get data for params$batch_value
source(here::here(glue::glue("{params$batch_name}/getData.R")))
df <- getData(params$batch_value)[1] "getting data for Nitrogen, inorganic"Nitrogen, inorganic Rate of Change Analysis
A rate of change is calculated for each station using a seasonal Mann Kendall slope calculation.
create station statistics dataframe
library(here)
library(lubridate) # for mdy_hms()
library(pander) # for display
library(dplyr) # for %>%
library(tidyr) # for unnest_wider
source(here("R/seasonalMannKendall.R"))
# add statistics for each station
sample_stats_df <- df %>%
group_by(ProgramName, LocationID) %>%
summarize(
mk_results = list(seasonalMannKendall(SampleDate, ResultValue)),
n_values = n(),
mean = mean(ResultValue, na.rm = TRUE),
min = as.numeric(min(ResultValue, na.rm = TRUE)),
max = as.numeric(max(ResultValue, na.rm = TRUE)),
coefficient.of.variation = sd(ResultValue, na.rm = TRUE) / mean(ResultValue, na.rm = TRUE),
.groups = 'drop'
)
# unnest the seasonal Mann Kendall results
sample_stats_df <- sample_stats_df %>%
tidyr::unnest_wider(mk_results)
sample_stats_df <- sample_stats_df %>%
mutate(
# create column significant_slope
significant_slope = ifelse(z <= 0.05, slope, NA_real_),
pvalue = z
) %>%
# drop unwanted columns added by seasonalMannKendall
select(
-z,
-tau,
-chi_square
)
# print(head(sample_stats_df))
# # display sample_stats_df with pander
# pander(sample_stats_df)save stats to csv
dataDir <- here("data", "exports", params$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 | -5.081936e-05 | 191 | 0.006399443 | 0.00093660 | 0.03145971 | 0.7109444 | NA | 0.1470504753 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96326 | -7.291000e-05 | 197 | 0.007204218 | 0.00123200 | 0.05551322 | 0.9700848 | NA | 0.0564343717 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96327 | -1.255895e-04 | 130 | 0.007257861 | 0.00072254 | 0.05349069 | 1.0300222 | -1.255895e-04 | 0.0072056042 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96328 | -7.023300e-05 | 132 | 0.006997959 | 0.00100800 | 0.05126452 | 0.7961481 | NA | 0.1303230623 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96329 | -1.600000e-06 | 197 | 0.008490403 | 0.00063182 | 0.05665710 | 0.8082249 | NA | 0.9826008101 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96330 | -1.264312e-04 | 127 | 0.007585630 | 0.00059528 | 0.04128475 | 0.8863280 | -1.264312e-04 | 0.0226156166 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96331 | -1.327719e-04 | 196 | 0.006334412 | 0.00063801 | 0.03452763 | 0.8441176 | -1.327719e-04 | 0.0001823029 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96332 | -1.280464e-04 | 101 | 0.009322612 | 0.00086968 | 0.08240400 | 1.0345533 | NA | 0.0533587452 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96333 | -1.856117e-04 | 128 | 0.007929561 | 0.00102311 | 0.04345966 | 0.8407173 | -1.856117e-04 | 0.0136272400 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96334 | -1.320020e-04 | 102 | 0.020054307 | 0.00339662 | 0.13457793 | 0.9687977 | NA | 0.3606726191 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96335 | -8.127048e-05 | 192 | 0.007064074 | 0.00035350 | 0.04275600 | 0.8772542 | -8.127048e-05 | 0.0370516567 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96336 | -5.219743e-05 | 198 | 0.011170829 | 0.00142800 | 0.12202287 | 1.2271157 | NA | 0.3049770725 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96337 | -1.139882e-04 | 197 | 0.006839667 | 0.00004998 | 0.05513036 | 1.0416248 | -1.139882e-04 | 0.0030622823 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96338 | -1.008665e-04 | 196 | 0.007585015 | 0.00106400 | 0.03409809 | 0.7008288 | -1.008665e-04 | 0.0069884510 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96339 | -9.975000e-05 | 132 | 0.009467467 | 0.00133000 | 0.08129139 | 0.8800972 | NA | 0.1713829374 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96340 | -6.235462e-05 | 138 | 0.008570639 | 0.00075600 | 0.07265976 | 0.9936858 | NA | 0.3672617791 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96341 | -1.421200e-04 | 119 | 0.008152456 | 0.00100800 | 0.05022507 | 0.8092462 | -1.421200e-04 | 0.0342458704 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96342 | -2.260100e-04 | 133 | 0.009433381 | 0.00037170 | 0.07129410 | 1.1777418 | -2.260100e-04 | 0.0005700287 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96343 | -1.223857e-04 | 130 | 0.008221746 | -0.00003794 | 0.06613314 | 1.1444003 | -1.223857e-04 | 0.0223825414 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96344 | -5.873831e-05 | 175 | 0.009733302 | 0.00043400 | 0.08944304 | 1.0329253 | NA | 0.2446577021 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96345 | -6.723275e-05 | 196 | 0.008287889 | 0.00022022 | 0.06567400 | 0.8939711 | NA | 0.1271106662 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96346 | -1.734175e-04 | 130 | 0.007179690 | 0.00142980 | 0.03922720 | 0.8454508 | -1.734175e-04 | 0.0218207795 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96347 | -4.236272e-05 | 192 | 0.008466897 | 0.00052878 | 0.13582800 | 1.3091035 | NA | 0.3121771983 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96348 | -5.906441e-05 | 129 | 0.007367715 | 0.00052570 | 0.04198232 | 0.8847433 | NA | 0.2642739560 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96349 | -1.058214e-04 | 131 | 0.008206509 | 0.00075600 | 0.11667199 | 1.5052384 | NA | 0.0617638615 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96350 | -7.743795e-05 | 173 | 0.008872672 | 0.00107800 | 0.08177571 | 1.1375521 | NA | 0.1125013152 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96351 | -7.156500e-05 | 138 | 0.009155289 | 0.00104090 | 0.04622211 | 0.7881336 | NA | 0.1589565306 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96352 | -6.923461e-05 | 191 | 0.006653908 | 0.00094132 | 0.05160644 | 0.8923386 | NA | 0.1295149583 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96353 | -4.576783e-05 | 193 | 0.007546487 | 0.00081490 | 0.06191560 | 0.9589544 | NA | 0.3114144006 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96354 | -7.538300e-05 | 100 | 0.009187070 | 0.00045360 | 0.06158427 | 0.9835694 | NA | 0.1222876014 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96355 | -6.458578e-05 | 196 | 0.006965648 | 0.00070000 | 0.04320701 | 0.8980399 | -6.458578e-05 | 0.0188514445 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96356 | -8.715929e-05 | 177 | 0.008527569 | 0.00056000 | 0.07112199 | 1.0727623 | NA | 0.0730493370 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96357 | -2.421800e-04 | 137 | 0.010155300 | 0.00077000 | 0.06960747 | 1.0051062 | -2.421800e-04 | 0.0014882570 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96358 | -1.039813e-04 | 130 | 0.007172849 | 0.00080539 | 0.07979792 | 1.4526017 | NA | 0.1428336987 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96359 | -9.835167e-05 | 129 | 0.010895942 | 0.00037118 | 0.17293998 | 1.9144191 | NA | 0.1586392401 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96360 | -2.492071e-04 | 138 | 0.012836187 | 0.00114800 | 0.08144656 | 0.9146225 | -2.492071e-04 | 0.0097818718 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96361 | -8.059458e-05 | 126 | 0.008127918 | 0.00154074 | 0.05098959 | 0.9684300 | NA | 0.4031384637 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96362 | -1.980366e-05 | 194 | 0.007704982 | 0.00024542 | 0.07356776 | 1.1836560 | NA | 0.5967131268 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96363 | -4.185133e-04 | 104 | 0.016514323 | 0.00162400 | 0.07168119 | 0.7803251 | -4.185133e-04 | 0.0020157742 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96364 | -5.600000e-06 | 191 | 0.007736236 | 0.00076731 | 0.07793462 | 1.2114980 | NA | 0.8261110596 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96365 | -1.287435e-05 | 130 | 0.008244965 | 0.00124703 | 0.06239262 | 1.2090818 | NA | 0.8423108125 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96366 | -1.413280e-04 | 100 | 0.008989089 | 0.00067200 | 0.04815090 | 0.7799432 | NA | 0.0658652064 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96367 | -1.311977e-04 | 202 | 0.009019003 | 0.00050400 | 0.05550636 | 0.8613970 | -1.311977e-04 | 0.0012535475 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96368 | 6.195357e-06 | 171 | 0.008325239 | 0.00088200 | 0.06172081 | 1.0394988 | NA | 0.8391606135 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96369 | -8.977857e-06 | 188 | 0.012220910 | 0.00262341 | 0.06413883 | 0.7088004 | NA | 0.8794494995 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96370 | -8.366964e-05 | 119 | 0.008983144 | 0.00058616 | 0.05115308 | 0.8053085 | NA | 0.5745485001 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96371 | -4.791500e-05 | 185 | 0.007161015 | 0.00015400 | 0.06010966 | 0.9948800 | NA | 0.1680622200 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96372 | -1.433996e-04 | 133 | 0.012259246 | 0.00056000 | 0.04879000 | 0.8555197 | NA | 0.1181814734 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96373 | -2.740478e-05 | 168 | 0.006666760 | 0.00019600 | 0.04739626 | 1.0785627 | NA | 0.7272565178 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96374 | -4.368350e-05 | 163 | 0.006775928 | 0.00087542 | 0.06675563 | 1.2172963 | NA | 0.4135040332 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96375 | -1.046990e-04 | 133 | 0.010297269 | 0.00102200 | 0.07374723 | 0.8195985 | NA | 0.1367134211 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96376 | -1.352973e-04 | 124 | 0.008357788 | 0.00081904 | 0.06257991 | 1.1016285 | NA | 0.1453751869 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96377 | -7.553800e-05 | 186 | 0.008645323 | 0.00064246 | 0.10610571 | 1.3368804 | NA | 0.1271825962 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96378 | -2.564636e-05 | 102 | 0.012096023 | 0.00088200 | 0.04539412 | 0.6979276 | NA | 0.7721209406 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96379 | 2.827826e-06 | 98 | 0.009529768 | 0.00087542 | 0.05491493 | 0.8225564 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96380 | -5.081538e-05 | 183 | 0.008110439 | 0.00063000 | 0.06103814 | 0.9493232 | NA | 0.2421760593 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96381 | -1.440250e-05 | 185 | 0.007976618 | 0.00077998 | 0.04211010 | 0.8409289 | NA | 0.8182506379 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96382 | -8.890429e-05 | 63 | 0.012865521 | 0.00139717 | 0.06283206 | 0.8494891 | NA | 0.5411260245 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96383 | 3.672837e-05 | 124 | 0.008512059 | 0.00121391 | 0.04330664 | 0.8994927 | NA | 0.6550376657 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96384 | -1.037738e-04 | 193 | 0.007421324 | 0.00050400 | 0.04416781 | 0.7739091 | -1.037738e-04 | 0.0192815115 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96385 | -1.792071e-04 | 100 | 0.015845782 | 0.00112000 | 0.06268564 | 0.7460092 | -1.792071e-04 | 0.0440509581 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96386 | -1.130125e-04 | 122 | 0.009118544 | 0.00129795 | 0.08533582 | 1.1509743 | NA | 0.1461432369 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96387 | -1.614390e-04 | 125 | 0.009438395 | 0.00060198 | 0.06608597 | 1.0412019 | -1.614390e-04 | 0.0113818021 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96388 | -8.801111e-06 | 188 | 0.007168226 | 0.00098000 | 0.05106594 | 1.0291203 | NA | 0.7631757196 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96389 | -4.734200e-05 | 183 | 0.007551102 | 0.00064400 | 0.06613128 | 1.0120476 | NA | 0.3123321850 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96390 | 1.165891e-04 | 65 | 0.010394826 | 0.00163741 | 0.07528601 | 1.1889257 | NA | 0.5218709664 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96391 | -1.559276e-04 | 100 | 0.013589011 | 0.00214200 | 0.03883880 | 0.5930013 | NA | 0.0717611652 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96392 | -8.900125e-05 | 188 | 0.008560533 | 0.00117049 | 0.07123461 | 0.9820922 | NA | 0.0507775692 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96393 | -1.561143e-04 | 135 | 0.011927555 | 0.00151200 | 0.04205370 | 0.6668210 | NA | 0.1028842905 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96394 | -5.212071e-05 | 195 | 0.007835645 | 0.00068600 | 0.03788812 | 0.7551451 | NA | 0.1498037609 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96395 | -5.992769e-05 | 190 | 0.008559514 | 0.00050400 | 0.06549773 | 1.1375310 | NA | 0.1696666243 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96396 | -1.576132e-05 | 198 | 0.010851027 | 0.00080001 | 0.06875993 | 0.7648328 | NA | 0.7836405866 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96397 | -1.618600e-05 | 190 | 0.008706700 | 0.00041040 | 0.06931954 | 1.0016816 | NA | 0.7184334815 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96398 | -1.779288e-04 | 179 | 0.008691369 | 0.00046200 | 0.04989887 | 0.9252752 | -1.779288e-04 | 0.0118696583 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96399 | -1.169941e-04 | 127 | 0.011398170 | 0.00116843 | 0.06205335 | 0.7593408 | NA | 0.4181565191 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96400 | -3.006612e-05 | 196 | 0.009593248 | 0.00117026 | 0.06353659 | 0.9572582 | NA | 0.5849353675 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96401 | -1.040406e-04 | 194 | 0.007835263 | 0.00072800 | 0.05680323 | 0.8858493 | -1.040406e-04 | 0.0138551873 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96402 | -2.551770e-04 | 127 | 0.010642997 | 0.00098817 | 0.04889104 | 0.7828659 | -2.551770e-04 | 0.0398997510 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96403 | -9.321778e-05 | 194 | 0.008500959 | 0.00035000 | 0.06196266 | 1.0065676 | NA | 0.0904890248 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96404 | -1.645500e-05 | 126 | 0.007802008 | 0.00098397 | 0.06853081 | 1.0523669 | NA | 0.8842191646 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96405 | -4.654100e-05 | 197 | 0.008752100 | 0.00053200 | 0.06885414 | 1.0161844 | NA | 0.2740176531 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96406 | 5.283100e-05 | 190 | 0.009830430 | 0.00068600 | 0.07657270 | 1.0351767 | NA | 0.4362694153 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96407 | -1.812493e-05 | 98 | 0.009944472 | 0.00039200 | 0.05966084 | 0.9291668 | NA | 0.7873676679 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96408 | 2.232500e-05 | 63 | 0.006881474 | 0.00143569 | 0.02462603 | 0.7052073 | NA | 0.8423211080 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96409 | 8.985700e-05 | 96 | 0.008320790 | 0.00044800 | 0.05367535 | 0.9410323 | NA | 0.3113062734 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96410 | 6.968000e-05 | 98 | 0.012009647 | 0.00093800 | 0.08789204 | 0.9947465 | NA | 0.5551742827 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96411 | -5.176533e-05 | 65 | 0.016561808 | 0.00205137 | 0.09423438 | 0.9982932 | NA | 0.9212227224 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96412 | 9.857408e-05 | 99 | 0.008137969 | 0.00057400 | 0.05357636 | 0.9488446 | NA | 0.1484772199 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96413 | 5.320937e-05 | 97 | 0.007612167 | 0.00074200 | 0.03610853 | 0.8898976 | NA | 0.2579429827 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96414 | -1.127133e-04 | 101 | 0.018416046 | 0.00172200 | 0.16531408 | 1.1087221 | NA | 0.4293056384 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96415 | 3.398000e-05 | 93 | 0.008286751 | 0.00128800 | 0.11033504 | 1.6069181 | NA | 0.7977925124 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96416 | 6.947333e-06 | 96 | 0.006979187 | 0.00093800 | 0.03273723 | 0.7180133 | NA | 0.9758290777 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96417 | -4.739059e-05 | 100 | 0.011602031 | 0.00151200 | 0.07185437 | 0.8552307 | NA | 0.7331678780 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96418 | 9.210250e-05 | 65 | 0.012569600 | 0.00239050 | 0.08523077 | 0.9421096 | NA | 0.7678100138 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96419 | -5.251286e-05 | 99 | 0.008848151 | 0.00179746 | 0.04040202 | 0.7386654 | NA | 0.5215892595 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96420 | 6.842000e-05 | 93 | 0.010108061 | 0.00135800 | 0.13782593 | 1.5372077 | NA | 0.4488656113 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96421 | -2.325000e-05 | 95 | 0.009155359 | 0.00124600 | 0.03583026 | 0.6605890 | NA | 0.7034993180 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96422 | 2.986143e-04 | 65 | 0.012374319 | 0.00327108 | 0.05983555 | 0.9001679 | 2.986143e-04 | 0.0418440429 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96423 | 4.417062e-05 | 64 | 0.009422110 | 0.00127977 | 0.04981860 | 1.0870047 | NA | 0.8621866944 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96424 | -3.507412e-04 | 65 | 0.021834545 | 0.00416126 | 0.09618083 | 0.6887864 | NA | 0.4089613420 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96425 | 6.326750e-05 | 65 | 0.014430927 | 0.00266548 | 0.03748039 | 0.5231127 | NA | 0.7457223906 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96426 | -1.192140e-04 | 99 | 0.011890027 | 0.00132020 | 0.09458916 | 0.9383380 | NA | 0.2837259562 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96427 | 3.705196e-05 | 97 | 0.009664531 | 0.00076440 | 0.07421253 | 1.0797023 | NA | 0.7782372589 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96428 | -1.832007e-04 | 63 | 0.030290983 | 0.00551989 | 0.07591752 | 0.5397871 | NA | 0.6057249255 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96429 | -3.723307e-04 | 64 | 0.018845391 | 0.00354394 | 0.06348527 | 0.7197564 | NA | 0.0657128051 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96430 | 2.340369e-06 | 97 | 0.009771129 | 0.00069953 | 0.05534675 | 0.8620445 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96431 | 1.358960e-04 | 64 | 0.014922618 | 0.00115830 | 0.11158259 | 1.2138000 | NA | 0.4366721108 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96432 | -3.825538e-05 | 98 | 0.012505636 | 0.00113400 | 0.06176113 | 0.7988827 | NA | 0.3780580906 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96433 | -6.530944e-05 | 65 | 0.017429907 | 0.00215211 | 0.09687036 | 0.9189880 | NA | 0.7778159791 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96434 | -1.110295e-04 | 98 | 0.010116069 | 0.00074200 | 0.08901129 | 1.2546534 | NA | 0.3254733821 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96435 | -3.861231e-04 | 101 | 0.020460497 | 0.00177800 | 0.11572514 | 0.8942035 | -3.861231e-04 | 0.0114013051 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96436 | -3.573831e-04 | 64 | 0.028194374 | 0.00540874 | 0.09004487 | 0.7277595 | NA | 0.3084371196 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96437 | -5.571312e-05 | 97 | 0.011268744 | 0.00141400 | 0.08274569 | 1.0827350 | NA | 0.7047024983 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96438 | -3.323180e-04 | 63 | 0.015693013 | 0.00440675 | 0.11074414 | 1.2122867 | NA | 0.1275709834 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96439 | -2.305775e-04 | 99 | 0.014907371 | 0.00179060 | 0.07695300 | 0.8267539 | -2.305775e-04 | 0.0124850872 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96440 | -8.956476e-05 | 95 | 0.010490959 | 0.00113400 | 0.08921674 | 1.2909539 | NA | 0.3516959505 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96441 | -1.739735e-04 | 98 | 0.015574219 | 0.00262727 | 0.08292757 | 0.8609594 | NA | 0.1303188842 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96442 | -2.328936e-05 | 101 | 0.015657965 | 0.00270645 | 0.06606449 | 0.7534349 | NA | 0.8907867473 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96443 | -1.914779e-05 | 181 | 0.007075969 | 0.00028000 | 0.04079600 | 0.9467373 | NA | 0.7021905052 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96444 | -7.321476e-05 | 187 | 0.007944636 | 0.00036400 | 0.04807600 | 1.0125851 | NA | 0.1982616833 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96445 | 1.117350e-05 | 122 | 0.008663752 | 0.00097658 | 0.05976192 | 0.9911954 | NA | 0.9119217550 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96446 | -5.853030e-06 | 123 | 0.009348031 | 0.00170415 | 0.05990796 | 0.8458138 | NA | 0.9808928658 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96447 | 6.630100e-05 | 190 | 0.009064123 | 0.00092400 | 0.06097988 | 0.9264078 | NA | 0.2813914602 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96448 | -5.333624e-05 | 130 | 0.008475013 | 0.00116436 | 0.04114157 | 0.8846216 | NA | 0.5272030324 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96449 | -4.750750e-05 | 192 | 0.008878445 | 0.00014000 | 0.03861122 | 0.8462458 | NA | 0.4299091741 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96450 | -1.574083e-05 | 191 | 0.009641545 | 0.00057400 | 0.07519072 | 1.0675459 | NA | 0.7251083771 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96451 | -8.209983e-05 | 129 | 0.007223158 | 0.00073463 | 0.04102530 | 0.9025954 | NA | 0.3636531320 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96452 | -3.376314e-04 | 130 | 0.007658408 | 0.00049023 | 0.02775986 | 0.7378179 | -3.376314e-04 | 0.0018368144 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96453 | 1.164750e-05 | 194 | 0.008242128 | 0.00053984 | 0.10039046 | 1.1802250 | NA | 0.8811720119 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96454 | -1.425083e-04 | 120 | 0.006680206 | 0.00113733 | 0.02660106 | 0.7422737 | NA | 0.0646766276 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96455 | -8.225500e-05 | 194 | 0.007505298 | 0.00043400 | 0.03839804 | 0.8309163 | NA | 0.1234312124 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96456 | -1.031525e-04 | 129 | 0.007032168 | 0.00067014 | 0.04290275 | 1.0501082 | NA | 0.1251824828 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96457 | 4.900000e-06 | 193 | 0.007234380 | 0.00093800 | 0.04497332 | 0.9416415 | NA | 0.8754451577 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96458 | 3.052944e-05 | 187 | 0.005942323 | 0.00032200 | 0.03930713 | 0.9229100 | NA | 0.6221931968 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96459 | -1.478000e-05 | 128 | 0.007422545 | 0.00062464 | 0.08287046 | 1.3916958 | NA | 0.8193334685 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96460 | -5.260737e-05 | 192 | 0.007216830 | 0.00096600 | 0.07509501 | 1.2017232 | NA | 0.3438430465 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96461 | -8.937378e-05 | 129 | 0.006475683 | 0.00119334 | 0.09390068 | 1.5339989 | NA | 0.1205492596 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96462 | -8.790383e-05 | 191 | 0.006184094 | 0.00064400 | 0.02738154 | 0.7035145 | NA | 0.0579198063 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96463 | -6.226241e-05 | 124 | 0.007767195 | 0.00042020 | 0.05176857 | 1.0032632 | NA | 0.3641225026 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96464 | -5.307389e-05 | 128 | 0.007344584 | 0.00175084 | 0.04830308 | 1.0420127 | NA | 0.5504583398 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96465 | -8.768808e-05 | 128 | 0.006570180 | 0.00113274 | 0.04318728 | 0.9718992 | NA | 0.2145842050 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96466 | -1.779363e-04 | 123 | 0.008167722 | 0.00206249 | 0.04631447 | 0.8609323 | NA | 0.0617526879 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96467 | -1.643519e-04 | 123 | 0.006175381 | 0.00058690 | 0.07980317 | 1.2498888 | -1.643519e-04 | 0.0170919830 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96468 | -6.257222e-06 | 122 | 0.007248040 | 0.00098365 | 0.08813716 | 1.2576859 | NA | 0.9310995649 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96469 | -1.490537e-04 | 127 | 0.006382083 | 0.00042020 | 0.03552012 | 0.9441229 | -1.490537e-04 | 0.0412844374 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96470 | -1.606639e-04 | 129 | 0.009780244 | 0.00080539 | 0.07847254 | 1.2322282 | NA | 0.0835998615 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96471 | -1.317371e-04 | 126 | 0.007634453 | 0.00094893 | 0.05802275 | 0.9737068 | -1.317371e-04 | 0.0478384726 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96472 | -1.831284e-04 | 124 | 0.006967466 | 0.00119940 | 0.05721737 | 0.9402302 | -1.831284e-04 | 0.0152516300 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96473 | -5.282096e-05 | 122 | 0.008158844 | 0.00126881 | 0.05321028 | 1.0288600 | NA | 0.4015137374 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96474 | 1.921875e-05 | 124 | 0.008198840 | 0.00106101 | 0.04843489 | 0.8610348 | NA | 0.7863274263 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96475 | 1.666600e-05 | 129 | 0.007129775 | 0.00056027 | 0.05805777 | 1.2023413 | NA | 0.8606256790 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96476 | -2.042138e-04 | 61 | 0.008484042 | 0.00063830 | 0.03164621 | 0.9965474 | NA | 0.0846829460 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96477 | -1.225575e-04 | 60 | 0.006873926 | 0.00081589 | 0.02584236 | 0.8585778 | NA | 0.3284668130 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96478 | -2.570562e-04 | 60 | 0.006414155 | 0.00091044 | 0.02125517 | 0.8028851 | NA | 0.0566950106 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96479 | -3.165520e-04 | 60 | 0.008069771 | 0.00112054 | 0.03823829 | 0.9504625 | NA | 0.0506523383 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96480 | -1.855887e-04 | 61 | 0.007111113 | 0.00128161 | 0.02804842 | 0.8471975 | NA | 0.0711766058 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96481 | -1.199175e-04 | 61 | 0.007977079 | 0.00149177 | 0.03641742 | 0.9309584 | NA | 0.2806215461 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96482 | -1.984283e-04 | 60 | 0.008196027 | 0.00125570 | 0.03716328 | 0.8990850 | -1.984283e-04 | 0.0484112398 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96483 | -2.229400e-04 | 61 | 0.007444609 | 0.00104315 | 0.04085577 | 0.9491970 | NA | 0.0795588072 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96484 | -2.595619e-04 | 59 | 0.008218932 | 0.00119057 | 0.03718779 | 0.8742582 | -2.595619e-04 | 0.0122806039 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96485 | -2.251521e-04 | 59 | 0.008581758 | 0.00115555 | 0.04463801 | 0.8861041 | NA | 0.1246173307 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96486 | -3.229714e-05 | 58 | 0.006724707 | 0.00137966 | 0.02518858 | 0.7327188 | NA | 0.8582742305 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96487 | -5.578500e-05 | 59 | 0.006794136 | 0.00149171 | 0.02798013 | 0.7536876 | NA | 0.5167279185 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96488 | 4.750000e-06 | 59 | 0.007397698 | 0.00143100 | 0.02871373 | 0.7604001 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96489 | 8.977333e-06 | 60 | 0.008234419 | 0.00224107 | 0.03483157 | 0.8121134 | NA | 0.8927182034 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96490 | -5.228333e-05 | 60 | 0.007683385 | 0.00155314 | 0.03669755 | 0.9246055 | NA | 0.6857740928 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96491 | -7.392444e-05 | 59 | 0.007262980 | 0.00038518 | 0.03058993 | 0.8342420 | NA | 0.3879904890 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96492 | -1.042517e-04 | 59 | 0.007873295 | 0.00153373 | 0.02381351 | 0.7558308 | NA | 0.5344797063 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96493 | -1.305410e-04 | 61 | 0.007886366 | 0.00210100 | 0.03414833 | 0.7470981 | NA | 0.3451396918 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96494 | -1.336350e-04 | 61 | 0.008007173 | 0.00118006 | 0.03656099 | 0.7997714 | NA | 0.3806898859 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96495 | -1.580300e-04 | 61 | 0.007358012 | 0.00161922 | 0.02612250 | 0.7676564 | NA | 0.1209128393 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96496 | -1.588253e-04 | 60 | 0.007779979 | 0.00149250 | 0.04671192 | 1.1326673 | NA | 0.0565488330 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96497 | -2.138675e-04 | 61 | 0.007755823 | 0.00107151 | 0.04281498 | 0.9861066 | -2.138675e-04 | 0.0230778601 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96498 | -1.558250e-04 | 61 | 0.007267477 | 0.00063065 | 0.03326591 | 0.9126127 | NA | 0.1410681009 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96499 | -3.242378e-04 | 60 | 0.008560629 | 0.00108649 | 0.02941932 | 0.8289188 | -3.242378e-04 | 0.0234853882 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96500 | -2.747342e-04 | 61 | 0.008832478 | 0.00103474 | 0.06642677 | 1.0652002 | -2.747342e-04 | 0.0261697592 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96501 | -6.750000e-08 | 61 | 0.007671145 | 0.00096856 | 0.02738310 | 0.7391932 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96502 | -3.085740e-04 | 61 | 0.008199306 | 0.00135703 | 0.06397560 | 1.2464793 | -3.085740e-04 | 0.0284138241 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96503 | -2.247625e-04 | 61 | 0.007726795 | 0.00143569 | 0.03768450 | 0.9233094 | NA | 0.0915266866 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96504 | -5.658714e-05 | 60 | 0.007155690 | 0.00137896 | 0.02339119 | 0.7213773 | NA | 0.7923014737 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96505 | 1.816200e-04 | 60 | 0.008796285 | 0.00115555 | 0.03540641 | 0.7544378 | NA | 0.4689805137 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96506 | -7.005000e-05 | 61 | 0.008665151 | 0.00068913 | 0.04071888 | 0.8272163 | NA | 0.7951724739 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96507 | -1.402486e-04 | 60 | 0.011172003 | 0.00066532 | 0.06372348 | 1.0650137 | NA | 0.4617749552 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96508 | 1.276640e-04 | 61 | 0.009820836 | 0.00098047 | 0.04368690 | 0.9171949 | NA | 0.1897114528 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96509 | -1.532246e-04 | 59 | 0.008145656 | 0.00101549 | 0.03277323 | 0.7816706 | NA | 0.4741045628 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96510 | -6.988600e-05 | 60 | 0.009677572 | 0.00087542 | 0.04286295 | 0.8050438 | NA | 0.6476458861 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96511 | -1.766568e-04 | 61 | 0.009708557 | 0.00119057 | 0.04220996 | 0.8246660 | NA | 0.3793548564 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96512 | -1.477828e-04 | 61 | 0.011086763 | 0.00224299 | 0.04893420 | 0.8892465 | NA | 0.4941436192 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96513 | -3.613350e-04 | 61 | 0.010993690 | 0.00169902 | 0.05302585 | 0.9683041 | NA | 0.0547361373 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96514 | -9.914625e-05 | 61 | 0.009158111 | 0.00152888 | 0.03589287 | 0.7996769 | NA | 0.5891443622 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96515 | -2.639388e-04 | 61 | 0.012485557 | 0.00176808 | 0.06621667 | 0.9683249 | NA | 0.1051830668 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96516 | -4.205533e-04 | 60 | 0.010891859 | 0.00140621 | 0.04086455 | 0.8537556 | NA | 0.0632299476 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96517 | -1.820203e-04 | 60 | 0.009748303 | 0.00170972 | 0.05123429 | 1.0172653 | NA | 0.0979393131 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96518 | -3.954740e-04 | 61 | 0.010481522 | 0.00104198 | 0.07878769 | 1.1867510 | -3.954740e-04 | 0.0021160921 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96519 | -4.118900e-04 | 61 | 0.010794934 | 0.00194343 | 0.13919158 | 1.6965728 | -4.118900e-04 | 0.0045768202 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96520 | -4.168033e-04 | 60 | 0.011834909 | 0.00137068 | 0.12725087 | 1.4761025 | NA | 0.0940261274 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96521 | -7.003750e-06 | 59 | 0.008520832 | 0.00108552 | 0.03609553 | 0.7722002 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96522 | -3.319600e-04 | 60 | 0.011564719 | 0.00237834 | 0.10981253 | 1.4155327 | -3.319600e-04 | 0.0232697671 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96523 | -4.688700e-04 | 59 | 0.012890920 | 0.00159249 | 0.10591726 | 1.4034836 | -4.688700e-04 | 0.0036346893 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96524 | -5.094333e-04 | 61 | 0.015642143 | 0.00214552 | 0.10707282 | 1.0550512 | NA | 0.1051830668 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96525 | -8.651431e-05 | 173 | 0.008442819 | 0.00043400 | 0.07287543 | 1.2485737 | -8.651431e-05 | 0.0239251477 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96526 | -7.745106e-05 | 177 | 0.008089190 | 0.00089737 | 0.06287547 | 1.1773010 | NA | 0.1401725078 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96527 | -4.309063e-05 | 168 | 0.007242726 | 0.00058800 | 0.06056252 | 0.9518055 | NA | 0.4434219703 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96528 | -1.224964e-05 | 175 | 0.008003951 | 0.00078400 | 0.03627736 | 0.8076147 | NA | 0.8053767019 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96529 | -9.026050e-04 | 30 | 0.008116607 | 0.00140472 | 0.04194639 | 0.9879312 | NA | 0.2455572809 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96530 | 8.925675e-04 | 39 | 0.017230808 | 0.00155400 | 0.07328440 | 1.1353758 | NA | 0.2760823219 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96531 | -2.493720e-03 | 37 | 0.048768648 | 0.00478800 | 0.12565000 | 0.6440592 | NA | 0.6631469955 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96532 | 3.135200e-04 | 34 | 0.014741330 | 0.00225400 | 0.06441056 | 0.9586738 | NA | 0.6365702710 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96533 | 7.830200e-04 | 36 | 0.022808976 | 0.00333396 | 0.06500200 | 0.6759177 | NA | 0.8362824455 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96534 | 1.306433e-04 | 36 | 0.024138099 | 0.00422800 | 0.04991000 | 0.4892672 | NA | 0.9175583451 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96535 | -5.328930e-04 | 35 | 0.014533181 | 0.00285600 | 0.03255350 | 0.5779692 | NA | 0.4485873507 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96536 | -1.032500e-03 | 36 | 0.023099217 | 0.00330400 | 0.05539800 | 0.5901509 | NA | 0.2016769536 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96537 | -3.099425e-04 | 35 | 0.021966390 | 0.00026600 | 0.09818508 | 0.8614484 | NA | 0.7007504986 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96538 | -5.319850e-04 | 36 | 0.019582643 | 0.00452200 | 0.05667200 | 0.5811594 | NA | 0.2372811480 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 96539 | -7.635238e-04 | 35 | 0.012520901 | 0.00067200 | 0.05469800 | 0.7272870 | NA | 0.1284081884 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945704 | 1.803365e-03 | 15 | 0.005787101 | 0.00098047 | 0.01064509 | 0.5013507 | NA | 0.7236736098 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945705 | -3.501700e-04 | 18 | 0.007160148 | 0.00180686 | 0.01194071 | 0.3949282 | NA | 0.8230632738 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945706 | 1.575800e-04 | 18 | 0.006081243 | 0.00119057 | 0.01232590 | 0.5376947 | NA | 0.8722376298 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945707 | 5.252500e-05 | 18 | 0.005161079 | 0.00157575 | 0.00913937 | 0.4873668 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945708 | -6.390600e-04 | 17 | 0.005376102 | 0.00196094 | 0.01383162 | 0.5484242 | NA | 0.5707503881 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945709 | NA | 8 | 0.010737013 | 0.00325656 | 0.01586259 | 0.4470937 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945710 | -2.818850e-03 | 16 | 0.006429950 | 0.00297642 | 0.01523229 | 0.5146051 | NA | 0.1175248681 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945711 | -2.783835e-03 | 17 | 0.006842685 | 0.00308147 | 0.01330637 | 0.4623716 | NA | 0.4532547048 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945712 | NA | 4 | 0.014260573 | 0.01011984 | 0.02079995 | 0.3263891 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945713 | -3.414150e-04 | 18 | 0.006207692 | 0.00203097 | 0.01386663 | 0.5696363 | NA | 1.0000000000 |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945714 | NA | 4 | 0.005926583 | 0.00409696 | 0.00773870 | 0.3209592 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945715 | NA | 4 | 0.011222868 | 0.00987472 | 0.01271108 | 0.1082193 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945716 | NA | 4 | 0.004237028 | 0.00322154 | 0.00500740 | 0.1890622 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945717 | NA | 2 | 0.002766320 | 0.00157575 | 0.00395689 | 0.6086498 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945718 | NA | 3 | 0.003233213 | 0.00245117 | 0.00364174 | 0.2095425 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945719 | NA | 4 | 0.003694267 | 0.00140067 | 0.00836900 | 0.8577886 | NA | NA |
| Florida Keys National Marine Sanctuary Water Quality Monitoring Project | 945720 | NA | 2 | 0.005375070 | 0.00364174 | 0.00710840 | 0.4560497 | NA | NA |