get data for params$batch_value
source(here::here(glue::glue("{params$batch_name}/getData.R")))
df <- getData(params$batch_value)[1] "getting data for Nitrogen, organic"
A rate of change is calculated for each station using a seasonal Mann Kendall slope calculation.
[1] "getting data for Nitrogen, organic"
library(here)
library(lubridate) # for mdy_hms()
library(pander) # for display
library(dplyr) # for %>%
library(tidyr) # for unnest_wider
source(here("R/seasonalMannKendall.R"))
# add statistics for each station
sample_stats_df <- df %>%
group_by(ProgramName, LocationID) %>%
summarize(
mk_results = list(seasonalMannKendall(SampleDate, ResultValue)),
n_values = n(),
mean = mean(ResultValue, na.rm = TRUE),
min = as.numeric(min(ResultValue, na.rm = TRUE)),
max = as.numeric(max(ResultValue, na.rm = TRUE)),
coefficient.of.variation = sd(ResultValue, na.rm = TRUE) / mean(ResultValue, na.rm = TRUE),
.groups = 'drop'
)
# unnest the seasonal Mann Kendall results
sample_stats_df <- sample_stats_df %>%
tidyr::unnest_wider(mk_results)
sample_stats_df <- sample_stats_df %>%
mutate(
# create column significant_slope
significant_slope = ifelse(z <= 0.05, slope, NA_real_),
pvalue = z
) %>%
# drop unwanted columns added by seasonalMannKendall
select(
-z,
-tau,
-chi_square
)
# print(head(sample_stats_df))
# # display sample_stats_df with pander
# pander(sample_stats_df)
library(gt)
library(scales)
library(tidyselect) # for all_of()
library(RColorBrewer) # for brewer.pal()
# ── color_column() ─────────────────────────────────────────────────────────────
# gt_tbl : a gt object that you’ve already created (e.g. `sample_stats_df %>% gt()`)
# df : the original data.frame (must contain the column you want to color)
# column : a string, e.g. "slope" or "n_values"
# palette : a character vector of colours to feed to col_numeric()
#
color_column <- function(gt_tbl, df, column,
palette = c("red", "orange", "yellow", "green", "blue", "violet"),
domain = NULL) {
# 1) Pull out that column’s numeric values
vals <- df[[column]]
if (!is.numeric(vals)) {
stop(sprintf("`%s` is not numeric; data_color() requires a numeric column.", column))
}
# 2) Compute its min and max (ignoring NA)
min_val <- min(vals, na.rm = TRUE)
max_val <- max(vals, na.rm = TRUE)
if (is.null(domain)) {
domain <- c(min_val, max_val)
}
# 3) Call data_color() on the gt table for that single column
gt_tbl %>%
data_color(
columns = all_of(column),
colors = col_numeric(
palette = palette,
domain = domain
)
)
}
library(dplyr)
library(gt)
# 1) First build your gt table as usual:
gt_tbl <- sample_stats_df %>%
gt()
# slope blue (-) to red (+) (0 centered)
tryCatch({
min_slope <- min(sample_stats_df$slope, na.rm = TRUE)
max_slope <- max(sample_stats_df$slope, na.rm = TRUE)
max_abs_slope <- max(abs(min_slope), abs(max_slope))
gt_tbl <- color_column(
gt_tbl,
df = sample_stats_df,
column = "slope",
palette = rev(brewer.pal(11, "RdBu")),
domain = c(-max_abs_slope, max_abs_slope)
)
}, error = function(e) {
print("Error in slope color column")
print(e)
})
# slope blue (-) to red (+) (0 centered)
tryCatch({
min_slope <- min(sample_stats_df$significant_slope, na.rm = TRUE)
max_slope <- max(sample_stats_df$significant_slope, na.rm = TRUE)
max_abs_slope <- max(abs(min_slope), abs(max_slope))
gt_tbl <- color_column(
gt_tbl,
df = sample_stats_df,
column = "significant_slope",
palette = rev(brewer.pal(11, "RdBu")),
domain = c(-max_abs_slope, max_abs_slope)
)
}, error = function(e) {
print("Error in significant_slope color column")
print(e)
})
tryCatch({
# mean values blue to red (0 centered)
min_mean <- min(sample_stats_df$mean, na.rm = TRUE)
max_mean <- max(sample_stats_df$mean, na.rm = TRUE)
max_abs_mean <- max(abs(min_mean), abs(max_mean))
gt_tbl <- color_column(
gt_tbl,
df = sample_stats_df,
column = "mean",
palette = rev(brewer.pal(11, "RdBu")),
domain = c(-max_abs_mean, max_abs_mean)
)
}, error = function(e) {
print("Error in mean color column")
print(e)
})
tryCatch({
# n values white to green
gt_tbl <- color_column(
gt_tbl,
df = sample_stats_df,
column = "n_values",
palette = scales::brewer_pal(palette = "Greens")(9)
)
}, error = function(e) {
print("Error in n_values color column")
print(e)
})
tryCatch({
# min
gt_tbl <- color_column(
gt_tbl,
df = sample_stats_df,
column = "min",
palette = scales::brewer_pal(palette = "Blues")(9)
)
}, error = function(e) {
print("Error in min color column")
print(e)
})
tryCatch({
# max
gt_tbl <- color_column(
gt_tbl,
df = sample_stats_df,
column = "max",
palette = scales::brewer_pal(palette = "Blues")(9)
)
}, error = function(e) {
print("Error in max color column")
print(e)
})
tryCatch({
# coefficient.of.variation
gt_tbl <- color_column(
gt_tbl,
df = sample_stats_df,
column = "coefficient.of.variation",
palette = scales::brewer_pal(palette = "Blues")(9)
)
}, error = function(e) {
print("Error in coefficient.of.variation color column")
print(e)
})
# 4) Render/display:
gt_tbl| ProgramName | LocationID | slope | n_values | mean | min | max | coefficient.of.variation | significant_slope | pvalue |
|---|---|---|---|---|---|---|---|---|---|
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96325 | -1.947958e-03 | 189 | 0.1351626 | 0.01846128 | 0.5010243 | 0.5984886 | -0.001947958 | 7.402693e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96326 | -1.459565e-03 | 195 | 0.1385909 | 0.01440456 | 0.3851483 | 0.4669649 | -0.001459565 | 2.052132e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96327 | 1.515198e-04 | 130 | 0.1471561 | 0.02216741 | 0.5522233 | 0.5368673 | NA | 9.176988e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96328 | -1.344528e-03 | 131 | 0.1183346 | 0.00940300 | 0.4366380 | 0.6098052 | NA | 9.365582e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96329 | -1.569487e-03 | 194 | 0.1423461 | 0.00494266 | 0.5356408 | 0.5395436 | -0.001569487 | 2.511778e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96330 | 2.269758e-03 | 127 | 0.1514363 | 0.02713819 | 0.5303148 | 0.6132243 | NA | 1.415092e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96331 | -9.029271e-04 | 193 | 0.1252283 | 0.02489639 | 0.5421326 | 0.6231725 | NA | 8.601652e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96332 | -1.518721e-03 | 98 | 0.1423463 | 0.02582326 | 0.5166888 | 0.5246752 | NA | 1.506385e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96333 | 3.548863e-03 | 128 | 0.1476701 | 0.01820757 | 0.4405226 | 0.5269616 | 0.003548863 | 2.987434e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96334 | -1.495701e-03 | 101 | 0.2306401 | 0.01443020 | 0.5484270 | 0.4505770 | NA | 2.216830e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96335 | -9.294617e-04 | 192 | 0.1246588 | 0.00954660 | 0.4594659 | 0.6157912 | NA | 1.042952e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96336 | -1.119285e-03 | 194 | 0.1540540 | 0.00318806 | 0.7370701 | 0.4899513 | -0.001119285 | 3.630070e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96337 | -8.580917e-04 | 194 | 0.1333293 | 0.00876616 | 0.5893818 | 0.5691841 | NA | 6.484934e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96338 | -3.674300e-04 | 194 | 0.1131401 | 0.00850403 | 0.4813458 | 0.5819162 | NA | 2.822013e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96339 | -7.744679e-04 | 132 | 0.1449747 | 0.04917815 | 0.4360277 | 0.4399332 | NA | 1.488062e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96340 | -1.326408e-03 | 137 | 0.1305109 | 0.03183344 | 0.5775045 | 0.5566777 | -0.001326408 | 2.523930e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96341 | -8.873747e-04 | 119 | 0.1250367 | 0.02219212 | 0.8675873 | 0.8485598 | NA | 4.021148e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96342 | -1.454710e-03 | 133 | 0.1410567 | 0.01450943 | 0.4525288 | 0.4857316 | -0.001454710 | 1.946023e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96343 | -9.072825e-04 | 129 | 0.1127699 | 0.00077919 | 0.3162533 | 0.5096854 | NA | 2.107375e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96344 | -3.259433e-04 | 175 | 0.1191343 | 0.02002646 | 0.6583911 | 0.7245877 | NA | 6.286198e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96345 | -1.389394e-03 | 196 | 0.1388375 | 0.00488359 | 0.5042761 | 0.4814264 | -0.001389394 | 1.493443e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96346 | 3.332908e-03 | 130 | 0.1454926 | 0.03455158 | 0.4781016 | 0.4904495 | 0.003332908 | 4.218001e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96347 | -1.244417e-03 | 191 | 0.1156306 | 0.00000000 | 0.3833742 | 0.5266916 | -0.001244417 | 3.212808e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96348 | -2.700885e-03 | 129 | 0.1333309 | 0.01187721 | 0.3690614 | 0.5008529 | -0.002700885 | 5.100588e-04 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96349 | -2.668075e-03 | 130 | 0.1186541 | 0.00391633 | 0.3154033 | 0.4849934 | -0.002668075 | 2.182685e-04 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96350 | -1.961095e-03 | 172 | 0.1251035 | 0.00000000 | 0.4729780 | 0.5542723 | -0.001961095 | 2.773699e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96351 | -1.600027e-03 | 138 | 0.1661500 | 0.01432310 | 1.2028235 | 0.6859060 | NA | 6.502967e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96352 | -1.624213e-03 | 188 | 0.1429130 | 0.00045885 | 0.4093640 | 0.5076486 | -0.001624213 | 2.542671e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96353 | -1.101714e-03 | 192 | 0.1316150 | 0.00274775 | 0.4681552 | 0.6167009 | NA | 7.584150e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96354 | -1.322468e-03 | 100 | 0.1698726 | 0.01550754 | 0.5813613 | 0.5651491 | NA | 1.942860e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96355 | -2.104480e-03 | 196 | 0.1457485 | 0.00000000 | 0.5355915 | 0.5472669 | -0.002104480 | 4.865443e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96356 | -2.662446e-03 | 177 | 0.1304639 | 0.00000000 | 0.5883399 | 0.6083610 | -0.002662446 | 1.023049e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96357 | -2.566145e-03 | 137 | 0.1790763 | -0.00592777 | 1.9056754 | 1.0271788 | -0.002566145 | 2.554167e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96358 | 1.756538e-03 | 129 | 0.1590269 | 0.03452491 | 0.6883841 | 0.6211174 | NA | 4.683283e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96359 | 5.472287e-04 | 127 | 0.1427123 | 0.00072531 | 0.7248692 | 0.7068537 | NA | 8.383112e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96360 | -2.245932e-03 | 138 | 0.1838345 | -0.00486046 | 1.9038381 | 1.0485101 | -0.002245932 | 4.059722e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96361 | 1.809149e-03 | 126 | 0.1834059 | 0.03941934 | 1.1833019 | 0.8563494 | NA | 5.721523e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96362 | -2.343324e-03 | 193 | 0.1306374 | 0.00000000 | 0.5952093 | 0.6322357 | -0.002343324 | 6.726073e-04 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96363 | -3.078785e-03 | 103 | 0.1931349 | 0.01853871 | 0.5970918 | 0.6154796 | NA | 5.092057e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96364 | -2.357213e-03 | 190 | 0.1386196 | 0.00376869 | 0.5147183 | 0.6645327 | -0.002357213 | 4.582879e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96365 | 2.888318e-03 | 130 | 0.1472649 | 0.00532318 | 0.5165132 | 0.5774764 | NA | 1.066115e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96366 | -8.800319e-04 | 100 | 0.1882406 | 0.02496939 | 0.4835352 | 0.5143852 | NA | 5.681151e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96367 | -2.126648e-03 | 201 | 0.1708975 | 0.02330485 | 0.5849760 | 0.5241541 | -0.002126648 | 1.033406e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96368 | -2.479800e-03 | 168 | 0.1365173 | 0.00000000 | 0.3912746 | 0.5493524 | -0.002479800 | 3.397166e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96369 | -2.245721e-03 | 187 | 0.1810514 | 0.02600246 | 0.5984275 | 0.5071074 | -0.002245721 | 1.942006e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96370 | -1.473789e-03 | 119 | 0.1852909 | 0.03177778 | 0.7377296 | 0.5603200 | NA | 4.492758e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96371 | -2.191341e-03 | 185 | 0.1284906 | 0.01206542 | 0.3517868 | 0.5066827 | -0.002191341 | 2.466246e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96372 | -1.159482e-03 | 133 | 0.1767588 | 0.03146902 | 0.5051744 | 0.4674786 | NA | 2.157951e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96373 | -3.405475e-04 | 167 | 0.1374424 | 0.01272746 | 0.3794068 | 0.5428085 | NA | 6.828682e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96374 | -5.691692e-04 | 161 | 0.1288766 | 0.01298647 | 0.5301964 | 0.6040107 | NA | 6.031820e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96375 | -5.588000e-05 | 132 | 0.1702864 | 0.03399524 | 0.5893500 | 0.4253479 | NA | 9.521556e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96376 | -8.434036e-05 | 124 | 0.1627966 | 0.05402399 | 0.4469346 | 0.4244487 | NA | 9.480173e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96377 | -9.152710e-04 | 185 | 0.1408772 | 0.00923054 | 0.6392329 | 0.7515741 | NA | 8.656757e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96378 | -2.259145e-04 | 101 | 0.1769672 | 0.04944103 | 0.5114280 | 0.4496797 | NA | 9.296086e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96379 | -1.035522e-03 | 97 | 0.1694672 | 0.02565147 | 0.4310682 | 0.4322302 | NA | 3.030523e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96380 | -1.715294e-03 | 183 | 0.1485042 | 0.01309701 | 0.4414047 | 0.4754566 | -0.001715294 | 2.068392e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96381 | -1.096190e-03 | 184 | 0.1326125 | 0.00427650 | 0.5485132 | 0.6306033 | NA | 6.840025e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96382 | -5.536056e-03 | 63 | 0.1989422 | 0.05480906 | 0.4002915 | 0.3992648 | NA | 1.203848e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96383 | 1.686859e-03 | 123 | 0.1691136 | 0.03832726 | 0.4307058 | 0.5209858 | NA | 4.006593e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96384 | -1.148230e-03 | 191 | 0.1468529 | 0.01014858 | 0.8349956 | 0.7382650 | NA | 2.219522e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96385 | -1.342290e-03 | 99 | 0.1902127 | 0.02590184 | 0.7574084 | 0.5407688 | NA | 4.241674e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96386 | 5.324450e-05 | 119 | 0.1644418 | 0.06074774 | 0.4989076 | 0.4306675 | NA | 9.816128e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96387 | -2.161203e-03 | 123 | 0.1789537 | 0.03483245 | 0.7029777 | 0.5475166 | NA | 1.478447e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96388 | -4.802250e-04 | 187 | 0.1467618 | 0.00516529 | 0.6224431 | 0.6774650 | NA | 5.291839e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96389 | -1.035158e-03 | 183 | 0.1176907 | 0.00000000 | 0.3728734 | 0.5705188 | NA | 5.490251e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96390 | 3.629222e-03 | 64 | 0.2092630 | 0.04093206 | 0.5596526 | 0.4468963 | NA | 2.658855e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96391 | -1.137920e-03 | 99 | 0.1927850 | 0.05349018 | 0.6256836 | 0.4581819 | NA | 3.795892e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96392 | -4.870489e-04 | 188 | 0.1509310 | 0.01452208 | 0.6205077 | 0.7720513 | NA | 4.118513e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96393 | -9.316375e-04 | 134 | 0.1613698 | -0.02136400 | 0.5037789 | 0.4780970 | NA | 2.112232e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96394 | -1.237355e-03 | 194 | 0.1743045 | 0.01644968 | 2.9818750 | 1.4797785 | NA | 1.816833e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96395 | -4.439786e-04 | 189 | 0.1550871 | 0.01591687 | 0.9320539 | 0.9083920 | NA | 6.623255e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96396 | -1.210249e-04 | 198 | 0.1720545 | 0.02451198 | 0.8405262 | 0.6223074 | NA | 9.109304e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96397 | -5.672833e-04 | 190 | 0.1473452 | 0.01367402 | 0.7275112 | 0.6150288 | NA | 4.217200e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96398 | 8.210595e-05 | 179 | 0.1393532 | 0.00832762 | 0.9484709 | 0.7244150 | NA | 8.667933e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96399 | 1.945069e-03 | 127 | 0.1745333 | 0.01952734 | 0.7410080 | 0.5482871 | NA | 3.503074e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96400 | -1.074778e-03 | 195 | 0.1537383 | 0.00788499 | 0.7793383 | 0.6229175 | NA | 1.010324e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96401 | -1.542704e-03 | 194 | 0.1460062 | 0.00000000 | 0.9571392 | 0.8199591 | NA | 6.639661e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96402 | 2.193141e-03 | 126 | 0.1719596 | 0.00092230 | 0.9039853 | 0.6248551 | NA | 5.829378e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96403 | -5.160546e-04 | 194 | 0.1745433 | 0.01230567 | 1.1616848 | 1.0489285 | NA | 4.287573e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96404 | 4.495809e-03 | 126 | 0.1723674 | 0.00097344 | 0.7489934 | 0.7991746 | 0.004495809 | 1.330171e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96405 | -1.423567e-03 | 196 | 0.1420557 | 0.00670222 | 1.2376631 | 0.9213497 | -0.001423567 | 1.415868e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96406 | 5.474255e-04 | 190 | 0.1624473 | 0.01329910 | 0.6108912 | 0.6541586 | NA | 6.215264e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96407 | 4.014520e-04 | 98 | 0.2603211 | 0.03055900 | 1.2613833 | 0.6571424 | NA | 9.283586e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96408 | -8.893550e-04 | 63 | 0.2325920 | 0.03094371 | 1.0035998 | 0.6083302 | NA | 7.654070e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96409 | -7.601563e-05 | 96 | 0.2395266 | 0.02600866 | 0.7323848 | 0.5596099 | NA | 1.000000e+00 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96410 | -4.922325e-04 | 98 | 0.2071336 | 0.00548007 | 0.7643784 | 0.5168308 | NA | 7.233279e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96411 | -2.140907e-03 | 63 | 0.2039765 | 0.04456057 | 0.7833303 | 0.5201848 | NA | 5.372734e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96412 | 1.457064e-03 | 99 | 0.2235560 | 0.02558031 | 0.8166721 | 0.5191834 | NA | 3.020282e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96413 | 1.414137e-03 | 97 | 0.2118077 | 0.01628345 | 0.9467625 | 0.5104319 | NA | 2.838431e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96414 | 5.011262e-04 | 101 | 0.2204236 | 0.02703699 | 0.8938239 | 0.5776885 | NA | 8.213391e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96415 | -2.314380e-04 | 93 | 0.1994071 | 0.00138216 | 0.9804223 | 0.5863037 | NA | 7.487740e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96416 | -5.709111e-04 | 96 | 0.2146133 | 0.04736200 | 0.9691742 | 0.6399946 | NA | 7.389212e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96417 | 7.208175e-04 | 100 | 0.2193658 | 0.01886030 | 1.2165244 | 0.6892825 | NA | 5.699053e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96418 | 6.003716e-03 | 65 | 0.2164359 | 0.01415640 | 0.7614665 | 0.5872206 | 0.006003716 | 4.903683e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96419 | 7.066888e-04 | 99 | 0.2059552 | 0.04243024 | 0.6722545 | 0.5363692 | NA | 7.266536e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96420 | -6.640776e-04 | 93 | 0.2071684 | 0.02594211 | 0.7999605 | 0.5293511 | NA | 5.279819e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96421 | 9.627902e-04 | 95 | 0.2199421 | 0.04320661 | 0.8841378 | 0.4951946 | NA | 4.642143e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96422 | 1.808404e-03 | 65 | 0.2140805 | 0.02581457 | 0.6785081 | 0.5153194 | NA | 6.839980e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96423 | -2.794193e-03 | 64 | 0.2137897 | 0.03743110 | 0.8587546 | 0.6099785 | NA | 1.182123e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96424 | -5.103972e-03 | 65 | 0.2259493 | 0.07195022 | 0.9489536 | 0.5307459 | NA | 5.401870e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96425 | -3.293205e-03 | 65 | 0.2176234 | 0.05706708 | 0.9237521 | 0.5778454 | NA | 2.797196e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96426 | -1.089157e-03 | 99 | 0.2027973 | 0.01378300 | 0.9977278 | 0.5367198 | NA | 2.322826e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96427 | -1.680911e-03 | 97 | 0.1875044 | 0.04351201 | 0.8010919 | 0.5228004 | NA | 1.413814e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96428 | -3.616248e-03 | 62 | 0.2614832 | 0.04502057 | 0.9955991 | 0.6527496 | NA | 6.436139e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96429 | -4.219644e-03 | 64 | 0.2347030 | 0.04573745 | 1.0165631 | 0.5987237 | NA | 5.053572e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96430 | -2.002566e-03 | 97 | 0.2063715 | 0.03261766 | 0.9308955 | 0.7779917 | NA | 2.888444e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96431 | 1.271024e-04 | 64 | 0.2046529 | 0.02558780 | 0.7601207 | 0.5719846 | NA | 9.522889e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96432 | -1.688788e-03 | 97 | 0.2037255 | 0.04162101 | 0.5116754 | 0.4103354 | NA | 1.379929e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96433 | -4.520023e-03 | 65 | 0.2331240 | 0.00673656 | 0.9790738 | 0.5586637 | NA | 8.021651e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96434 | -1.113108e-03 | 98 | 0.1860937 | 0.05020514 | 0.7223048 | 0.4938094 | NA | 4.180817e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96435 | -9.587621e-04 | 101 | 0.2139742 | 0.06958638 | 0.8019768 | 0.4688314 | NA | 4.772597e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96436 | -2.462029e-03 | 64 | 0.2285736 | 0.04522929 | 1.0256388 | 0.6038898 | NA | 2.176021e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96437 | -1.370054e-03 | 97 | 0.1705481 | 0.02710048 | 0.5545070 | 0.4954150 | NA | 1.370759e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96438 | -3.140646e-03 | 63 | 0.2102923 | 0.00887170 | 0.6513935 | 0.5415058 | NA | 2.764215e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96439 | -3.228531e-03 | 99 | 0.2241555 | 0.05325501 | 0.9954078 | 0.5294197 | -0.003228531 | 7.292677e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96440 | -1.725329e-03 | 95 | 0.1651058 | 0.03382717 | 0.4170883 | 0.4611240 | NA | 1.254863e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96441 | -2.343350e-03 | 98 | 0.1752745 | 0.04219539 | 0.4804876 | 0.5157770 | -0.002343350 | 4.888954e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96442 | -1.703064e-03 | 101 | 0.1913188 | 0.04607646 | 0.7317148 | 0.5048546 | NA | 9.390150e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96443 | 2.592861e-04 | 180 | 0.1803507 | 0.03380544 | 1.3413481 | 0.7346223 | NA | 9.126843e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96444 | -5.815375e-04 | 187 | 0.1622873 | 0.03141602 | 0.7961478 | 0.6125071 | NA | 5.743220e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96445 | 2.541694e-03 | 122 | 0.1455901 | 0.01604643 | 0.3700817 | 0.5589882 | NA | 2.144785e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96446 | 3.227213e-03 | 123 | 0.1476425 | 0.02121124 | 0.4994638 | 0.5778498 | 0.003227213 | 3.208571e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96447 | 9.253319e-04 | 190 | 0.1427141 | 0.02024860 | 0.6061960 | 0.6883523 | NA | 4.204527e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96448 | 2.547947e-03 | 130 | 0.1707422 | 0.03021087 | 0.6023683 | 0.5214418 | NA | 9.552959e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96449 | -1.851615e-03 | 192 | 0.1500229 | 0.02443750 | 0.6937812 | 0.5562571 | -0.001851615 | 2.819529e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96450 | -1.137453e-03 | 191 | 0.1560295 | 0.02760190 | 0.5991722 | 0.5904270 | NA | 2.914989e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96451 | 1.343947e-03 | 129 | 0.1604320 | 0.02659982 | 0.3779736 | 0.4780951 | NA | 3.283610e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96452 | 2.799780e-03 | 130 | 0.1623717 | 0.02664753 | 0.3896249 | 0.4800320 | NA | 1.861539e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96453 | 6.659706e-04 | 194 | 0.1201297 | 0.00415660 | 0.5408025 | 0.6277010 | NA | 3.936947e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96454 | 5.264983e-03 | 121 | 0.1500082 | 0.01829557 | 0.5264415 | 0.6144724 | 0.005264983 | 3.187839e-04 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96455 | 1.852219e-03 | 194 | 0.1318796 | 0.02177176 | 0.4543918 | 0.5925577 | NA | 1.443274e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96456 | 5.436402e-03 | 129 | 0.1574014 | 0.02027126 | 0.6233622 | 0.6918565 | 0.005436402 | 2.250208e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96457 | 1.133172e-03 | 194 | 0.1317954 | 0.02337358 | 0.5539038 | 0.6424884 | NA | 2.011947e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96458 | 8.444624e-04 | 187 | 0.1314218 | 0.00738765 | 0.5521875 | 0.6225152 | NA | 3.771168e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96459 | 4.579255e-03 | 128 | 0.1478237 | 0.01759680 | 0.7069620 | 0.6408560 | 0.004579255 | 8.472471e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96460 | 1.176283e-03 | 192 | 0.1323577 | 0.00463149 | 0.7861206 | 0.7168221 | NA | 2.167983e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96461 | 4.181569e-03 | 129 | 0.1438225 | 0.01746800 | 0.4231070 | 0.5683766 | 0.004181569 | 9.046610e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96462 | 1.089343e-03 | 191 | 0.1248781 | 0.00540219 | 0.6666444 | 0.6353065 | NA | 1.715930e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96463 | 4.158390e-03 | 123 | 0.1569303 | 0.02459594 | 0.6871467 | 0.7609450 | 0.004158390 | 3.251184e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96464 | 4.000361e-03 | 128 | 0.1628366 | 0.01108722 | 0.9160155 | 0.8195455 | 0.004000361 | 2.385148e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96465 | 4.559765e-03 | 128 | 0.1603488 | 0.02466171 | 0.6790249 | 0.7272868 | 0.004559765 | 1.510366e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96466 | 4.577768e-03 | 123 | 0.1676367 | 0.03533965 | 1.3530090 | 0.8934438 | 0.004577768 | 3.350305e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96467 | 6.622934e-03 | 123 | 0.1590195 | 0.03129993 | 0.5412037 | 0.6798642 | 0.006622934 | 5.472205e-05 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96468 | 6.069892e-03 | 122 | 0.1579885 | 0.03327788 | 0.6032102 | 0.7504444 | 0.006069892 | 2.957081e-04 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96469 | 5.794050e-03 | 126 | 0.1623447 | 0.02656381 | 0.7166942 | 0.8329593 | 0.005794050 | 1.661043e-05 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96470 | 6.641821e-03 | 129 | 0.1589874 | 0.01416718 | 0.9460553 | 0.8421591 | 0.006641821 | 2.093091e-04 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96471 | 5.646307e-03 | 126 | 0.1415511 | 0.00827077 | 0.4995573 | 0.6524046 | 0.005646307 | 2.347166e-04 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96472 | 4.898671e-03 | 124 | 0.1425574 | 0.02607505 | 0.5850534 | 0.6884580 | 0.004898671 | 3.220968e-04 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96473 | 4.985372e-03 | 121 | 0.1449467 | 0.02498914 | 0.7351810 | 0.7475342 | 0.004985372 | 1.659355e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96474 | 4.146840e-03 | 124 | 0.1443877 | 0.02265639 | 0.5651593 | 0.6541016 | 0.004146840 | 9.194100e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96475 | 5.236873e-03 | 129 | 0.1612730 | 0.02046512 | 0.6931251 | 0.7854069 | 0.005236873 | 7.811538e-04 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96476 | -3.863442e-03 | 61 | 0.1962237 | 0.05141830 | 0.6610186 | 0.5654063 | -0.003863442 | 3.854932e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96477 | -1.810804e-03 | 60 | 0.1956146 | 0.06127506 | 0.8440789 | 0.6111929 | NA | 7.800899e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96478 | -2.108903e-03 | 60 | 0.1840422 | 0.05655136 | 0.8370896 | 0.6676321 | NA | 5.252861e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96479 | -5.859279e-04 | 60 | 0.1865615 | 0.05102172 | 0.7550793 | 0.5928647 | NA | 8.341349e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96480 | -3.002610e-04 | 61 | 0.1765214 | 0.04782488 | 0.6914479 | 0.5590440 | NA | 9.467188e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96481 | -2.834400e-04 | 61 | 0.1841664 | 0.03699980 | 0.6517221 | 0.5974800 | NA | 9.462372e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96482 | -4.836717e-04 | 60 | 0.1775141 | 0.04405909 | 0.5538791 | 0.5086548 | NA | 9.438031e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96483 | -1.165981e-03 | 61 | 0.2005508 | 0.04295176 | 1.0214441 | 0.7000703 | NA | 6.369059e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96484 | -5.523429e-04 | 59 | 0.1881433 | 0.04933866 | 0.4838217 | 0.4629460 | NA | 9.157396e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96485 | 1.753842e-03 | 59 | 0.1910490 | 0.04848631 | 0.4224177 | 0.4466027 | NA | 8.645140e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96486 | -1.989824e-03 | 58 | 0.1962309 | 0.05117826 | 0.6063275 | 0.4884484 | NA | 8.025873e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96487 | -5.363843e-05 | 59 | 0.2017611 | 0.04764748 | 0.4742344 | 0.4390167 | NA | 1.000000e+00 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96488 | 2.461522e-04 | 59 | 0.2223155 | 0.04825077 | 0.5517774 | 0.4604540 | NA | 9.184562e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96489 | 9.525382e-04 | 60 | 0.2489710 | 0.05599926 | 0.5109977 | 0.4189793 | NA | 8.927182e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96490 | 2.284475e-03 | 60 | 0.2291793 | 0.04991183 | 0.4211931 | 0.4296637 | NA | 6.857741e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96491 | 7.798400e-04 | 59 | 0.2098256 | 0.03727823 | 0.5375368 | 0.4757343 | NA | 6.289951e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96492 | 1.050297e-03 | 59 | 0.2015636 | 0.03502051 | 0.4285803 | 0.4573052 | NA | 8.902084e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96493 | -1.419568e-03 | 61 | 0.2000884 | 0.03240499 | 0.4482211 | 0.4693704 | NA | 7.873672e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96494 | -1.676517e-04 | 61 | 0.2030919 | 0.03581546 | 0.6343042 | 0.5236152 | NA | 9.462372e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96495 | 1.112037e-03 | 61 | 0.1905640 | 0.03043766 | 0.4300995 | 0.4851096 | NA | 7.359934e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96496 | 1.144231e-03 | 60 | 0.1877045 | 0.02784467 | 0.3931730 | 0.4439853 | NA | 8.623812e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96497 | 4.216216e-03 | 61 | 0.1892180 | 0.02805886 | 0.4248895 | 0.4795729 | NA | 1.415048e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96498 | 3.290792e-03 | 61 | 0.2004985 | 0.03184212 | 0.7621036 | 0.5641114 | NA | 2.849598e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96499 | 1.369743e-03 | 60 | 0.1946015 | 0.03293909 | 0.4407424 | 0.4571545 | NA | 8.128986e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96500 | 1.018382e-03 | 61 | 0.2083422 | 0.03217600 | 0.7131984 | 0.5736033 | NA | 7.507360e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96501 | 4.302905e-03 | 61 | 0.2170443 | 0.02614189 | 0.5157872 | 0.4381600 | NA | 1.515338e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96502 | 2.339631e-03 | 61 | 0.2065845 | 0.02202460 | 0.4193729 | 0.4069373 | NA | 4.135095e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96503 | 3.768017e-04 | 61 | 0.2036270 | 0.02006452 | 0.7253861 | 0.5062338 | NA | 7.455597e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96504 | 2.960629e-04 | 60 | 0.2196376 | 0.02417317 | 1.0403015 | 0.6338346 | NA | 8.434422e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96505 | 3.936300e-03 | 60 | 0.2171148 | 0.02304650 | 0.8104629 | 0.5448989 | NA | 1.668345e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96506 | 7.495238e-04 | 61 | 0.2256595 | 0.02883461 | 0.6178308 | 0.5134739 | NA | 8.967247e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96507 | -1.539500e-05 | 59 | 0.2175763 | 0.02705557 | 0.5387384 | 0.4629578 | NA | 1.000000e+00 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96508 | 8.572574e-04 | 60 | 0.2188563 | 0.03449496 | 0.5485174 | 0.4811578 | NA | 8.265668e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96509 | -1.846362e-04 | 58 | 0.2269504 | 0.03271178 | 0.4209643 | 0.4288645 | NA | 1.000000e+00 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96510 | 5.737550e-04 | 60 | 0.2471674 | 0.03012239 | 0.4559138 | 0.4009754 | NA | 8.961064e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96511 | 1.351267e-04 | 60 | 0.2528673 | 0.03022341 | 0.7331213 | 0.5059429 | NA | 9.479425e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96512 | 9.516444e-04 | 60 | 0.2494406 | 0.02711028 | 0.6851787 | 0.4656721 | NA | 7.440812e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96513 | -1.301705e-03 | 60 | 0.2464536 | 0.03317339 | 0.7181297 | 0.5025727 | NA | 8.961064e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96514 | -2.125980e-04 | 60 | 0.2371674 | 0.09034717 | 0.6900415 | 0.4365803 | NA | 8.921069e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96515 | 1.035215e-03 | 60 | 0.2537903 | 0.06528260 | 0.9576154 | 0.5474762 | NA | 7.345369e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96516 | -3.268390e-03 | 60 | 0.2557457 | 0.05330413 | 0.7555897 | 0.5670655 | NA | 4.372753e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96517 | -4.231544e-03 | 60 | 0.2302756 | 0.04694477 | 0.5861464 | 0.4906605 | NA | 2.951021e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96518 | -1.899150e-03 | 61 | 0.2236045 | 0.04982396 | 0.8345740 | 0.5825730 | NA | 4.577209e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96519 | -4.146721e-03 | 61 | 0.2131217 | 0.03541695 | 0.7361911 | 0.5425492 | NA | 1.204901e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96520 | -3.823951e-03 | 60 | 0.2134311 | 0.04508222 | 0.6534932 | 0.5269403 | NA | 2.952922e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96521 | -2.401302e-03 | 59 | 0.2396484 | 0.05695254 | 0.8884503 | 0.6307794 | NA | 4.781216e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96522 | -3.782074e-03 | 60 | 0.2363227 | 0.05897244 | 0.6459687 | 0.4905220 | NA | 3.643867e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96523 | 1.982333e-05 | 59 | 0.2351891 | 0.05565160 | 0.5951720 | 0.4445883 | NA | 1.000000e+00 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96524 | -7.344010e-03 | 60 | 0.2526903 | 0.02839490 | 0.6130109 | 0.4541550 | -0.007344010 | 1.641438e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96525 | -1.939574e-03 | 172 | 0.1285194 | -0.00069017 | 0.5897053 | 0.7289162 | -0.001939574 | 7.469153e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96526 | -2.719357e-03 | 176 | 0.1316399 | 0.01572476 | 0.5600397 | 0.6375161 | -0.002719357 | 1.547915e-03 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96527 | -9.095295e-04 | 167 | 0.1497242 | 0.00773181 | 0.9224410 | 0.7382605 | NA | 2.269058e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96528 | -2.129099e-03 | 175 | 0.1366406 | 0.00849124 | 0.5923147 | 0.6599020 | -0.002129099 | 1.515107e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96529 | 2.991004e-02 | 30 | 0.1850713 | 0.05405884 | 0.3563021 | 0.4593260 | NA | 4.214470e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96530 | 1.245587e-02 | 39 | 0.1879405 | 0.04546999 | 0.7705223 | 0.7926353 | NA | 9.232655e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96531 | 5.195297e-02 | 37 | 0.4724206 | 0.10675943 | 0.9948986 | 0.4503935 | 0.051952965 | 2.941631e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96532 | 9.092445e-03 | 34 | 0.1600171 | 0.05396261 | 0.4429382 | 0.5412310 | NA | 1.563372e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96533 | 1.474586e-02 | 36 | 0.2390002 | 0.04693080 | 0.4346555 | 0.3820522 | 0.014745864 | 3.878037e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96534 | 1.128113e-02 | 36 | 0.1948736 | 0.02481917 | 0.3658969 | 0.4334920 | 0.011281132 | 4.921932e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96535 | 5.857805e-03 | 35 | 0.1719050 | 0.05804820 | 0.3279985 | 0.3411060 | NA | 1.044190e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96536 | 1.323927e-02 | 36 | 0.1976664 | 0.06359944 | 0.6423860 | 0.5235748 | NA | 2.873331e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96537 | 1.734456e-02 | 35 | 0.3247003 | 0.13228549 | 0.6109188 | 0.3285289 | 0.017344555 | 2.111927e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96538 | 7.268792e-03 | 36 | 0.1815656 | 0.08069058 | 0.2944394 | 0.2818198 | NA | 1.768108e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96539 | 9.981082e-03 | 35 | 0.1710589 | 0.07686520 | 0.2964100 | 0.3442749 | 0.009981082 | 1.973786e-02 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945704 | 1.697262e-02 | 15 | 0.1295609 | 0.07567779 | 0.2636061 | 0.3897194 | NA | 7.236736e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945705 | 1.788253e-02 | 18 | 0.1121698 | 0.06975337 | 0.1762264 | 0.2620607 | NA | 5.023350e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945706 | -1.925922e-02 | 18 | 0.1124478 | 0.07446720 | 0.1619259 | 0.2779580 | NA | 1.477984e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945707 | -3.221327e-02 | 18 | 0.1225701 | 0.05462613 | 0.1966776 | 0.3464146 | NA | 6.294859e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945708 | 2.263127e-02 | 17 | 0.1272818 | 0.05305869 | 0.2353826 | 0.3765103 | NA | 8.501067e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945709 | NA | 8 | 0.1906736 | 0.08204103 | 0.4003180 | 0.5559867 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945710 | -1.898759e-02 | 16 | 0.1658201 | 0.08304490 | 0.2608980 | 0.3001974 | NA | 8.230633e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945711 | 3.892612e-02 | 17 | 0.1284681 | 0.08067859 | 0.1891955 | 0.2609965 | NA | 4.532547e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945712 | NA | 4 | 0.1875901 | 0.11668922 | 0.2739407 | 0.3892226 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945713 | -9.194763e-03 | 18 | 0.1367449 | 0.09440565 | 0.1937477 | 0.2536283 | NA | 7.841912e-01 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945714 | NA | 4 | 0.1353783 | 0.10674796 | 0.1566565 | 0.1669533 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945715 | NA | 4 | 0.1896441 | 0.15538306 | 0.2164983 | 0.1566668 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945716 | NA | 4 | 0.1710978 | 0.14226585 | 0.2088777 | 0.1623253 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945717 | NA | 2 | 0.1240451 | 0.10508590 | 0.1430044 | 0.2161505 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945718 | NA | 3 | 0.1305081 | 0.11174407 | 0.1587351 | 0.1906680 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945719 | NA | 4 | 0.1257273 | 0.08773890 | 0.1585531 | 0.2703312 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945720 | NA | 2 | 0.1741783 | 0.10337989 | 0.2449767 | 0.5748366 | NA | NA |