get data for params$batch_value
source(here::here(glue::glue("{params$batch_name}/getData.R")))
df <- getData(params$batch_value)[1] "getting data for Nitrate (NO3)"Nitrate (NO3) Rate of Change Analysis
A rate of change is calculated for each station using a seasonal Mann Kendall slope calculation.
create station statistics dataframe
library(here)
library(lubridate) # for mdy_hms()
library(pander) # for display
library(dplyr) # for %>%
library(tidyr) # for unnest_wider
source(here("R/seasonalMannKendall.R"))
# add statistics for each station
sample_stats_df <- df %>%
group_by(ProgramName, LocationID) %>%
summarize(
mk_results = list(seasonalMannKendall(SampleDate, ResultValue)),
n_values = n(),
mean = mean(ResultValue, na.rm = TRUE),
min = as.numeric(min(ResultValue, na.rm = TRUE)),
max = as.numeric(max(ResultValue, na.rm = TRUE)),
coefficient.of.variation = sd(ResultValue, na.rm = TRUE) / mean(ResultValue, na.rm = TRUE),
.groups = 'drop'
)
# unnest the seasonal Mann Kendall results
sample_stats_df <- sample_stats_df %>%
tidyr::unnest_wider(mk_results)
sample_stats_df <- sample_stats_df %>%
mutate(
# create column significant_slope
significant_slope = ifelse(z <= 0.05, slope, NA_real_),
pvalue = z
) %>%
# drop unwanted columns added by seasonalMannKendall
select(
-z,
-tau,
-chi_square
)
# print(head(sample_stats_df))
# # display sample_stats_df with pander
# pander(sample_stats_df)save stats to csv
dataDir <- here("data", "exports", params$batch_name)
# create dir if does not exist
if (!dir.exists(dataDir)) {
dir.create(dataDir)
}
# save file
sample_stats_df %>%
write.csv(paste0(dataDir, "/", params$batch_value, ".csv"))plot distribution of slopes
library(ggplot2)
ggplot(sample_stats_df, aes(x = slope)) +
geom_density(fill = "steelblue", alpha = 0.7) +
labs(title = "Density Plot of Site Slopes",
x = "Slope (rate of change)",
y = "Density (log scale)") +
theme_minimal()
display with gt
library(gt)
library(scales)
library(tidyselect) # for all_of()
library(RColorBrewer) # for brewer.pal()
# ── color_column() ─────────────────────────────────────────────────────────────
# gt_tbl : a gt object that you’ve already created (e.g. `sample_stats_df %>% gt()`)
# df : the original data.frame (must contain the column you want to color)
# column : a string, e.g. "slope" or "n_values"
# palette : a character vector of colours to feed to col_numeric()
#
color_column <- function(gt_tbl, df, column,
palette = c("red", "orange", "yellow", "green", "blue", "violet"),
domain = NULL) {
# 1) Pull out that column’s numeric values
vals <- df[[column]]
if (!is.numeric(vals)) {
stop(sprintf("`%s` is not numeric; data_color() requires a numeric column.", column))
}
# 2) Compute its min and max (ignoring NA)
min_val <- min(vals, na.rm = TRUE)
max_val <- max(vals, na.rm = TRUE)
if (is.null(domain)) {
domain <- c(min_val, max_val)
}
# 3) Call data_color() on the gt table for that single column
gt_tbl %>%
data_color(
columns = all_of(column),
colors = col_numeric(
palette = palette,
domain = domain
)
)
}
library(dplyr)
library(gt)
# 1) First build your gt table as usual:
gt_tbl <- sample_stats_df %>%
gt()
# slope blue (-) to red (+) (0 centered)
tryCatch({
min_slope <- min(sample_stats_df$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 | -4.303500e-06 | 176 | 0.0024954388 | 0.00001167 | 0.01432200 | 0.93149748 | NA | 0.7722243275 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96326 | -1.321158e-05 | 180 | 0.0024402183 | 0.00006019 | 0.03749127 | 1.84142645 | NA | 0.3691853809 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96327 | -2.944875e-05 | 110 | 0.0026347335 | 0.00003502 | 0.02227065 | 1.60345469 | NA | 0.3269259395 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96328 | -6.605026e-06 | 133 | 0.0026358069 | 0.00000000 | 0.03242551 | 1.29587860 | NA | 0.7951040174 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96329 | -7.375764e-06 | 187 | 0.0025515655 | 0.00014007 | 0.03326591 | 1.43700189 | NA | 0.4939320548 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96330 | -3.114905e-05 | 108 | 0.0024256769 | 0.00001583 | 0.02563226 | 1.58132967 | NA | 0.1421871500 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96331 | -2.479667e-05 | 174 | 0.0022155987 | 0.00000583 | 0.02315062 | 1.42671434 | -2.479667e-05 | 0.0350493857 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96332 | -7.333425e-05 | 96 | 0.0032564164 | 0.00010920 | 0.04685800 | 1.76829133 | -7.333425e-05 | 0.0155342816 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96333 | -9.111419e-05 | 119 | 0.0025174945 | 0.00005147 | 0.01924031 | 1.48594793 | -9.111419e-05 | 0.0035775134 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96334 | -4.618812e-05 | 101 | 0.0071819150 | 0.00021010 | 0.02951912 | 0.91918992 | NA | 0.3770525965 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96335 | -1.985706e-05 | 171 | 0.0023679795 | 0.00003502 | 0.02629303 | 1.40777077 | NA | 0.1421195815 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96336 | -2.443858e-05 | 196 | 0.0045370569 | 0.00003502 | 0.08267105 | 1.97473205 | NA | 0.1700568455 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96337 | -3.913857e-05 | 170 | 0.0022989233 | 0.00000230 | 0.03315218 | 1.90694279 | -3.913857e-05 | 0.0009261955 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96338 | -3.610500e-05 | 191 | 0.0027330030 | 0.00007003 | 0.02643922 | 1.13221004 | NA | 0.0520405059 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96339 | -4.986476e-05 | 134 | 0.0033260386 | 0.00016380 | 0.05828888 | 1.67333106 | -4.986476e-05 | 0.0323324252 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96340 | -1.846212e-06 | 126 | 0.0025539636 | 0.00006790 | 0.04602251 | 2.00283436 | NA | 0.8562586969 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96341 | -4.666667e-06 | 127 | 0.0029655472 | 0.00012242 | 0.01369855 | 0.89573232 | NA | 0.9073529981 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96342 | -3.886839e-05 | 131 | 0.0023872421 | 0.00004802 | 0.04697147 | 1.94183182 | NA | 0.1304967382 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96343 | 9.153333e-06 | 126 | 0.0022420413 | 0.00003502 | 0.02399838 | 1.45894172 | NA | 0.5794447681 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96344 | 3.536161e-05 | 169 | 0.0031464940 | 0.00002800 | 0.01547040 | 0.81625607 | NA | 0.1538524971 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96345 | 1.750875e-05 | 176 | 0.0022382393 | 0.00000000 | 0.02983400 | 1.55853673 | NA | 0.2037461747 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96346 | -7.074872e-06 | 110 | 0.0020027490 | 0.00003502 | 0.01846783 | 1.58701603 | NA | 0.4368828335 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96347 | -1.753333e-07 | 182 | 0.0034935337 | 0.00005043 | 0.09252600 | 2.10104912 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96348 | 5.380625e-06 | 121 | 0.0018998936 | 0.00001057 | 0.02363981 | 1.69827815 | NA | 0.5629894303 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96349 | -4.550333e-05 | 122 | 0.0018349752 | 0.00002715 | 0.02769900 | 1.64364105 | -4.550333e-05 | 0.0009635801 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96350 | -1.188769e-05 | 163 | 0.0026863196 | 0.00003502 | 0.01611938 | 0.83822269 | NA | 0.6400773779 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96351 | -1.726333e-05 | 133 | 0.0022461341 | 0.00001092 | 0.02321611 | 1.21603121 | NA | 0.4275168806 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96352 | -2.871300e-05 | 172 | 0.0015907299 | 0.00003502 | 0.00990635 | 1.12105446 | -2.871300e-05 | 0.0061300309 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96353 | -5.977778e-07 | 173 | 0.0021356925 | 0.00002800 | 0.01236200 | 0.91573779 | NA | 0.9334475942 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96354 | -1.932012e-05 | 99 | 0.0025922088 | 0.00008400 | 0.01257204 | 0.99793332 | NA | 0.3674414883 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96355 | -2.651250e-06 | 192 | 0.0016990604 | 0.00003782 | 0.00987000 | 1.11425321 | NA | 0.7893439009 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96356 | 1.126250e-05 | 171 | 0.0024213674 | 0.00005599 | 0.01686160 | 0.99628386 | NA | 0.7246576783 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96357 | -2.757667e-05 | 128 | 0.0024730343 | 0.00004200 | 0.00980469 | 0.94335885 | NA | 0.3247221032 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96358 | -2.858200e-05 | 102 | 0.0014724397 | 0.00006884 | 0.00987472 | 1.34509436 | NA | 0.1502311204 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96359 | -4.232100e-05 | 102 | 0.0052745477 | 0.00002815 | 0.16922305 | 3.74847550 | NA | 0.3233608139 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96360 | -1.431400e-05 | 135 | 0.0028819596 | 0.00005017 | 0.01810060 | 1.04756283 | NA | 0.6076932070 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96361 | -4.965714e-05 | 98 | 0.0015742198 | 0.00001308 | 0.00910435 | 1.13925768 | NA | 0.1609129541 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96362 | 1.835833e-05 | 159 | 0.0019312855 | 0.00005740 | 0.01189636 | 1.14685226 | NA | 0.2002767470 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96363 | -1.997081e-04 | 104 | 0.0048596162 | 0.00010505 | 0.02370634 | 0.93714154 | -1.997081e-04 | 0.0016479651 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96364 | -6.925417e-06 | 159 | 0.0020426877 | 0.00003502 | 0.03261020 | 1.90332517 | NA | 0.6523175451 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96365 | -9.286667e-06 | 102 | 0.0019582266 | 0.00005390 | 0.01404834 | 1.25626838 | NA | 0.7281382998 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96366 | -2.599719e-05 | 95 | 0.0022534848 | 0.00003458 | 0.01272784 | 1.07836630 | NA | 0.2323151414 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96367 | -1.432546e-05 | 181 | 0.0028760423 | 0.00010505 | 0.02381666 | 1.21936360 | NA | 0.5029745787 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96368 | 2.138412e-05 | 162 | 0.0022807553 | 0.00003080 | 0.01855107 | 1.38366331 | NA | 0.1530494512 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96369 | -2.620156e-05 | 183 | 0.0036448262 | 0.00020014 | 0.01385506 | 0.84742978 | NA | 0.3770280251 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96370 | -2.218583e-04 | 102 | 0.0029347344 | 0.00003502 | 0.01435687 | 1.01153920 | -2.218583e-04 | 0.0029420786 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96371 | -5.854286e-06 | 171 | 0.0020502156 | 0.00000817 | 0.03294244 | 1.54687622 | NA | 0.6671958294 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96372 | -3.270583e-05 | 130 | 0.0052373385 | 0.00007794 | 0.03291400 | 1.25738622 | NA | 0.4936089408 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96373 | -2.340833e-05 | 150 | 0.0017649883 | 0.00001400 | 0.03423777 | 2.00196606 | NA | 0.0602829785 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96374 | -6.594444e-06 | 152 | 0.0015623401 | 0.00007003 | 0.01135564 | 1.19492570 | NA | 0.5195549945 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96375 | -5.547458e-05 | 130 | 0.0034937095 | 0.00002380 | 0.01473705 | 0.81624009 | NA | 0.0998819248 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96376 | -7.124733e-05 | 108 | 0.0027050880 | 0.00003502 | 0.01356315 | 1.14123922 | NA | 0.0593848509 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96377 | -8.549917e-06 | 172 | 0.0039904677 | 0.00003502 | 0.09562261 | 2.36839578 | NA | 0.7229285999 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96378 | -1.167500e-05 | 101 | 0.0053057890 | 0.00003152 | 0.02158800 | 0.89398045 | NA | 0.8623576802 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96379 | -3.844000e-06 | 95 | 0.0033099568 | 0.00006984 | 0.01777145 | 0.92577845 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96380 | -1.812737e-05 | 158 | 0.0024564314 | 0.00000280 | 0.01696813 | 1.22205495 | NA | 0.2998094837 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96381 | -5.153153e-06 | 162 | 0.0031248425 | 0.00005050 | 0.02056614 | 1.26429289 | NA | 0.8594240661 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96382 | -6.895597e-05 | 63 | 0.0049462590 | 0.00070033 | 0.01801845 | 0.91435439 | NA | 0.3537053791 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96383 | -4.021250e-06 | 112 | 0.0021655566 | 0.00000827 | 0.01119498 | 1.15963691 | NA | 0.8058402916 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96384 | -1.602133e-05 | 169 | 0.0025858020 | 0.00008551 | 0.02452212 | 1.15916894 | NA | 0.4757550709 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96385 | -5.421143e-05 | 100 | 0.0055280134 | 0.00022400 | 0.04073300 | 1.24460899 | NA | 0.1430736467 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96386 | -2.570357e-05 | 110 | 0.0027877625 | 0.00003271 | 0.03960394 | 1.99512088 | NA | 0.4236754241 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96387 | -6.050571e-05 | 113 | 0.0021793479 | 0.00001871 | 0.01271335 | 1.10384330 | -6.050571e-05 | 0.0323920582 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96388 | -5.140000e-06 | 158 | 0.0021283552 | 0.00001400 | 0.01387442 | 1.07848622 | NA | 0.6525637364 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96389 | 1.309185e-05 | 170 | 0.0023687272 | 0.00001181 | 0.03089660 | 1.21455228 | NA | 0.5192690581 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96390 | 2.009024e-05 | 60 | 0.0021126357 | 0.00006506 | 0.01638434 | 1.49023292 | NA | 0.3570233333 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96391 | -6.089186e-05 | 95 | 0.0040382282 | 0.00010505 | 0.02269990 | 0.98617184 | NA | 0.1540408566 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96392 | -6.816042e-06 | 168 | 0.0028586216 | 0.00003750 | 0.01517824 | 1.01645574 | NA | 0.7765231077 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96393 | -4.556406e-05 | 135 | 0.0045436501 | 0.00003502 | 0.02314200 | 0.88896619 | NA | 0.1189552546 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96394 | 4.695000e-06 | 172 | 0.0025874413 | 0.00003292 | 0.01509222 | 1.10472470 | NA | 0.8031259056 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96395 | -4.366667e-07 | 173 | 0.0025306971 | 0.00000508 | 0.01868727 | 1.15484089 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96396 | 2.971114e-05 | 197 | 0.0035258832 | 0.00014007 | 0.01708817 | 0.85134122 | NA | 0.2162745664 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96397 | -1.987500e-07 | 167 | 0.0027174106 | 0.00002871 | 0.01932000 | 1.18845850 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96398 | -2.340333e-05 | 164 | 0.0034028941 | 0.00010505 | 0.01877060 | 1.04616728 | NA | 0.4082532436 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96399 | -8.778417e-05 | 116 | 0.0041834787 | 0.00027634 | 0.01407323 | 0.76184489 | NA | 0.0749455333 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96400 | -1.543900e-05 | 173 | 0.0029372930 | 0.00000000 | 0.01593942 | 1.14033673 | NA | 0.4217829214 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96401 | -3.272750e-05 | 169 | 0.0028754316 | 0.00003613 | 0.03208800 | 1.19942295 | NA | 0.1026088227 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96402 | -1.063067e-04 | 115 | 0.0036075600 | 0.00028013 | 0.01537235 | 0.91199637 | -1.063067e-04 | 0.0163975516 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96403 | -5.040769e-06 | 176 | 0.0027331787 | 0.00001366 | 0.02002958 | 1.30685970 | NA | 0.7133134531 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96404 | -8.817143e-05 | 100 | 0.0026663792 | 0.00002990 | 0.01823205 | 1.17254447 | NA | 0.0822617937 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96405 | 2.268778e-05 | 175 | 0.0031709999 | 0.00004200 | 0.01909580 | 1.12311473 | NA | 0.4109480267 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96406 | 2.287000e-05 | 173 | 0.0028040732 | 0.00007003 | 0.02466800 | 1.17235992 | NA | 0.3352367475 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96407 | -3.500000e-05 | 90 | 0.0019642366 | 0.00002183 | 0.01043190 | 1.04027603 | NA | 0.0776130267 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96408 | 4.203942e-06 | 52 | 0.0015800946 | 0.00003502 | 0.00775020 | 1.02580496 | NA | 0.9509245838 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96409 | -6.610000e-06 | 84 | 0.0019545296 | 0.00000093 | 0.01078000 | 1.23243492 | NA | 0.9434513259 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96410 | -1.109412e-05 | 96 | 0.0036534977 | 0.00010494 | 0.02510701 | 1.13654308 | NA | 0.7416489507 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96411 | -1.358650e-04 | 62 | 0.0047190406 | 0.00028019 | 0.02269085 | 0.86729171 | NA | 0.1290725461 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96412 | -2.871429e-07 | 94 | 0.0014569807 | 0.00007003 | 0.00664962 | 1.05092709 | NA | 0.9509786443 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96413 | 2.221133e-05 | 82 | 0.0020019816 | 0.00003646 | 0.02973600 | 1.84948646 | NA | 0.2164732688 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96414 | -3.614500e-05 | 98 | 0.0047542453 | 0.00021000 | 0.02986200 | 1.16298885 | NA | 0.4491802507 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96415 | -1.540000e-05 | 82 | 0.0017031623 | 0.00005411 | 0.01390536 | 1.27336274 | NA | 0.5409820767 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96416 | -5.941875e-06 | 83 | 0.0015810500 | 0.00001400 | 0.00953623 | 1.01253926 | NA | 0.7014541403 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96417 | -1.580000e-06 | 94 | 0.0035869248 | 0.00010505 | 0.02027470 | 1.10867604 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96418 | -4.023667e-05 | 62 | 0.0048262637 | 0.00007003 | 0.04117970 | 1.22019477 | NA | 0.6797886914 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96419 | 1.691250e-05 | 99 | 0.0022838382 | 0.00014007 | 0.01137932 | 0.99873178 | NA | 0.4167797499 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96420 | -2.317567e-05 | 87 | 0.0018930662 | 0.00000057 | 0.01244600 | 1.21972467 | NA | 0.3198861868 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96421 | -8.076471e-07 | 86 | 0.0022113903 | 0.00002800 | 0.01103358 | 0.97672027 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96422 | 3.476333e-05 | 63 | 0.0030390051 | 0.00000155 | 0.01442679 | 1.04663256 | NA | 0.6346283865 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96423 | 1.158375e-05 | 56 | 0.0022513493 | 0.00007844 | 0.01817369 | 1.45836475 | NA | 0.7288260099 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96424 | -1.864085e-04 | 64 | 0.0056907433 | 0.00034518 | 0.02409152 | 0.90225438 | NA | 0.0592975599 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96425 | -2.678500e-05 | 60 | 0.0030941832 | 0.00003502 | 0.01236792 | 0.73381332 | NA | 0.3415529664 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96426 | -1.713026e-05 | 88 | 0.0020426675 | 0.00012356 | 0.00890735 | 0.86282423 | NA | 0.5052688745 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96427 | 3.898968e-05 | 88 | 0.0020233769 | 0.00012820 | 0.01451794 | 0.97170950 | NA | 0.0823013004 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96428 | -1.325255e-04 | 63 | 0.0088531456 | 0.00048879 | 0.04293054 | 0.77051883 | NA | 0.2284224171 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96429 | -2.278962e-04 | 63 | 0.0064723668 | 0.00033043 | 0.03529688 | 1.02549993 | -2.278962e-04 | 0.0159887469 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96430 | 1.904083e-05 | 86 | 0.0024523581 | 0.00000041 | 0.01091320 | 0.96886430 | NA | 0.5193268870 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96431 | -3.915375e-05 | 59 | 0.0026423359 | 0.00003502 | 0.01895340 | 1.12747211 | NA | 0.4911830504 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96432 | -9.034286e-06 | 88 | 0.0029955430 | 0.00010406 | 0.02539648 | 1.22165004 | NA | 0.6353063153 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96433 | -8.956889e-05 | 61 | 0.0035657493 | 0.00019845 | 0.02210958 | 0.99403030 | NA | 0.1398194534 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96434 | -2.275615e-05 | 89 | 0.0022333220 | 0.00001167 | 0.01393667 | 1.03778267 | NA | 0.3039554226 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96435 | -1.099578e-04 | 96 | 0.0054647669 | 0.00001400 | 0.04252811 | 1.35079593 | -1.099578e-04 | 0.0138274792 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96436 | -6.614593e-04 | 63 | 0.0112331841 | 0.00056027 | 0.06187460 | 1.06858059 | -6.614593e-04 | 0.0006339563 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96437 | -2.606429e-06 | 92 | 0.0023916311 | 0.00007003 | 0.01299472 | 1.04861119 | NA | 0.9495457714 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96438 | -4.495843e-05 | 59 | 0.0022452514 | 0.00003502 | 0.02705628 | 1.89794779 | NA | 0.4218922702 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96439 | -3.939200e-05 | 96 | 0.0026314566 | 0.00000000 | 0.01429120 | 1.10305558 | -3.939200e-05 | 0.0374840040 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96440 | 1.324444e-05 | 89 | 0.0024194710 | 0.00005732 | 0.02262549 | 1.40575570 | NA | 0.6607373241 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96441 | -1.627818e-05 | 102 | 0.0048470471 | 0.00004542 | 0.02558557 | 0.81335567 | NA | 0.7422150481 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96442 | -4.174000e-06 | 99 | 0.0050511877 | 0.00006884 | 0.02708896 | 0.89808188 | NA | 0.9539660788 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96443 | -1.721363e-05 | 151 | 0.0024759784 | 0.00003502 | 0.02034200 | 1.40565477 | NA | 0.2727291635 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96444 | 5.950114e-06 | 165 | 0.0030230884 | 0.00003502 | 0.02597000 | 1.58641120 | NA | 0.6930850907 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96445 | -3.564265e-05 | 98 | 0.0029830393 | 0.00000834 | 0.03066300 | 1.81285296 | NA | 0.4825235903 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96446 | 5.806477e-06 | 108 | 0.0035009393 | 0.00007634 | 0.03219440 | 1.35992615 | NA | 0.9027856176 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96447 | 1.719833e-05 | 177 | 0.0030642517 | 0.00003502 | 0.03181855 | 1.36696934 | NA | 0.4239287645 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96448 | -9.458929e-05 | 100 | 0.0030073605 | 0.00004079 | 0.02955414 | 1.45758715 | -9.458929e-05 | 0.0025470131 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96449 | 3.519375e-06 | 186 | 0.0035893969 | 0.00003502 | 0.02799134 | 1.39561803 | NA | 0.8707850182 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96450 | -6.826984e-07 | 181 | 0.0025774617 | 0.00008171 | 0.02081162 | 1.31856998 | NA | 0.9582162924 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96451 | 1.340500e-05 | 100 | 0.0020975877 | 0.00005115 | 0.02037975 | 1.55917311 | NA | 0.3656116686 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96452 | -1.835250e-05 | 113 | 0.0026155625 | 0.00005379 | 0.02078209 | 1.43925169 | NA | 0.2378239191 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96453 | 7.900000e-07 | 173 | 0.0021953765 | 0.00007235 | 0.01439188 | 1.06549817 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96454 | -9.342500e-06 | 93 | 0.0017118545 | 0.00003024 | 0.01337640 | 1.39984160 | NA | 0.4727849934 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96455 | -1.833857e-06 | 181 | 0.0025972029 | 0.00003502 | 0.01781932 | 1.28516844 | NA | 0.9303742273 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96456 | -3.312283e-05 | 107 | 0.0016052570 | 0.00003502 | 0.01708817 | 1.65704682 | NA | 0.1752567743 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96457 | 4.136111e-07 | 175 | 0.0018563607 | 0.00002656 | 0.02640120 | 1.61997744 | NA | 0.9826139499 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96458 | -1.486333e-05 | 163 | 0.0013636867 | 0.00002064 | 0.01926341 | 1.65983517 | NA | 0.1392638657 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96459 | -5.952800e-05 | 110 | 0.0013423232 | 0.00002801 | 0.01236511 | 1.44532272 | -5.952800e-05 | 0.0002466044 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96460 | -1.977849e-05 | 162 | 0.0013784673 | 0.00004201 | 0.01218515 | 1.15542822 | NA | 0.1656428874 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96461 | -7.697857e-06 | 97 | 0.0012926943 | 0.00003030 | 0.00820092 | 1.15863469 | NA | 0.7120365527 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96462 | -3.206333e-05 | 175 | 0.0020847528 | 0.00000391 | 0.01670719 | 1.14909741 | NA | 0.1096849577 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96463 | -4.241067e-05 | 104 | 0.0015784619 | 0.00003502 | 0.01024590 | 0.97982147 | NA | 0.2185236160 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96464 | 8.869470e-06 | 109 | 0.0012623176 | 0.00003502 | 0.01203829 | 1.12974994 | NA | 0.5201464363 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96465 | -3.766400e-05 | 98 | 0.0013312453 | 0.00000197 | 0.01110451 | 1.23779471 | NA | 0.1843811233 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96466 | -3.391444e-05 | 111 | 0.0023631750 | 0.00008203 | 0.01383842 | 0.99012801 | NA | 0.3261387602 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96467 | -7.213000e-06 | 103 | 0.0014359094 | 0.00001206 | 0.01095277 | 1.35115461 | NA | 0.6657021170 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96468 | 1.324200e-05 | 100 | 0.0019311105 | 0.00000685 | 0.01351741 | 1.37035323 | NA | 0.5583060786 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96469 | -4.906875e-05 | 89 | 0.0015972158 | 0.00001604 | 0.01498717 | 1.65663146 | -4.906875e-05 | 0.0440119594 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96470 | -3.719191e-05 | 97 | 0.0041158001 | 0.00000118 | 0.05729985 | 2.33689405 | NA | 0.1633803391 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96471 | -6.461111e-06 | 98 | 0.0018773940 | 0.00000207 | 0.01398756 | 1.00794655 | NA | 0.7772438010 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96472 | -3.065333e-05 | 91 | 0.0016986467 | 0.00014770 | 0.00649597 | 0.79201982 | NA | 0.3134028525 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96473 | -1.289423e-06 | 108 | 0.0014803634 | 0.00002260 | 0.00581278 | 0.87105649 | NA | 0.9588411099 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96474 | 2.386350e-05 | 114 | 0.0022168566 | 0.00015772 | 0.00677971 | 0.69957959 | NA | 0.5079639293 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96475 | -4.973909e-05 | 99 | 0.0013800873 | 0.00001254 | 0.01881100 | 1.63572643 | -4.973909e-05 | 0.0389370854 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96476 | 1.099778e-05 | 48 | 0.0023220721 | 0.00002668 | 0.01998389 | 1.75163714 | NA | 0.8519989106 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96477 | -9.937727e-06 | 51 | 0.0015798463 | 0.00003502 | 0.01109891 | 1.37137717 | NA | 0.7760179605 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96478 | -1.586055e-05 | 49 | 0.0015388996 | 0.00002925 | 0.00740954 | 1.10000691 | NA | 0.7013276329 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96479 | -4.430133e-05 | 43 | 0.0016646240 | 0.00010505 | 0.00863561 | 1.21251754 | NA | 0.5153419587 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96480 | -6.962167e-05 | 43 | 0.0017040107 | 0.00000348 | 0.01011844 | 1.30037503 | NA | 0.1926714553 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96481 | -3.097500e-05 | 45 | 0.0022390500 | 0.00000280 | 0.01446052 | 1.35035701 | NA | 0.4755504913 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96482 | -6.738000e-05 | 47 | 0.0020634932 | 0.00003502 | 0.01246456 | 1.28662108 | NA | 0.1333467351 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96483 | -2.334667e-05 | 45 | 0.0022070493 | 0.00003502 | 0.01558245 | 1.48853087 | NA | 0.5449664437 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96484 | -3.478900e-05 | 47 | 0.0023773915 | 0.00003502 | 0.01889504 | 1.50449182 | NA | 0.3514790069 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96485 | 1.023333e-06 | 46 | 0.0023659098 | 0.00003502 | 0.01868494 | 1.68812532 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96486 | 1.060000e-05 | 46 | 0.0015330280 | 0.00007003 | 0.01425042 | 1.48648374 | NA | 0.5378840602 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96487 | -1.511725e-05 | 46 | 0.0016478000 | 0.00002101 | 0.01418038 | 1.32538739 | NA | 0.7491753396 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96488 | -8.010611e-05 | 50 | 0.0021892996 | 0.00010257 | 0.01358510 | 1.26191892 | NA | 0.0839065498 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96489 | 7.168333e-06 | 49 | 0.0020142386 | 0.00003502 | 0.01278111 | 1.08260992 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96490 | -2.860975e-05 | 50 | 0.0020137568 | 0.00003502 | 0.01603627 | 1.44161638 | NA | 0.5980410863 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96491 | -3.209833e-05 | 48 | 0.0021780825 | 0.00009740 | 0.01600125 | 1.60057312 | NA | 0.5993096653 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96492 | -6.599048e-05 | 45 | 0.0023052064 | 0.00005953 | 0.01635142 | 1.39984824 | NA | 0.3550150505 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96493 | 1.247019e-06 | 49 | 0.0018814549 | 0.00007003 | 0.01337500 | 1.31396222 | NA | 0.8525265034 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96494 | -2.824333e-05 | 49 | 0.0021547794 | 0.00003246 | 0.01453195 | 1.47510981 | NA | 0.7387875457 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96495 | -9.687500e-05 | 47 | 0.0025757721 | 0.00001695 | 0.01894406 | 1.68887751 | NA | 0.0735584478 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96496 | -5.258600e-05 | 45 | 0.0019618842 | 0.00000035 | 0.02328614 | 2.14229797 | NA | 0.2671053916 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96497 | -1.366312e-05 | 50 | 0.0018606480 | 0.00003502 | 0.01568610 | 1.70021721 | NA | 0.7028646206 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96498 | -9.803333e-06 | 45 | 0.0018541764 | 0.00003502 | 0.01397168 | 1.58788259 | NA | 0.8320298806 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96499 | 2.688350e-05 | 51 | 0.0022193720 | 0.00003370 | 0.01523229 | 1.46723462 | NA | 0.3834938497 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96500 | -9.000000e-07 | 53 | 0.0024141070 | 0.00007389 | 0.01782213 | 1.36596766 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96501 | -1.658100e-05 | 51 | 0.0018336378 | 0.00003596 | 0.01432045 | 1.41644561 | NA | 0.5335598907 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96502 | -5.218250e-05 | 46 | 0.0019501365 | 0.00007811 | 0.01720303 | 1.79707879 | NA | 0.1168322182 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96503 | -2.131300e-05 | 54 | 0.0020147296 | 0.00009163 | 0.02240021 | 1.77624019 | NA | 0.4999537191 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96504 | 3.043111e-05 | 53 | 0.0016877602 | 0.00002836 | 0.00795931 | 1.02738924 | NA | 0.3320191220 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96505 | 5.411000e-05 | 55 | 0.0019364069 | 0.00003502 | 0.01252849 | 1.30707763 | NA | 0.0834495330 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96506 | -5.881667e-06 | 54 | 0.0019804533 | 0.00007003 | 0.00924442 | 1.05736737 | NA | 0.8275211209 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96507 | 2.095650e-05 | 54 | 0.0024740615 | 0.00007003 | 0.01789356 | 1.36519570 | NA | 0.7310052085 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96508 | -6.959286e-06 | 51 | 0.0023958749 | 0.00010505 | 0.01368595 | 1.22585752 | NA | 0.8789391313 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96509 | 1.179535e-05 | 48 | 0.0015001392 | 0.00002451 | 0.00561248 | 0.89123194 | NA | 0.7782645842 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96510 | -6.099625e-05 | 51 | 0.0024722837 | 0.00015057 | 0.01575754 | 1.21050050 | NA | 0.3096750731 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96511 | -2.763250e-05 | 52 | 0.0018123900 | 0.00003502 | 0.00686048 | 0.96936442 | NA | 0.4688397117 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96512 | -3.628000e-05 | 54 | 0.0025093520 | 0.00001304 | 0.01792858 | 1.33868854 | NA | 0.7388282816 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96513 | -1.683933e-04 | 53 | 0.0019656642 | 0.00003502 | 0.00919820 | 0.91995686 | -1.683933e-04 | 0.0043571197 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96514 | -6.482250e-05 | 50 | 0.0022734248 | 0.00003502 | 0.01326575 | 1.28734891 | NA | 0.2060649373 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96515 | -1.087592e-04 | 53 | 0.0038340151 | 0.00017508 | 0.02202554 | 1.26001208 | NA | 0.3367575543 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96516 | -6.173000e-05 | 55 | 0.0029855715 | 0.00014007 | 0.02302640 | 1.37196487 | NA | 0.1197509763 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96517 | -1.366540e-05 | 52 | 0.0021632681 | 0.00002381 | 0.01968922 | 1.50512083 | NA | 0.8338274106 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96518 | -1.005567e-04 | 49 | 0.0029809447 | 0.00003502 | 0.03173600 | 1.96826952 | NA | 0.1403099857 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96519 | -6.066400e-05 | 49 | 0.0020731439 | 0.00004916 | 0.02383520 | 1.73580504 | NA | 0.1237435561 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96520 | -1.123410e-04 | 51 | 0.0025179171 | 0.00011556 | 0.01629259 | 1.35869100 | NA | 0.0652565801 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96521 | -2.116727e-05 | 48 | 0.0017256715 | 0.00007905 | 0.00930885 | 1.10733490 | NA | 0.6257438233 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96522 | -6.871429e-05 | 48 | 0.0025423406 | 0.00007003 | 0.02471412 | 1.59049626 | NA | 0.3077430736 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96523 | -1.855179e-04 | 51 | 0.0042792773 | 0.00009683 | 0.07809716 | 2.57836025 | -1.855179e-04 | 0.0019044132 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96524 | -1.983000e-04 | 51 | 0.0054936955 | 0.00006075 | 0.07161906 | 1.96160025 | -1.983000e-04 | 0.0407130330 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96525 | -3.370643e-05 | 169 | 0.0027198762 | 0.00004120 | 0.05516560 | 1.69310948 | NA | 0.1691748477 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96526 | -3.071368e-05 | 149 | 0.0020608389 | 0.00002334 | 0.02943920 | 1.68490465 | NA | 0.1584725456 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96527 | -2.236714e-05 | 154 | 0.0020321546 | 0.00001400 | 0.01775443 | 1.18808801 | NA | 0.1502907612 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96528 | 2.102189e-05 | 165 | 0.0024243142 | 0.00007003 | 0.01388721 | 0.94828415 | NA | 0.4862204908 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96529 | 9.976750e-05 | 28 | 0.0011828375 | 0.00022932 | 0.00414584 | 0.90207646 | NA | 0.3835241856 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96530 | 2.830400e-04 | 37 | 0.0053859773 | 0.00015400 | 0.03420200 | 1.35108681 | NA | 0.4198098542 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96531 | -4.080900e-04 | 37 | 0.0081445881 | 0.00040880 | 0.03648400 | 1.00807606 | NA | 0.1913087696 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96532 | 5.623900e-04 | 35 | 0.0049557586 | 0.00028000 | 0.01654035 | 0.79732306 | NA | 0.1639707296 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96533 | 2.315250e-04 | 36 | 0.0050699675 | 0.00055510 | 0.01752800 | 0.88098328 | NA | 0.4084616014 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96534 | 9.538050e-04 | 35 | 0.0084588306 | 0.00072800 | 0.02668400 | 0.83274726 | 9.538050e-04 | 0.0268884541 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96535 | -1.329750e-04 | 35 | 0.0056709280 | 0.00037350 | 0.01550722 | 0.75812841 | NA | 0.5883243364 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96536 | -8.839129e-04 | 36 | 0.0129600292 | 0.00070000 | 0.03639300 | 0.79761125 | NA | 0.1363329953 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96537 | -2.279930e-04 | 33 | 0.0033874403 | 0.00011267 | 0.01306844 | 0.94213972 | NA | 0.2632234316 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96538 | 3.508833e-05 | 37 | 0.0077198100 | 0.00098637 | 0.03129000 | 0.77387327 | NA | 0.9329643442 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96539 | -6.840042e-05 | 35 | 0.0046467337 | 0.00029050 | 0.04089400 | 1.60081729 | NA | 0.9192642066 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945704 | 2.556225e-03 | 9 | 0.0019298111 | 0.00007003 | 0.00441211 | 0.78031823 | NA | 0.5402913746 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945705 | 1.015483e-03 | 14 | 0.0023544586 | 0.00007003 | 0.00609291 | 0.80138817 | NA | 0.4113137918 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945706 | 1.208075e-03 | 14 | 0.0018408800 | 0.00003502 | 0.00717843 | 1.18155742 | NA | 0.4532547048 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945707 | 3.589250e-04 | 15 | 0.0012582687 | 0.00014007 | 0.00500740 | 1.22392321 | 3.589250e-04 | 0.0215562668 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945708 | NA | 9 | 0.0007120056 | 0.00014007 | 0.00189090 | 0.71311439 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945709 | NA | 7 | 0.0025812357 | 0.00028013 | 0.00486733 | 0.77193444 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945710 | -3.502000e-05 | 10 | 0.0007213460 | 0.00010505 | 0.00213602 | 0.95213681 | NA | 0.7054569861 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945711 | -1.243095e-03 | 11 | 0.0018909036 | 0.00007003 | 0.00514746 | 0.76533335 | NA | 0.6985353583 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945712 | NA | 4 | 0.0034841650 | 0.00189090 | 0.00605790 | 0.51928556 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945713 | -1.304372e-03 | 10 | 0.0024476700 | 0.00031515 | 0.00539258 | 0.74001051 | NA | 0.2452781168 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945714 | NA | 2 | 0.0011205350 | 0.00098047 | 0.00126060 | 0.17677433 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945715 | NA | 4 | 0.0032915750 | 0.00301144 | 0.00371178 | 0.10017363 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945716 | NA | 2 | 0.0002626250 | 0.00010505 | 0.00042020 | 0.84852814 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945717 | NA | 2 | 0.0010329950 | 0.00042020 | 0.00164579 | 0.83894211 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945719 | NA | 4 | 0.0015057200 | 0.00003502 | 0.00528753 | 1.68000855 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945720 | NA | 2 | 0.0015407400 | 0.00024512 | 0.00283636 | 1.18922295 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1006864 | NA | 2 | 0.0129065000 | 0.01000000 | 0.01581300 | 0.31847609 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1007104 | NA | 2 | 0.0083885000 | 0.00677700 | 0.01000000 | 0.27168208 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1342742 | NA | 2 | 0.0490505000 | 0.01000000 | 0.08810100 | 1.12589569 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1342766 | NA | 1 | 0.0100000000 | 0.01000000 | 0.01000000 | NA | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1342807 | NA | 1 | 0.0100000000 | 0.01000000 | 0.01000000 | NA | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1342826 | NA | 2 | 0.0196835000 | 0.01000000 | 0.02936700 | 0.69573689 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1342837 | NA | 2 | 0.0117770000 | 0.01000000 | 0.01355400 | 0.21338690 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1342866 | NA | 1 | 0.0100000000 | 0.01000000 | 0.01000000 | NA | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1342908 | NA | 2 | 0.0377555000 | 0.01000000 | 0.06551100 | 1.03964203 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1342945 | NA | 1 | 0.0100000000 | 0.01000000 | 0.01000000 | NA | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1342956 | NA | 1 | 0.0022590000 | 0.00225900 | 0.00225900 | NA | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1342961 | NA | 2 | 0.0072590000 | 0.00451800 | 0.01000000 | 0.53400735 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343023 | NA | 2 | 0.0185540000 | 0.01000000 | 0.02710800 | 0.65199864 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343028 | NA | 1 | 0.0100000000 | 0.01000000 | 0.01000000 | NA | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343041 | NA | 2 | 0.0129065000 | 0.01000000 | 0.01581300 | 0.31847609 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343059 | NA | 2 | 0.0072590000 | 0.00451800 | 0.01000000 | 0.53400735 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343156 | NA | 2 | 0.0083885000 | 0.00677700 | 0.01000000 | 0.27168208 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343157 | NA | 2 | 0.0332375000 | 0.01000000 | 0.05647500 | 0.98872622 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343227 | NA | 1 | 0.0100000000 | 0.01000000 | 0.01000000 | NA | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343229 | NA | 1 | 0.0100000000 | 0.01000000 | 0.01000000 | NA | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343290 | NA | 3 | 0.0108633333 | 0.01000000 | 0.01129500 | 0.06882497 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343349 | NA | 2 | 0.0185540000 | 0.01000000 | 0.02710800 | 0.65199864 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343350 | NA | 2 | 0.0196835000 | 0.01000000 | 0.02936700 | 0.69573689 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343404 | NA | 2 | 0.0117770000 | 0.01000000 | 0.01355400 | 0.21338690 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343426 | NA | 2 | 0.0129065000 | 0.01000000 | 0.01581300 | 0.31847609 | NA | NA |
| Miami-Dade County DERM Benthic Habitat Monitoring Program | 1343434 | NA | 1 | 0.0100000000 | 0.01000000 | 0.01000000 | NA | NA | NA |
| Palm Beach County Water Quality Program | 1012112 | NA | 1 | 0.0280000000 | 0.02800000 | 0.02800000 | NA | NA | NA |
| Palm Beach County Water Quality Program | 1012113 | NA | 3 | 0.0014307000 | 0.00067770 | 0.00293670 | 0.91160569 | NA | NA |
| Palm Beach County Water Quality Program | 1012114 | NA | 2 | 0.0092619000 | 0.00067770 | 0.01784610 | 1.31073452 | NA | NA |
| Palm Beach County Water Quality Program | 1012115 | 0.000000e+00 | 61 | 0.6883918033 | 0.00050000 | 34.00000000 | 6.31061752 | NA | 0.9489977715 |
| Palm Beach County Water Quality Program | 1012116 | 3.880000e-03 | 52 | 0.6370807692 | 0.00050000 | 27.00000000 | 5.86510440 | NA | 0.2442988931 |
| Palm Beach County Water Quality Program | 1012117 | 7.742744e-03 | 8 | 0.0973952375 | 0.02500000 | 0.28000000 | 0.97406132 | NA | 1.0000000000 |
| Palm Beach County Water Quality Program | 1012118 | NA | 2 | 0.0114079500 | 0.00067770 | 0.02213820 | 1.33020088 | NA | NA |
| Palm Beach County Water Quality Program | 1012119 | NA | 7 | 0.0766424286 | 0.02500000 | 0.27000000 | 1.17298962 | NA | NA |
| Palm Beach County Water Quality Program | 1012120 | NA | 2 | 0.0232677000 | 0.00090360 | 0.04563180 | 1.35929265 | NA | NA |
| Palm Beach County Water Quality Program | 1012121 | NA | 5 | 0.0159813000 | 0.00790650 | 0.01800000 | 0.28245202 | NA | NA |
| Palm Beach County Water Quality Program | 1086501 | NA | 1 | 0.1200000000 | 0.12000000 | 0.12000000 | NA | NA | NA |
| Palm Beach County Water Quality Program | 1342715 | 0.000000e+00 | 43 | 0.0535487070 | 0.00158130 | 0.67600000 | 2.08596392 | NA | 1.0000000000 |
| Palm Beach County Water Quality Program | 1342745 | NA | 3 | 0.0430716000 | 0.03162600 | 0.04969800 | 0.23108688 | NA | NA |
| Palm Beach County Water Quality Program | 1342748 | NA | 9 | 0.0274694111 | 0.00745470 | 0.06777000 | 0.76807845 | NA | NA |
| Palm Beach County Water Quality Program | 1342759 | 1.200000e-02 | 40 | 0.1221025000 | 0.00000000 | 0.75400000 | 1.28867129 | NA | 0.0751556886 |
| Palm Beach County Water Quality Program | 1342830 | -2.500000e-03 | 46 | 0.0969772391 | 0.00560000 | 0.80500000 | 1.42071064 | NA | 0.2488611998 |
| Palm Beach County Water Quality Program | 1342864 | -9.972318e-04 | 37 | 0.0656942459 | 0.00300000 | 0.51800000 | 1.69340571 | NA | 0.7260578130 |
| Palm Beach County Water Quality Program | 1342878 | -3.000000e-03 | 33 | 0.1174909091 | 0.00000000 | 0.72000000 | 1.45751262 | NA | 0.6443731500 |
| Palm Beach County Water Quality Program | 1342911 | 7.408829e-03 | 51 | 0.1114318194 | 0.00250749 | 0.83500000 | 1.22490502 | 7.408829e-03 | 0.0195923380 |
| Palm Beach County Water Quality Program | 1342912 | -4.750000e-05 | 44 | 0.0951079977 | 0.00225900 | 0.84900000 | 1.56496453 | NA | 1.0000000000 |
| Palm Beach County Water Quality Program | 1342913 | 8.800000e-03 | 40 | 0.0652175000 | 0.00000000 | 0.22000000 | 1.05078562 | NA | 0.0932478423 |
| Palm Beach County Water Quality Program | 1342916 | 0.000000e+00 | 39 | 0.1329000000 | 0.00000000 | 0.44000000 | 0.96016109 | NA | 1.0000000000 |
| Palm Beach County Water Quality Program | 1342930 | 1.227418e-03 | 62 | 0.4903208758 | 0.00050000 | 27.00000000 | 6.98054201 | NA | 0.1529888383 |
| Palm Beach County Water Quality Program | 1342943 | 1.760000e-02 | 38 | 0.1611500000 | 0.00000000 | 0.96300000 | 1.15809925 | NA | 0.6034765878 |
| Palm Beach County Water Quality Program | 1343021 | 1.600000e-02 | 40 | 0.0773275000 | 0.00000000 | 0.43000000 | 1.23236545 | NA | 0.0777141829 |
| Palm Beach County Water Quality Program | 1343070 | 1.096429e-02 | 39 | 0.0759076923 | 0.00000000 | 0.35000000 | 1.27653087 | NA | 0.2355274030 |
| Palm Beach County Water Quality Program | 1343111 | NA | 4 | 0.0635908500 | 0.02846340 | 0.08132400 | 0.37542980 | NA | NA |
| Palm Beach County Water Quality Program | 1343120 | 2.500000e-03 | 39 | 0.1517769231 | 0.00000000 | 0.45000000 | 0.83718106 | NA | 0.9216354185 |
| Palm Beach County Water Quality Program | 1343169 | 1.077500e-02 | 39 | 0.0925461538 | 0.00000000 | 0.33800000 | 0.92204562 | NA | 0.1704940065 |
| Palm Beach County Water Quality Program | 1343279 | 1.533333e-02 | 39 | 0.0771717949 | 0.00000000 | 0.71100000 | 1.54360936 | 1.533333e-02 | 0.0241122746 |
| Palm Beach County Water Quality Program | 1343286 | 4.000000e-04 | 39 | 0.1210282051 | 0.00000000 | 0.72700000 | 1.29815783 | NA | 0.6272203523 |
| Palm Beach County Water Quality Program | 1343312 | -1.858078e-03 | 46 | 0.1258171630 | 0.00203310 | 1.34000000 | 1.82945628 | NA | 0.5105691712 |
| Palm Beach County Water Quality Program | 1343319 | 0.000000e+00 | 37 | 0.0668459459 | 0.00000000 | 0.70000000 | 1.88761863 | NA | 0.9124210043 |
| Palm Beach County Water Quality Program | 1343337 | 1.955100e-03 | 43 | 0.0703687558 | 0.00451800 | 0.68700000 | 1.60890956 | NA | 0.1419908467 |
| Palm Beach County Water Quality Program | 1343351 | 1.142857e-03 | 64 | 0.5372882547 | 0.00050000 | 27.00000000 | 6.26479956 | NA | 0.2361169087 |
| Palm Beach County Water Quality Program | 1343360 | 8.750000e-04 | 41 | 0.1474067195 | 0.00158130 | 0.75400000 | 1.09841235 | NA | 0.8197501375 |
| Palm Beach County Water Quality Program | 1343364 | 8.149636e-03 | 52 | 0.2341433096 | 0.00560000 | 1.39000000 | 1.22674851 | NA | 0.1599869530 |
| Palm Beach County Water Quality Program | 1343415 | 4.333333e-03 | 48 | 0.2102226833 | 0.00700000 | 0.92300000 | 0.91713554 | NA | 0.6282566917 |
| Palm Beach County Water Quality Program | 1343430 | NA | 1 | 0.0500000000 | 0.05000000 | 0.05000000 | NA | NA | NA |