# HG changeset patch # User ecology # Date 1627404949 0 # Node ID c7dd4706f982a0c2cd16e9e1f3cf97cd5ad06e84 "planemo upload for repository https://github.com/Marie59/Data_explo_tools commit 2f883743403105d9cac6d267496d985100da3958" diff -r 000000000000 -r c7dd4706f982 LICENSE.md --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/LICENSE.md Tue Jul 27 16:55:49 2021 +0000 @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU General Public License is a free, copyleft license for +software and other kinds of works. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. 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If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. diff -r 000000000000 -r c7dd4706f982 graph_homogeneity_normality.r --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/graph_homogeneity_normality.r Tue Jul 27 16:55:49 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)) diff -r 000000000000 -r c7dd4706f982 graph_link_var.r --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/graph_link_var.r Tue Jul 27 16:55:49 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") +} +} diff -r 000000000000 -r c7dd4706f982 graph_pres_abs_abund.r --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/graph_pres_abs_abund.r Tue Jul 27 16:55:49 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) +} diff -r 000000000000 -r c7dd4706f982 graph_stat_presence_abs.r --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/graph_stat_presence_abs.r Tue Jul 27 16:55:49 2021 +0000 @@ -0,0 +1,115 @@ +#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]) +} + +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), ] +time <- as.integer(substring(data[, time], first = 1, last = 4)) + +#####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 +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(var, "", colnames(tab))### remplace le premier pattern "abond." par le second "" / replace the column names "abond." by "" + return(tab) +} +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) diff -r 000000000000 -r c7dd4706f982 link_between_var.xml --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/link_between_var.xml Tue Jul 27 16:55:49 2021 +0000 @@ -0,0 +1,285 @@ + + Shows interaction, correlation, colinearity, produces a PCA and computes VIF for biodiversity abundance data + + macro.xml + + + r-base + r-cowplot + r-ggally + r-car + r-dplyr + r-ggcorrplot + r-factominer + r-factoextra + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + method['type'] != 'vif' + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff -r 000000000000 -r c7dd4706f982 macro.xml --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/macro.xml Tue Jul 27 16:55:49 2021 +0000 @@ -0,0 +1,65 @@ + + 0.0.0 + + + r-ggplot2 + + + + + + + + + method['type'] == 'collinearity' + + + method['type'] == 'pca' + + + method['type'] == 'vif' + + + method['type'] == 'interr' + + + method['type'] == 'autocorr' + + + method['type'] == 'abund' + + + method['type'] == 'pres_abs' + + + method['type'] == 'rare' + + + + + @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} + } + + + + + + + @unpublished{ + title={ Numerical Ecology with R }, + author={Daniel Borcard, François Gillet, Pierre Legendre}, + } + + + + + + topic_0610 + topic_3050 + + + + diff -r 000000000000 -r c7dd4706f982 test-data/Data.tabular --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/Data.tabular Tue Jul 27 16:55:49 2021 +0000 @@ -0,0 +1,2 @@ +"x" +"1" 29 diff -r 000000000000 -r c7dd4706f982 test-data/Missing_species.txt --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/Missing_species.txt Tue Jul 27 16:55:49 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 diff -r 000000000000 -r c7dd4706f982 test-data/Reel_life_survey_fish_modif.tabular --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/Reel_life_survey_fish_modif.tabular Tue Jul 27 16:55:49 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) diff -r 000000000000 -r c7dd4706f982 test-data/Reel_life_survey_fish_modif2.tabular --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/Reel_life_survey_fish_modif2.tabular Tue Jul 27 16:55:49 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) diff -r 000000000000 -r c7dd4706f982 test-data/data_frenchbbs.tabular --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/data_frenchbbs.tabular Tue Jul 27 16:55:49 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 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0 +"441558" 2012 "PARCAE" 1 +"441594" 2004 "ALAARV" 12 +"441594" 2004 "PARCAE" 3 +"441594" 2005 "ALAARV" 9 +"441594" 2005 "PARCAE" 3 +"441594" 2006 "ALAARV" 10 +"441594" 2006 "PARCAE" 1 +"441594" 2007 "ALAARV" 5 +"441594" 2007 "PARCAE" 3 +"441594" 2008 "ALAARV" 6 +"441594" 2008 "PARCAE" 6 +"441594" 2009 "ALAARV" 1 +"441594" 2009 "PARCAE" 5 +"441640" 2012 "ALAARV" 12 +"441640" 2012 "PARCAE" 4 +"441680" 2012 "ALAARV" 2 +"441680" 2012 "PARCAE" 4 +"441680" 2013 "ALAARV" 1 +"441680" 2013 "PARCAE" 7 +"441680" 2014 "ALAARV" 0 +"441680" 2014 "PARCAE" 7 +"441680" 2015 "ALAARV" 1 +"441680" 2015 "PARCAE" 5 +"441680" 2016 "ALAARV" 0 +"441680" 2016 "PARCAE" 2 +"441680" 2017 "ALAARV" 0 +"441680" 2017 "PARCAE" 5 +"441680" 2018 "ALAARV" 0 +"441680" 2018 "PARCAE" 7 +"Ile de" 2018 "ALAARV" 3 +"Ile de" 2018 "PARCAE" 7 +"Le Mas" 2018 "ALAARV" 0 +"Le Mas" 2018 "PARCAE" 7 \ No newline at end of file diff -r 000000000000 -r c7dd4706f982 test-data/levene.txt --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/levene.txt Tue Jul 27 16:55:49 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" diff -r 000000000000 -r c7dd4706f982 test-data/species.txt --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/species.txt Tue Jul 27 16:55:49 2021 +0000 @@ -0,0 +1,6 @@ +Blenniidae +Gobiidae +Scorpaenidae +Tripterygiidae +Plesiopidae +Serranidae diff -r 000000000000 -r c7dd4706f982 test-data/test_bbs2.txt --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/test_bbs2.txt Tue Jul 27 16:55:49 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" diff -r 000000000000 -r c7dd4706f982 test-data/test_fish2.tabular --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/test_fish2.tabular Tue Jul 27 16:55:49 2021 +0000 @@ -0,0 +1,2 @@ +"x" +"1" 6 diff -r 000000000000 -r c7dd4706f982 test-data/test_value_fish2.txt --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/test_value_fish2.txt Tue Jul 27 16:55:49 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"