, Holm correction ###", + "\n", capture.output(data_beta$p.adj), + "\n\n### Vector of Species contributions to beta diversity (SCBD) ###", + "\n", capture.output(data_beta$SCBD), file = "LCBD.txt", fill = 1, append = TRUE) + +# Which species have a SCBD larger than the mean SCBD? +scbd <- capture.output(data_beta$SCBD[data_beta$SCBD >= mean(data_beta$SCBD)]) +write(scbd, "SCBD.txt") + +##1st fonction +beta_div_ext <- function(data_beta, data_xy, data_env) { + data_beta_ext <- data.frame(data_xy, data_env, LCBD = data_beta$LCBD * 100, p.LCBD = data_beta$p.LCBD, signif = data_beta$p.LCBD < 0.05) + + graph_beta_ext <- ggplot2::ggplot(data = data_beta_ext, ggplot2::aes(x = latitude, y = longitude, size = LCBD, col = signif)) + + ggplot2::geom_point() + + ggplot2::scale_colour_manual(values = c("#57bce0", "#ce0b0b"), labels = c("Non significant", "Significant"), name = "Significance at 0.05") + + ggplot2::xlab("Longitude") + ggplot2::ylab("Latitude") + + ggplot2::ggsave("Beta_diversity_through_space.png", graph_beta_ext) +} + +## Boyé et al. 2017 JSR Fig R +#################################################### + +####LCBD#### +lcbd_site <- adespatial::beta.div(data_spe, "hellinger", nperm = 999) + +compute_lcbd <- function(data_beta, data_spe, data_num) { + +############# + mat_lcbd_site <- data.frame(data_spe, LCBD = data_beta$LCBD * 100, p.LCBD = data_beta$p.LCBD, signif = data_beta$p.LCBD < 0.05, site = data_num[, colloc], date = data_num[, coldate]) + +## Map spatio-temp +################## + p1 <- ggplot2::qplot(date, site, size = LCBD, col = signif, data = mat_lcbd_site) + p1 <- p1 + ggplot2::scale_colour_manual(values = c("#57bce0", "#ce0b0b"), labels = c("Non significant", "Significant"), name = "Significance at 0.05") + p1 <- p1 + ggplot2::theme_bw() + ggplot2::theme(axis.text.x = ggplot2::element_text(angle = 90)) + ggplot2::xlab("Date") + ggplot2::ylab("Site") + + ggplot2::ggsave("LCBD_sites_time.png", p1) + + +## Par années +############# + mean_time <- tapply(mat_lcbd_site$LCBD, mat_lcbd_site$date, mean) + sd_time <- tapply(mat_lcbd_site$LCBD, mat_lcbd_site$date, sd) + date <- unique(mat_lcbd_site$date) + + data <- data.frame(date, mean_time, sd_time) + + time <- ggplot2::ggplot() + ggplot2::geom_pointrange(ggplot2::aes(x = date, y = mean_time, ymin = mean_time - sd_time, ymax = mean_time + sd_time), data = data) + time <- time + ggplot2::theme(axis.text.x = ggplot2::element_text(angle = 90), axis.line.y = ggplot2::element_line(size = 0.5)) + ggplot2::ylab("mean LCBD") + + ggplot2::ggsave("Mean_LCBD_through_time.png", time) +} + +## Choose another graph +####################### +compute_lcbd2 <- function(data_beta, data_spe, data_num) { + +############# + mat_lcbd_site <- data.frame(data_spe, LCBD = data_beta$LCBD * 100, p.LCBD = data_beta$p.LCBD, signif = data_beta$p.LCBD < 0.05, site = data_num[, colloc], date = data_num[, coldate], variable = data_num[, colvar]) + + p1 <- ggplot2::qplot(date, variable, size = LCBD, col = signif, data = mat_lcbd_site) + p1 <- p1 + ggplot2::scale_colour_manual(values = c("#57bce0", "#ce0b0b"), labels = c("Non significant", "Significant"), name = "Significance at 0.05") + p1 <- p1 + ggplot2::theme_bw() + ggplot2::theme(axis.text.x = ggplot2::element_text(angle = 90)) + ggplot2::xlab("Date") + ggplot2::ylab(colvar) + + ggplot2::ggsave(paste0("LCBD_per_", colvar, "_through_time.png"), p1) +} + +####SCBD### +# Function to compute SCBD +library(dplyr) +make_scbd_uvc <- function(data_spe, z, data_beta) { + # Computation using beta.div {adespatial} on + # Hellinger-transformed species data + + # Which species have a SCBD larger than the mean SCBD? + spe_scbd <- data_beta$SCBD[data_beta$SCBD >= mean(data_beta$SCBD)] %>% + as.data.frame() %>% + tibble::rownames_to_column(var = "Taxon") %>% + dplyr::mutate("Methode" = z) + + return(spe_scbd) +} + +# Function to make a radar plot + +coord_radar <- function(theta = "x", start = 0, direction = 1) { + theta <- match.arg(theta, c("x", "y")) + r <- if (theta == "x") "y" else "x" + ggplot2::ggproto("CordRadar", ggplot2::coord_polar(theta = theta, start = start, + direction = sign(direction)), + is_linear = function(coord) TRUE) +} + +# Make the radar plot +radar_plot <- function(scbd_uvc_tc) { + uvc_rd_plot_data <- scbd_uvc_tc %>% + rename(scbd_score = ".") + + rad_uvc <- ggplot2::ggplot(uvc_rd_plot_data, ggplot2::aes(x = Taxon, y = scbd_score, group = Methode)) + + ggplot2::geom_line() + + ggplot2::geom_point(size = 3) + + coord_radar() + + ggplot2::theme_bw() + + ggplot2::theme(axis.text.x = ggplot2::element_text(size = 10), + legend.position = "bottom") + + ggplot2::ggsave("SCBD_Species_Radar_plot.png", rad_uvc) +} + +## LCBD + +if (map) { + #Beta diversity + beta_div_ext(data_beta, data_xy, data_env) +} + +#Lcbd per places and time +compute_lcbd(data_beta, data_spe, data_num) + +#Lcbd of your choice +if (sepa) { + compute_lcbd2(data_beta, data_spe, data_num) +} + +##SCBD + +scbd_uvc_tc <- make_scbd_uvc(data_spe, z = "TC", data_beta) + +radar_plot(scbd_uvc_tc)
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/graph_link_var.r Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,296 @@ +#Rscript + +################################################ +## Link between variables and themselves ## +################################################ + +#####Packages : ggplot2 +# Cowplot +# Car +# faraway +# dplyr +# GGally +# FactoMiner +# factoextra +# ggcorrplot + +#####Load arguments + +args <- commandArgs(trailingOnly = TRUE) + +if (length(args) == 0) { + stop("This tool needs at least one argument") +}else{ + table <- args[1] + hr <- args[2] + colli <- as.logical(args[3]) + vif <- as.logical(args[4]) + pca <- as.logical(args[5]) + interr <- as.logical(args[6]) + auto <- as.logical(args[7]) + spe <- as.numeric(args[8]) + col <- as.numeric(strsplit(args[9], ",")[[1]]) + var <- as.numeric(args[10]) + var2 <- as.numeric(args[11]) + var4 <- as.numeric(args[12]) +} + +if (hr == "false") { + hr <- FALSE +}else{ + hr <- TRUE +} + +if (length(col) == 1) { +stop("Please select two or more numerical columns") +} + +#####Import data +data <- read.table(table, sep = "\t", dec = ".", header = hr, fill = TRUE, encoding = "UTF-8") +if (vif | pca) { +data_active <- data[col] +#Define the active individuals and the active variables for the PCA +} + +if (colli | interr) { +colspe <- colnames(data)[spe] +} + +if (colli) { +data_num <- data[col] +data_num$species <- data[, spe] +data_num <- data_num[grep("^$", data_num$spe, invert = TRUE), ] +} + +if (interr | auto) { +colvar <- colnames(data)[var] +} + +if (interr) { +colvar2 <- colnames(data)[var2] +colvar4 <- colnames(data)[var4] +} + +#####Your analysis + +####Independence of the observations#### + +acf_tb <- function(data, var) { +obj <- acf(data[, var], na.action = na.pass) + return(obj) +} + +acf_df <- function(data, var) { + +tb <- data.frame(acf = acf_tb(data, var)$acf, lag = acf_tb(data, var)$lag) + + return(tb) # Lag: intervalle temporel entre mesures, fréquence à laquelle on mesure l'auto corrélation. +# ACF: indépendance temporelle +} + +autocorr <- function(var1, var2) { + cat("\nACF\n", var2$acf, file = "acf.txt", fill = 1, append = TRUE) + graph <- ggplot2::ggplot() + + ggplot2::geom_bar(ggplot2::aes(x = var2$lag, y = var2$acf), stat = "identity", position = "identity", fill = "midnightblue") + + ggplot2::geom_hline(mapping = ggplot2::aes(yintercept = qnorm((1 + 0.95) / 2) / sqrt(var1$n.used)), + linetype = "dashed") + # calcul interval de confiance à 95% sans correction du bruit blanc. + ggplot2::geom_hline(mapping = ggplot2::aes(yintercept = -qnorm((1 + 0.95) / 2) / sqrt(var1$n.used)), linetype = "dashed") + ggplot2::labs(title = "Autocorrelation") + ggplot2::xlab("lag") + ggplot2::ylab("acf") + ggplot2::theme(plot.title = ggplot2::element_text(hjust = 0.5)) + + ggplot2::ggsave("autocorrelation.png", graph) +} + +####Interractions#### + +graph <- function(data, var1, var2, var3) { + graph <- ggplot2::ggplot(data, ggplot2::aes_string(x = var1, y = var2, group = var3, color = var3)) + + ggplot2::geom_point() + + ggplot2::geom_smooth(method = lm, se = FALSE) + + ggplot2::theme(plot.title = ggplot2::element_text(color = "black", size = 12, face = "bold")) + +return(graph) +} + +# Put multiple panels +interraction <- function(data, var1, var2, var3, var4) { + cat("\nSpecies\n", spe, file = "Species.txt", fill = 1, append = TRUE) + if (mult1) { + for (spe in unique(data[, var3])) { + data_cut <- data[data[, var3] == spe, ] + mult_graph <- graph(data_cut, var1, var2, var3) + ggplot2::facet_grid(cols = ggplot2::vars(data_cut[, var4]), scales = "free") + + cowplot::background_grid(major = "xy", minor = "none") + + cowplot::panel_border() + ggplot2::ggtitle("Interactions") + + ggplot2::ggsave(paste("interaction_of_", spe, ".png"), mult_graph, width = 10, height = 7) + } + }else{ + mult_graph <- graph(data, var1, var2, var3) + ggplot2::facet_grid(rows = ggplot2::vars(data[, var3]), cols = ggplot2::vars(data[, var4]), scales = "free") + + cowplot::background_grid(major = "xy", minor = "none") + + cowplot::panel_border() + ggplot2::ggtitle("Interactions") + + ggplot2::ggsave("interraction.png", mult_graph) + } +} + +####Collinearity among covariates#### +# Create the plots + +coli <- function(data, var) { + if (mult2) { + cat("\nThere is not enough data on these species they appear too few times in the tabular-file\n", file = "Data.txt", fill = 1, append = TRUE) + for (spe in unique(data$species)) { + nb_spe <- sum(data$species == spe) + if (nb_spe <= 2) { + cat(spe, file = "Data.txt", fill = 1, append = TRUE) + }else{ + data_cut <- data[data$species == spe, ] + nb <- ncol(data_cut) + data_num <- data_cut[, -nb] + graph <- GGally::ggpairs(data_num, ggplot2::aes(color = data_cut$species), + lower = list(continuous = "points"), axisLabels = "internal") + + ggplot2::ggsave(paste0("collinarity_of_", spe, ".png"), graph, width = 20, height = 15) + } + } + + }else{ + nb <- ncol(data) + data_cut <- data[, -nb] + graph <- GGally::ggpairs(data_cut, ggplot2::aes(color = data[, var]), + lower = list(continuous = "points"), axisLabels = "internal") + + ggplot2::scale_colour_manual(values = c("#00AFBB", "#E7B800", "#FC4E07")) + + ggplot2::scale_fill_manual(values = c("#00AFBB", "#E7B800", "#FC4E07")) + + ggplot2::ggsave("collinarity.png", graph) + } +} + +####PCA method#### + +plot_pca <- function(data) { + #Correlation circle + graph_corr <- factoextra::fviz_pca_var(active_data(data), col.var = "cos2", + gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"), + repel = TRUE #Avoid text overlap + ) + ggplot2::ggsave("Pca_circle.png", graph_corr) +} + +plot_qual <- function(data) { + #PCA results for variables + var <- factoextra::get_pca_var(active_data(data)) + + #representation quality + graph_quality <- ggcorrplot::ggcorrplot(var$cos2[!apply(var$cos2, 1, anyNA), ], method = "circle", + ggtheme = ggplot2::theme_gray, + colors = c("#00AFBB", "#E7B800", "#FC4E07")) + + ggplot2::ggsave("Pca_quality.png", graph_quality) +} + +#### Variance inflation factor #### + +myvif <- function(mod) { + v <- vcov(mod) + assign <- attributes(model.matrix(mod))$assign + if (names(coefficients(mod)[1]) == "(Intercept)") { + v <- v[-1, -1] + assign <- assign[-1] + } else warning("No intercept: vifs may not be sensible.") + terms <- labels(terms(mod)) + n_terms <- length(terms) + if (n_terms < 2) stop("The model contains fewer than 2 terms") + if (length(assign) > dim(v)[1]) { + diag(tmp_cor) <- 0 + if (any(tmp_cor == 1.0)) { + return("Sample size is too small, 100% collinearity is present") + } else { + return("Sample size is too small") + } + } + r <- cov2cor(v) + detr <- det(r) + result <- matrix(0, n_terms, 3) + rownames(result) <- terms + colnames(result) <- c("GVIF", "Df", "GVIF^(1/2Df)") + for (term in 1:n_terms) { + subs <- which(assign == term) + result[term, 1] <- det(as.matrix(r[subs, subs])) * det(as.matrix(r[-subs, -subs])) / detr + result[term, 2] <- length(subs) + } + if (all(result[, 2] == 1)) { + result <- data.frame(GVIF = result[, 1]) + } else { + result[, 3] <- result[, 1] ^ (1 / (2 * result[, 2])) + } + invisible(result) +} +corvif1 <- function(dataz) { + dataz <- as.data.frame(dataz) + #correlation part + tmp_cor <- cor(dataz, use = "complete.obs") + return(tmp_cor) +} +corvif2 <- function(dataz) { + dataz <- as.data.frame(dataz) + #vif part + form <- formula(paste("fooy ~ ", paste(strsplit(names(dataz), " "), collapse = " + "))) + dataz <- data.frame(fooy = 1, dataz) + lm_mod <- lm(form, dataz) + + return(myvif(lm_mod)) +} + +#Autocorrelation +if (auto) { +obj1 <- acf_tb(data, var = colvar) +obj2 <- acf_df(data, var = colvar) +autocorr(var1 = obj1, var2 = obj2) +} + +if (interr) { +#Interractions +mult1 <- ifelse(length(unique(data[, colspe])) <= 6, FALSE, TRUE) +interraction(data, var1 = colvar, var2 = colvar2, var3 = colspe, var4 = colvar4) +} + +#Collinearity +if (colli) { +mult2 <- ifelse(length(unique(data[, spe])) < 3, FALSE, TRUE) +coli(data = data_num, var = spe) +} + +#PCA +if (pca) { +active_data <- function(data) { + #Calcul of PCA for the active data + res_pca <- FactoMineR::PCA(data, graph = FALSE) + +return(res_pca) +} + +#eigenvalue +eig_val <- capture.output(factoextra::get_eigenvalue(active_data(data_active))) + +cat("\nwrite table with eigenvalue. \n--> \"", paste(eig_val, "\"\n", sep = ""), file = "valeurs.txt", sep = "", append = TRUE) + +plot_pca(data_active) +plot_qual(data_active) +} + +#VIF +if (vif) { +#Compute 2 tables# +tb_corr <- as.data.frame(corvif1(dataz = data_active)) +tb_corr <- cbind(x = rownames(tb_corr), tb_corr) +tb_vif <- corvif2(dataz = data_active) + +write.table(tb_corr, "corr.tabular", row.names = FALSE, quote = FALSE, sep = "\t", dec = ".", fileEncoding = "UTF-8") + +if (all(is.na(tb_vif))) { + tb_vif <- NULL + cat("Vif couldn't be calculated, selected data isn't correlated") +}else{ +write.table(tb_vif, "vif.tabular", row.names = FALSE, quote = FALSE, sep = "\t", dec = ".", fileEncoding = "UTF-8") +} +}
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/graph_pres_abs_abund.r Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,195 @@ +#Rscript + +######################################################### +## Presence abscence and abundance in environment ## +######################################################### + +#####Packages : ggplot2 +# vegan + +#####Load arguments + +args <- commandArgs(trailingOnly = TRUE) + +if (length(args) < 5) { + stop("This tool needs at least 5 arguments") +}else{ + table <- args[1] + hr <- args[2] + abundance <- as.logical(args[3]) + presabs <- as.logical(args[4]) + rarefaction <- as.logical(args[5]) + lat <- as.numeric(args[6]) + long <- as.numeric(args[7]) + ind <- as.character(args[8]) + loc <- as.numeric(args[9]) + num <- as.character(args[10]) + spe <- as.numeric(args[11]) + abond <- as.numeric(args[12]) +} + +if (hr == "false") { + hr <- FALSE +}else{ + hr <- TRUE +} + +#####Import data +data <- read.table(table, sep = "\t", dec = ".", header = hr, fill = TRUE, encoding = "UTF-8") + +if (abundance) { +collat <- colnames(data)[lat] +collong <- colnames(data)[long] +} + +if (presabs) { +colloc <- colnames(data)[loc] +} + +if (presabs | rarefaction | abundance) { +colabond <- colnames(data)[abond] +colspe <- colnames(data)[spe] +data <- data[grep("^$", data[, colspe], invert = TRUE), ] +} + +#####Your analysis + +####The abundance in the environment#### + +##Representation of the environment## + +## Mapping +graph_map <- function(data, collong, collat, colabond, ind, colspe) { + cat("\nCoordinates range\n\nLatitude from ", min(data[, collat], na.rm = TRUE), " to ", max(data[, collat], na.rm = TRUE), "\nLongitude from ", min(data[, collong], na.rm = TRUE), " to ", max(data[, collong], na.rm = TRUE), file = "Data_abund.txt", fill = 1, append = TRUE) + if (mult0) { + mappy <- ggplot2::ggplot(data, ggplot2::aes_string(x = collong, y = collat, cex = colabond, color = colspe)) + + ggplot2::geom_point() + ggplot2::ggtitle(paste("Abundance of", ind, "in the environment")) + ggplot2::xlab("Longitude") + ggplot2::ylab("Latitude") + ggplot2::theme(axis.text.x = ggplot2::element_text(angle = 90, vjust = 0.5, hjust = 1), legend.text = ggplot2::element_text(size = 8)) + ggplot2::guides(cex = ggplot2::guide_legend(reverse = TRUE)) + + }else{ + mappy <- ggplot2::ggplot(data, ggplot2::aes_string(x = collong, y = collat, cex = colabond, color = colabond)) + + ggplot2::geom_point() + ggplot2::ggtitle(paste("Abundance of", ind, "in the environment")) + ggplot2::xlab("Longitude") + ggplot2::ylab("Latitude") + ggplot2::theme(axis.text.x = ggplot2::element_text(angle = 90, vjust = 0.5, hjust = 1), legend.text = ggplot2::element_text(size = 8)) + ggplot2::guides(cex = ggplot2::guide_legend(reverse = TRUE)) + } + ggplot2::ggsave("mappy.png", mappy, width = 20, height = 9, units = "cm") +} + +####Presence absence abundance#### + +## Histogram +graph_hist <- function(data, col1, col2, col3) { + cat("\nLocations\n", unique(data[, col1]), file = "Locations.txt", fill = 1, append = TRUE) + if (mult1) { + for (loc in unique(data[, col1])) { + data_cut <- data[data[, col1] == loc, ] + data_cut <- data_cut[data_cut[, col3] > 0, ] + if (length(unique(data_cut[, col2])) <= 40) { + top <- nrow(data_cut) + var <- nchar(as.character(round(top * 0.1, digits = 0))) + step <- round(top * 0.1, digits = ifelse(var == 1, 1, -var + 1)) + graph <- ggplot2::ggplot(data_cut) + + ggplot2::geom_bar(ggplot2::aes_string(x = col1, fill = col2)) + + ggplot2::scale_y_continuous(breaks = seq(from = 0, to = top, by = step)) + + ggplot2::theme(plot.title = ggplot2::element_text(color = "black", size = 12, face = "bold")) + + ggplot2::ggtitle("Number of presence") + + ggplot2::ggsave(paste("number_in_", loc, ".png"), graph) + }else{ + cat(paste0("\n", loc, " had more than 40 species and plot isn't readable please select a higher taxon level or cut your data")) + } + } + }else{ + top <- nrow(data) + var <- nchar(as.character(round(top * 0.1, digits = 0))) + step <- round(top * 0.1, digits = ifelse(var == 1, 1, -var + 1)) + graph <- ggplot2::ggplot(data) + + ggplot2::geom_bar(ggplot2::aes_string(x = col1, fill = col2)) + + ggplot2::scale_y_continuous(breaks = seq(from = 0, to = top, by = step)) + + ggplot2::theme(plot.title = ggplot2::element_text(color = "black", size = 12, face = "bold")) + + ggplot2::ggtitle("Number of individuals") + + ggplot2::ggsave("number.png", graph) + } +} + +rare <- function(data, spe, abond, rare, num) { +# Put the data in form + new_data <- as.data.frame(data[, spe]) + colnames(new_data) <- c("Species") + new_data$total <- data[, abond] + + new_data$rarefaction <- as.integer(rare) + + end <- length(unique(new_data$Species)) + out <- vegan::rarecurve(new_data[, 2:3], step = 10, sample = rarefy_sample, label = FALSE) + names(out) <- paste(unique(new_data$Species), sep = "") + +# Coerce data into "long" form. + protox <- mapply(FUN = function(x, y) { + mydf <- as.data.frame(x) + colnames(mydf) <- "value" + mydf$species <- y + mydf$subsample <- attr(x, "Subsample") + mydf <- na.omit(mydf) + mydf + }, x = out, y = as.list(names(out)), SIMPLIFY = FALSE) + + xy <- do.call(rbind, protox) + rownames(xy) <- NULL # pretty + +# Plot. + + if (mult2) { + for (spe in unique(data[, spe])) { + xy_cut <- xy[xy$species == spe, ] + top <- max(xy_cut$subsample) + var <- nchar(as.character(round(top * 0.1, digits = 0))) + step <- round(top * 0.1, digits = ifelse(var == 1, 1, -var + 1)) + courbe <- ggplot2::ggplot(xy_cut, ggplot2::aes(x = subsample, y = value)) + + ggplot2::theme_gray() + + ggplot2::geom_line(size = 1) + + ggplot2::scale_x_continuous(breaks = seq(from = 0, to = top, by = step)) + + ggplot2::xlab("Abundance") + ggplot2::ylab("Value") + + ggplot2::ggtitle("rarefaction curve") + + ggplot2::ggsave(paste("rarefaction_of_", spe, ".png"), courbe) + } + }else{ + top <- max(xy$subsample) + var <- nchar(as.character(round(top * 0.1, digits = 0))) + step <- round(top * 0.1, digits = ifelse(var == 1, 1, -var + 1)) + courbe <- ggplot2::ggplot(xy, ggplot2::aes(x = subsample, y = value, color = species)) + + ggplot2::theme_gray() + + ggplot2::geom_line(size = 1) + + ggplot2::scale_x_continuous(breaks = seq(from = 0, to = top, by = step)) + + ggplot2::xlab("Subsample") + ggplot2::ylab("Value") + + ggplot2::ggtitle("rarefaction curves") + + ggplot2::ggsave("rarefaction.png", courbe) + } +} + +if (abundance) { +#Maps +mult0 <- ifelse(length(unique(data[, colspe])) > 10, FALSE, TRUE) +graph_map(data, collong = collong, collat = collat, colabond = colabond, ind = ind, colspe = colspe) +} + +if (presabs) { +#Presence absence count +mult1 <- ifelse(length(unique(data[, colloc])) <= 10, FALSE, TRUE) +graph_hist(data, col1 = colloc, col2 = colspe, col3 = colabond) +} + +if (rarefaction) { +#rarefaction + +#### rarefaction indice #### +rarefy_sample <- as.numeric(num) + +## Calcul de la rarefaction +rarefaction <- vegan::rarefy(data[, abond], rarefy_sample) + +write.table(rarefaction, "rare.tabular") + +mult2 <- ifelse(length(unique(data[, colspe])) <= 30, FALSE, TRUE) +rare(data, spe = colspe, abond = colabond, rare = rarefaction, num = rarefy_sample) +}
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/graph_stat_presence_abs.r Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,105 @@ +#Rscript + +################################ +## Median and dispersion ## +################################ + +#####Packages : Cowplot +# ggplot2 + +#####Load arguments + +args <- commandArgs(trailingOnly = TRUE) + +if (length(args) == 0) { + stop("This tool needs at least one argument") +}else{ + table <- args[1] + hr <- args[2] + var <- as.numeric(args[3]) + spe <- as.numeric(args[4]) + loc <- as.numeric(args[5]) + time <- as.numeric(args[6]) + source(args[7]) +} + +if (hr == "false") { + hr <- FALSE +}else{ + hr <- TRUE +} + +#####Import data +data <- read.table(table, sep = "\t", dec = ".", header = hr, fill = TRUE, encoding = "UTF-8") +data <- na.omit(data) +colvar <- colnames(data)[var] +colspe <- colnames(data)[spe] +colloc <- colnames(data)[loc] +coltime <- colnames(data)[time] + +data <- data[grep("^$", data[, spe], invert = TRUE), ] + +#####Your analysis + +####Median and data dispersion#### + +#Median +graph_median <- function(data, var) { + graph_median <- ggplot2::ggplot(data, ggplot2::aes_string(y = var)) + + ggplot2::geom_boxplot(color = "darkblue") + + ggplot2::theme(legend.position = "none") + ggplot2::ggtitle("Median") + +return(graph_median) + +} + +#Dispersion +dispersion <- function(data, var, var2) { + graph_dispersion <- ggplot2::ggplot(data) + + ggplot2::geom_point(ggplot2::aes_string(x = var2, y = var, color = var2)) + + ggplot2::scale_fill_brewer(palette = "Set3") + + ggplot2::theme(legend.position = "none", axis.text.x = ggplot2::element_text(angle = 90, vjust = 0.5, hjust = 1), plot.title = ggplot2::element_text(color = "black", size = 12, face = "bold")) + ggplot2::ggtitle("Dispersion") + +return(graph_dispersion) + +} + +#The 2 graph +med_disp <- function(med, disp) { + graph <- cowplot::plot_grid(med, disp, ncol = 1, nrow = 2, vjust = -5, scales = "free") + + ggplot2::ggsave("Med_Disp.png", graph, width = 12, height = 20, units = "cm") +} + + +#### Zero problem in data #### + +#Put data in form + +data_num <- make_table_analyse(data, colvar, colspe, colloc, coltime) +nb_spe <- length(unique(data[, spe])) +nb_col <- ncol(data_num) - nb_spe + 1 +data_num <- data_num[, nb_col:ncol(data_num)] + +#Presence of zeros in the data +mat_corr <- function(data) { + cor(data) +} +p_mat <- function(data) { + ggcorrplot::cor_pmat(data) +} # compute a matrix of correlation p-values + +graph_corr <- function(data_num) { + graph <- ggcorrplot::ggcorrplot(mat_corr(data_num), method = "circle", p.mat = p_mat(data_num), #barring the no significant coefficient + ggtheme = ggplot2::theme_gray, colors = c("#00AFBB", "#E7B800", "#FC4E07")) + + ggplot2::ggsave("0_pb.png", graph) +} + +##Med and disp +med <- graph_median(data, var = colvar) +disp <- dispersion(data, var = colvar, var2 = colspe) +med_disp(med = med, disp = disp) + +##O problem +graph_corr(data_num)
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/lcbd.xml Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,168 @@ +<tool id="ecology_beta_diversity" name="Local Contributions to Beta Diversity (LCBD)" version="@VERSION@" profile="20.01"> + <description>Computes a measure of beta diversity, SCBD and representations</description> + <macros> + <import>macro.xml</import> + </macros> + <requirements> + <requirement type="package" version="3.3.3">r-ggplot2</requirement> + <requirement type="package" version="2.5_7">r-vegan</requirement> + <requirement type="package" version="0.3_14">r-adespatial</requirement> + <requirement type="package" version="3.1.3">r-tibble</requirement> + <requirement type="package" version="1.0.7">r-dplyr</requirement> + <requirement type="package" version="1.1.3">r-tidyr</requirement> + </requirements> + <command detect_errors="exit_code"><![CDATA[ + Rscript + '$__tool_directory__/graph_lcbd.r' + '$input' + '$colnames' + '$abundance' + '$location' + '$species' + '$date' + #if $method.type == 'Graph': + 'TRUE' + 'FALSE' + 'FALSE' + '$method.latitude' + '$method.longitude' + '' + #elif $method.type == 'Separation': + 'FALSE' + 'TRUE' + 'FALSE' + '' + '' + '$method.variable' + #elif $method.type == 'Nothing': + 'FALSE' + 'FALSE' + 'TRUE' + '' + '' + '' + #end if + '$__tool_directory__/functions.r' + '$output_lcbd' + '$output_scbd' + '$plots' + #if $rdata=='true' + '$output_beta' + #end if + ]]> + </command> + <inputs> + <expand macro="explo_input"/> + <param name="abundance" label="Select column with abundances" type="data_column" data_ref="input" numerical="true" multiple="false" use_header_names="true"/> + <param name="location" label="Select column with locations" type="data_column" data_ref="input" multiple="false" use_header_names="true"/> + <param name="species" label="Select column containing taxon" type="data_column" data_ref="input" multiple="false" use_header_names="true"/> + <param name="date" label="Select column containing dates" type="data_column" data_ref="input" multiple="false" use_header_names="true"/> + <param name="rdata" type="boolean" checked="yes" label="Beta diversity object as .Rdata output ?"/> + <conditional name="method"> + <param name="type" type="select" label="Other LCBD : spatialized representation or xy plot."> + <option value="Nothing">Don't want to do another graph</option> + <option value="Graph">Spatialized representation</option> + <option value="Separation">Separation to construct a new lcbd graph</option> + </param> + <when value="Graph"> + <param name="latitude" label="Select column containing latitudes in decimal degrees" type="data_column" numerical="true" data_ref="input" multiple="false" use_header_names="true"/> + <param name="longitude" label="Select column containing longitudes in decimal degrees" type="data_column" numerical="true" data_ref="input" multiple="false" use_header_names="true"/> + </when> + <when value="Separation"> + <param name="variable" type="data_column" data_ref="input" label="Select a column to make another graph according to the separation of the variable you choose" use_header_names="true"/> + </when> + <when value="Nothing"/> + </conditional> + </inputs> + <outputs> + <data name="output_lcbd" from_work_dir="LCBD.txt" format="txt" label="LCBD"/> + <data name="output_scbd" from_work_dir="SCBD.txt" format="txt" label="Which species have a SCBD larger than the mean SCBD?"/> + <data name="output_beta" from_work_dir="beta_diversity.Rdata" format="Rdata" label="Beta diversity, LCDB, SCBD - R object"> + <filter>rdata</filter> + </data> + <collection type="list" name="plots"> + <discover_datasets pattern="(?P<designation>.+)\.png" visible="false" format="png"/> + </collection> + </outputs> + <tests> + <test> + <param name="input" value="Reel_life_survey_fish_modif.tabular"/> + <param name="colnames" value="true"/> + <param name="abundance" value="18"/> + <param name="location" value="20"/> + <param name="species" value="15"/> + <param name="date" value="11"/> + <param name="rdata" value="false"/> + <conditional name="method"> + <param name="type" value="Nothing"/> + </conditional> + <output name="output_lcbd"> + <assert_contents> + <has_n_lines n="186"/> + </assert_contents> + </output> + <output name="output_scbd" value="SCBD.txt"/> + <output_collection name="plots" type="list" count="3"> + <element name="LCBD_sites_time" ftype="png"> + <assert_contents> + <has_text text="PNG"/> + </assert_contents> + </element> + <element name="Mean_LCBD_through_time" ftype="png"> + <assert_contents> + <has_text text="PNG"/> + </assert_contents> + </element> + <element name="SCBD_Species_Radar_plot" ftype="png"> + <assert_contents> + <has_text text="PNG"/> + </assert_contents> + </element> + </output_collection> + </test> + </tests> + <expand macro="topic"/> + <help><![CDATA[ +======================================================================================= +Computes measures of beta diversity : Species and Local Contributions to Beta Diversity +======================================================================================= + +**What it does** + +This tool computes Species and Local Contributions to Beta Diversity (SCBD and LCBD) with Hellinger method and 9999 permutations from a species occurence file : + +- **Creates two text files** : LCBD comparative indicators of the ecological uniqueness of the sites and SCBD degree of variation for individual species across the study area. The LCBD represents the degree of uniqueness of the sites in their taxonomic compositions. The "Beta diversity" value represents the total LCBD, hence if it equals 1, there is no taxon in common in sites, each site is entirely unique and if it equals 0, each site is identical in terms of their taxon composition. + +- 3, 4 or 5 plots according to what you choose : + - A plot representing LCBD repartition according to sites and date ; ⚠️ hard to read over 40 dates and/or 70 sites + - A plot representing mean LCDB and confidence intervals for each date ; ⚠️ hard to read over 40 dates + - A radar plot representing SCDB for each taxon ; ⚠️ hard to read over 80 taxons but every taxon is alphabetically classified clockwise on the radar plot so it should be easy to find the correspondance over this number + - If you choose to get a spatialized representation, a map of LCBD values according to longitudes and latitudes ; + - If you choose to get an additional LCBD representation, a plot of LCBD values through time for each values of the separation factor you chose. ⚠️ hard to read over 40 dates and/or 70 levels + + +**Input description** + +A tabular file with observation data. Must at least contain four columns +which associate abundance, sites, dates and species ID. + ++------------+-----------+--------------+------------+ +| abundance | dates | species.code | site | ++============+===========+==============+============+ +| 2 | 2014 | speciesID | | ++------------+-----------+--------------+------------+ +| ... | ... | ... | ... | ++------------+-----------+--------------+------------+ + +If you choose to get a spatialized representation of the LCBD, you'll need to have two columns with your spatial coordinates latitude and longitude in decimal degrees. + +**Output** + +A text and png files. The text file contains a table with information on the beta diversity and the png files shows multiple plots according to one type of variable in order to vizualize the beta diversity. +| + + ]]></help> + +<expand macro="book_bibref"/> + +</tool>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/macro.xml Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,65 @@ +<macros> + <token name="@VERSION@">0.0.0</token> + <xml name="Explo_requirements"> + <requirements> + <requirement type="package" version="3.3.3">r-ggplot2</requirement> + <yield /> + </requirements> + </xml> + <xml name="explo_input"> + <param name="input" type="data" format="tabular" label="Input table"/> + <param name="colnames" type="boolean" label="First line is a header line" checked="true"/> + </xml> + <xml name="explo_filter_colli"> + <filter> method['type'] == 'collinearity'</filter> + </xml> + <xml name="explo_filter_pca"> + <filter> method['type'] == 'pca'</filter> + </xml> + <xml name="explo_filter_vif"> + <filter> method['type'] == 'vif'</filter> + </xml> + <xml name="explo_filter_interr"> + <filter> method['type'] == 'interr'</filter> + </xml> + <xml name="explo_filter_autocorr"> + <filter> method['type'] == 'autocorr'</filter> + </xml> + <xml name="explo_filter_abund"> + <filter> method['type'] == 'abund'</filter> + </xml> + <xml name="explo_filter_pres_abs"> + <filter> method['type'] == 'pres_abs'</filter> + </xml> + <xml name="explo_filter_rare"> + <filter> method['type'] == 'rare'</filter> + </xml> + <xml name="explo_bibref"> + <citations> + <citation type="bibtex"> + @unpublished{ + title={ A protocol for data exploration to avoid common statistical problems }, + authors={Alain F. Zuur, Elena N. Ieno, Chris S. Elphick}, + url={https://besjournals.onlinelibrary.wiley.com/doi/full/10.1111/j.2041-210X.2009.00001.x} + } + </citation> + </citations> + </xml> + <xml name="book_bibref"> + <citations> + <citation type="bibtex"> + @unpublished{ + title={ Numerical Ecology with R }, + author={Daniel Borcard, François Gillet, Pierre Legendre}, + } + </citation> + </citations> + </xml> + <xml name="topic"> + <edam_topics> + <edam_topic>topic_0610</edam_topic> + <edam_topic>topic_3050</edam_topic> + </edam_topics> + </xml> +</macros> +
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/Data.tabular Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,2 @@ +"x" +"1" 29
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/Missing_species.txt Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,6 @@ + +There is not enough data on these species they appear too few times in the tabular-file + +Scorpaenidae +Plesiopidae +Serranidae
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/Reel_life_survey_fish_modif.tabular Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,290 @@ +FID Key SurveyID Country Ecoregion Realm SiteCode Site SiteLat SiteLong SurveyDate Depth Phylum Class Family Taxon Block Total Diver geom +M2_FISH_DATA.1 1 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 2 LVS POINT (151.92 -23.18) +M2_FISH_DATA.2 2 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 5 LVS POINT (151.92 -23.18) +M2_FISH_DATA.3 3 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Blenniidae Ecsenius stictus 2 8 LVS POINT (151.92 -23.18) +M2_FISH_DATA.4 4 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Eviota guttata 1 6 LVS POINT (151.92 -23.18) +M2_FISH_DATA.5 5 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Eviota guttata 2 9 LVS POINT (151.92 -23.18) +M2_FISH_DATA.6 6 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Eviota hoesei 1 3 LVS POINT (151.92 -23.18) +M2_FISH_DATA.7 7 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Eviota hoesei 2 19 LVS POINT (151.92 -23.18) +M2_FISH_DATA.8 8 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Gobiodon histrio 1 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.9 9 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Gobiodon histrio 2 3 LVS POINT (151.92 -23.18) +M2_FISH_DATA.10 10 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Gobiodon sp. [3 GA] 1 12 LVS POINT (151.92 -23.18) +M2_FISH_DATA.11 11 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Gobiodon spp. 2 5 LVS POINT (151.92 -23.18) +M2_FISH_DATA.12 12 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Scorpaenidae Parascorpaena aurita 2 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.13 13 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Tripterygiidae Ucla xenogrammus 1 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.14 14 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Tripterygiidae Ucla xenogrammus 2 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.15 15 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Plesiopidae Assessor macneilli 2 20 LVS POINT (151.92 -23.18) +M2_FISH_DATA.16 16 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius bicolor 1 4 LVS POINT (151.92 -23.18) +M2_FISH_DATA.17 17 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius bicolor 2 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.18 18 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 5 LVS POINT (151.92 -23.18) +M2_FISH_DATA.19 19 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 6 LVS POINT (151.92 -23.18) +M2_FISH_DATA.20 20 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.21 21 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius stictus 2 3 LVS POINT (151.92 -23.18) +M2_FISH_DATA.22 22 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 1 3 LVS POINT (151.92 -23.18) +M2_FISH_DATA.23 23 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Serranidae Epinephelus fasciatus 2 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.24 24 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Eviota guttata 1 6 LVS POINT (151.92 -23.18) +M2_FISH_DATA.25 25 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Eviota guttata 2 8 LVS POINT (151.92 -23.18) +M2_FISH_DATA.26 26 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Eviota hoesei 1 7 LVS POINT (151.92 -23.18) +M2_FISH_DATA.27 27 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Eviota hoesei 2 12 LVS POINT (151.92 -23.18) +M2_FISH_DATA.28 28 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Gobiodon sp. [3 GA] 2 16 LVS POINT (151.92 -23.18) +M2_FISH_DATA.29 29 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Gobiodon spp. 2 7 LVS POINT (151.92 -23.18) +M2_FISH_DATA.30 30 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Paragobiodon echinocephalus 2 2 LVS POINT (151.92 -23.18) +M2_FISH_DATA.31 31 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Pinguipedidae Parapercis clathrata 2 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.32 32 912345712 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8 Chordata Actinopterygii Apogonidae Apogon spp. 1 1 ATC POINT (151.75 -23.53) +M2_FISH_DATA.33 33 912345712 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8 Chordata Actinopterygii Serranidae Diploprion bifasciatum 1 1 ATC POINT (151.75 -23.53) +M2_FISH_DATA.34 34 912345712 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 1 5 ATC POINT (151.75 -23.53) +M2_FISH_DATA.35 35 912345712 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8 Chordata Actinopterygii Gobiidae Gobiodon histrio 1 1 ATC POINT (151.75 -23.53) +M2_FISH_DATA.36 36 912345712 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8 Chordata Actinopterygii Gobiidae Istigobius decoratus 1 2 ATC POINT (151.75 -23.53) +M2_FISH_DATA.37 37 912345712 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8 Chordata Actinopterygii Pinguipedidae Parapercis australis 1 2 ATC POINT (151.75 -23.53) +M2_FISH_DATA.38 38 912345712 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8 Chordata Actinopterygii Blenniidae Salarias spp. 1 1 ATC POINT (151.75 -23.53) +M2_FISH_DATA.39 39 912345712 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 3 PBD POINT (151.75 -23.53) +M2_FISH_DATA.40 40 912345712 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8 Chordata Actinopterygii Gobiidae Istigobius decoratus 2 3 PBD POINT (151.75 -23.53) +M2_FISH_DATA.41 41 912345712 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8 Chordata Actinopterygii Gobiidae Valenciennea decora 2 2 PBD POINT (151.75 -23.53) +M2_FISH_DATA.42 42 912345713 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8.1 Chordata Actinopterygii Apogonidae Apogon spp. 1 1 ATC POINT (151.75 -23.53) +M2_FISH_DATA.43 43 912345713 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8.1 Chordata Actinopterygii Blenniidae Ecsenius bicolor 1 3 ATC POINT (151.75 -23.53) +M2_FISH_DATA.44 44 912345713 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8.1 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 1 6 ATC POINT (151.75 -23.53) +M2_FISH_DATA.45 45 912345713 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8.1 Chordata Actinopterygii Muraenidae Gymnothorax spp. 1 1 ATC POINT (151.75 -23.53) +M2_FISH_DATA.46 46 912345713 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8.1 Chordata Actinopterygii Gobiidae Istigobius decoratus 1 7 ATC POINT (151.75 -23.53) +M2_FISH_DATA.47 47 912345713 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2015-10-01T14:00:00Z 8.1 Chordata Actinopterygii Plesiopidae Assessor macneilli 2 2 PBD POINT (151.75 -23.53) +M2_FISH_DATA.48 48 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Gobiidae Amblygobius phalaena 2 2 CK POINT (151.75 -23.53) +M2_FISH_DATA.49 49 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Blenniidae Atrosalarias holomelas 1 2 CK POINT (151.75 -23.53) +M2_FISH_DATA.50 50 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Apogonidae Cheilodipterus quinquelineatus 1 2 CK POINT (151.75 -23.53) +M2_FISH_DATA.51 51 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 3 CK POINT (151.75 -23.53) +M2_FISH_DATA.52 52 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.53 53 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Serranidae Epinephelus merra 1 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.54 54 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Gobiidae Istigobius decoratus 1 3 CK POINT (151.75 -23.53) +M2_FISH_DATA.55 55 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Gobiidae Istigobius decoratus 2 8 CK POINT (151.75 -23.53) +M2_FISH_DATA.56 56 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Opistognathidae Opistognathus spp. 2 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.57 57 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Pinguipedidae Parapercis australis 1 4 CK POINT (151.75 -23.53) +M2_FISH_DATA.58 58 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Pinguipedidae Parapercis australis 2 3 CK POINT (151.75 -23.53) +M2_FISH_DATA.59 59 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Holocentridae Sargocentron rubrum 2 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.60 60 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Gobiidae Valenciennea longipinnis 2 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.61 61 912347130 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8 Chordata Actinopterygii Gobiidae Valenciennea muralis 2 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.62 62 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Gobiidae Amblyeleotris wheeleri 2 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.63 63 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Gobiidae Amblygobius phalaena 1 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.64 64 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Gobiidae Amblygobius phalaena 2 2 CK POINT (151.75 -23.53) +M2_FISH_DATA.65 65 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Apogonidae Cheilodipterus quinquelineatus 1 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.66 66 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 3 CK POINT (151.75 -23.53) +M2_FISH_DATA.67 67 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 9 CK POINT (151.75 -23.53) +M2_FISH_DATA.68 68 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 1 2 CK POINT (151.75 -23.53) +M2_FISH_DATA.69 69 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Gobiidae Eviota guttata 1 2 CK POINT (151.75 -23.53) +M2_FISH_DATA.70 70 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Gobiidae Eviota guttata 2 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.71 71 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Gobiidae Eviota prasites 2 2 CK POINT (151.75 -23.53) +M2_FISH_DATA.72 72 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Gobiidae Istigobius decoratus 1 6 CK POINT (151.75 -23.53) +M2_FISH_DATA.73 73 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Gobiidae Istigobius decoratus 2 7 CK POINT (151.75 -23.53) +M2_FISH_DATA.74 74 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Opistognathidae Opistognathus spp. 1 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.75 75 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Opistognathidae Opistognathus spp. 2 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.76 76 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Pinguipedidae Parapercis australis 1 2 CK POINT (151.75 -23.53) +M2_FISH_DATA.77 77 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Pinguipedidae Parapercis australis 2 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.78 78 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Pinguipedidae Parapercis queenslandica 1 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.79 79 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Pinguipedidae Parapercis queenslandica 2 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.80 80 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Holocentridae Sargocentron rubrum 2 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.81 81 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Gobiidae Valenciennea longipinnis 2 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.82 82 912347131 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS2 Masthead Site 1 -23.53 151.75 2017-03-10T13:00:00Z 8.1 Chordata Actinopterygii Gobiidae Valenciennea muralis 1 1 CK POINT (151.75 -23.53) +M2_FISH_DATA.83 83 912345714 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS3 Masthead Site 2 -23.53 151.75 2015-10-02T14:00:00Z 7 Chordata Actinopterygii Tripterygiidae Enneapterygius mirabilis 1 3 ATC POINT (151.75 -23.53) +M2_FISH_DATA.84 84 912345714 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS3 Masthead Site 2 -23.53 151.75 2015-10-02T14:00:00Z 7 Chordata Actinopterygii Gobiidae Eviota spp. 1 4 ATC POINT (151.75 -23.53) +M2_FISH_DATA.85 85 912345714 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS3 Masthead Site 2 -23.53 151.75 2015-10-02T14:00:00Z 7 Chordata Actinopterygii Pinguipedidae Parapercis australis 1 2 ATC POINT (151.75 -23.53) +M2_FISH_DATA.86 86 912345714 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS3 Masthead Site 2 -23.53 151.75 2015-10-02T14:00:00Z 7 Chordata Actinopterygii Gobiidae Eviota spp. 2 5 PBD POINT (151.75 -23.53) +M2_FISH_DATA.87 87 912345715 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS3 Masthead Site 2 -23.53 151.75 2015-10-02T14:00:00Z 7.1 Chordata Actinopterygii Tripterygiidae Enneapterygius mirabilis 1 13 ATC POINT (151.75 -23.53) +M2_FISH_DATA.88 88 912345715 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS3 Masthead Site 2 -23.53 151.75 2015-10-02T14:00:00Z 7.1 Chordata Actinopterygii Gobiidae Eviota spp. 1 2 ATC POINT (151.75 -23.53) +M2_FISH_DATA.89 89 912345715 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS3 Masthead Site 2 -23.53 151.75 2015-10-02T14:00:00Z 7.1 Chordata Actinopterygii Pinguipedidae Parapercis australis 1 1 ATC POINT (151.75 -23.53) +M2_FISH_DATA.90 90 912345716 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5 Chordata Actinopterygii Gobiidae Istigobius decoratus 1 2 ATC POINT (151.77 -23.5) +M2_FISH_DATA.91 91 912345716 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5 Chordata Actinopterygii Pseudochromidae Labracinus cyclophthalmus 1 2 ATC POINT (151.77 -23.5) +M2_FISH_DATA.92 92 912345716 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5 Chordata Actinopterygii Pinguipedidae Parapercis australis 1 2 ATC POINT (151.77 -23.5) +M2_FISH_DATA.93 93 912345716 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5 Chordata Actinopterygii Blenniidae Blenniid spp. 2 1 PBD POINT (151.77 -23.5) +M2_FISH_DATA.94 94 912345716 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5 Chordata Actinopterygii Pinguipedidae Parapercis australis 2 1 PBD POINT (151.77 -23.5) +M2_FISH_DATA.95 95 912345717 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5.1 Chordata Actinopterygii Serranidae Diploprion bifasciatum 1 1 ATC POINT (151.77 -23.5) +M2_FISH_DATA.96 96 912345717 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 1 ATC POINT (151.77 -23.5) +M2_FISH_DATA.97 97 912345717 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5.1 Chordata Actinopterygii Gobiidae Istigobius decoratus 1 3 ATC POINT (151.77 -23.5) +M2_FISH_DATA.98 98 912345717 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5.1 Chordata Actinopterygii Pseudochromidae Labracinus cyclophthalmus 1 1 ATC POINT (151.77 -23.5) +M2_FISH_DATA.99 99 912345717 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5.1 Chordata Actinopterygii Pinguipedidae Parapercis australis 1 1 ATC POINT (151.77 -23.5) +M2_FISH_DATA.100 100 912345717 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5.1 Chordata Actinopterygii Pinguipedidae Parapercis hexophtalma 1 1 ATC POINT (151.77 -23.5) +M2_FISH_DATA.101 101 912345717 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5.1 Chordata Actinopterygii Gobiidae Istigobius decoratus 2 5 PBD POINT (151.77 -23.5) +M2_FISH_DATA.102 102 912345717 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2015-10-03T14:00:00Z 5.1 Chordata Actinopterygii Pinguipedidae Parapercis stricticeps 2 1 PBD POINT (151.77 -23.5) +M2_FISH_DATA.103 103 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Gobiidae Amblygobius phalaena 1 1 CK POINT (151.77 -23.5) +M2_FISH_DATA.104 104 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Blenniidae Atrosalarias holomelas 2 1 CK POINT (151.77 -23.5) +M2_FISH_DATA.105 105 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Apogonidae Cheilodipterus quinquelineatus 1 4 CK POINT (151.77 -23.5) +M2_FISH_DATA.106 106 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 5 CK POINT (151.77 -23.5) +M2_FISH_DATA.107 107 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 9 CK POINT (151.77 -23.5) +M2_FISH_DATA.108 108 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 2 22 CK POINT (151.77 -23.5) +M2_FISH_DATA.109 109 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Gobiidae Eviota guttata 1 2 CK POINT (151.77 -23.5) +M2_FISH_DATA.110 110 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Gobiidae Eviota guttata 2 1 CK POINT (151.77 -23.5) +M2_FISH_DATA.111 111 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Gobiidae Eviota prasites 2 1 CK POINT (151.77 -23.5) +M2_FISH_DATA.112 112 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Gobiidae Istigobius decoratus 1 23 CK POINT (151.77 -23.5) +M2_FISH_DATA.113 113 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Gobiidae Istigobius decoratus 2 29 CK POINT (151.77 -23.5) +M2_FISH_DATA.114 114 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Pinguipedidae Parapercis australis 1 1 CK POINT (151.77 -23.5) +M2_FISH_DATA.115 115 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Pinguipedidae Parapercis xanthozona 1 1 CK POINT (151.77 -23.5) +M2_FISH_DATA.116 116 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Gobiidae Valenciennea longipinnis 1 8 CK POINT (151.77 -23.5) +M2_FISH_DATA.117 117 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Gobiidae Valenciennea longipinnis 2 13 CK POINT (151.77 -23.5) +M2_FISH_DATA.118 118 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Gobiidae Valenciennea muralis 1 1 CK POINT (151.77 -23.5) +M2_FISH_DATA.119 119 912347120 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5 Chordata Actinopterygii Gobiidae Valenciennea muralis 2 2 CK POINT (151.77 -23.5) +M2_FISH_DATA.120 120 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Blenniidae Ecsenius bicolor 2 1 CK POINT (151.77 -23.5) +M2_FISH_DATA.121 121 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 17 CK POINT (151.77 -23.5) +M2_FISH_DATA.122 122 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 21 CK POINT (151.77 -23.5) +M2_FISH_DATA.123 123 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Blenniidae Ecsenius sp. [black and green] 1 1 CK POINT (151.77 -23.5) +M2_FISH_DATA.124 124 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Blenniidae Ecsenius sp. [black and green] 2 1 CK POINT (151.77 -23.5) +M2_FISH_DATA.125 125 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Blenniidae Ecsenius stictus 2 2 CK POINT (151.77 -23.5) +M2_FISH_DATA.126 126 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 1 15 CK POINT (151.77 -23.5) +M2_FISH_DATA.127 127 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Gobiidae Eviota guttata 1 3 CK POINT (151.77 -23.5) +M2_FISH_DATA.128 128 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Gobiidae Eviota guttata 2 6 CK POINT (151.77 -23.5) +M2_FISH_DATA.129 129 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Gobiidae Eviota prasites 2 2 CK POINT (151.77 -23.5) +M2_FISH_DATA.130 130 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Gobiidae Eviota sebreei 2 1 CK POINT (151.77 -23.5) +M2_FISH_DATA.131 131 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Gobiidae Istigobius decoratus 1 30 CK POINT (151.77 -23.5) +M2_FISH_DATA.132 132 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Gobiidae Istigobius decoratus 2 13 CK POINT (151.77 -23.5) +M2_FISH_DATA.133 133 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Blenniidae Plagiotremus laudandus 1 2 CK POINT (151.77 -23.5) +M2_FISH_DATA.134 134 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Blenniidae Plagiotremus laudandus 2 2 CK POINT (151.77 -23.5) +M2_FISH_DATA.135 135 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Gobiidae Valenciennea longipinnis 1 12 CK POINT (151.77 -23.5) +M2_FISH_DATA.136 136 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Gobiidae Valenciennea longipinnis 2 3 CK POINT (151.77 -23.5) +M2_FISH_DATA.137 137 912347121 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS4 Erskyne Island Site 1 -23.5 151.77 2017-03-09T13:00:00Z 5.1 Chordata Actinopterygii Gobiidae Valenciennea muralis 2 6 CK POINT (151.77 -23.5) +M2_FISH_DATA.138 138 912345718 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2015-10-03T14:00:00Z 6 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 1 6 ATC POINT (151.78 -23.5) +M2_FISH_DATA.139 139 912345718 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2015-10-03T14:00:00Z 6 Chordata Actinopterygii Gobiidae Gobiodon histrio 1 2 ATC POINT (151.78 -23.5) +M2_FISH_DATA.140 140 912345719 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2015-10-03T14:00:00Z 6.1 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 1 3 ATC POINT (151.78 -23.5) +M2_FISH_DATA.141 141 912345719 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2015-10-03T14:00:00Z 6.1 Chordata Actinopterygii Gobiidae Gobiodon histrio 1 3 ATC POINT (151.78 -23.5) +M2_FISH_DATA.142 142 912345719 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2015-10-03T14:00:00Z 6.1 Chordata Actinopterygii Gobiidae Eviota spp. 2 8 PBD POINT (151.78 -23.5) +M2_FISH_DATA.143 143 912347122 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6.1 Chordata Actinopterygii Apogonidae Apogon capricornis 1 95 GJE POINT (151.78 -23.5) +M2_FISH_DATA.144 144 912347122 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6.1 Chordata Actinopterygii Apogonidae Apogon capricornis 2 155 GJE POINT (151.78 -23.5) +M2_FISH_DATA.145 145 912347122 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 7 GJE POINT (151.78 -23.5) +M2_FISH_DATA.146 146 912347122 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 9 GJE POINT (151.78 -23.5) +M2_FISH_DATA.147 147 912347122 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 2 GJE POINT (151.78 -23.5) +M2_FISH_DATA.148 148 912347122 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Eviota guttata 1 12 GJE POINT (151.78 -23.5) +M2_FISH_DATA.149 149 912347122 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Eviota guttata 2 5 GJE POINT (151.78 -23.5) +M2_FISH_DATA.150 150 912347122 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Fusigobius neophytus 1 4 GJE POINT (151.78 -23.5) +M2_FISH_DATA.151 151 912347122 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Istigobius decoratus 2 4 GJE POINT (151.78 -23.5) +M2_FISH_DATA.152 152 912347122 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6.1 Chordata Actinopterygii Pempherididae Parapriacanthus ransonneti 1 225 GJE POINT (151.78 -23.5) +M2_FISH_DATA.153 153 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Gobiidae Amblygobius phalaena 1 3 CK POINT (151.78 -23.5) +M2_FISH_DATA.154 154 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Apogonidae Apogon capricornis 1 25 CK POINT (151.78 -23.5) +M2_FISH_DATA.155 155 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Apogonidae Apogon capricornis 2 60 CK POINT (151.78 -23.5) +M2_FISH_DATA.156 156 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Blenniidae Atrosalarias holomelas 1 5 CK POINT (151.78 -23.5) +M2_FISH_DATA.157 157 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Blenniidae Atrosalarias holomelas 2 3 CK POINT (151.78 -23.5) +M2_FISH_DATA.158 158 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Blenniidae Crossosalarias macrospilus 1 1 CK POINT (151.78 -23.5) +M2_FISH_DATA.159 159 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 1 CK POINT (151.78 -23.5) +M2_FISH_DATA.160 160 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 3 CK POINT (151.78 -23.5) +M2_FISH_DATA.161 161 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 2 1 CK POINT (151.78 -23.5) +M2_FISH_DATA.162 162 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Gobiidae Eviota guttata 1 1 CK POINT (151.78 -23.5) +M2_FISH_DATA.163 163 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Gobiidae Eviota guttata 2 1 CK POINT (151.78 -23.5) +M2_FISH_DATA.164 164 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Gobiidae Eviota prasites 1 1 CK POINT (151.78 -23.5) +M2_FISH_DATA.165 165 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Muraenidae Gymnothorax javanicus 1 1 CK POINT (151.78 -23.5) +M2_FISH_DATA.166 166 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Gobiidae Istigobius decoratus 1 4 CK POINT (151.78 -23.5) +M2_FISH_DATA.167 167 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Pempherididae Parapriacanthus ransonneti 1 85 CK POINT (151.78 -23.5) +M2_FISH_DATA.168 168 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Pempherididae Parapriacanthus ransonneti 2 200 CK POINT (151.78 -23.5) +M2_FISH_DATA.169 169 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Pseudochromidae Pseudochromis fuscus 1 1 CK POINT (151.78 -23.5) +M2_FISH_DATA.170 170 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Synodontidae Synodus variegatus 1 2 CK POINT (151.78 -23.5) +M2_FISH_DATA.171 171 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Synodontidae Synodus variegatus 2 2 CK POINT (151.78 -23.5) +M2_FISH_DATA.172 172 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Apogonidae Taeniamia leai 1 5 CK POINT (151.78 -23.5) +M2_FISH_DATA.173 173 912347135 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS5 Erskyne Island Site 2 -23.5 151.78 2017-03-09T13:00:00Z 6 Chordata Actinopterygii Apogonidae Taeniamia leai 2 10 CK POINT (151.78 -23.5) +M2_FISH_DATA.174 174 912345720 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 1 ATC POINT (151.78 -23.5) +M2_FISH_DATA.175 175 912345720 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 1 5 ATC POINT (151.78 -23.5) +M2_FISH_DATA.176 176 912345720 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7 Chordata Actinopterygii Gobiidae Istigobius decoratus 1 4 ATC POINT (151.78 -23.5) +M2_FISH_DATA.177 177 912345720 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7 Chordata Actinopterygii Pinguipedidae Parapercis queenslandica 1 1 ATC POINT (151.78 -23.5) +M2_FISH_DATA.178 178 912345720 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7 Chordata Actinopterygii Holocentridae Sargocentron rubrum 1 2 ATC POINT (151.78 -23.5) +M2_FISH_DATA.179 179 912345720 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7 Chordata Actinopterygii Pinguipedidae Parapercis spp. 2 1 PBD POINT (151.78 -23.5) +M2_FISH_DATA.180 180 912345721 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7.1 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 3 ATC POINT (151.78 -23.5) +M2_FISH_DATA.181 181 912345721 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7.1 Chordata Actinopterygii Gobiidae Istigobius decoratus 1 5 ATC POINT (151.78 -23.5) +M2_FISH_DATA.182 182 912345721 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7.1 Chordata Actinopterygii Holocentridae Sargocentron rubrum 1 1 ATC POINT (151.78 -23.5) +M2_FISH_DATA.183 183 912345721 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7.1 Chordata Actinopterygii Synodontidae Synodus variegatus 1 1 ATC POINT (151.78 -23.5) +M2_FISH_DATA.184 184 912345721 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7.1 Chordata Actinopterygii Gobiidae Amblygobius phalaena 2 1 PBD POINT (151.78 -23.5) +M2_FISH_DATA.185 185 912345721 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7.1 Chordata Actinopterygii Pinguipedidae Parapercis spp. 2 1 PBD POINT (151.78 -23.5) +M2_FISH_DATA.186 186 912345721 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS6 Erskyne Island Site 3 -23.5 151.78 2015-10-04T13:00:00Z 7.1 Chordata Actinopterygii Synodontidae Synodus variegatus 2 1 PBD POINT (151.78 -23.5) +M2_FISH_DATA.187 187 912345722 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2015-10-04T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 4 ATC POINT (151.95 -23.25) +M2_FISH_DATA.188 188 912345722 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2015-10-04T13:00:00Z 8 Chordata Actinopterygii Blenniidae Blenniid spp. 2 2 PBD POINT (151.95 -23.25) +M2_FISH_DATA.189 189 912345722 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2015-10-04T13:00:00Z 8 Chordata Actinopterygii Gobiidae Gobiid spp. 2 1 PBD POINT (151.95 -23.25) +M2_FISH_DATA.190 190 912345723 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2015-10-04T13:00:00Z 8.5 Chordata Actinopterygii Blenniidae Cirripectes spp. 1 1 ATC POINT (151.95 -23.25) +M2_FISH_DATA.191 191 912345723 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2015-10-04T13:00:00Z 8.5 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 2 ATC POINT (151.95 -23.25) +M2_FISH_DATA.192 192 912345723 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2015-10-04T13:00:00Z 8.5 Chordata Actinopterygii Apogonidae Apogonid spp. 2 2 PBD POINT (151.95 -23.25) +M2_FISH_DATA.193 193 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Cirripectes filamentosus 1 1 CK POINT (151.95 -23.25) +M2_FISH_DATA.194 194 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius bicolor 1 2 CK POINT (151.95 -23.25) +M2_FISH_DATA.195 195 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius bicolor 2 4 CK POINT (151.95 -23.25) +M2_FISH_DATA.196 196 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 4 CK POINT (151.95 -23.25) +M2_FISH_DATA.197 197 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 3 CK POINT (151.95 -23.25) +M2_FISH_DATA.198 198 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius sp. [black and green] 1 2 CK POINT (151.95 -23.25) +M2_FISH_DATA.199 199 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius sp. [black and green] 2 3 CK POINT (151.95 -23.25) +M2_FISH_DATA.200 200 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 1 CK POINT (151.95 -23.25) +M2_FISH_DATA.201 201 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius stictus 2 1 CK POINT (151.95 -23.25) +M2_FISH_DATA.202 202 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Gobiidae Eviota guttata 1 2 CK POINT (151.95 -23.25) +M2_FISH_DATA.203 203 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Plagiotremus tapeinosoma 2 1 CK POINT (151.95 -23.25) +M2_FISH_DATA.204 204 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Gobiidae Pleurosicya spp. 1 5 CK POINT (151.95 -23.25) +M2_FISH_DATA.205 205 912347125 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Synodontidae Synodus variegatus 2 1 CK POINT (151.95 -23.25) +M2_FISH_DATA.206 206 912347126 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8.5 Chordata Actinopterygii Blenniidae Ecsenius bicolor 1 2 CK POINT (151.95 -23.25) +M2_FISH_DATA.207 207 912347126 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8.5 Chordata Actinopterygii Blenniidae Ecsenius bicolor 2 6 CK POINT (151.95 -23.25) +M2_FISH_DATA.208 208 912347126 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8.5 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 3 CK POINT (151.95 -23.25) +M2_FISH_DATA.209 209 912347126 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8.5 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 2 CK POINT (151.95 -23.25) +M2_FISH_DATA.210 210 912347126 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8.5 Chordata Actinopterygii Blenniidae Ecsenius sp. [black and green] 1 2 CK POINT (151.95 -23.25) +M2_FISH_DATA.211 211 912347126 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8.5 Chordata Actinopterygii Blenniidae Ecsenius sp. [black and green] 2 3 CK POINT (151.95 -23.25) +M2_FISH_DATA.212 212 912347126 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8.5 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 2 CK POINT (151.95 -23.25) +M2_FISH_DATA.213 213 912347126 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8.5 Chordata Actinopterygii Blenniidae Ecsenius stictus 2 1 CK POINT (151.95 -23.25) +M2_FISH_DATA.214 214 912347126 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8.5 Chordata Actinopterygii Gobiidae Eviota guttata 1 3 CK POINT (151.95 -23.25) +M2_FISH_DATA.215 215 912347126 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS7 Broomfield Reef Site 2 -23.25 151.95 2017-03-08T13:00:00Z 8.5 Chordata Actinopterygii Gobiidae Eviota guttata 2 4 CK POINT (151.95 -23.25) +M2_FISH_DATA.216 216 912345724 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2015-10-05T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius bicolor 1 10 ATC POINT (151.94 -23.25) +M2_FISH_DATA.217 217 912345724 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2015-10-05T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 6 ATC POINT (151.94 -23.25) +M2_FISH_DATA.218 218 912345724 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2015-10-05T13:00:00Z 8 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 1 2 ATC POINT (151.94 -23.25) +M2_FISH_DATA.219 219 912345724 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2015-10-05T13:00:00Z 8 Chordata Actinopterygii Serranidae Epinephelus fasciatus 1 2 ATC POINT (151.94 -23.25) +M2_FISH_DATA.220 220 912345724 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2015-10-05T13:00:00Z 8 Chordata Actinopterygii Holocentridae Sargocentron rubrum 1 1 ATC POINT (151.94 -23.25) +M2_FISH_DATA.221 221 912345724 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2015-10-05T13:00:00Z 8 Chordata Actinopterygii Gobiidae Ctenogobiops pomastictus 2 3 PBD POINT (151.94 -23.25) +M2_FISH_DATA.222 222 912345725 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2015-10-05T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Ecsenius bicolor 1 12 ATC POINT (151.94 -23.25) +M2_FISH_DATA.223 223 912345725 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2015-10-05T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 3 ATC POINT (151.94 -23.25) +M2_FISH_DATA.224 224 912345725 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2015-10-05T13:00:00Z 8.1 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 1 1 ATC POINT (151.94 -23.25) +M2_FISH_DATA.225 225 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Plesiopidae Assessor macneilli 1 10 CK POINT (151.94 -23.25) +M2_FISH_DATA.226 226 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Apogonidae Cheilodipterus quinquelineatus 1 1 CK POINT (151.94 -23.25) +M2_FISH_DATA.227 227 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius bicolor 2 2 CK POINT (151.94 -23.25) +M2_FISH_DATA.228 228 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 3 CK POINT (151.94 -23.25) +M2_FISH_DATA.229 229 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 1 CK POINT (151.94 -23.25) +M2_FISH_DATA.230 230 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius sp. [black and green] 1 1 CK POINT (151.94 -23.25) +M2_FISH_DATA.231 231 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius sp. [black and green] 2 4 CK POINT (151.94 -23.25) +M2_FISH_DATA.232 232 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 3 CK POINT (151.94 -23.25) +M2_FISH_DATA.233 233 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Blenniidae Ecsenius stictus 2 1 CK POINT (151.94 -23.25) +M2_FISH_DATA.234 234 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Gobiidae Eviota guttata 1 6 CK POINT (151.94 -23.25) +M2_FISH_DATA.235 235 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Gobiidae Eviota guttata 2 6 CK POINT (151.94 -23.25) +M2_FISH_DATA.236 236 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Gobiidae Gobiodon quinquestrigatus 2 1 CK POINT (151.94 -23.25) +M2_FISH_DATA.237 237 912347123 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8 Chordata Actinopterygii Scorpaenidae Scorpaenid spp. 1 1 CK POINT (151.94 -23.25) +M2_FISH_DATA.238 238 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Blenniella chrysospilos 1 1 CK POINT (151.94 -23.25) +M2_FISH_DATA.239 239 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Ecsenius bicolor 1 10 CK POINT (151.94 -23.25) +M2_FISH_DATA.240 240 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Ecsenius bicolor 2 6 CK POINT (151.94 -23.25) +M2_FISH_DATA.241 241 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 5 CK POINT (151.94 -23.25) +M2_FISH_DATA.242 242 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 3 CK POINT (151.94 -23.25) +M2_FISH_DATA.243 243 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Ecsenius sp. [black and green] 1 17 CK POINT (151.94 -23.25) +M2_FISH_DATA.244 244 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Ecsenius sp. [black and green] 2 16 CK POINT (151.94 -23.25) +M2_FISH_DATA.245 245 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Ecsenius spp. 1 1 CK POINT (151.94 -23.25) +M2_FISH_DATA.246 246 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Gobiidae Eviota guttata 1 2 CK POINT (151.94 -23.25) +M2_FISH_DATA.247 247 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Gobiidae Eviota guttata 2 4 CK POINT (151.94 -23.25) +M2_FISH_DATA.248 248 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Blenniidae Plagiotremus tapeinosoma 1 1 CK POINT (151.94 -23.25) +M2_FISH_DATA.249 249 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Holocentridae Sargocentron rubrum 1 1 CK POINT (151.94 -23.25) +M2_FISH_DATA.250 250 912347124 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS8 Broomfield Reef Site 1 -23.25 151.94 2017-03-08T13:00:00Z 8.1 Chordata Actinopterygii Tripterygiidae Ucla xenogrammus 1 2 CK POINT (151.94 -23.25) +M2_FISH_DATA.251 251 912345726 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS9 Broomfield Reef Site 3 -23.26 151.95 2015-10-05T13:00:00Z 9 Chordata Actinopterygii Blenniidae Cirripectes spp. 1 1 ATC POINT (151.95 -23.26) +M2_FISH_DATA.252 252 912345726 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS9 Broomfield Reef Site 3 -23.26 151.95 2015-10-05T13:00:00Z 9 Chordata Actinopterygii Blenniidae Ecsenius bicolor 1 3 ATC POINT (151.95 -23.26) +M2_FISH_DATA.253 253 912349189 Spain Alboran Sea Temperate Northern Atlantic AND64 Isla San Andrés (Parque Natural) 36.99 -1.89 2015-09-13T14:00:00Z 11.5 Chordata Actinopterygii Apogonidae Apogon imberbis 1 1 NDL POINT (-1.8900000000000001 36.99) +M2_FISH_DATA.254 254 912349189 Spain Alboran Sea Temperate Northern Atlantic AND64 Isla San Andrés (Parque Natural) 36.99 -1.89 2015-09-13T14:00:00Z 11.5 Chordata Actinopterygii Blenniidae Parablennius gattorugine 1 1 NDL POINT (-1.8900000000000001 36.99) +M2_FISH_DATA.255 255 912349189 Spain Alboran Sea Temperate Northern Atlantic AND64 Isla San Andrés (Parque Natural) 36.99 -1.89 2015-09-13T14:00:00Z 11.5 Chordata Actinopterygii Tripterygiidae Tripterygion delaisi 1 3 NDL POINT (-1.8900000000000001 36.99) +M2_FISH_DATA.256 256 912349190 Spain Alboran Sea Temperate Northern Atlantic AND65 Isla San Juan 37.35 -1.65 2015-09-13T14:00:00Z 9.6 Chordata Actinopterygii Apogonidae Apogon imberbis 1 1 JASF POINT (-1.65 37.35) +M2_FISH_DATA.257 257 912349190 Spain Alboran Sea Temperate Northern Atlantic AND65 Isla San Juan 37.35 -1.65 2015-09-13T14:00:00Z 9.6 Chordata Actinopterygii Scorpaenidae Scorpaena notata 1 2 JASF POINT (-1.65 37.35) +M2_FISH_DATA.258 258 912349190 Spain Alboran Sea Temperate Northern Atlantic AND65 Isla San Juan 37.35 -1.65 2015-09-13T14:00:00Z 9.6 Chordata Actinopterygii Tripterygiidae Tripterygion tripteronotum 1 2 JASF POINT (-1.65 37.35) +M2_FISH_DATA.259 259 912349192 Spain Alboran Sea Temperate Northern Atlantic AND66 Villaricos Norte 37.31 -1.7 2015-09-13T14:00:00Z 8.5 Chordata Actinopterygii Muraenidae Muraena helena 2 1 NSM POINT (-1.7 37.31) +M2_FISH_DATA.260 260 912349192 Spain Alboran Sea Temperate Northern Atlantic AND66 Villaricos Norte 37.31 -1.7 2015-09-13T14:00:00Z 8.5 Chordata Actinopterygii Scorpaenidae Scorpaena porcus 2 1 NSM POINT (-1.7 37.31) +M2_FISH_DATA.261 261 912349133 Spain Alboran Sea Temperate Northern Atlantic AND7 Adra 36.74 -3.01 2013-11-26T13:00:00Z 1.8 Chordata Actinopterygii Gobiidae Gobius bucchichi 1 20 JASF POINT (-3.01 36.74) +M2_FISH_DATA.262 262 912349133 Spain Alboran Sea Temperate Northern Atlantic AND7 Adra 36.74 -3.01 2013-11-26T13:00:00Z 1.8 Chordata Actinopterygii Gobiidae Gobius bucchichi 2 6 JASF POINT (-3.01 36.74) +M2_FISH_DATA.263 263 912349133 Spain Alboran Sea Temperate Northern Atlantic AND7 Adra 36.74 -3.01 2013-11-26T13:00:00Z 1.8 Chordata Actinopterygii Blenniidae Parablennius pilicornis 1 6 JASF POINT (-3.01 36.74) +M2_FISH_DATA.264 264 912349133 Spain Alboran Sea Temperate Northern Atlantic AND7 Adra 36.74 -3.01 2013-11-26T13:00:00Z 1.8 Chordata Actinopterygii Blenniidae Parablennius pilicornis 2 1 JASF POINT (-3.01 36.74) +M2_FISH_DATA.265 265 912349134 Spain Alboran Sea Temperate Northern Atlantic AND8 Almeria puerto 36.83 -2.46 2013-11-27T13:00:00Z 1.8 Chordata Actinopterygii Gobiidae Gobius bucchichi 1 2 JASF POINT (-2.46 36.83) +M2_FISH_DATA.266 266 912349134 Spain Alboran Sea Temperate Northern Atlantic AND8 Almeria puerto 36.83 -2.46 2013-11-27T13:00:00Z 1.8 Chordata Actinopterygii Gobiidae Gobius bucchichi 2 3 JASF POINT (-2.46 36.83) +M2_FISH_DATA.267 267 912349134 Spain Alboran Sea Temperate Northern Atlantic AND8 Almeria puerto 36.83 -2.46 2013-11-27T13:00:00Z 1.8 Chordata Actinopterygii Gobiidae Gobius geniporus 1 3 JASF POINT (-2.46 36.83) +M2_FISH_DATA.268 268 912349134 Spain Alboran Sea Temperate Northern Atlantic AND8 Almeria puerto 36.83 -2.46 2013-11-27T13:00:00Z 1.8 Chordata Actinopterygii Gobiidae Gobius geniporus 2 3 JASF POINT (-2.46 36.83) +M2_FISH_DATA.269 269 912349134 Spain Alboran Sea Temperate Northern Atlantic AND8 Almeria puerto 36.83 -2.46 2013-11-27T13:00:00Z 1.8 Chordata Actinopterygii Gobiesocidae Lepadogaster lepadogaster 2 2 JASF POINT (-2.46 36.83) +M2_FISH_DATA.270 270 912349134 Spain Alboran Sea Temperate Northern Atlantic AND8 Almeria puerto 36.83 -2.46 2013-11-27T13:00:00Z 1.8 Chordata Actinopterygii Blenniidae Parablennius pilicornis 1 5 JASF POINT (-2.46 36.83) +M2_FISH_DATA.271 271 912349134 Spain Alboran Sea Temperate Northern Atlantic AND8 Almeria puerto 36.83 -2.46 2013-11-27T13:00:00Z 1.8 Chordata Actinopterygii Blenniidae Parablennius pilicornis 2 5 JASF POINT (-2.46 36.83) +M2_FISH_DATA.272 272 912349134 Spain Alboran Sea Temperate Northern Atlantic AND8 Almeria puerto 36.83 -2.46 2013-11-27T13:00:00Z 1.8 Chordata Actinopterygii Scorpaenidae Scorpaena porcus 1 1 JASF POINT (-2.46 36.83) +M2_FISH_DATA.273 273 912349134 Spain Alboran Sea Temperate Northern Atlantic AND8 Almeria puerto 36.83 -2.46 2013-11-27T13:00:00Z 1.8 Chordata Actinopterygii Scorpaenidae Scorpaena porcus 2 1 JASF POINT (-2.46 36.83) +M2_FISH_DATA.274 274 912344582 Spain Alboran Sea Temperate Northern Atlantic AND9 Camping 36.82 -2.51 2014-07-14T14:00:00Z 3 Chordata Actinopterygii Gobiidae Gobius bucchichi 1 27 JASF POINT (-2.51 36.82) +M2_FISH_DATA.275 275 912344582 Spain Alboran Sea Temperate Northern Atlantic AND9 Camping 36.82 -2.51 2014-07-14T14:00:00Z 3 Chordata Actinopterygii Gobiidae Gobius bucchichi 2 27 JASF POINT (-2.51 36.82) +M2_FISH_DATA.276 276 912344582 Spain Alboran Sea Temperate Northern Atlantic AND9 Camping 36.82 -2.51 2014-07-14T14:00:00Z 3 Chordata Actinopterygii Gobiesocidae Lepadogaster candolii 1 1 JASF POINT (-2.51 36.82) +M2_FISH_DATA.277 277 912344582 Spain Alboran Sea Temperate Northern Atlantic AND9 Camping 36.82 -2.51 2014-07-14T14:00:00Z 3 Chordata Actinopterygii Blenniidae Parablennius pilicornis 1 6 JASF POINT (-2.51 36.82) +M2_FISH_DATA.278 278 912344582 Spain Alboran Sea Temperate Northern Atlantic AND9 Camping 36.82 -2.51 2014-07-14T14:00:00Z 3 Chordata Actinopterygii Blenniidae Parablennius pilicornis 2 14 JASF POINT (-2.51 36.82) +M2_FISH_DATA.279 279 912344582 Spain Alboran Sea Temperate Northern Atlantic AND9 Camping 36.82 -2.51 2014-07-14T14:00:00Z 3 Chordata Actinopterygii Scorpaenidae Scorpaena porcus 1 1 JASF POINT (-2.51 36.82) +M2_FISH_DATA.280 280 912344582 Spain Alboran Sea Temperate Northern Atlantic AND9 Camping 36.82 -2.51 2014-07-14T14:00:00Z 3 Chordata Actinopterygii Tripterygiidae Tripterygion delaisi 1 1 JASF POINT (-2.51 36.82) +M2_FISH_DATA.281 281 912349135 Spain Alboran Sea Temperate Northern Atlantic AND9 Camping 36.82 -2.51 2013-11-27T13:00:00Z 2.4 Chordata Actinopterygii Gobiidae Gobius bucchichi 1 3 JASF POINT (-2.51 36.82) +M2_FISH_DATA.282 282 912349135 Spain Alboran Sea Temperate Northern Atlantic AND9 Camping 36.82 -2.51 2013-11-27T13:00:00Z 2.4 Chordata Actinopterygii Gobiidae Gobius bucchichi 2 2 JASF POINT (-2.51 36.82) +M2_FISH_DATA.283 283 912349135 Spain Alboran Sea Temperate Northern Atlantic AND9 Camping 36.82 -2.51 2013-11-27T13:00:00Z 2.4 Chordata Actinopterygii Blenniidae Parablennius pilicornis 1 4 JASF POINT (-2.51 36.82) +M2_FISH_DATA.284 284 912349135 Spain Alboran Sea Temperate Northern Atlantic AND9 Camping 36.82 -2.51 2013-11-27T13:00:00Z 2.4 Chordata Actinopterygii Blenniidae Parablennius pilicornis 2 6 JASF POINT (-2.51 36.82) +M2_FISH_DATA.285 285 912345928 Antarctica Antarctic Peninsula Southern Ocean ANT4 End Runway -67.57 -68.13 2016-01-05T13:00:00Z 9 Chordata Actinopterygii Nototheniidae Trematomus hansoni 1 1 SM POINT (-68.13 -67.57) +M2_FISH_DATA.286 286 912346517 Antarctica Antarctic Peninsula Southern Ocean ANT5 Wharf -67.57 -68.13 2016-01-06T13:00:00Z 9 Chordata Actinopterygii Nototheniidae Notothenia coriiceps 2 1 SM POINT (-68.13 -67.57) +M2_FISH_DATA.287 287 912346517 Antarctica Antarctic Peninsula Southern Ocean ANT5 Wharf -67.57 -68.13 2016-01-06T13:00:00Z 9 Chordata Actinopterygii Nototheniidae Trematomus newnesi 1 1 SM POINT (-68.13 -67.57) +M2_FISH_DATA.288 288 912346518 Antarctica Antarctic Peninsula Southern Ocean ANT7 Trovall -67.6 -68.21 2016-02-11T13:00:00Z 12 Chordata Actinopterygii Harpagiferidae Harpagifer antarcticus 1 1 SM POINT (-68.21 -67.6) +M2_FISH_DATA.289 289 912346518 Antarctica Antarctic Peninsula Southern Ocean ANT7 Trovall -67.6 -68.21 2016-02-11T13:00:00Z 12 Chordata Actinopterygii Nototheniidae Nototheniid spp. 2 1 SM POINT (-68.21 -67.6)
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/Reel_life_survey_fish_modif2.tabular Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,30 @@ +FID Key SurveyID Country Ecoregion Realm SiteCode Site SiteLat SiteLong SurveyDate Depth Phylum Class Family Taxon Block Total Diver geom +M2_FISH_DATA.1 1 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 2 LVS POINT (151.92 -23.18) +M2_FISH_DATA.2 2 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 5 LVS POINT (151.92 -23.18) +M2_FISH_DATA.3 3 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Blenniidae Ecsenius stictus 2 8 LVS POINT (151.92 -23.18) +M2_FISH_DATA.4 4 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Eviota guttata 1 6 LVS POINT (151.92 -23.18) +M2_FISH_DATA.5 5 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Eviota guttata 2 9 LVS POINT (151.92 -23.18) +M2_FISH_DATA.6 6 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Eviota hoesei 1 3 LVS POINT (151.92 -23.18) +M2_FISH_DATA.7 7 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Eviota hoesei 2 19 LVS POINT (151.92 -23.18) +M2_FISH_DATA.8 8 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Gobiodon histrio 1 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.9 9 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Gobiodon histrio 2 3 LVS POINT (151.92 -23.18) +M2_FISH_DATA.10 10 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Gobiodon sp. [3 GA] 1 12 LVS POINT (151.92 -23.18) +M2_FISH_DATA.11 11 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Gobiidae Gobiodon spp. 2 5 LVS POINT (151.92 -23.18) +M2_FISH_DATA.12 12 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Scorpaenidae Parascorpaena aurita 2 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.13 13 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Tripterygiidae Ucla xenogrammus 1 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.14 14 912347736 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6 Chordata Actinopterygii Tripterygiidae Ucla xenogrammus 2 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.15 15 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Plesiopidae Assessor macneilli 2 20 LVS POINT (151.92 -23.18) +M2_FISH_DATA.16 16 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius bicolor 1 4 LVS POINT (151.92 -23.18) +M2_FISH_DATA.17 17 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius bicolor 2 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.18 18 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 1 5 LVS POINT (151.92 -23.18) +M2_FISH_DATA.19 19 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius mandibularis 2 6 LVS POINT (151.92 -23.18) +M2_FISH_DATA.20 20 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius stictus 1 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.21 21 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Blenniidae Ecsenius stictus 2 3 LVS POINT (151.92 -23.18) +M2_FISH_DATA.22 22 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Tripterygiidae Enneapterygius similis 1 3 LVS POINT (151.92 -23.18) +M2_FISH_DATA.23 23 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Serranidae Epinephelus fasciatus 2 1 LVS POINT (151.92 -23.18) +M2_FISH_DATA.24 24 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Eviota guttata 1 6 LVS POINT (151.92 -23.18) +M2_FISH_DATA.25 25 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Eviota guttata 2 8 LVS POINT (151.92 -23.18) +M2_FISH_DATA.26 26 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Eviota hoesei 1 7 LVS POINT (151.92 -23.18) +M2_FISH_DATA.27 27 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Eviota hoesei 2 12 LVS POINT (151.92 -23.18) +M2_FISH_DATA.28 28 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Gobiodon sp. [3 GA] 2 16 LVS POINT (151.92 -23.18) +M2_FISH_DATA.29 29 912347737 Australia Central and Southern Great Barrier Reef Central Indo-Pacific AIMS12 North Island Site 3 -23.18 151.92 2017-02-13T13:00:00Z 6.1 Chordata Actinopterygii Gobiidae Gobiodon spp. 2 7 LVS POINT (151.92 -23.18)
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/SCBD.txt Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,4 @@ + Blenniidae Gobiidae Scorpaenidae Tripterygiidae Plesiopidae + 0.13452280 0.12622864 0.05950360 0.15163110 0.07035376 + Apogonidae Nototheniidae + 0.06153987 0.14519360
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/data_frenchbbs.tabular Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,851 @@ +"carre" "annee" "espece" "abond" +"440072" 2014 "ALAARV" 4 +"440072" 2014 "PARCAE" 5 +"440168" 2014 "ALAARV" 1 +"440168" 2014 "PARCAE" 10 +"440168" 2017 "ALAARV" 2 +"440168" 2017 "PARCAE" 12 +"440168" 2018 "ALAARV" 2 +"440168" 2018 "PARCAE" 20 +"440211" 2014 "ALAARV" 10 +"440211" 2014 "PARCAE" 5 +"440211" 2015 "ALAARV" 11 +"440211" 2015 "PARCAE" 6 +"440211" 2016 "ALAARV" 11 +"440211" 2016 "PARCAE" 2 +"440211" 2017 "ALAARV" 9 +"440211" 2017 "PARCAE" 2 +"440211" 2018 "ALAARV" 10 +"440211" 2018 "PARCAE" 8 +"440235" 2005 "ALAARV" 3 +"440235" 2005 "PARCAE" 15 +"440235" 2006 "ALAARV" 6 +"440235" 2006 "PARCAE" 12 +"440235" 2007 "ALAARV" 1 +"440235" 2007 "PARCAE" 10 +"440235" 2008 "ALAARV" 1 +"440235" 2008 "PARCAE" 12 +"440235" 2009 "ALAARV" 0 +"440235" 2009 "PARCAE" 13 +"440278" 2008 "ALAARV" 7 +"440278" 2008 "PARCAE" 7 +"440278" 2009 "ALAARV" 8 +"440278" 2009 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/levene.txt Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,8 @@ + +write table with levene test. +--> "Levene's Test for Homogeneity of Variance (center = median)" + Df F value Pr(>F) " +group 1 22.02 3.145e-06 ***" + 848 " +---" +Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1"
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/species.txt Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,6 @@ +Blenniidae +Gobiidae +Scorpaenidae +Tripterygiidae +Plesiopidae +Serranidae
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/test_bbs2.txt Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,8 @@ + +write table with levene test. +--> "Levene's Test for Homogeneity of Variance (center = median)" + Df F value Pr(>F) " +group 1 22.02 3.145e-06 ***" + 848 " +---" +Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1"
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/test_fish2.tabular Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,2 @@ +"x" +"1" 6
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/test_value_fish2.txt Fri Aug 13 18:17:38 2021 +0000 @@ -0,0 +1,10 @@ + +write table with eigenvalue. +--> " eigenvalue variance.percent cumulative.variance.percent" +Dim.1 2.849961e+00 5.699922e+01 56.99922" +Dim.2 1.229238e+00 2.458475e+01 81.58397" +Dim.3 7.482796e-01 1.496559e+01 96.54956" +Dim.4 1.725220e-01 3.450440e+00 100.00000" +Dim.5 1.948918e-14 3.897836e-13 100.00000" +Dim.6 9.545002e-34 1.909000e-32 100.00000" +Dim.7 2.137718e-35 4.275436e-34 100.00000"