eMLR - model fitting
Jens Daniel Müller and Donghe Zhu
22 July, 2021
Last updated: 2021-07-22
Checks: 7 0
Knit directory: emlr_mod_v_XXX/
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| Rmd | 8e8abf5 | Jens Müller | 2020-12-18 | Initial commit |
1 Required data
Required are:
- cleaned and prepared GLODAP-based synthetic model subsetting file
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready.csv",
sep = ""))2 Predictor combinations
Find all possible combinations of following considered predictor variables:
- sal, temp, oxygen, aou, nitrate, phosphate, phosphate_star
# the following code is a workaround to find all predictor combinations
# using the olsrr package and fit all models for one era, slab, and basin
i_basin <- unique(GLODAP$basin)[1]
i_era <- unique(GLODAP$era)[1]
# subset one basin and era for fitting
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)
# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
params_local$MLR_target,
paste(params_local$MLR_predictors, collapse = " + "),
sep = " ~ "
),
data = GLODAP_basin_era_slab)
# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)
# convert to tibble
lm_all <- as_tibble(lm_all)
# extract relevant columns and format model formula
lm_all <- lm_all %>%
select(n, predictors) %>%
mutate(lm_coeff = str_replace_all(predictors, " ", " + "),
lm_coeff = paste(params_local$MLR_target, "~", lm_coeff))
# remove certain predictor combinations
# lm_rm_si <- lm_all %>%
# filter(str_detect(lm_coeff, "silicate_star")) %>%
# mutate(lm_coeff_filter = str_remove(lm_coeff, "silicate_star")) %>%
# filter(str_detect(lm_coeff_filter, "silicate") &
# str_detect(lm_coeff_filter, "nitrate")) %>%
# select(-lm_coeff_filter)
lm_rm_ph <- lm_all %>%
filter(str_detect(lm_coeff, "phosphate_star")) %>%
mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
filter(str_detect(lm_coeff_filter, "phosphate") &
str_detect(lm_coeff_filter, "oxygen")) %>%
select(-lm_coeff_filter)
# lm_rm <- bind_rows(lm_rm_ph, lm_rm_o2) %>%
# select(-lm_coeff_filter) %>%
# unique()
# lm_rm <- lm_rm_ph %>%
# select(-lm_coeff_filter) %>%
# unique()
#
lm_all <- anti_join(lm_all, lm_rm_ph)
# remove temp sal predictor combination
# lm_all <- lm_all %>%
# # filter(!(
# # str_detect(lm_coeff, "temp") &
# # str_detect(lm_coeff, "phosphate_star")
# # )) %>%
# mutate(lm_coeff_filter = str_remove(lm_coeff, "phosphate_star")) %>%
# filter(!(str_detect(lm_coeff_filter, "nitrate") &
# str_detect(lm_coeff_filter, "phosphate")
# )) %>%
# filter(!(
# str_detect(lm_coeff_filter, "temp") &
# str_detect(lm_coeff_filter, "sal")
# )) %>%
# # filter(!(
# # str_detect(lm_coeff_filter, "oxygen") &
# # str_detect(lm_coeff_filter, "aou")
# # )) %>%
# select(-lm_coeff_filter)
# remove helper objects
rm(
i_gamma_slab,
i_era,
i_basin,
GLODAP_basin_era,
GLODAP_basin_era_slab,
lm_full,
lm_rm_ph,
lm_rm_si,
lm_rm_o2,
lm_rm
)
# lm_full <- lm(paste(
# params_local$MLR_target,
# paste(params_local$MLR_predictors, collapse = " + "),
# sep = " ~ "
# ),
# data = GLODAP_basin_era_slab)
#
# lm_full <-
# loess(
# cstar_tref ~ sal + temp + aou + phosphate,
# span = 0.1,
# degree = 1,
# data = GLODAP_basin_era_slab
# )3 Apply predictor threshold
Select combinations with a total number of predictors in the range:
- Minimum: 2
- Maximum: 5
lm_all <- lm_all %>%
filter(n >= params_local$MLR_predictors_min,
n <= params_local$MLR_predictors_max)This results in a total number of MLR models of:
- 101
4 Fit all models
Individual linear regression models were fitted for the chosen target variable:
- cstar_tref
as a function of each predictor combination. Fitting was performed separately within each basin, era, and slab. Model diagnostics, such as the root mean squared error (RMSE), were calculated for each fitted model.
# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
#i_basin <- unique(GLODAP$basin)[1]
#i_era <- unique(GLODAP$era)[1]
print(i_basin)
print(i_era)
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
#i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
# number of observations used for each fitting model
i_nr_obs = nrow(GLODAP_basin_era_slab)
for (i_predictors in unique(lm_all$predictors)) {
#i_predictors <- unique(lm_all$predictors)[100]
# extract one model definition
i_lm <- lm_all %>%
filter(predictors == i_predictors) %>%
select(lm_coeff) %>%
pull()
# extract number of predictors
i_n_predictors <- lm_all %>%
filter(predictors == i_predictors) %>%
select(n) %>%
pull()
if (i_nr_obs > i_n_predictors) {
# fit model
if (params_local$MLR_type == "rlm") {
i_lm_fit <- MASS::rlm(as.formula(i_lm),
data = GLODAP_basin_era_slab)
}
if (params_local$MLR_type == "lm") {
i_lm_fit <- lm(as.formula(i_lm),
data = GLODAP_basin_era_slab)
}
# find max predictor correlation
i_cor_max <- GLODAP_basin_era_slab %>%
select(!!!syms(str_split(i_predictors, " ",
simplify = TRUE))) %>%
correlate(quiet = TRUE) %>%
select(-term) %>%
abs() %>%
max(na.rm = TRUE)
# calculate root mean squared error
i_rmse <- sqrt(c(crossprod(i_lm_fit$residuals)) /
length(i_lm_fit$residuals))
# calculate maximum residual
i_resid_max <- max(abs(i_lm_fit$residuals))
# calculate Akaike information criterion aic
i_aic <- AIC(i_lm_fit)
# calculate max VIF
if (is.na(max(i_lm_fit$coefficients))){
i_vif_max <- as.double("NA")
} else{
i_vif_max <- max(vif(i_lm_fit))
}
# collect model coefficients and diagnostics
coefficients <- tidy(i_lm_fit)
coefficients <- coefficients %>%
mutate(
basin = i_basin,
era = i_era,
gamma_slab = i_gamma_slab,
model = i_lm,
nr_obs = i_nr_obs,
rmse = i_rmse,
aic = i_aic,
vif_max = i_vif_max,
resid_max = i_resid_max,
n_predictors = i_n_predictors,
na_predictor = anyNA(coefficients$estimate),
cor_max = i_cor_max
)
if (exists("lm_all_fitted")) {
lm_all_fitted <- bind_rows(lm_all_fitted, coefficients)
}
if (!exists("lm_all_fitted")) {
lm_all_fitted <- coefficients
}
}
}
}
}
}
rm(
i_lm_fit,
coefficients,
i_rmse,
GLODAP_basin_era,
GLODAP_basin_era_slab,
i_lm,
i_basin,
i_era,
i_gamma_slab,
i_nr_obs,
i_predictors,
i_aic,
i_vif_max,
i_n_predictors,
i_resid_max
)5 Prepare coeffcients
Coefficients are prepared for the mapping of Cant and the chosen target variable.
5.1 Formatting
# lm_all_fitted <- lm_all_fitted_1
# lm_all_fitted <-
# read_csv(paste(path_version_data,
# "lm_all_fitted.csv",
# sep = ""))
# select relevant columns
lm_all_fitted <- lm_all_fitted %>%
select(
basin,
gamma_slab,
era,
model,
nr_obs,
n_predictors,
term,
estimate,
rmse,
aic,
vif_max,
resid_max,
na_predictor,
cor_max
)
# set coefficient to zero if not fitted (=NA)
lm_all_fitted <- lm_all_fitted %>%
mutate(estimate = if_else(is.na(estimate), 0, estimate))
# Prepare model coefficients for mapping of target variable
lm_all_fitted_wide <- lm_all_fitted %>%
pivot_wider(
values_from = estimate,
names_from = term,
names_prefix = "coeff_",
values_fill = 0
)5.2 Predictor selection
Within each basin and slab, the following number of best linear regression models was selected:
- 10
The criterion used to select the best models was:
- rmse
The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.
Please note, that currently the lm() function produces NAs for some predictors. It is not yet entirely clear when this happens, but presumably it is caused by some form of collinearity between predictors, such that including another predictor does not help to explain the target variable any better. The issues also expresses as exactly identical rmse values of different models. As an interim solution, models with fitted NA predictors were not included.
# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
filter(na_predictor == FALSE)5.3 VIF threshold
To avoid multicollinearity among predictors, models were excluded with a VIF above:
- 1000
After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:
# remove models with predictors fitted as NA
lm_all_fitted_wide <- lm_all_fitted_wide %>%
filter(vif_max <= params_local$vif_max)
# lm_all_fitted_wide_check <- lm_all_fitted_wide %>%
# group_by(era, basin, gamma_slab) %>%
# count()
# filter(n < params_local$MLR_number)# calculate RMSE sum for adjacent eras
lm_all_fitted_wide_eras <- lm_all_fitted_wide %>%
select(basin, gamma_slab, n_predictors, model, era, nr_obs, rmse, aic, vif_max, resid_max) %>%
arrange(era) %>%
group_by(basin, gamma_slab, model) %>%
mutate(
eras = paste(lag(era), era, sep = " --> "),
rmse_sum = rmse + lag(rmse),
rmse_lag = lag(rmse),
aic_sum = aic + lag(aic),
vif_max_sum = vif_max + lag(vif_max)
) %>%
ungroup() %>%
select(-c(era)) %>%
drop_na() %>%
filter(eras != "1982-1999 --> 2010-2019",
eras != "1982-1999 --> 2008-2019")
#filter tripairs
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
mutate(rmse = round(rmse, digits = 7), rmse_lag = round(rmse_lag, digits = 7)) %>%
group_by(basin, gamma_slab, eras, rmse) %>%
sample_n(1) %>%
ungroup()
# calculate rank for each era
lm_all_fitted_wide_eras <- lm_all_fitted_wide_eras %>%
group_by(eras, basin, gamma_slab) %>%
mutate(rank = rank(rmse, ties.method="first"),
rank_sum = rank + rank(rmse_lag, ties.method="first")) %>%
ungroup()
# subset models with lowest summed criterion
# chose which criterion is applied
if (params_local$MLR_criterion == "aic") {
lm_best <- lm_all_fitted_wide_eras %>%
group_by(basin, gamma_slab, eras) %>%
slice_min(order_by = aic_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, aic_sum)
} else if (params_local$MLR_criterion == "rmse") {
lm_best <- lm_all_fitted_wide_eras %>%
group_by(basin, gamma_slab, eras) %>%
slice_min(order_by = rmse_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, rmse_sum)
} else {
lm_best <- lm_all_fitted_wide_eras %>%
group_by(basin, gamma_slab, eras) %>%
slice_min(order_by = rank_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, rank_sum)
}5.4 RMSE tables
5.4.1 per model
lm_best %>%
kable() %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| basin | gamma_slab | n_predictors | model | nr_obs | rmse | aic | vif_max | resid_max | eras | rmse_sum | rmse_lag | aic_sum | vif_max_sum | rank | rank_sum |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 174 | 3.2198609 | 914.72029 | 144.363595 | 11.1389467 | 1982-1999 –> 2000-2009 | 8.3565461 | 5.1366852 | 2383.06522 | 342.648221 | 2 | 3 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 174 | 3.2084126 | 913.48076 | 50.859699 | 10.3578883 | 1982-1999 –> 2000-2009 | 8.5261319 | 5.3177193 | 2398.31269 | 113.350201 | 1 | 3 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 174 | 3.3616221 | 929.71403 | 55.178541 | 11.8822942 | 1982-1999 –> 2000-2009 | 8.7347213 | 5.3730992 | 2419.47749 | 129.547745 | 4 | 7 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 174 | 3.2198748 | 912.72179 | 49.089958 | 11.1195461 | 1982-1999 –> 2000-2009 | 8.9704536 | 5.7505788 | 2432.80357 | 105.436980 | 3 | 9 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 174 | 3.5331930 | 947.03690 | 54.255128 | 12.7542165 | 1982-1999 –> 2000-2009 | 9.1159657 | 5.5827727 | 2455.02196 | 113.263812 | 5 | 9 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 174 | 3.9853183 | 986.94139 | 51.920428 | 12.3756035 | 1982-1999 –> 2000-2009 | 9.9788910 | 5.9935728 | 2526.72347 | 126.126609 | 6 | 21 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 174 | 4.6156649 | 1038.04128 | 96.270940 | 16.2113836 | 1982-1999 –> 2000-2009 | 10.2736472 | 5.6579823 | 2550.39608 | 294.555391 | 10 | 15 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 174 | 4.2287184 | 1007.57145 | 39.837177 | 16.6921763 | 1982-1999 –> 2000-2009 | 10.4663924 | 6.2376740 | 2566.35529 | 61.102474 | 7 | 27 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 174 | 4.7653862 | 1049.15036 | 106.869763 | 10.6003216 | 1982-1999 –> 2000-2009 | 10.5458593 | 5.7804731 | 2571.70021 | 214.536417 | 12 | 19 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 174 | 4.7756070 | 1049.89595 | 54.908994 | 10.8456467 | 1982-1999 –> 2000-2009 | 10.5770937 | 5.8014867 | 2574.17306 | 128.709972 | 13 | 22 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 267 | 4.5103839 | 1576.12131 | 196.284030 | 15.2194906 | 2000-2009 –> 2010-2019 | 7.7302448 | 3.2198609 | 2490.84160 | 429.208602 | 1 | 3 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 267 | 4.6221396 | 1589.19120 | 39.464908 | 14.8561287 | 2000-2009 –> 2010-2019 | 7.8305522 | 3.2084126 | 2502.67195 | 90.324607 | 2 | 3 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 267 | 4.6557422 | 1593.05929 | 40.859214 | 15.1309870 | 2000-2009 –> 2010-2019 | 8.0173643 | 3.3616221 | 2522.77333 | 96.037756 | 3 | 7 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 267 | 4.8494638 | 1612.82877 | 38.738337 | 11.6217723 | 2000-2009 –> 2010-2019 | 8.0693386 | 3.2198748 | 2525.55056 | 87.828295 | 5 | 8 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 267 | 4.8585854 | 1615.83225 | 42.317802 | 15.4029812 | 2000-2009 –> 2010-2019 | 8.3917784 | 3.5331930 | 2562.86915 | 96.572930 | 6 | 11 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 267 | 5.1867994 | 1648.73956 | 37.225536 | 11.8715907 | 2000-2009 –> 2010-2019 | 9.1721176 | 3.9853183 | 2635.68094 | 89.145964 | 14 | 20 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 267 | 4.7606020 | 1602.95296 | 115.056905 | 17.7306880 | 2000-2009 –> 2010-2019 | 9.3762669 | 4.6156649 | 2640.99424 | 211.327845 | 4 | 14 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 267 | 4.9204978 | 1620.59396 | 37.517669 | 17.8785181 | 2000-2009 –> 2010-2019 | 9.7338034 | 4.8133055 | 2673.22623 | 79.294969 | 7 | 22 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 267 | 5.1406759 | 1643.96974 | 45.634984 | 14.6309609 | 2000-2009 –> 2010-2019 | 9.8328384 | 4.6921624 | 2687.73131 | 115.420495 | 9 | 20 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 267 | 5.1467123 | 1644.59642 | 59.670323 | 13.6622866 | 2000-2009 –> 2010-2019 | 9.9120985 | 4.7653862 | 2693.74678 | 166.540085 | 11 | 23 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 578 | 3.2306824 | 3009.92650 | 554.753702 | 13.2415059 | 1982-1999 –> 2000-2009 | 7.1477761 | 3.9170937 | 6877.38179 | 880.834772 | 1 | 2 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 578 | 3.3384299 | 3047.85164 | 581.579274 | 13.9125726 | 1982-1999 –> 2000-2009 | 7.3104609 | 3.9720310 | 6934.58271 | 974.872824 | 3 | 5 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 578 | 3.4964574 | 3101.31628 | 535.775596 | 14.1914347 | 1982-1999 –> 2000-2009 | 7.5647336 | 4.0682762 | 7021.18282 | 860.562935 | 4 | 7 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 578 | 3.2924053 | 3029.80380 | 540.520891 | 11.9333588 | 1982-1999 –> 2000-2009 | 7.7448375 | 4.4524322 | 7072.55025 | 865.866140 | 2 | 6 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 578 | 3.8503632 | 3210.77457 | 135.559345 | 18.2281348 | 1982-1999 –> 2000-2009 | 8.3358697 | 4.4855065 | 7263.76385 | 257.913367 | 11 | 16 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 578 | 3.5234821 | 3108.21683 | 281.599349 | 12.3056294 | 1982-1999 –> 2000-2009 | 8.3579509 | 4.8344688 | 7264.89518 | 439.352873 | 5 | 13 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 578 | 3.5242713 | 3108.47574 | 701.329673 | 12.6377334 | 1982-1999 –> 2000-2009 | 8.3670314 | 4.8427601 | 7267.52567 | 1100.413653 | 6 | 16 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 578 | 3.5568972 | 3119.12816 | 501.021640 | 13.1458190 | 1982-1999 –> 2000-2009 | 8.3894319 | 4.8325347 | 7275.25270 | 771.215168 | 8 | 15 |
| Atlantic | (26,26.5] | 3 | cstar_tref ~ aou + nitrate + phosphate_star | 578 | 3.5243471 | 3106.50061 | 88.973001 | 12.5741322 | 1982-1999 –> 2000-2009 | 8.4333043 | 4.9089572 | 7282.34070 | 208.355031 | 7 | 21 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 578 | 3.6313684 | 3143.08159 | 307.650223 | 14.0197160 | 1982-1999 –> 2000-2009 | 8.4680863 | 4.8367179 | 7300.40364 | 542.091394 | 9 | 18 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 800 | 5.3323707 | 4962.37512 | 158.755560 | 46.1147557 | 2000-2009 –> 2010-2019 | 8.5630531 | 3.2306824 | 7972.30162 | 713.509262 | 1 | 2 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 800 | 5.3391813 | 4964.41736 | 372.783023 | 45.0138330 | 2000-2009 –> 2010-2019 | 8.6776112 | 3.3384299 | 8012.26901 | 954.362297 | 2 | 5 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 800 | 5.4349031 | 4992.84837 | 372.169151 | 44.0451187 | 2000-2009 –> 2010-2019 | 8.9313606 | 3.4964574 | 8094.16465 | 960.238467 | 4 | 8 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 800 | 5.7837930 | 5090.39716 | 149.980655 | 51.2439628 | 2000-2009 –> 2010-2019 | 9.0761983 | 3.2924053 | 8120.20096 | 690.501547 | 13 | 15 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 800 | 5.6442466 | 5051.32041 | 114.175275 | 35.5997061 | 2000-2009 –> 2010-2019 | 9.1677287 | 3.5234821 | 8159.53725 | 395.774625 | 7 | 12 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 800 | 5.6505302 | 5053.10067 | 533.878290 | 35.2888439 | 2000-2009 –> 2010-2019 | 9.1748016 | 3.5242713 | 8161.57641 | 1235.207963 | 8 | 14 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 800 | 5.3422421 | 4963.33435 | 81.092763 | 43.7204321 | 2000-2009 –> 2010-2019 | 9.1926054 | 3.8503632 | 8174.10892 | 216.652107 | 3 | 14 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 800 | 5.6433316 | 5051.06102 | 334.825631 | 35.4646637 | 2000-2009 –> 2010-2019 | 9.2002288 | 3.5568972 | 8170.18918 | 835.847271 | 6 | 14 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 800 | 5.6655357 | 5057.34399 | 320.803505 | 35.7710595 | 2000-2009 –> 2010-2019 | 9.2969041 | 3.6313684 | 8200.42557 | 820.163725 | 10 | 19 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 800 | 5.4434042 | 4993.34908 | 81.677521 | 41.8073914 | 2000-2009 –> 2010-2019 | 9.4154331 | 3.9720289 | 8240.08626 | 216.760238 | 5 | 19 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 603 | 2.9376764 | 3024.84832 | 771.077175 | 23.8323858 | 1982-1999 –> 2000-2009 | 6.2108201 | 3.2731436 | 6779.18232 | 1285.769911 | 1 | 3 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 603 | 2.9452631 | 3027.95885 | 788.866403 | 24.5368338 | 1982-1999 –> 2000-2009 | 6.2169956 | 3.2717325 | 6781.67362 | 1292.933603 | 2 | 3 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 603 | 2.9469123 | 3026.63396 | 754.280683 | 24.8844636 | 1982-1999 –> 2000-2009 | 6.2744033 | 3.3274910 | 6802.61556 | 1248.563752 | 3 | 8 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 603 | 2.9731350 | 3037.31791 | 176.755154 | 19.6277401 | 1982-1999 –> 2000-2009 | 6.3441484 | 3.3710134 | 6831.96010 | 302.308661 | 4 | 11 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 603 | 2.9830216 | 3041.32157 | 185.866702 | 20.0743254 | 1982-1999 –> 2000-2009 | 6.3586517 | 3.3756302 | 6837.92909 | 313.608992 | 5 | 13 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 603 | 3.0860362 | 3082.26619 | 503.491127 | 29.2715191 | 1982-1999 –> 2000-2009 | 6.3629439 | 3.2769077 | 6836.25062 | 875.621213 | 7 | 11 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 603 | 3.1581080 | 3110.10746 | 517.054778 | 28.9846578 | 1982-1999 –> 2000-2009 | 6.4317476 | 3.2736396 | 6862.65902 | 896.763035 | 10 | 13 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ aou + nitrate + phosphate_star | 603 | 3.1564227 | 3107.46369 | 218.132567 | 34.0176951 | 1982-1999 –> 2000-2009 | 6.4956794 | 3.3392568 | 6886.51392 | 393.215201 | 9 | 15 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + nitrate | 603 | 3.0097403 | 3050.07557 | 122.990364 | 19.4477555 | 1982-1999 –> 2000-2009 | 6.5725250 | 3.5627847 | 6922.17026 | 202.530818 | 6 | 18 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ oxygen + aou + nitrate | 603 | 3.1889449 | 3119.82616 | 331.221140 | 21.7373341 | 1982-1999 –> 2000-2009 | 6.5790250 | 3.3900801 | 6920.56759 | 619.251752 | 11 | 22 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 669 | 3.6267839 | 3636.34706 | 435.779971 | 30.8786496 | 2000-2009 –> 2010-2019 | 6.5720470 | 2.9452631 | 6664.30591 | 1224.646374 | 1 | 3 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 669 | 3.6269712 | 3634.41618 | 409.971260 | 30.6908511 | 2000-2009 –> 2010-2019 | 6.5738835 | 2.9469123 | 6661.05014 | 1164.251943 | 2 | 5 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 669 | 3.6747211 | 3653.91629 | 442.556879 | 30.4749166 | 2000-2009 –> 2010-2019 | 6.6123975 | 2.9376764 | 6678.76461 | 1190.003127 | 4 | 5 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 669 | 3.6712814 | 3650.66331 | 137.209245 | 24.4551405 | 2000-2009 –> 2010-2019 | 6.6543030 | 2.9830216 | 6691.98488 | 323.075947 | 3 | 8 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 669 | 3.7184573 | 3667.74702 | 136.101830 | 23.9901638 | 2000-2009 –> 2010-2019 | 6.6915922 | 2.9731350 | 6705.06493 | 312.856984 | 6 | 10 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ sal + aou + nitrate | 669 | 3.6912905 | 3655.93581 | 92.665279 | 23.6399929 | 2000-2009 –> 2010-2019 | 6.7010308 | 3.0097403 | 6706.01138 | 215.655643 | 5 | 11 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 669 | 3.7560455 | 3681.20439 | 333.749731 | 35.2814253 | 2000-2009 –> 2010-2019 | 6.8420818 | 3.0860362 | 6763.47057 | 837.240858 | 7 | 14 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 669 | 3.7834918 | 3690.94588 | 441.249256 | 31.5295862 | 2000-2009 –> 2010-2019 | 6.9364707 | 3.1529790 | 6799.09310 | 1167.380270 | 8 | 16 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ aou + nitrate + phosphate_star | 669 | 3.8039480 | 3696.16059 | 170.680244 | 40.7501025 | 2000-2009 –> 2010-2019 | 6.9603707 | 3.1564227 | 6803.62428 | 388.812811 | 10 | 19 |
| Atlantic | (26.5,26.75] | 3 | cstar_tref ~ oxygen + aou + nitrate | 669 | 3.7858135 | 3689.76671 | 291.906361 | 25.9542845 | 2000-2009 –> 2010-2019 | 6.9747585 | 3.1889449 | 6809.59286 | 623.127500 | 9 | 20 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 897 | 2.8617125 | 4443.82364 | 709.344414 | 16.4734948 | 1982-1999 –> 2000-2009 | 5.7577970 | 2.8960845 | 9802.69392 | 1259.298700 | 1 | 2 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 897 | 2.8757718 | 4452.61577 | 74.809277 | 15.9158906 | 1982-1999 –> 2000-2009 | 5.7908237 | 2.9150519 | 9825.54729 | 168.259873 | 2 | 4 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 897 | 2.9173458 | 4478.36533 | 70.605865 | 15.9441338 | 1982-1999 –> 2000-2009 | 5.8500003 | 2.9326545 | 9864.26471 | 159.286808 | 4 | 7 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + aou + nitrate | 897 | 2.8778790 | 4451.92981 | 63.665789 | 16.0706558 | 1982-1999 –> 2000-2009 | 5.8652813 | 2.9874023 | 9875.67008 | 146.104208 | 3 | 7 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ aou + nitrate + phosphate_star | 897 | 3.1976155 | 4640.93100 | 218.486284 | 17.9147531 | 1982-1999 –> 2000-2009 | 6.2623215 | 3.0647060 | 10119.70043 | 500.979550 | 6 | 11 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + oxygen + nitrate | 897 | 3.0194976 | 4538.10800 | 48.634228 | 14.8364010 | 1982-1999 –> 2000-2009 | 6.3556179 | 3.3361203 | 10199.65923 | 110.690513 | 5 | 14 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 897 | 3.2348422 | 4663.69613 | 132.124906 | 15.3493916 | 1982-1999 –> 2000-2009 | 6.6512565 | 3.4164143 | 10378.47591 | 293.262034 | 7 | 19 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 897 | 3.2712018 | 4683.74815 | 29.305272 | 15.4032533 | 1982-1999 –> 2000-2009 | 6.6843263 | 3.4131246 | 10396.45284 | 53.706476 | 11 | 21 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 897 | 3.2731437 | 4684.81286 | 32.418732 | 15.4040696 | 1982-1999 –> 2000-2009 | 6.6863922 | 3.4132485 | 10397.59573 | 66.368800 | 12 | 23 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ oxygen + aou + nitrate | 897 | 3.5201083 | 4813.30996 | 364.990191 | 18.0032668 | 1982-1999 –> 2000-2009 | 6.6956270 | 3.1755186 | 10368.58803 | 890.698574 | 22 | 28 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 988 | 3.1072218 | 5056.07109 | 571.672206 | 18.6143578 | 2000-2009 –> 2010-2019 | 5.9689344 | 2.8617125 | 9499.89473 | 1281.016620 | 1 | 2 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 988 | 3.1161404 | 5061.73460 | 82.539381 | 18.2909254 | 2000-2009 –> 2010-2019 | 5.9919122 | 2.8757718 | 9514.35037 | 157.348658 | 2 | 4 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + aou + nitrate | 988 | 3.1265342 | 5066.31455 | 62.175306 | 18.4464495 | 2000-2009 –> 2010-2019 | 6.0044132 | 2.8778790 | 9518.24436 | 125.841095 | 3 | 6 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 988 | 3.1449258 | 5079.90414 | 78.205947 | 18.3736168 | 2000-2009 –> 2010-2019 | 6.0622716 | 2.9173458 | 9558.26946 | 148.811811 | 4 | 8 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + oxygen + nitrate | 988 | 3.2016219 | 5113.20984 | 43.954464 | 17.9114945 | 2000-2009 –> 2010-2019 | 6.2211195 | 3.0194976 | 9651.31783 | 92.588692 | 5 | 10 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 988 | 3.3842912 | 5224.85208 | 746.985778 | 17.5848943 | 2000-2009 –> 2010-2019 | 6.6466592 | 3.2623680 | 9903.74903 | 1666.905899 | 6 | 16 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ aou + nitrate + phosphate_star | 988 | 3.5815416 | 5334.79015 | 228.210342 | 18.8482400 | 2000-2009 –> 2010-2019 | 6.7791572 | 3.1976155 | 9975.72115 | 446.696626 | 7 | 13 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 988 | 3.6235139 | 5359.81240 | 144.592183 | 17.5648959 | 2000-2009 –> 2010-2019 | 6.8583562 | 3.2348422 | 10023.50853 | 276.717089 | 8 | 15 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ sal + aou + phosphate | 988 | 3.6313304 | 5362.07031 | 103.155195 | 17.7102385 | 2000-2009 –> 2010-2019 | 6.8668496 | 3.2355193 | 10024.14188 | 210.653743 | 10 | 18 |
| Atlantic | (26.75,27] | 3 | cstar_tref ~ aou + nitrate + phosphate | 988 | 3.6485905 | 5371.44023 | 450.152061 | 18.2924686 | 2000-2009 –> 2010-2019 | 6.8843284 | 3.2357379 | 10033.63301 | 948.276660 | 14 | 23 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1047 | 2.5653052 | 4957.96752 | 389.002955 | 17.2479175 | 1982-1999 –> 2000-2009 | 4.7849974 | 2.2196922 | 13012.72951 | 957.010974 | 5 | 6 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 1047 | 2.5531125 | 4947.99115 | 732.984256 | 15.7676460 | 1982-1999 –> 2000-2009 | 4.7891304 | 2.2360178 | 13029.33917 | 1608.801647 | 2 | 5 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1047 | 2.5613963 | 4954.77432 | 692.032439 | 16.7146865 | 1982-1999 –> 2000-2009 | 4.7905190 | 2.2291227 | 13024.91752 | 1567.909310 | 4 | 6 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 1047 | 2.5522605 | 4947.29220 | 669.415050 | 15.9712936 | 1982-1999 –> 2000-2009 | 4.8131485 | 2.2608881 | 13068.77011 | 1542.626068 | 1 | 9 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1047 | 2.5686111 | 4958.66428 | 328.064239 | 17.6023820 | 1982-1999 –> 2000-2009 | 4.8271708 | 2.2585597 | 13074.40400 | 869.983823 | 7 | 13 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1047 | 2.5725017 | 4961.83357 | 30.346384 | 18.0711615 | 1982-1999 –> 2000-2009 | 4.8278135 | 2.2553118 | 13072.35234 | 106.996779 | 8 | 12 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1047 | 2.5964463 | 4981.23422 | 150.992547 | 19.2513760 | 1982-1999 –> 2000-2009 | 4.8537026 | 2.2572562 | 13094.87951 | 456.621144 | 10 | 15 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1047 | 2.5669967 | 4957.34773 | 29.064747 | 17.3900583 | 1982-1999 –> 2000-2009 | 4.8575443 | 2.2905477 | 13124.11028 | 104.262918 | 6 | 15 |
| Atlantic | (27,27.25] | 3 | cstar_tref ~ sal + aou + nitrate | 1047 | 2.6106318 | 4990.64350 | 29.301951 | 19.2180643 | 1982-1999 –> 2000-2009 | 4.8708319 | 2.2602001 | 13107.01719 | 97.554051 | 11 | 18 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 1047 | 2.5533838 | 4946.21364 | 323.543874 | 15.4475138 | 1982-1999 –> 2000-2009 | 4.8790349 | 2.3256511 | 13168.15485 | 846.652345 | 3 | 13 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1273 | 2.9676944 | 6396.11905 | 379.251162 | 12.3120583 | 2000-2009 –> 2010-2019 | 5.5329997 | 2.5653052 | 11354.08657 | 768.254117 | 1 | 6 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1273 | 3.0127305 | 6434.46547 | 615.006434 | 11.7281652 | 2000-2009 –> 2010-2019 | 5.5741268 | 2.5613963 | 11389.23980 | 1307.038873 | 2 | 6 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 1273 | 3.0341251 | 6452.48174 | 409.342586 | 11.4881887 | 2000-2009 –> 2010-2019 | 5.5863855 | 2.5522605 | 11399.77394 | 829.071082 | 3 | 4 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 1273 | 3.0406011 | 6457.91010 | 631.366267 | 11.3835036 | 2000-2009 –> 2010-2019 | 5.5937136 | 2.5531125 | 11405.90125 | 1364.350523 | 4 | 6 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 1273 | 3.0416693 | 6456.80442 | 402.870354 | 11.4383689 | 2000-2009 –> 2010-2019 | 5.5950531 | 2.5533838 | 11403.01806 | 726.414228 | 5 | 8 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1273 | 3.1273428 | 6527.52521 | 595.363929 | 11.6268978 | 2000-2009 –> 2010-2019 | 5.7379746 | 2.6106318 | 11520.16871 | 1132.517796 | 6 | 17 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1273 | 3.4041664 | 6743.46776 | 234.304211 | 15.0299162 | 2000-2009 –> 2010-2019 | 6.0006127 | 2.5964463 | 11724.70198 | 385.296758 | 7 | 17 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1273 | 3.4458602 | 6774.46138 | 43.948329 | 19.4724818 | 2000-2009 –> 2010-2019 | 6.0183618 | 2.5725017 | 11736.29495 | 74.294714 | 8 | 16 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1273 | 3.4726130 | 6794.15160 | 471.563442 | 19.9017748 | 2000-2009 –> 2010-2019 | 6.0412241 | 2.5686111 | 11752.81587 | 799.627681 | 9 | 16 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1273 | 3.5085941 | 6820.39593 | 41.795665 | 20.8037558 | 2000-2009 –> 2010-2019 | 6.0755907 | 2.5669967 | 11777.74366 | 70.860412 | 12 | 18 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1573 | 2.6783994 | 7577.48073 | 187.257384 | 10.4045081 | 1982-1999 –> 2000-2009 | 4.9069063 | 2.2285070 | 16370.42980 | 527.184335 | 1 | 3 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 1573 | 2.7023788 | 7605.52127 | 219.397551 | 10.4503943 | 1982-1999 –> 2000-2009 | 4.9156155 | 2.2132367 | 16371.28325 | 594.617852 | 2 | 3 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1573 | 2.7284830 | 7635.76479 | 215.518561 | 10.3365313 | 1982-1999 –> 2000-2009 | 4.9696863 | 2.2412033 | 16451.17688 | 582.306806 | 4 | 7 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 1573 | 2.7308986 | 7638.54886 | 408.690052 | 10.5434466 | 1982-1999 –> 2000-2009 | 4.9752936 | 2.2443950 | 16459.58773 | 780.711434 | 5 | 9 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1573 | 2.7313468 | 7637.06518 | 206.768425 | 10.4796072 | 1982-1999 –> 2000-2009 | 4.9766435 | 2.2452966 | 16457.69214 | 571.641277 | 6 | 11 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1573 | 2.7901155 | 7704.03774 | 126.629932 | 11.3319194 | 1982-1999 –> 2000-2009 | 5.0641752 | 2.2740597 | 16574.99527 | 421.133552 | 13 | 20 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 1573 | 2.7768948 | 7689.09527 | 25.544616 | 11.2936893 | 1982-1999 –> 2000-2009 | 5.1455659 | 2.3686711 | 16721.22739 | 86.817567 | 12 | 23 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 1573 | 2.7509646 | 7659.58043 | 214.551852 | 10.8556460 | 1982-1999 –> 2000-2009 | 5.1731527 | 2.4221881 | 16780.05375 | 569.875397 | 8 | 20 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1573 | 3.0209330 | 7954.09035 | 24.897962 | 11.5695073 | 1982-1999 –> 2000-2009 | 5.2829896 | 2.2620567 | 16804.12242 | 125.601105 | 24 | 30 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1573 | 2.7106153 | 7613.09529 | 24.089689 | 10.8047477 | 1982-1999 –> 2000-2009 | 5.3172617 | 2.6066463 | 17023.76511 | 95.160594 | 3 | 22 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 1698 | 3.9451404 | 9493.67274 | 165.401329 | 52.4959765 | 2000-2009 –> 2010-2019 | 6.6475192 | 2.7023788 | 17099.19401 | 383.595737 | 2 | 4 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 1698 | 3.9207475 | 9472.61006 | 178.996783 | 48.5457453 | 2000-2009 –> 2010-2019 | 6.6516461 | 2.7308986 | 17111.15893 | 414.009141 | 1 | 6 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1698 | 3.9923982 | 9534.11080 | 184.492420 | 52.7615185 | 2000-2009 –> 2010-2019 | 6.6707975 | 2.6783994 | 17111.59153 | 371.749803 | 8 | 9 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 1698 | 3.9512623 | 9496.93843 | 167.703230 | 54.4378109 | 2000-2009 –> 2010-2019 | 6.7022269 | 2.7509646 | 17156.51886 | 385.545547 | 3 | 11 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1698 | 3.9741236 | 9518.53048 | 168.253977 | 52.4740242 | 2000-2009 –> 2010-2019 | 6.7026066 | 2.7284830 | 17154.29527 | 383.772538 | 5 | 9 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1698 | 4.0480474 | 9579.12011 | 162.011629 | 56.6517950 | 2000-2009 –> 2010-2019 | 6.7793942 | 2.7313468 | 17216.18528 | 368.780054 | 10 | 16 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1698 | 4.0535097 | 9583.69946 | 106.428886 | 54.0379785 | 2000-2009 –> 2010-2019 | 6.8436252 | 2.7901155 | 17287.73720 | 233.058817 | 11 | 24 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 1698 | 4.1083068 | 9629.30052 | 38.162388 | 41.7384870 | 2000-2009 –> 2010-2019 | 6.8852016 | 2.7768948 | 17318.39580 | 63.707003 | 13 | 25 |
| Atlantic | (27.25,27.5] | 3 | cstar_tref ~ sal + nitrate + phosphate_star | 1698 | 4.1163517 | 9633.94411 | 25.480205 | 43.9330740 | 2000-2009 –> 2010-2019 | 6.9315119 | 2.8151602 | 17364.09503 | 42.121066 | 14 | 29 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1698 | 3.9721366 | 9514.83208 | 147.737028 | 48.4446658 | 2000-2009 –> 2010-2019 | 6.9911501 | 3.0190135 | 17466.92289 | 344.471557 | 4 | 27 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 2071 | 3.1899189 | 10695.94480 | 251.489712 | 30.5740787 | 1982-1999 –> 2000-2009 | 5.5061569 | 2.3162380 | 22234.76505 | 558.057606 | 1 | 2 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2071 | 3.1965021 | 10704.48395 | 242.438499 | 29.8858978 | 1982-1999 –> 2000-2009 | 5.5504790 | 2.3539769 | 22325.76224 | 536.497189 | 2 | 5 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 2071 | 3.1965609 | 10704.56023 | 239.269720 | 28.9457908 | 1982-1999 –> 2000-2009 | 5.5572776 | 2.3607167 | 22340.42529 | 523.009791 | 3 | 8 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 2071 | 3.1988791 | 10705.56292 | 238.789909 | 29.4812652 | 1982-1999 –> 2000-2009 | 5.5596003 | 2.3607212 | 22339.43778 | 511.388297 | 5 | 11 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2071 | 3.2294263 | 10744.92863 | 32.023614 | 27.1905148 | 1982-1999 –> 2000-2009 | 5.5629096 | 2.3334833 | 22319.59460 | 68.237299 | 12 | 14 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2071 | 3.2155161 | 10729.04923 | 219.684143 | 29.0928801 | 1982-1999 –> 2000-2009 | 5.5758226 | 2.3603065 | 22364.02776 | 487.302985 | 8 | 12 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 2071 | 3.2160523 | 10727.73978 | 189.779275 | 29.0328047 | 1982-1999 –> 2000-2009 | 5.5787176 | 2.3626653 | 22365.81449 | 437.404883 | 9 | 17 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 2071 | 3.1974428 | 10703.70281 | 226.218516 | 29.4389956 | 1982-1999 –> 2000-2009 | 5.5846050 | 2.3871622 | 22394.40436 | 466.922039 | 4 | 15 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2071 | 3.2310324 | 10746.98808 | 35.285766 | 26.8053827 | 1982-1999 –> 2000-2009 | 5.5925207 | 2.3614883 | 22382.52057 | 70.232262 | 13 | 20 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2071 | 3.2333690 | 10749.98236 | 139.612429 | 26.0891171 | 1982-1999 –> 2000-2009 | 5.5997505 | 2.3663815 | 22396.07571 | 250.187318 | 15 | 24 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 2544 | 4.0424532 | 14340.74087 | 151.053595 | 33.3018206 | 2000-2009 –> 2010-2019 | 7.2390141 | 3.1965609 | 25045.30109 | 390.323315 | 1 | 4 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2544 | 4.1227813 | 14440.85375 | 155.276298 | 35.2335302 | 2000-2009 –> 2010-2019 | 7.3192834 | 3.1965021 | 25145.33770 | 397.714797 | 2 | 4 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 2544 | 4.1615527 | 14488.47868 | 163.661116 | 37.0745306 | 2000-2009 –> 2010-2019 | 7.3514717 | 3.1899189 | 25184.42347 | 415.150828 | 3 | 4 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 2544 | 4.1858820 | 14516.13756 | 150.896534 | 36.6077053 | 2000-2009 –> 2010-2019 | 7.3847611 | 3.1988791 | 25221.70048 | 389.686442 | 5 | 10 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2544 | 4.1833494 | 14515.05819 | 131.701304 | 34.5475953 | 2000-2009 –> 2010-2019 | 7.3988655 | 3.2155161 | 25244.10742 | 351.385447 | 4 | 12 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 2544 | 4.1861838 | 14516.50438 | 21.433432 | 33.0363325 | 2000-2009 –> 2010-2019 | 7.4153199 | 3.2291362 | 25261.06090 | 45.119168 | 6 | 16 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 2544 | 4.2501603 | 14593.67497 | 146.702740 | 40.6607330 | 2000-2009 –> 2010-2019 | 7.4476032 | 3.1974428 | 25297.37778 | 372.921255 | 7 | 11 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 2544 | 4.2987689 | 14651.53554 | 114.940845 | 47.0223428 | 2000-2009 –> 2010-2019 | 7.4993051 | 3.2005362 | 25359.24363 | 270.590163 | 13 | 19 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2544 | 4.2668364 | 14613.59937 | 95.420877 | 25.9068786 | 2000-2009 –> 2010-2019 | 7.5002054 | 3.2333690 | 25363.58172 | 235.033306 | 11 | 26 |
| Atlantic | (27.5,27.75] | 3 | cstar_tref ~ sal + nitrate + phosphate | 2544 | 4.3018596 | 14653.19246 | 114.133521 | 46.5174120 | 2000-2009 –> 2010-2019 | 7.5032044 | 3.2013447 | 25359.94675 | 267.776918 | 14 | 21 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 1299 | 3.5419643 | 6986.04476 | 300.861990 | 25.7606878 | 1982-1999 –> 2000-2009 | 5.7631500 | 2.2211857 | 13012.49365 | 606.007796 | 1 | 5 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1299 | 3.5934835 | 7023.56147 | 93.330759 | 25.8491914 | 1982-1999 –> 2000-2009 | 5.8088896 | 2.2154060 | 13042.94440 | 215.268757 | 2 | 4 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1299 | 3.6166415 | 7038.25041 | 87.036521 | 27.2742444 | 1982-1999 –> 2000-2009 | 5.8384109 | 2.2217694 | 13063.41191 | 193.948030 | 3 | 8 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 1299 | 3.6275693 | 7048.08851 | 132.849567 | 25.7032671 | 1982-1999 –> 2000-2009 | 5.8408864 | 2.2133171 | 13064.91300 | 351.992066 | 4 | 5 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 1299 | 3.6754972 | 7080.18879 | 80.092199 | 26.9035651 | 1982-1999 –> 2000-2009 | 5.8979758 | 2.2224787 | 13106.21589 | 169.156265 | 6 | 12 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1299 | 3.6689999 | 7077.59215 | 90.894607 | 26.9816746 | 1982-1999 –> 2000-2009 | 5.9302503 | 2.2612505 | 13152.52298 | 210.845722 | 5 | 16 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 1299 | 3.6768459 | 7081.14196 | 93.006918 | 31.9792351 | 1982-1999 –> 2000-2009 | 5.9378499 | 2.2610040 | 13153.77715 | 212.192258 | 7 | 16 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 1299 | 3.7147719 | 7107.80260 | 132.476835 | 32.5247718 | 1982-1999 –> 2000-2009 | 5.9751757 | 2.2604038 | 13179.71779 | 348.508094 | 10 | 18 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 1299 | 3.7754167 | 7149.87325 | 56.724147 | 25.4003562 | 1982-1999 –> 2000-2009 | 5.9908313 | 2.2154146 | 13167.26671 | 103.685332 | 14 | 17 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ sal + nitrate + phosphate | 1299 | 3.7766501 | 7148.72185 | 56.658100 | 25.2754751 | 1982-1999 –> 2000-2009 | 6.0004707 | 2.2238207 | 13174.38606 | 103.056285 | 15 | 22 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 1658 | 3.0725007 | 8441.38292 | 320.969025 | 15.5502004 | 2000-2009 –> 2010-2019 | 6.6144650 | 3.5419643 | 15427.42767 | 621.831016 | 1 | 2 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1658 | 3.0933045 | 8463.75976 | 106.559129 | 16.4005833 | 2000-2009 –> 2010-2019 | 6.6867880 | 3.5934835 | 15487.32123 | 199.889888 | 2 | 4 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1658 | 3.1076054 | 8477.05494 | 105.030988 | 16.7266612 | 2000-2009 –> 2010-2019 | 6.7242469 | 3.6166415 | 15515.30536 | 192.067509 | 3 | 6 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 1658 | 3.1173010 | 8489.38461 | 149.577263 | 17.1186033 | 2000-2009 –> 2010-2019 | 6.7448703 | 3.6275693 | 15537.47312 | 282.426829 | 4 | 8 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1658 | 3.1729457 | 8548.05409 | 104.105069 | 18.0537930 | 2000-2009 –> 2010-2019 | 6.8419456 | 3.6689999 | 15625.64624 | 194.999676 | 6 | 11 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 1658 | 3.1672832 | 8540.13098 | 133.381051 | 17.8292753 | 2000-2009 –> 2010-2019 | 6.8427804 | 3.6754972 | 15620.31977 | 237.538176 | 5 | 11 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 1658 | 3.2616528 | 8637.48832 | 104.870507 | 15.4452943 | 2000-2009 –> 2010-2019 | 6.9384987 | 3.6768459 | 15718.63028 | 197.877424 | 7 | 14 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 1658 | 3.2944605 | 8670.67604 | 149.221403 | 16.1365132 | 2000-2009 –> 2010-2019 | 7.0092324 | 3.7147719 | 15778.47864 | 281.698238 | 8 | 18 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 1658 | 3.3318800 | 8708.12787 | 128.675194 | 20.0356522 | 2000-2009 –> 2010-2019 | 7.0291295 | 3.6972495 | 15803.64684 | 292.929416 | 9 | 17 |
| Atlantic | (27.75,27.85] | 3 | cstar_tref ~ oxygen + nitrate + phosphate_star | 1658 | 3.3513779 | 8725.47630 | 64.162831 | 23.2148969 | 2000-2009 –> 2010-2019 | 7.0662811 | 3.7149032 | 15831.37070 | 122.732407 | 10 | 21 |
| Atlantic | (27.85,28.05] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 7139 | 4.1134196 | 40466.33290 | 74.599940 | 28.1574457 | 1982-1999 –> 2000-2009 | 7.4162100 | 3.3027905 | 75843.77829 | 190.480848 | 5 | 6 |
| Atlantic | (27.85,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 7139 | 4.1109577 | 40457.78489 | 74.812193 | 28.1376066 | 1982-1999 –> 2000-2009 | 7.4245429 | 3.3135852 | 75879.37920 | 195.354554 | 3 | 5 |
| Atlantic | (27.85,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 7139 | 4.1092515 | 40451.85804 | 74.803766 | 28.1278906 | 1982-1999 –> 2000-2009 | 7.4305676 | 3.3213160 | 75904.98209 | 196.782379 | 1 | 4 |
| Atlantic | (27.85,28.05] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 7139 | 4.1108381 | 40457.36949 | 253.351131 | 28.2180006 | 1982-1999 –> 2000-2009 | 7.4501255 | 3.3392874 | 75983.50602 | 652.355014 | 2 | 6 |
| Atlantic | (27.85,28.05] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 7139 | 4.1199512 | 40486.98688 | 42.243715 | 28.7645645 | 1982-1999 –> 2000-2009 | 7.5713092 | 3.4513579 | 76457.75301 | 101.151602 | 6 | 15 |
| Atlantic | (27.85,28.05] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 7139 | 4.1109618 | 40455.79927 | 27.003044 | 28.1185210 | 1982-1999 –> 2000-2009 | 7.6583944 | 3.5474326 | 76798.05004 | 64.609617 | 4 | 16 |
| Atlantic | (27.85,28.05] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 7139 | 4.1206087 | 40489.26509 | 25.942155 | 27.4296820 | 1982-1999 –> 2000-2009 | 7.6817867 | 3.5611780 | 76883.84002 | 58.526878 | 7 | 21 |
| Atlantic | (27.85,28.05] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 7139 | 4.1689297 | 40655.72439 | 26.707803 | 26.9178360 | 1982-1999 –> 2000-2009 | 7.6869118 | 3.5179821 | 76885.18125 | 60.402219 | 8 | 18 |
| Atlantic | (27.85,28.05] | 3 | cstar_tref ~ sal + nitrate + phosphate | 7139 | 4.2365612 | 40883.49415 | 21.204927 | 29.1253401 | 1982-1999 –> 2000-2009 | 7.7977880 | 3.5612268 | 77276.25438 | 46.898007 | 14 | 29 |
| Atlantic | (27.85,28.05] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 7139 | 4.2110132 | 40799.13198 | 49.299808 | 24.4399573 | 1982-1999 –> 2000-2009 | 7.8047251 | 3.5937119 | 77316.75173 | 128.266658 | 9 | 26 |
| Atlantic | (27.85,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 7906 | 4.5826951 | 46520.66235 | 117.318064 | 33.7328956 | 2000-2009 –> 2010-2019 | 8.6919466 | 4.1092515 | 86972.52039 | 192.121830 | 1 | 2 |
| Atlantic | (27.85,28.05] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 7906 | 4.5833107 | 46522.78654 | 314.768994 | 33.8591807 | 2000-2009 –> 2010-2019 | 8.6941488 | 4.1108381 | 86980.15603 | 568.120125 | 2 | 4 |
| Atlantic | (27.85,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 7906 | 4.5864633 | 46533.65896 | 116.761075 | 34.0178627 | 2000-2009 –> 2010-2019 | 8.6974210 | 4.1109577 | 86991.44385 | 191.573268 | 3 | 6 |
| Atlantic | (27.85,28.05] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 7906 | 4.5875820 | 46537.51523 | 114.780147 | 34.0368504 | 2000-2009 –> 2010-2019 | 8.7010016 | 4.1134196 | 87003.84814 | 189.380087 | 4 | 9 |
| Atlantic | (27.85,28.05] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 7906 | 4.6027626 | 46587.75163 | 66.902808 | 34.7759784 | 2000-2009 –> 2010-2019 | 8.7227138 | 4.1199512 | 87074.73851 | 109.146523 | 6 | 12 |
| Atlantic | (27.85,28.05] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 7906 | 4.6331135 | 46691.67482 | 27.664909 | 32.2319196 | 2000-2009 –> 2010-2019 | 8.7537222 | 4.1206087 | 87180.93991 | 52.283603 | 7 | 14 |
| Atlantic | (27.85,28.05] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 7906 | 4.6483247 | 46743.50270 | 43.597704 | 31.7633869 | 2000-2009 –> 2010-2019 | 8.7592865 | 4.1109618 | 87199.30197 | 70.600748 | 8 | 12 |
| Atlantic | (27.85,28.05] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 7906 | 4.6017484 | 46584.26709 | 18.052572 | 33.3851729 | 2000-2009 –> 2010-2019 | 8.7706781 | 4.1689297 | 87239.99147 | 44.760375 | 5 | 13 |
| Atlantic | (27.85,28.05] | 3 | cstar_tref ~ sal + nitrate + phosphate | 7906 | 4.6645134 | 46796.47564 | 17.103041 | 31.3046173 | 2000-2009 –> 2010-2019 | 8.9010747 | 4.2365612 | 87679.96980 | 38.307968 | 9 | 23 |
| Atlantic | (27.85,28.05] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 7906 | 4.6690583 | 46813.87443 | 91.825819 | 36.0994095 | 2000-2009 –> 2010-2019 | 9.1668389 | 4.4977806 | 88553.65237 | 163.764960 | 10 | 33 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 1429 | 1.9857201 | 6029.86177 | 468.351605 | 10.8983028 | 1982-1999 –> 2000-2009 | 3.5013153 | 1.5155952 | 12439.78911 | 878.204163 | 4 | 5 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1429 | 1.9790391 | 6020.22980 | 202.997585 | 10.7891085 | 1982-1999 –> 2000-2009 | 3.5105442 | 1.5315051 | 12466.56032 | 383.683798 | 2 | 5 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1429 | 1.9821927 | 6024.78039 | 190.434416 | 10.8760866 | 1982-1999 –> 2000-2009 | 3.5107598 | 1.5285671 | 12464.41709 | 362.970390 | 3 | 5 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 1429 | 1.9776475 | 6018.21939 | 209.227475 | 10.7578009 | 1982-1999 –> 2000-2009 | 3.5142056 | 1.5365581 | 12476.03278 | 511.303598 | 1 | 5 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1429 | 2.0143511 | 6068.77541 | 171.748133 | 10.2956893 | 1982-1999 –> 2000-2009 | 3.6478237 | 1.6334727 | 12737.80400 | 341.708415 | 5 | 13 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1429 | 2.1247430 | 6221.26048 | 202.779790 | 11.3072941 | 1982-1999 –> 2000-2009 | 3.8091755 | 1.6844325 | 12997.38075 | 377.200369 | 6 | 15 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1429 | 2.2501703 | 6385.18123 | 98.754488 | 15.5552335 | 1982-1999 –> 2000-2009 | 3.8260181 | 1.5758477 | 12929.01067 | 141.793048 | 18 | 25 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1429 | 2.2630978 | 6401.55374 | 67.564900 | 15.7430290 | 1982-1999 –> 2000-2009 | 3.8381051 | 1.5750073 | 12943.52350 | 99.752603 | 19 | 25 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 1429 | 2.1392202 | 6240.66770 | 145.094944 | 11.5206317 | 1982-1999 –> 2000-2009 | 3.8569540 | 1.7177339 | 13085.03399 | 344.512717 | 7 | 18 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1429 | 2.2939706 | 6440.27863 | 467.863777 | 16.0281309 | 1982-1999 –> 2000-2009 | 3.8682783 | 1.5743077 | 12980.69961 | 851.811960 | 21 | 26 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2006 | 1.9370029 | 8359.28252 | 313.562110 | 16.1698509 | 2000-2009 –> 2010-2019 | 3.9160420 | 1.9790391 | 14379.51232 | 516.559695 | 3 | 5 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 2006 | 1.9387622 | 8362.92491 | 345.265071 | 16.1726662 | 2000-2009 –> 2010-2019 | 3.9164097 | 1.9776475 | 14381.14429 | 554.492546 | 4 | 5 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 2006 | 1.9315389 | 8347.94940 | 441.375673 | 16.1834417 | 2000-2009 –> 2010-2019 | 3.9172590 | 1.9857201 | 14377.81117 | 909.727277 | 1 | 5 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2006 | 1.9358596 | 8356.91390 | 252.419802 | 16.1413910 | 2000-2009 –> 2010-2019 | 3.9180523 | 1.9821927 | 14381.69429 | 442.854218 | 2 | 5 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 2006 | 2.0322344 | 8549.83457 | 228.381035 | 17.4794536 | 2000-2009 –> 2010-2019 | 4.0465855 | 2.0143511 | 14618.60998 | 400.129168 | 8 | 13 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 2006 | 2.0350249 | 8555.33964 | 210.038293 | 18.5032420 | 2000-2009 –> 2010-2019 | 4.2051287 | 2.1701038 | 14836.97290 | 358.305724 | 9 | 19 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 2006 | 2.0390408 | 8563.24915 | 209.572038 | 18.6395643 | 2000-2009 –> 2010-2019 | 4.2149237 | 2.1758829 | 14852.48328 | 356.318054 | 12 | 23 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 2006 | 2.0961299 | 8674.03342 | 311.121406 | 20.4318901 | 2000-2009 –> 2010-2019 | 4.2208729 | 2.1247430 | 14895.29390 | 513.901196 | 17 | 23 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2006 | 1.9708048 | 8426.69056 | 88.120667 | 18.6993328 | 2000-2009 –> 2010-2019 | 4.2209751 | 2.2501703 | 14811.87179 | 186.875156 | 5 | 23 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 2006 | 2.0455312 | 8575.99940 | 207.497710 | 18.8657926 | 2000-2009 –> 2010-2019 | 4.2222828 | 2.1767516 | 14866.37432 | 392.802444 | 14 | 26 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1215 | 1.3484656 | 4188.51126 | 623.433367 | 5.2601433 | 1982-1999 –> 2000-2009 | 2.5415405 | 1.1930749 | 8890.00945 | 930.355726 | 1 | 2 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1215 | 1.3488732 | 4189.24562 | 609.576884 | 5.1339742 | 1982-1999 –> 2000-2009 | 2.5430848 | 1.1942116 | 8893.54163 | 836.116596 | 2 | 4 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1215 | 1.3489136 | 4187.31854 | 50.015190 | 5.0798743 | 1982-1999 –> 2000-2009 | 2.5436321 | 1.1947185 | 8890.86116 | 81.374724 | 3 | 6 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 1215 | 1.3536529 | 4197.84118 | 566.678948 | 5.3516141 | 1982-1999 –> 2000-2009 | 2.5485921 | 1.1949392 | 8903.92657 | 776.072083 | 6 | 10 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1215 | 1.3546513 | 4197.63273 | 226.119715 | 5.0848741 | 1982-1999 –> 2000-2009 | 2.5519430 | 1.1972917 | 8907.49651 | 363.192253 | 8 | 15 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1215 | 1.3594051 | 4206.14536 | 249.613788 | 5.9721066 | 1982-1999 –> 2000-2009 | 2.5544105 | 1.1950054 | 8910.39349 | 371.974593 | 10 | 15 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 1215 | 1.3532245 | 4197.07197 | 280.948642 | 5.2203968 | 1982-1999 –> 2000-2009 | 2.5547579 | 1.2015334 | 8919.32597 | 538.164867 | 4 | 15 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1215 | 1.3536132 | 4195.76992 | 58.276916 | 5.0525273 | 1982-1999 –> 2000-2009 | 2.5570002 | 1.2033870 | 8920.55285 | 89.590194 | 5 | 22 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 1215 | 1.3536556 | 4195.84602 | 256.250713 | 5.3420053 | 1982-1999 –> 2000-2009 | 2.5627716 | 1.2091160 | 8934.58273 | 513.185270 | 7 | 26 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1215 | 1.3548800 | 4196.04301 | 9.145687 | 5.1166854 | 1982-1999 –> 2000-2009 | 2.5642000 | 1.2093200 | 8933.27541 | 25.422567 | 9 | 29 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2366 | 1.3766044 | 8240.85844 | 539.897054 | 10.4564505 | 2000-2009 –> 2010-2019 | 2.7250700 | 1.3484656 | 12429.36970 | 1163.330420 | 1 | 2 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 2366 | 1.3787748 | 8248.31332 | 481.854870 | 10.4950874 | 2000-2009 –> 2010-2019 | 2.7324278 | 1.3536529 | 12446.15450 | 1048.533818 | 3 | 9 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 2366 | 1.3872538 | 8277.32414 | 388.937543 | 10.5860919 | 2000-2009 –> 2010-2019 | 2.7404783 | 1.3532245 | 12474.39611 | 669.886185 | 7 | 11 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2366 | 1.3946749 | 8302.57061 | 524.703451 | 10.1012913 | 2000-2009 –> 2010-2019 | 2.7435481 | 1.3488732 | 12491.81623 | 1134.280335 | 9 | 11 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 2366 | 1.3795978 | 8249.13696 | 538.416034 | 10.5136068 | 2000-2009 –> 2010-2019 | 2.7515096 | 1.3719118 | 12477.53633 | 1103.404980 | 5 | 16 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 2366 | 1.4023544 | 8326.55490 | 521.614026 | 10.6618720 | 2000-2009 –> 2010-2019 | 2.7560100 | 1.3536556 | 12522.40093 | 995.555572 | 11 | 18 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 2366 | 1.4318589 | 8425.07975 | 261.864396 | 7.3964582 | 2000-2009 –> 2010-2019 | 2.7912640 | 1.3594051 | 12631.22510 | 511.478185 | 14 | 24 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 2366 | 1.4209574 | 8388.91469 | 75.813625 | 5.9670299 | 2000-2009 –> 2010-2019 | 2.8181102 | 1.3971529 | 12661.61605 | 147.807148 | 13 | 26 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ sal + nitrate + phosphate_star | 2366 | 1.4358908 | 8436.38565 | 49.510079 | 6.0301510 | 2000-2009 –> 2010-2019 | 2.8346425 | 1.3987517 | 12709.86620 | 82.389584 | 15 | 29 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2366 | 1.5110300 | 8679.74654 | 46.797200 | 3.8199071 | 2000-2009 –> 2010-2019 | 2.8599436 | 1.3489136 | 12867.06507 | 96.812389 | 17 | 20 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 699 | 0.4601706 | 910.60722 | 212.261941 | 2.4088912 | 1982-1999 –> 2000-2009 | 0.8066352 | 0.3464646 | 1456.02748 | 260.769221 | 1 | 3 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 699 | 0.4617443 | 915.37997 | 50.392062 | 2.4223330 | 1982-1999 –> 2000-2009 | 0.8078155 | 0.3460712 | 1459.11196 | 64.458841 | 2 | 3 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 699 | 0.4648215 | 924.66578 | 52.523659 | 2.4282261 | 1982-1999 –> 2000-2009 | 0.8117550 | 0.3469335 | 1472.09575 | 66.546011 | 3 | 6 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + oxygen + nitrate | 699 | 0.4821244 | 973.76075 | 49.796411 | 2.6497451 | 1982-1999 –> 2000-2009 | 0.8399912 | 0.3578669 | 1565.29839 | 61.366628 | 4 | 9 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 699 | 0.5083939 | 1049.93092 | 263.605769 | 3.1875636 | 1982-1999 –> 2000-2009 | 0.8636523 | 0.3552584 | 1632.59739 | 307.714111 | 5 | 9 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 699 | 0.5103330 | 1055.25297 | 72.503992 | 3.1378360 | 1982-1999 –> 2000-2009 | 0.9169267 | 0.4065937 | 1838.48340 | 107.084441 | 6 | 19 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + nitrate + phosphate_star | 699 | 0.5110933 | 1055.33412 | 64.052242 | 3.1949084 | 1982-1999 –> 2000-2009 | 0.9396643 | 0.4285710 | 1914.79051 | 89.926303 | 7 | 22 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + aou + nitrate | 699 | 0.6140996 | 1312.01386 | 40.346708 | 2.9704759 | 1982-1999 –> 2000-2009 | 0.9763338 | 0.3622342 | 1921.57649 | 50.162759 | 13 | 19 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ temp + oxygen + nitrate | 699 | 0.7127987 | 1520.37447 | 17.773411 | 4.1697384 | 1982-1999 –> 2000-2009 | 1.0797558 | 0.3669571 | 2149.18668 | 25.083954 | 15 | 22 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ aou + nitrate + phosphate_star | 699 | 0.7131663 | 1521.09530 | 190.315051 | 4.2360285 | 1982-1999 –> 2000-2009 | 1.0804478 | 0.3672815 | 2151.22063 | 218.509313 | 16 | 24 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 1084 | 0.5059142 | 1611.00901 | 54.509950 | 1.6895545 | 2000-2009 –> 2010-2019 | 0.9660848 | 0.4601706 | 2521.61623 | 266.771890 | 1 | 2 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 1084 | 0.5063630 | 1612.93141 | 16.265018 | 1.6980453 | 2000-2009 –> 2010-2019 | 0.9681073 | 0.4617443 | 2528.31139 | 66.657080 | 2 | 4 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 1084 | 0.5070906 | 1616.04457 | 15.393769 | 1.6921650 | 2000-2009 –> 2010-2019 | 0.9719121 | 0.4648215 | 2540.71035 | 67.917428 | 3 | 6 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + oxygen + nitrate | 1084 | 0.5158185 | 1651.04188 | 14.501386 | 2.1381697 | 2000-2009 –> 2010-2019 | 0.9979428 | 0.4821244 | 2624.80263 | 64.297797 | 4 | 8 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 1084 | 0.5288266 | 1707.03746 | 35.536156 | 1.6504304 | 2000-2009 –> 2010-2019 | 1.0391596 | 0.5103330 | 2762.29043 | 108.040148 | 5 | 11 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 1084 | 0.5309531 | 1715.73803 | 54.784856 | 2.0064245 | 2000-2009 –> 2010-2019 | 1.0393471 | 0.5083939 | 2765.66895 | 318.390625 | 6 | 11 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + nitrate + phosphate_star | 1084 | 0.5315272 | 1716.08069 | 26.876972 | 1.9041131 | 2000-2009 –> 2010-2019 | 1.0426205 | 0.5110933 | 2771.41481 | 90.929214 | 7 | 14 |
| Atlantic | (28.15,28.2] | 3 | cstar_tref ~ sal + aou + nitrate | 1084 | 0.5728606 | 1878.43799 | 11.184319 | 2.5461708 | 2000-2009 –> 2010-2019 | 1.1869602 | 0.6140996 | 3190.45185 | 51.531027 | 8 | 21 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1084 | 0.6215917 | 2057.43573 | 15.737278 | 2.4876397 | 2000-2009 –> 2010-2019 | 1.2160433 | 0.5944516 | 3325.98974 | 53.094700 | 10 | 18 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate | 1084 | 0.6242805 | 2066.79368 | 18.099870 | 2.5027145 | 2000-2009 –> 2010-2019 | 1.2228536 | 0.5985731 | 3345.00694 | 72.362494 | 11 | 20 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 935 | 0.4614792 | 1221.30983 | 304.789984 | 2.3417601 | 1982-1999 –> 2000-2009 | 0.7726624 | 0.3111832 | 1621.71384 | 719.555836 | 3 | 6 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 935 | 0.4607656 | 1218.41591 | 499.744610 | 2.3514902 | 1982-1999 –> 2000-2009 | 0.7731361 | 0.3123705 | 1624.66916 | 1139.335567 | 1 | 8 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 935 | 0.4610274 | 1219.47813 | 517.391593 | 2.3475406 | 1982-1999 –> 2000-2009 | 0.7733606 | 0.3123332 | 1625.54793 | 1236.689202 | 2 | 7 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 935 | 0.4630062 | 1227.48749 | 496.297740 | 2.3313729 | 1982-1999 –> 2000-2009 | 0.7736864 | 0.3106801 | 1625.40632 | 1133.597116 | 4 | 5 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 935 | 0.4723044 | 1262.66895 | 290.377497 | 2.7620814 | 1982-1999 –> 2000-2009 | 0.7847729 | 0.3124686 | 1667.40434 | 726.970139 | 5 | 14 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 935 | 0.5260741 | 1464.28924 | 297.053535 | 4.2786452 | 1982-1999 –> 2000-2009 | 0.8369254 | 0.3108513 | 1861.05399 | 703.121287 | 7 | 9 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 935 | 0.5286493 | 1473.42098 | 289.432053 | 4.4596935 | 1982-1999 –> 2000-2009 | 0.8399421 | 0.3112927 | 1872.36554 | 704.197710 | 8 | 12 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 935 | 0.5293560 | 1475.91905 | 297.305983 | 4.5101042 | 1982-1999 –> 2000-2009 | 0.8417581 | 0.3124021 | 1880.32779 | 704.881299 | 9 | 17 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 935 | 0.5300688 | 1478.43528 | 297.174431 | 4.5503066 | 1982-1999 –> 2000-2009 | 0.8424202 | 0.3123514 | 1882.59479 | 703.517038 | 10 | 16 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 935 | 0.5145814 | 1422.98421 | 239.522947 | 2.6373399 | 1982-1999 –> 2000-2009 | 0.9616819 | 0.4471005 | 2378.03685 | 520.157598 | 6 | 31 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 1295 | 0.2233787 | -193.06541 | 350.188072 | 2.4937265 | 2000-2009 –> 2010-2019 | 0.6844061 | 0.4610274 | 1026.41272 | 841.604578 | 1 | 3 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1295 | 0.2239152 | -186.85253 | 350.071602 | 2.4946826 | 2000-2009 –> 2010-2019 | 0.6846808 | 0.4607656 | 1031.56338 | 849.816212 | 3 | 4 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 1295 | 0.2255425 | -168.09829 | 350.604546 | 2.5088849 | 2000-2009 –> 2010-2019 | 0.6885487 | 0.4630062 | 1059.38921 | 846.902286 | 5 | 9 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1295 | 0.2273716 | -147.17892 | 349.377268 | 2.4920473 | 2000-2009 –> 2010-2019 | 0.6888508 | 0.4614792 | 1074.13091 | 654.167252 | 7 | 10 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 1295 | 0.2353929 | -59.38223 | 330.348932 | 2.5035699 | 2000-2009 –> 2010-2019 | 0.7076973 | 0.4723044 | 1203.28672 | 620.726429 | 13 | 18 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 1295 | 0.2257250 | -168.00326 | 245.048016 | 2.5307332 | 2000-2009 –> 2010-2019 | 0.7517991 | 0.5260741 | 1296.28598 | 533.041336 | 6 | 13 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 1295 | 0.2242137 | -185.40253 | 325.467836 | 2.5227950 | 2000-2009 –> 2010-2019 | 0.7535697 | 0.5293560 | 1290.51652 | 622.773819 | 4 | 13 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 1295 | 0.2236154 | -192.32307 | 243.802523 | 2.5186908 | 2000-2009 –> 2010-2019 | 0.7536841 | 0.5300688 | 1286.11221 | 541.403794 | 2 | 12 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 1295 | 0.2276328 | -146.20463 | 242.522315 | 2.5186728 | 2000-2009 –> 2010-2019 | 0.7562821 | 0.5286493 | 1327.21635 | 531.954368 | 8 | 16 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 1295 | 0.4091018 | 1372.13115 | 66.153999 | 1.5885582 | 2000-2009 –> 2010-2019 | 0.9236832 | 0.5145814 | 2795.11536 | 305.676946 | 33 | 39 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 3586 | 7.9551950 | 25064.10133 | 120.282100 | 114.8026614 | 1982-1999 –> 2000-2009 | 16.8396936 | 8.8844985 | 41011.65760 | 339.675079 | 1 | 2 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3586 | 7.9701938 | 25075.61071 | 77.509321 | 108.7044320 | 1982-1999 –> 2000-2009 | 17.6732430 | 9.7030492 | 41410.88742 | 216.081623 | 2 | 6 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3586 | 8.5265722 | 25561.56743 | 62.052122 | 114.2080119 | 1982-1999 –> 2000-2009 | 17.8151297 | 9.2885575 | 41705.79323 | 133.465071 | 4 | 6 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3586 | 8.4699515 | 25513.78289 | 62.235017 | 119.6939535 | 1982-1999 –> 2000-2009 | 17.8772090 | 9.4072575 | 41714.16011 | 131.974714 | 3 | 6 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3586 | 8.5690494 | 25595.20773 | 32.598598 | 103.4948456 | 1982-1999 –> 2000-2009 | 18.5126077 | 9.9435583 | 42038.75599 | 77.217967 | 5 | 11 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 3586 | 9.1708323 | 26083.98029 | 61.381510 | 110.8009115 | 1982-1999 –> 2000-2009 | 19.0370623 | 9.8662300 | 42495.00547 | 132.267560 | 6 | 11 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3586 | 9.2712692 | 26160.09946 | 29.682646 | 93.2667021 | 1982-1999 –> 2000-2009 | 19.5779719 | 10.3067027 | 42762.26264 | 72.783358 | 7 | 17 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 3586 | 10.8447035 | 27284.35718 | 61.870041 | 120.0574108 | 1982-1999 –> 2000-2009 | 21.0687813 | 10.2240778 | 43850.92802 | 132.226659 | 9 | 17 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 3586 | 10.8440455 | 27283.92202 | 62.233507 | 118.5174750 | 1982-1999 –> 2000-2009 | 21.1000180 | 10.2559725 | 43864.26608 | 131.960353 | 8 | 17 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 3586 | 10.9964837 | 27384.03910 | 77.248139 | 119.5064688 | 1982-1999 –> 2000-2009 | 21.2177237 | 10.2212400 | 43949.38238 | 205.988208 | 13 | 20 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 5162 | 8.8976098 | 37229.14174 | 86.149669 | 88.5946386 | 2000-2009 –> 2010-2019 | 16.8528048 | 7.9551950 | 62293.24307 | 168.032127 | 1 | 2 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 5162 | 9.1072339 | 37467.55012 | 78.093001 | 116.8269697 | 2000-2009 –> 2010-2019 | 17.0774277 | 7.9701938 | 62543.16083 | 155.602323 | 2 | 4 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 5162 | 9.2434704 | 37622.84466 | 66.478641 | 111.8645180 | 2000-2009 –> 2010-2019 | 17.7134219 | 8.4699515 | 63136.62755 | 128.713658 | 4 | 7 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5162 | 9.2070419 | 37582.07739 | 74.937478 | 103.9281030 | 2000-2009 –> 2010-2019 | 17.7336141 | 8.5265722 | 63143.64482 | 136.989600 | 3 | 7 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 5162 | 9.2536156 | 37632.16957 | 35.256181 | 117.5808966 | 2000-2009 –> 2010-2019 | 17.8226650 | 8.5690494 | 63227.37730 | 67.854779 | 5 | 10 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 5162 | 10.0714653 | 38508.52831 | 79.265250 | 111.0047981 | 2000-2009 –> 2010-2019 | 19.2422976 | 9.1708323 | 64592.50861 | 140.646761 | 6 | 12 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 5162 | 10.0780045 | 38513.22927 | 33.994300 | 105.3681597 | 2000-2009 –> 2010-2019 | 19.3492737 | 9.2712692 | 64673.32873 | 63.676946 | 7 | 14 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 5162 | 10.6859454 | 39117.94822 | 66.477811 | 117.2227574 | 2000-2009 –> 2010-2019 | 21.5299909 | 10.8440455 | 66401.87024 | 128.711318 | 9 | 17 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 5162 | 10.6853612 | 39117.38377 | 74.654835 | 115.8141522 | 2000-2009 –> 2010-2019 | 21.5300647 | 10.8447035 | 66401.74095 | 136.524877 | 8 | 17 |
| Indo-Pacific | (-Inf,26] | 3 | cstar_tref ~ temp + aou + nitrate | 5162 | 10.7279334 | 39156.43453 | 34.938508 | 129.8832433 | 2000-2009 –> 2010-2019 | 21.5726370 | 10.8447036 | 66438.79180 | 66.272357 | 10 | 20 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 2950 | 8.2925517 | 20866.34795 | 560.754910 | 36.5607643 | 1982-1999 –> 2000-2009 | 16.1017907 | 7.8092390 | 37452.50160 | 1343.193943 | 1 | 2 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2950 | 8.3844379 | 20931.36374 | 105.853970 | 42.0958072 | 1982-1999 –> 2000-2009 | 16.3025570 | 7.9181191 | 37583.56367 | 191.979185 | 2 | 4 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2950 | 8.5311944 | 21033.74066 | 24.827116 | 50.3421880 | 1982-1999 –> 2000-2009 | 16.5868800 | 8.0556856 | 37768.10114 | 45.521424 | 3 | 6 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 2950 | 8.6585553 | 21121.16990 | 27.383842 | 55.5936611 | 1982-1999 –> 2000-2009 | 16.8175403 | 8.1589850 | 37916.30801 | 47.523440 | 4 | 8 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 2950 | 10.2716179 | 22127.10620 | 384.656143 | 46.6966236 | 1982-1999 –> 2000-2009 | 18.6749596 | 8.4033417 | 39061.00544 | 732.168005 | 11 | 16 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 2950 | 10.2359531 | 22106.58473 | 105.725330 | 55.8471760 | 1982-1999 –> 2000-2009 | 18.7010466 | 8.4650934 | 39075.40807 | 191.517449 | 9 | 15 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 2950 | 10.2622299 | 22121.71126 | 24.753919 | 64.3725771 | 1982-1999 –> 2000-2009 | 18.8439506 | 8.5817207 | 39155.80433 | 45.411796 | 10 | 17 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + oxygen + aou + phosphate_star | 2950 | 9.7794180 | 21837.38917 | 506.975882 | 38.0387431 | 1982-1999 –> 2000-2009 | 18.8822884 | 9.1028704 | 39152.69929 | 1222.460744 | 5 | 14 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 2950 | 10.3111730 | 22149.78293 | 24.474947 | 69.7810897 | 1982-1999 –> 2000-2009 | 18.9824963 | 8.6713233 | 39233.42187 | 44.568722 | 12 | 20 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 2950 | 9.9185100 | 21920.71330 | 105.234444 | 44.5834218 | 1982-1999 –> 2000-2009 | 19.0500517 | 9.1315418 | 39251.02390 | 184.386798 | 6 | 16 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 3020 | 9.2891525 | 22046.62659 | 380.384274 | 39.2029973 | 2000-2009 –> 2010-2019 | 17.5817043 | 8.2925517 | 42912.97454 | 941.139183 | 1 | 2 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3020 | 9.8031454 | 22371.91665 | 65.640346 | 46.1711498 | 2000-2009 –> 2010-2019 | 18.1875833 | 8.3844379 | 43303.28039 | 171.494316 | 2 | 4 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3020 | 10.1754430 | 22597.05143 | 21.373594 | 55.6545370 | 2000-2009 –> 2010-2019 | 18.7066374 | 8.5311944 | 43630.79209 | 46.200710 | 3 | 6 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 3020 | 10.5031359 | 22788.49891 | 22.554688 | 62.6555275 | 2000-2009 –> 2010-2019 | 19.1616912 | 8.6585553 | 43909.66880 | 49.938531 | 4 | 8 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + oxygen + aou + phosphate_star | 3020 | 11.1343242 | 23138.98570 | 334.228708 | 55.1799868 | 2000-2009 –> 2010-2019 | 20.9137422 | 9.7794180 | 44976.37487 | 841.204590 | 5 | 10 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3020 | 11.6967743 | 23436.63988 | 57.716250 | 53.7394256 | 2000-2009 –> 2010-2019 | 21.6152842 | 9.9185100 | 45357.35318 | 162.950694 | 8 | 14 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 3020 | 11.4043982 | 23283.74325 | 347.150650 | 53.4375327 | 2000-2009 –> 2010-2019 | 21.6760162 | 10.2716179 | 45410.84945 | 926.925766 | 6 | 17 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 3020 | 11.6954728 | 23435.96779 | 65.606823 | 66.5089869 | 2000-2009 –> 2010-2019 | 21.9314259 | 10.2359531 | 45542.55253 | 171.332153 | 7 | 16 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3020 | 12.1115682 | 23647.12147 | 16.949024 | 62.7415101 | 2000-2009 –> 2010-2019 | 22.1870009 | 10.0754327 | 45660.44912 | 41.651243 | 10 | 17 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 3020 | 12.0364533 | 23609.54525 | 21.369175 | 76.1209511 | 2000-2009 –> 2010-2019 | 22.2986832 | 10.2622299 | 45731.25652 | 46.123095 | 9 | 19 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 2722 | 8.2571880 | 19231.44320 | 65.777252 | 37.1755956 | 1982-1999 –> 2000-2009 | 16.1665735 | 7.9093855 | 34016.32701 | 125.910490 | 3 | 4 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2722 | 8.2531934 | 19228.80888 | 54.764300 | 37.2097482 | 1982-1999 –> 2000-2009 | 16.2088545 | 7.9556611 | 34038.40411 | 106.831719 | 2 | 4 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2722 | 8.2456227 | 19223.81279 | 183.225396 | 37.2780317 | 1982-1999 –> 2000-2009 | 16.3219765 | 8.0763538 | 34097.18843 | 380.940835 | 1 | 4 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 2722 | 8.3694608 | 19302.96643 | 38.743926 | 38.4463256 | 1982-1999 –> 2000-2009 | 17.0421127 | 8.6726519 | 34476.08971 | 69.973588 | 4 | 18 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 2722 | 8.7290479 | 19531.97831 | 144.424768 | 33.9323491 | 1982-1999 –> 2000-2009 | 17.0780485 | 8.3490005 | 34543.99474 | 278.334609 | 17 | 25 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 2722 | 8.7271239 | 19530.77824 | 20.988169 | 35.9814933 | 1982-1999 –> 2000-2009 | 17.1961193 | 8.4689954 | 34603.24266 | 36.619305 | 15 | 25 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 2722 | 8.7156911 | 19523.64172 | 20.085427 | 36.4245279 | 1982-1999 –> 2000-2009 | 17.2240217 | 8.5083306 | 34615.73517 | 33.360031 | 13 | 25 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2722 | 8.3734346 | 19305.55057 | 821.420972 | 40.8189705 | 1982-1999 –> 2000-2009 | 17.3864491 | 9.0130146 | 34641.73859 | 1789.448519 | 5 | 39 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 2722 | 9.2270249 | 19834.01337 | 36.444821 | 33.7428094 | 1982-1999 –> 2000-2009 | 17.4197271 | 8.1927022 | 34765.97768 | 60.302608 | 34 | 38 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate | 2722 | 8.6998346 | 19513.72842 | 189.276793 | 37.4843978 | 1982-1999 –> 2000-2009 | 17.4327254 | 8.7328908 | 34716.17260 | 353.084677 | 11 | 27 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2476 | 11.2756629 | 19037.52997 | 193.052509 | 35.7010570 | 2000-2009 –> 2010-2019 | 19.5212856 | 8.2456227 | 38261.34275 | 376.277905 | 3 | 4 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2476 | 11.2747178 | 19037.11488 | 55.456807 | 35.6833478 | 2000-2009 –> 2010-2019 | 19.5279112 | 8.2531934 | 38265.92376 | 110.221107 | 2 | 4 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 2476 | 11.2743941 | 19036.97269 | 67.423710 | 35.6815928 | 2000-2009 –> 2010-2019 | 19.5315821 | 8.2571880 | 38268.41589 | 133.200962 | 1 | 4 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 2476 | 11.2878074 | 19040.86068 | 29.019079 | 36.0401563 | 2000-2009 –> 2010-2019 | 19.6572683 | 8.3694608 | 38343.82711 | 67.763005 | 4 | 8 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 2476 | 11.2964371 | 19044.64510 | 521.666493 | 36.2827010 | 2000-2009 –> 2010-2019 | 19.6698717 | 8.3734346 | 38350.19566 | 1343.087465 | 9 | 14 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 2476 | 11.2929068 | 19043.09729 | 23.288742 | 36.4228197 | 2000-2009 –> 2010-2019 | 19.6948567 | 8.4019499 | 38367.15565 | 54.497999 | 6 | 12 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 2476 | 11.2928495 | 19043.07215 | 25.693810 | 36.4249149 | 2000-2009 –> 2010-2019 | 19.6967440 | 8.4038945 | 38368.39035 | 60.111073 | 5 | 12 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 2476 | 11.2931254 | 19043.19316 | 21.731599 | 36.3578681 | 2000-2009 –> 2010-2019 | 19.7187753 | 8.4256499 | 38382.58619 | 51.093445 | 7 | 15 |
| Indo-Pacific | (26.5,26.75] | 3 | cstar_tref ~ sal + temp + nitrate | 2476 | 11.2932810 | 19041.26136 | 21.552865 | 36.3929214 | 2000-2009 –> 2010-2019 | 19.7195248 | 8.4262438 | 38379.03810 | 50.678235 | 8 | 17 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate_star | 2476 | 11.3122017 | 19051.55096 | 11.283835 | 35.4374742 | 2000-2009 –> 2010-2019 | 20.0278927 | 8.7156911 | 38575.19268 | 31.369262 | 10 | 23 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 3372 | 6.3390237 | 22037.63327 | 46.944738 | 23.7040926 | 1982-1999 –> 2000-2009 | 11.8631399 | 5.5241162 | 38968.19151 | 106.128407 | 2 | 3 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 3372 | 6.3411137 | 22037.85642 | 16.023672 | 23.9173989 | 1982-1999 –> 2000-2009 | 11.8698505 | 5.5287368 | 38970.93629 | 29.694433 | 4 | 8 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3372 | 6.3595586 | 22059.44473 | 83.816771 | 23.7016552 | 1982-1999 –> 2000-2009 | 11.8844640 | 5.5249055 | 38990.77558 | 179.345876 | 6 | 8 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3372 | 6.3604563 | 22060.39667 | 40.671338 | 23.7661112 | 1982-1999 –> 2000-2009 | 11.8901081 | 5.5296519 | 38996.37149 | 91.505600 | 7 | 14 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 3372 | 6.3618150 | 22059.83718 | 62.436654 | 23.4291938 | 1982-1999 –> 2000-2009 | 11.8906582 | 5.5288432 | 38993.02107 | 132.681895 | 10 | 15 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 3372 | 6.3608530 | 22058.81726 | 16.203014 | 23.6738027 | 1982-1999 –> 2000-2009 | 11.8909855 | 5.5301325 | 38993.26212 | 27.216364 | 9 | 17 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3372 | 6.3397967 | 22036.45560 | 28.646006 | 23.6651802 | 1982-1999 –> 2000-2009 | 11.8917977 | 5.5520010 | 38992.24385 | 65.135597 | 3 | 12 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3372 | 6.3215383 | 22017.00510 | 803.826906 | 24.9060072 | 1982-1999 –> 2000-2009 | 11.9025052 | 5.5809669 | 39000.93465 | 1614.618703 | 1 | 22 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 3372 | 6.3812517 | 22080.41010 | 19.771628 | 23.7572831 | 1982-1999 –> 2000-2009 | 11.9063605 | 5.5251088 | 39009.93999 | 49.370754 | 12 | 15 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3372 | 6.3606374 | 22058.58867 | 24.547723 | 23.7465126 | 1982-1999 –> 2000-2009 | 11.9224558 | 5.5618185 | 39023.93130 | 57.635205 | 8 | 22 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 3588 | 7.0719957 | 24233.58304 | 38.946099 | 26.2002300 | 2000-2009 –> 2010-2019 | 13.4110194 | 6.3390237 | 46271.21631 | 85.890837 | 1 | 3 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3588 | 7.1103181 | 24272.36407 | 33.339554 | 25.8846550 | 2000-2009 –> 2010-2019 | 13.4707744 | 6.3604563 | 46332.76074 | 74.010892 | 3 | 10 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3588 | 7.1589858 | 24321.31405 | 59.914518 | 25.3234732 | 2000-2009 –> 2010-2019 | 13.5185444 | 6.3595586 | 46380.75878 | 143.731289 | 7 | 13 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 3588 | 7.0951721 | 24255.06188 | 25.813198 | 27.4478898 | 2000-2009 –> 2010-2019 | 13.5209101 | 6.4257380 | 46382.32397 | 60.307427 | 2 | 16 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 3588 | 7.1354006 | 24295.63367 | 60.871292 | 26.0183777 | 2000-2009 –> 2010-2019 | 13.5639505 | 6.4285499 | 46425.84636 | 140.380396 | 4 | 20 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 3588 | 7.2083761 | 24368.65165 | 38.852611 | 24.7931415 | 2000-2009 –> 2010-2019 | 13.5701911 | 6.3618150 | 46428.48883 | 101.289265 | 11 | 21 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 3588 | 7.2314239 | 24391.55932 | 8.799950 | 24.3874662 | 2000-2009 –> 2010-2019 | 13.5922768 | 6.3608530 | 46450.37658 | 25.002964 | 12 | 21 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 3588 | 7.2615093 | 24421.35228 | 29.807385 | 24.5385903 | 2000-2009 –> 2010-2019 | 13.6026230 | 6.3411137 | 46459.20870 | 82.025724 | 15 | 19 |
| Indo-Pacific | (26.75,27] | 3 | cstar_tref ~ temp + oxygen + phosphate_star | 3588 | 7.1384854 | 24296.73539 | 8.405333 | 26.5347951 | 2000-2009 –> 2010-2019 | 13.6061970 | 6.4677116 | 46465.90681 | 19.334476 | 5 | 29 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3588 | 7.1441497 | 24304.42721 | 24.997272 | 27.3670625 | 2000-2009 –> 2010-2019 | 13.6111708 | 6.4670211 | 46474.87863 | 58.182633 | 6 | 28 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4489 | 4.5566783 | 26369.21035 | 153.178507 | 15.3616933 | 1982-1999 –> 2000-2009 | 8.0798782 | 3.5231998 | 45506.33060 | 281.595003 | 1 | 2 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 4489 | 4.5619938 | 26377.67731 | 52.891332 | 15.8251920 | 1982-1999 –> 2000-2009 | 8.1174947 | 3.5555010 | 45577.95965 | 104.198823 | 2 | 6 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 4489 | 4.5804750 | 26415.97493 | 33.760468 | 15.2136571 | 1982-1999 –> 2000-2009 | 8.1278489 | 3.5473738 | 45601.91809 | 90.013118 | 4 | 6 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 4489 | 4.5806023 | 26414.22435 | 37.085570 | 15.2825509 | 1982-1999 –> 2000-2009 | 8.1367420 | 3.5561397 | 45615.78927 | 75.132548 | 5 | 10 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 4489 | 4.5727953 | 26398.90952 | 756.655331 | 16.8562561 | 1982-1999 –> 2000-2009 | 8.1384138 | 3.5656185 | 45619.48066 | 1431.566687 | 3 | 10 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4489 | 4.5868212 | 26428.40520 | 33.560906 | 15.2870515 | 1982-1999 –> 2000-2009 | 8.1401550 | 3.5533338 | 45626.33418 | 83.828044 | 6 | 9 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 4489 | 4.5872194 | 26427.18457 | 20.218320 | 15.1662365 | 1982-1999 –> 2000-2009 | 8.1454694 | 3.5582500 | 45632.98533 | 28.521726 | 7 | 13 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 4489 | 4.6053849 | 26462.66743 | 108.832967 | 16.8204629 | 1982-1999 –> 2000-2009 | 8.1804999 | 3.5751150 | 45702.22964 | 207.533940 | 8 | 16 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 4489 | 4.6308132 | 26512.10236 | 77.403325 | 14.3121942 | 1982-1999 –> 2000-2009 | 8.2167722 | 3.5859591 | 45773.28888 | 121.086766 | 10 | 20 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 4489 | 4.6175096 | 26486.27299 | 18.142976 | 15.9939184 | 1982-1999 –> 2000-2009 | 8.2266938 | 3.6091841 | 45793.55380 | 45.018861 | 9 | 23 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4503 | 4.9967314 | 27281.66886 | 104.756760 | 15.9792517 | 2000-2009 –> 2010-2019 | 9.5534097 | 4.5566783 | 53650.87921 | 257.935267 | 1 | 2 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 4503 | 5.0131821 | 27309.27064 | 38.013887 | 16.7472342 | 2000-2009 –> 2010-2019 | 9.5751759 | 4.5619938 | 53686.94794 | 90.905219 | 6 | 8 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 4503 | 5.0004684 | 27288.40186 | 33.245478 | 15.8011615 | 2000-2009 –> 2010-2019 | 9.5809434 | 4.5804750 | 53704.37679 | 67.005946 | 2 | 6 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 4503 | 5.0150018 | 27312.53908 | 526.940258 | 16.5823219 | 2000-2009 –> 2010-2019 | 9.5877971 | 4.5727953 | 53711.44860 | 1283.595589 | 8 | 11 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 4503 | 5.0164943 | 27315.21885 | 25.406679 | 16.5313343 | 2000-2009 –> 2010-2019 | 9.5970966 | 4.5806023 | 53729.44320 | 62.492249 | 9 | 14 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4503 | 5.0141726 | 27313.04976 | 29.010964 | 15.8900270 | 2000-2009 –> 2010-2019 | 9.6009938 | 4.5868212 | 53741.45496 | 62.571871 | 7 | 13 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 4503 | 5.0212008 | 27323.66447 | 11.736111 | 16.3679991 | 2000-2009 –> 2010-2019 | 9.6084203 | 4.5872194 | 53750.84904 | 31.954432 | 13 | 20 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 4503 | 5.0041930 | 27293.10754 | 75.492866 | 16.5162430 | 2000-2009 –> 2010-2019 | 9.6095779 | 4.6053849 | 53755.77498 | 184.325833 | 4 | 12 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 4503 | 5.0126181 | 27308.25734 | 16.792489 | 16.4893441 | 2000-2009 –> 2010-2019 | 9.6511160 | 4.6384979 | 53835.24615 | 43.410064 | 5 | 17 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 4503 | 5.0008176 | 27287.03072 | 9.821048 | 15.7264220 | 2000-2009 –> 2010-2019 | 9.6624469 | 4.6616294 | 53858.68016 | 26.210841 | 3 | 20 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5910 | 3.3720805 | 31153.41703 | 367.965082 | 15.6675736 | 1982-1999 –> 2000-2009 | 6.4906211 | 3.1185406 | 53437.93468 | 580.501740 | 1 | 2 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 5910 | 3.4049760 | 31268.16520 | 66.096713 | 16.4021330 | 1982-1999 –> 2000-2009 | 6.5747894 | 3.1698135 | 53694.75465 | 112.732530 | 2 | 5 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 5910 | 3.4127140 | 31294.99646 | 66.561360 | 16.5259768 | 1982-1999 –> 2000-2009 | 6.5864214 | 3.1737074 | 53732.28151 | 119.698309 | 3 | 8 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 5910 | 3.5280360 | 31685.81617 | 63.868286 | 15.0054697 | 1982-1999 –> 2000-2009 | 6.6577990 | 3.1297630 | 53999.62848 | 112.002569 | 6 | 8 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 5910 | 3.5110592 | 31628.80143 | 12.545437 | 15.4217746 | 1982-1999 –> 2000-2009 | 6.6962677 | 3.1852085 | 54095.60052 | 30.085891 | 4 | 10 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 5910 | 3.5171575 | 31649.31362 | 258.452198 | 13.9312735 | 1982-1999 –> 2000-2009 | 6.7103750 | 3.1932175 | 54137.99104 | 403.320661 | 5 | 12 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5910 | 3.5752689 | 31843.01099 | 98.527566 | 14.9170268 | 1982-1999 –> 2000-2009 | 6.7455998 | 3.1703309 | 54269.02242 | 137.391217 | 8 | 12 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + phosphate | 5910 | 3.5763009 | 31844.42210 | 52.237074 | 14.8996358 | 1982-1999 –> 2000-2009 | 6.7702296 | 3.1939287 | 54333.03977 | 80.313047 | 10 | 18 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 5910 | 3.5937722 | 31904.02571 | 7.858574 | 15.3245142 | 1982-1999 –> 2000-2009 | 6.7979293 | 3.2041572 | 54422.49865 | 20.117520 | 11 | 23 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 5910 | 3.5964458 | 31912.81618 | 8.366300 | 15.3864871 | 1982-1999 –> 2000-2009 | 6.8026254 | 3.2061796 | 54436.78633 | 20.848672 | 12 | 26 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5781 | 3.4732834 | 30815.61780 | 279.807614 | 13.8308323 | 2000-2009 –> 2010-2019 | 6.8453639 | 3.3720805 | 61969.03483 | 647.772696 | 1 | 2 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 5781 | 3.4880538 | 30864.68197 | 44.581021 | 14.0416656 | 2000-2009 –> 2010-2019 | 6.8930298 | 3.4049760 | 62132.84717 | 110.677734 | 8 | 10 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 5781 | 3.4817636 | 30843.81250 | 293.262369 | 14.1252827 | 2000-2009 –> 2010-2019 | 6.8944776 | 3.4127140 | 62138.80896 | 688.365481 | 5 | 8 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 5781 | 3.4771390 | 30826.44549 | 45.893893 | 13.5791405 | 2000-2009 –> 2010-2019 | 7.0051751 | 3.5280360 | 62512.26166 | 109.762179 | 3 | 9 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 5781 | 3.5157614 | 30954.16261 | 13.418222 | 13.8412771 | 2000-2009 –> 2010-2019 | 7.0268206 | 3.5110592 | 62582.96404 | 25.963659 | 16 | 20 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5781 | 3.4766361 | 30824.77319 | 54.117078 | 13.4744378 | 2000-2009 –> 2010-2019 | 7.0519051 | 3.5752689 | 62667.78418 | 152.644643 | 2 | 10 |
| Indo-Pacific | (27.25,27.5] | 3 | cstar_tref ~ sal + aou + phosphate | 5781 | 3.4772047 | 30824.66393 | 33.447043 | 13.5361271 | 2000-2009 –> 2010-2019 | 7.0535056 | 3.5763009 | 62669.08603 | 85.684117 | 4 | 14 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate | 5781 | 3.4932005 | 30879.72921 | 56.954826 | 13.4612411 | 2000-2009 –> 2010-2019 | 7.0869726 | 3.5937722 | 62783.75492 | 160.868434 | 10 | 21 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 5781 | 3.4961042 | 30889.33625 | 8.027758 | 13.4854319 | 2000-2009 –> 2010-2019 | 7.0925501 | 3.5964458 | 62802.15242 | 16.394058 | 11 | 23 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 5781 | 3.4862007 | 30856.53775 | 25.475352 | 13.8199483 | 2000-2009 –> 2010-2019 | 7.1016982 | 3.6154975 | 62831.80356 | 62.621967 | 7 | 20 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate_star | 6531 | 1.9407228 | 27209.07087 | 969.305799 | 12.3607003 | 1982-1999 –> 2000-2009 | 4.0759696 | 2.1352468 | 48149.04565 | 1612.062737 | 1 | 2 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + aou + phosphate | 6531 | 1.9658050 | 27374.80502 | 434.555309 | 12.2226218 | 1982-1999 –> 2000-2009 | 4.1179766 | 2.1521716 | 48388.65171 | 744.548505 | 2 | 5 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 6531 | 1.9828905 | 27489.84057 | 210.387182 | 13.0951294 | 1982-1999 –> 2000-2009 | 4.1932162 | 2.2103257 | 48761.91425 | 334.320292 | 3 | 8 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 6531 | 2.0052285 | 27634.16606 | 94.141191 | 12.8869718 | 1982-1999 –> 2000-2009 | 4.2254425 | 2.2202140 | 48947.13605 | 143.796398 | 6 | 13 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 6531 | 1.9946538 | 27567.10073 | 115.947774 | 13.3570473 | 1982-1999 –> 2000-2009 | 4.2349136 | 2.2402598 | 48968.44784 | 153.925988 | 4 | 13 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 6531 | 2.1007442 | 28241.98859 | 950.859730 | 10.8221427 | 1982-1999 –> 2000-2009 | 4.2365777 | 2.1358335 | 49182.60334 | 1494.341314 | 10 | 12 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 6531 | 2.0004400 | 27604.93713 | 223.135641 | 13.4401661 | 1982-1999 –> 2000-2009 | 4.2488850 | 2.2484450 | 49041.33190 | 359.458491 | 5 | 17 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 6531 | 2.0171983 | 27711.90540 | 4.736851 | 13.1477440 | 1982-1999 –> 2000-2009 | 4.2654371 | 2.2482388 | 49145.41884 | 9.832699 | 7 | 18 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 6531 | 2.1161074 | 28335.16664 | 398.397558 | 10.7454991 | 1982-1999 –> 2000-2009 | 4.2686057 | 2.1524983 | 49348.47223 | 625.200935 | 11 | 15 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 6531 | 2.0197986 | 27728.73274 | 3.830519 | 13.1872497 | 1982-1999 –> 2000-2009 | 4.2734631 | 2.2536645 | 49185.41016 | 8.773891 | 8 | 23 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + oxygen + aou + phosphate_star | 7011 | 2.1652909 | 30741.11805 | 461.875138 | 14.3238722 | 2000-2009 –> 2010-2019 | 4.1310959 | 1.9658050 | 58115.92307 | 944.841909 | 1 | 2 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 7011 | 2.2125873 | 31046.10346 | 240.271909 | 13.3135264 | 2000-2009 –> 2010-2019 | 4.1954778 | 1.9828905 | 58535.94403 | 450.659091 | 3 | 5 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 7011 | 2.2304520 | 31158.86429 | 89.658647 | 13.2792456 | 2000-2009 –> 2010-2019 | 4.2251058 | 1.9946538 | 58725.96502 | 205.606421 | 5 | 8 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 7011 | 2.2199955 | 31090.97354 | 84.879012 | 12.6413602 | 2000-2009 –> 2010-2019 | 4.2252239 | 2.0052285 | 58725.13960 | 179.020203 | 4 | 9 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 7011 | 2.2361576 | 31194.68761 | 261.401707 | 13.3012793 | 2000-2009 –> 2010-2019 | 4.2365977 | 2.0004400 | 58799.62473 | 484.537348 | 6 | 10 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 7011 | 2.2372295 | 31199.40733 | 6.201410 | 12.9524374 | 2000-2009 –> 2010-2019 | 4.2544278 | 2.0171983 | 58911.31273 | 10.938261 | 7 | 13 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 7011 | 2.2405193 | 31220.01129 | 6.204030 | 12.9999034 | 2000-2009 –> 2010-2019 | 4.2603180 | 2.0197986 | 58948.74403 | 10.941788 | 8 | 15 |
| Indo-Pacific | (27.5,27.75] | 3 | cstar_tref ~ oxygen + aou + phosphate | 7011 | 2.1972094 | 30944.30784 | 352.100105 | 14.6968472 | 2000-2009 –> 2010-2019 | 4.3133169 | 2.1161074 | 59279.47448 | 750.497663 | 2 | 11 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 7011 | 2.2620927 | 31354.37958 | 6.590319 | 12.4901392 | 2000-2009 –> 2010-2019 | 4.3246366 | 2.0625439 | 59356.66066 | 11.287596 | 9 | 17 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 7011 | 2.2659668 | 31378.37351 | 239.399279 | 13.5379882 | 2000-2009 –> 2010-2019 | 4.4584180 | 2.1924512 | 60178.48237 | 440.451411 | 10 | 20 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 3167 | 1.0447782 | 9279.01539 | 802.038306 | 5.4852430 | 1982-1999 –> 2000-2009 | 2.3833543 | 1.3385761 | 17199.15411 | 1336.797585 | 1 | 6 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 3167 | 1.0447853 | 9277.05811 | 773.337696 | 5.4880823 | 1982-1999 –> 2000-2009 | 2.3835199 | 1.3387346 | 17195.74438 | 1270.814448 | 2 | 8 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3167 | 1.0480679 | 9298.92766 | 734.455678 | 5.5142420 | 1982-1999 –> 2000-2009 | 2.3861807 | 1.3381128 | 17217.46649 | 1244.050992 | 5 | 7 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 3167 | 1.0481525 | 9297.43889 | 715.129053 | 5.5046023 | 1982-1999 –> 2000-2009 | 2.3865079 | 1.3383554 | 17214.81570 | 1193.239468 | 6 | 10 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3167 | 1.0485924 | 9302.09658 | 795.067765 | 5.5054939 | 1982-1999 –> 2000-2009 | 2.3865202 | 1.3379278 | 17219.99638 | 1327.219049 | 7 | 8 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 3167 | 1.0486954 | 9300.71854 | 767.704476 | 5.4940557 | 1982-1999 –> 2000-2009 | 2.3869953 | 1.3383000 | 17217.90379 | 1263.411207 | 8 | 11 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 3167 | 1.0617876 | 9381.30470 | 875.527575 | 5.5831044 | 1982-1999 –> 2000-2009 | 2.4024372 | 1.3406496 | 17308.59749 | 1672.467047 | 11 | 18 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 3167 | 1.0629768 | 9386.39456 | 755.270753 | 5.5443734 | 1982-1999 –> 2000-2009 | 2.4045042 | 1.3415275 | 17314.71306 | 1242.686962 | 12 | 20 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3167 | 1.0458569 | 9283.55142 | 103.752940 | 5.3972339 | 1982-1999 –> 2000-2009 | 2.4287873 | 1.3829304 | 17352.35950 | 194.751252 | 3 | 22 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3167 | 1.0459141 | 9281.89779 | 101.947961 | 5.4024034 | 1982-1999 –> 2000-2009 | 2.4296944 | 1.3837803 | 17351.54542 | 189.565474 | 4 | 24 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 3695 | 1.2017263 | 11855.93538 | 973.505225 | 12.9230601 | 2000-2009 –> 2010-2019 | 2.2465116 | 1.0447853 | 21132.99349 | 1746.842920 | 1 | 2 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 3695 | 1.2040857 | 11870.43028 | 167.034537 | 11.8937000 | 2000-2009 –> 2010-2019 | 2.2499426 | 1.0458569 | 21153.98169 | 270.787477 | 4 | 6 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + oxygen + nitrate | 3695 | 1.2048383 | 11873.04828 | 156.298191 | 11.9803365 | 2000-2009 –> 2010-2019 | 2.2507524 | 1.0459141 | 21154.94608 | 258.246152 | 7 | 10 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 3695 | 1.2027670 | 11862.33273 | 977.312407 | 13.4689615 | 2000-2009 –> 2010-2019 | 2.2509195 | 1.0481525 | 21159.77162 | 1692.441461 | 3 | 7 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 3695 | 1.2025878 | 11861.23158 | 969.277188 | 13.4406245 | 2000-2009 –> 2010-2019 | 2.2512832 | 1.0486954 | 21161.95012 | 1736.981664 | 2 | 7 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3695 | 1.2044810 | 11872.85631 | 160.266770 | 12.6222622 | 2000-2009 –> 2010-2019 | 2.2562267 | 1.0517457 | 21191.97200 | 262.686225 | 5 | 11 |
| Indo-Pacific | (27.75,27.85] | 3 | cstar_tref ~ temp + aou + nitrate | 3695 | 1.2047026 | 11872.21557 | 151.035911 | 12.6657327 | 2000-2009 –> 2010-2019 | 2.2564522 | 1.0517497 | 21189.35497 | 251.871309 | 6 | 13 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 3695 | 1.2088918 | 11901.86902 | 998.094248 | 14.6842412 | 2000-2009 –> 2010-2019 | 2.2706794 | 1.0617876 | 21283.17371 | 1873.621823 | 8 | 16 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 3695 | 1.2089921 | 11900.48206 | 954.378137 | 14.6582243 | 2000-2009 –> 2010-2019 | 2.2719689 | 1.0629768 | 21286.87662 | 1771.934119 | 9 | 18 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 3695 | 1.2092590 | 11902.11335 | 956.517045 | 14.3629591 | 2000-2009 –> 2010-2019 | 2.2837910 | 1.0745320 | 21356.99084 | 1830.667280 | 10 | 20 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4172 | 1.0014420 | 11865.64659 | 567.778492 | 10.0921787 | 1982-1999 –> 2000-2009 | 2.2044363 | 1.2029943 | 21393.10497 | 994.142214 | 2 | 5 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 4172 | 0.9974003 | 11831.90258 | 742.980940 | 10.7287183 | 1982-1999 –> 2000-2009 | 2.2052786 | 1.2078783 | 21383.39541 | 1406.832962 | 1 | 9 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4172 | 1.0046468 | 11892.30620 | 458.058014 | 9.8742700 | 1982-1999 –> 2000-2009 | 2.2060190 | 1.2013722 | 21411.76056 | 854.899455 | 4 | 5 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 4172 | 1.0051969 | 11896.87356 | 559.210321 | 9.8309196 | 1982-1999 –> 2000-2009 | 2.2066444 | 1.2014475 | 21416.69981 | 988.715840 | 6 | 8 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 4172 | 1.0018239 | 11866.82773 | 920.950060 | 10.9473829 | 1982-1999 –> 2000-2009 | 2.2105366 | 1.2087127 | 21420.41684 | 1289.210898 | 3 | 12 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 4172 | 1.0117317 | 11948.94262 | 565.903305 | 10.3753022 | 1982-1999 –> 2000-2009 | 2.2172852 | 1.2055536 | 21487.00722 | 909.861027 | 10 | 14 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 4172 | 1.0131154 | 11960.34649 | 4.558058 | 9.3841186 | 1982-1999 –> 2000-2009 | 2.2195849 | 1.2064696 | 21502.91659 | 11.176038 | 11 | 18 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 4172 | 1.0182223 | 12002.30094 | 454.054061 | 10.1922170 | 1982-1999 –> 2000-2009 | 2.2244215 | 1.2061992 | 21543.54180 | 779.726243 | 14 | 20 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 4172 | 1.0191644 | 12010.01780 | 488.628602 | 10.1408824 | 1982-1999 –> 2000-2009 | 2.2251320 | 1.2059677 | 21550.11968 | 833.813270 | 15 | 20 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + nitrate + phosphate_star | 4172 | 1.0250814 | 12056.32101 | 4.174846 | 9.7295735 | 1982-1999 –> 2000-2009 | 2.2430598 | 1.2179784 | 21653.20987 | 7.929224 | 18 | 28 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + oxygen + aou + nitrate + phosphate | 5181 | 0.8623483 | 13182.46976 | 997.137156 | 4.4559511 | 2000-2009 –> 2010-2019 | 1.8597485 | 0.9974003 | 25014.37234 | 1740.118096 | 1 | 2 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate_star | 5181 | 0.8623840 | 13180.89854 | 848.215774 | 4.4421554 | 2000-2009 –> 2010-2019 | 1.8642078 | 1.0018239 | 25047.72627 | 1769.165834 | 2 | 4 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5181 | 0.8675764 | 13243.10164 | 148.687975 | 4.2861720 | 2000-2009 –> 2010-2019 | 1.8722995 | 1.0047231 | 25134.04115 | 222.429638 | 5 | 9 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 5181 | 0.8636338 | 13195.90520 | 790.271736 | 4.8676166 | 2000-2009 –> 2010-2019 | 1.8727345 | 1.0091007 | 25123.12091 | 1627.877678 | 3 | 11 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 5181 | 0.8698578 | 13272.31349 | 659.134996 | 4.3641946 | 2000-2009 –> 2010-2019 | 1.8745046 | 1.0046468 | 25164.61969 | 1117.193010 | 7 | 10 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 5181 | 0.8698932 | 13270.73568 | 2.591316 | 4.3833111 | 2000-2009 –> 2010-2019 | 1.8755915 | 1.0056983 | 25169.77046 | 6.907323 | 8 | 14 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 5181 | 0.8704505 | 13279.37118 | 993.737997 | 4.3930565 | 2000-2009 –> 2010-2019 | 1.8756473 | 1.0051969 | 25176.24474 | 1552.948318 | 9 | 14 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 5181 | 0.8704817 | 13277.74272 | 2.983618 | 4.4098990 | 2000-2009 –> 2010-2019 | 1.8766176 | 1.0061359 | 25180.40732 | 7.537014 | 10 | 17 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ oxygen + aou + phosphate_star | 5181 | 0.8637095 | 13194.81348 | 489.427505 | 4.8550195 | 2000-2009 –> 2010-2019 | 1.8796222 | 1.0159127 | 25176.16676 | 1012.669909 | 4 | 14 |
| Indo-Pacific | (27.85,27.95] | 3 | cstar_tref ~ temp + aou + phosphate | 5181 | 0.8696701 | 13266.07803 | 143.347564 | 4.3615665 | 2000-2009 –> 2010-2019 | 1.8861827 | 1.0165126 | 25252.35713 | 215.963634 | 6 | 17 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 7839 | 1.0096532 | 22410.73536 | 662.043260 | 7.0191090 | 1982-1999 –> 2000-2009 | 2.1246640 | 1.1150108 | 40028.07729 | 994.250669 | 1 | 2 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 7839 | 1.0166454 | 22518.93614 | 649.476738 | 7.0592081 | 1982-1999 –> 2000-2009 | 2.1335875 | 1.1169422 | 40156.21859 | 986.179496 | 2 | 4 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 7839 | 1.0176664 | 22534.67344 | 439.648675 | 7.0526893 | 1982-1999 –> 2000-2009 | 2.1358397 | 1.1181734 | 40184.64947 | 753.477781 | 3 | 6 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 7839 | 1.0242477 | 22633.73739 | 15.834962 | 6.8631213 | 1982-1999 –> 2000-2009 | 2.2250318 | 1.2007841 | 41102.98247 | 26.997324 | 4 | 11 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 7839 | 1.1283094 | 24150.77286 | 567.438674 | 8.5425699 | 1982-1999 –> 2000-2009 | 2.3065587 | 1.1782493 | 42401.73313 | 887.009067 | 8 | 12 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate_star | 7839 | 1.1472014 | 24411.10576 | 428.309234 | 8.6124280 | 1982-1999 –> 2000-2009 | 2.3396285 | 1.1924271 | 42799.88148 | 751.306665 | 11 | 16 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 7839 | 1.1460845 | 24395.83493 | 396.967612 | 8.5366001 | 1982-1999 –> 2000-2009 | 2.3461019 | 1.2000174 | 42857.72113 | 701.809299 | 10 | 16 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 7839 | 1.0584690 | 23148.99820 | 15.609832 | 6.4233802 | 1982-1999 –> 2000-2009 | 2.3772280 | 1.3187590 | 42698.04302 | 27.703419 | 6 | 16 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 7839 | 1.0584025 | 23148.01303 | 11.798426 | 6.4168539 | 1982-1999 –> 2000-2009 | 2.3814506 | 1.3230481 | 42734.47104 | 22.122384 | 5 | 16 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 7839 | 1.0587524 | 23153.19522 | 114.797957 | 6.5921848 | 1982-1999 –> 2000-2009 | 2.3983046 | 1.3395522 | 42882.49317 | 198.848937 | 7 | 19 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 9093 | 0.6936937 | 19167.74459 | 764.194384 | 7.0424930 | 2000-2009 –> 2010-2019 | 1.7033469 | 1.0096532 | 41578.47994 | 1426.237644 | 1 | 2 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 9093 | 0.6963573 | 19237.44016 | 751.471426 | 7.2469722 | 2000-2009 –> 2010-2019 | 1.7130026 | 1.0166454 | 41756.37631 | 1400.948164 | 2 | 4 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 9093 | 0.6964785 | 19240.60740 | 573.290891 | 7.2381798 | 2000-2009 –> 2010-2019 | 1.7141449 | 1.0176664 | 41775.28084 | 1012.939566 | 3 | 6 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 9093 | 0.6969388 | 19250.62133 | 8.689577 | 7.0880384 | 2000-2009 –> 2010-2019 | 1.7211865 | 1.0242477 | 41884.35872 | 24.524539 | 4 | 8 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate | 9093 | 0.7165113 | 19754.30912 | 140.392791 | 6.1533447 | 2000-2009 –> 2010-2019 | 1.7749804 | 1.0584690 | 42903.30733 | 258.262155 | 5 | 11 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 9093 | 0.7167666 | 19760.78610 | 6.471216 | 6.0787217 | 2000-2009 –> 2010-2019 | 1.7751691 | 1.0584025 | 42908.79913 | 18.269642 | 6 | 11 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 9093 | 0.7178903 | 19789.27502 | 140.123744 | 5.8226115 | 2000-2009 –> 2010-2019 | 1.7766427 | 1.0587524 | 42942.47024 | 254.921702 | 7 | 14 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 9093 | 0.8201517 | 22211.15216 | 728.657515 | 7.6235523 | 2000-2009 –> 2010-2019 | 1.9484611 | 1.1283094 | 46361.92502 | 1296.096189 | 8 | 16 |
| Indo-Pacific | (27.95,28.05] | 3 | cstar_tref ~ temp + aou + phosphate | 9093 | 0.8292897 | 22410.65658 | 138.139639 | 6.7807099 | 2000-2009 –> 2010-2019 | 1.9724605 | 1.1431708 | 46764.58204 | 246.838403 | 9 | 18 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 9093 | 0.8321233 | 22474.69005 | 555.664730 | 7.6305336 | 2000-2009 –> 2010-2019 | 1.9782078 | 1.1460845 | 46870.52499 | 952.632342 | 10 | 20 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 5262 | 0.6729286 | 10778.18409 | 566.905661 | 7.3449750 | 1982-1999 –> 2000-2009 | 1.4975624 | 0.8246338 | 20081.28941 | 922.475363 | 4 | 5 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 5262 | 0.6735740 | 10788.27273 | 768.976089 | 7.3948013 | 1982-1999 –> 2000-2009 | 1.4986200 | 0.8250459 | 20095.16350 | 1150.679574 | 6 | 8 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5262 | 0.6711055 | 10749.63362 | 781.616694 | 7.1888448 | 1982-1999 –> 2000-2009 | 1.4995817 | 0.8284762 | 20087.95719 | 1159.904400 | 1 | 4 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 5262 | 0.6728281 | 10774.61199 | 697.328552 | 6.8625709 | 1982-1999 –> 2000-2009 | 1.5075866 | 0.8347585 | 20168.16761 | 1014.306037 | 3 | 8 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 5262 | 0.6850629 | 10964.26213 | 23.225979 | 7.4258056 | 1982-1999 –> 2000-2009 | 1.5147434 | 0.8296806 | 20311.59133 | 48.323324 | 9 | 13 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 5262 | 0.6749441 | 10807.65748 | 22.341186 | 7.3940104 | 1982-1999 –> 2000-2009 | 1.5251669 | 0.8502228 | 20340.27808 | 45.979732 | 8 | 17 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 5262 | 0.6743335 | 10798.13298 | 19.864863 | 7.3602419 | 1982-1999 –> 2000-2009 | 1.5261119 | 0.8517783 | 20344.60137 | 40.286304 | 7 | 17 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5262 | 0.6715610 | 10754.77481 | 104.937953 | 7.1883238 | 1982-1999 –> 2000-2009 | 1.5310294 | 0.8594683 | 20369.33393 | 209.633243 | 2 | 14 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 5262 | 0.6873736 | 10999.70066 | 350.026719 | 7.9275675 | 1982-1999 –> 2000-2009 | 1.5348864 | 0.8475128 | 20508.13450 | 574.879596 | 10 | 17 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 5262 | 0.7109424 | 11354.50063 | 578.697347 | 8.5802944 | 1982-1999 –> 2000-2009 | 1.5557557 | 0.8448133 | 20838.76491 | 953.376205 | 12 | 18 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 7396 | 0.4637467 | 9636.51685 | 765.340707 | 5.0561732 | 2000-2009 –> 2010-2019 | 1.1348522 | 0.6711055 | 20386.15047 | 1546.957401 | 3 | 4 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 7396 | 0.4636969 | 9634.93006 | 625.693435 | 5.1219988 | 2000-2009 –> 2010-2019 | 1.1366255 | 0.6729286 | 20413.11415 | 1192.599096 | 2 | 6 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 7396 | 0.4637981 | 9636.15561 | 678.395577 | 5.0739750 | 2000-2009 –> 2010-2019 | 1.1366262 | 0.6728281 | 20410.76759 | 1375.724129 | 4 | 7 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 7396 | 0.4636950 | 9634.86815 | 757.957743 | 5.2009316 | 2000-2009 –> 2010-2019 | 1.1372690 | 0.6735740 | 20423.14089 | 1526.933833 | 1 | 7 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 7396 | 0.4849109 | 10294.63479 | 72.644796 | 6.1701678 | 2000-2009 –> 2010-2019 | 1.1564719 | 0.6715610 | 21049.40959 | 177.582749 | 6 | 8 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 7396 | 0.4700778 | 9835.09371 | 337.295571 | 4.6250195 | 2000-2009 –> 2010-2019 | 1.1574515 | 0.6873736 | 20834.79438 | 687.322291 | 5 | 15 |
| Indo-Pacific | (28.05,28.1] | 3 | cstar_tref ~ sal + aou + phosphate | 7396 | 0.4863297 | 10335.85178 | 70.298154 | 6.1612193 | 2000-2009 –> 2010-2019 | 1.1593034 | 0.6729737 | 21110.74092 | 156.351767 | 7 | 12 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 7396 | 0.4873785 | 10369.71829 | 7.173718 | 6.3511594 | 2000-2009 –> 2010-2019 | 1.1617121 | 0.6743335 | 21167.85127 | 27.038581 | 8 | 15 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 7396 | 0.4879838 | 10388.07755 | 8.131384 | 6.3911475 | 2000-2009 –> 2010-2019 | 1.1629279 | 0.6749441 | 21195.73503 | 30.472570 | 9 | 17 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 7396 | 0.5166857 | 11233.47797 | 9.104201 | 6.8125542 | 2000-2009 –> 2010-2019 | 1.2017486 | 0.6850629 | 22197.74009 | 32.330180 | 14 | 23 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 7920 | 0.6788995 | 16355.43673 | 476.559067 | 12.4582061 | 1982-1999 –> 2000-2009 | 1.2566631 | 0.5777636 | 28730.11944 | 658.972290 | 2 | 3 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 7920 | 0.6784997 | 16346.10681 | 417.088135 | 12.3781591 | 1982-1999 –> 2000-2009 | 1.2566961 | 0.5781963 | 28731.42286 | 577.546625 | 1 | 3 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 7920 | 0.6827947 | 16446.05982 | 804.477223 | 12.6067145 | 1982-1999 –> 2000-2009 | 1.2614193 | 0.5786246 | 28841.89131 | 1293.875965 | 4 | 7 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate | 7920 | 0.6855604 | 16510.09063 | 473.516298 | 12.7050828 | 1982-1999 –> 2000-2009 | 1.2651446 | 0.5795842 | 28929.45464 | 654.002243 | 6 | 10 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 7920 | 0.6790043 | 16355.88189 | 35.682230 | 12.5045274 | 1982-1999 –> 2000-2009 | 1.2789752 | 0.5999709 | 29264.21190 | 71.675985 | 3 | 11 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 7920 | 0.6829488 | 16447.63280 | 195.803673 | 12.6596031 | 1982-1999 –> 2000-2009 | 1.2812030 | 0.5982542 | 29315.26927 | 400.366705 | 5 | 12 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 7920 | 0.6978825 | 16790.26766 | 116.450362 | 12.8227868 | 1982-1999 –> 2000-2009 | 1.2813742 | 0.5834916 | 29303.05763 | 202.128882 | 8 | 13 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 7920 | 0.6859350 | 16516.74387 | 50.218809 | 12.7937760 | 1982-1999 –> 2000-2009 | 1.2836929 | 0.5977579 | 29372.59238 | 99.554857 | 7 | 13 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 7920 | 0.7043443 | 16936.25752 | 407.110920 | 12.3819561 | 1982-1999 –> 2000-2009 | 1.3101350 | 0.6057907 | 29981.68476 | 569.611034 | 9 | 18 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + oxygen + nitrate | 7920 | 0.7101104 | 17063.40370 | 31.612045 | 12.6899517 | 1982-1999 –> 2000-2009 | 1.3212551 | 0.6111446 | 30231.79678 | 60.388783 | 10 | 20 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 9857 | 0.4471915 | 12121.75246 | 306.642945 | 4.3171947 | 2000-2009 –> 2010-2019 | 1.1256913 | 0.6784997 | 28467.85928 | 723.731080 | 1 | 2 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 9857 | 0.4482444 | 12168.11201 | 316.186822 | 4.4740392 | 2000-2009 –> 2010-2019 | 1.1271439 | 0.6788995 | 28523.54875 | 792.745889 | 2 | 4 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 9857 | 0.4507552 | 12278.23012 | 590.835585 | 4.7732054 | 2000-2009 –> 2010-2019 | 1.1335499 | 0.6827947 | 28724.28994 | 1395.312809 | 3 | 7 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + oxygen + nitrate + phosphate_star | 9857 | 0.4509925 | 12288.60759 | 332.865419 | 4.7887897 | 2000-2009 –> 2010-2019 | 1.1365529 | 0.6855604 | 28798.69822 | 887.337337 | 4 | 10 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 9857 | 0.4729234 | 13222.68033 | 34.116000 | 5.5489864 | 2000-2009 –> 2010-2019 | 1.1519277 | 0.6790043 | 29578.56223 | 69.798230 | 6 | 9 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 9857 | 0.4524213 | 12348.96186 | 295.388022 | 4.6359381 | 2000-2009 –> 2010-2019 | 1.1567656 | 0.7043443 | 29285.21938 | 702.498942 | 5 | 14 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + oxygen + aou + nitrate | 9857 | 0.4766900 | 13379.07206 | 135.549501 | 5.8451017 | 2000-2009 –> 2010-2019 | 1.1596388 | 0.6829488 | 29826.70486 | 331.353174 | 7 | 12 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + oxygen + nitrate | 9857 | 0.4777067 | 13421.07294 | 46.948401 | 5.9179511 | 2000-2009 –> 2010-2019 | 1.1636417 | 0.6859350 | 29937.81681 | 97.167211 | 8 | 15 |
| Indo-Pacific | (28.1,28.2] | 3 | cstar_tref ~ sal + oxygen + nitrate | 9857 | 0.4886472 | 13865.47284 | 32.077788 | 5.7454067 | 2000-2009 –> 2010-2019 | 1.1987577 | 0.7101104 | 30928.87654 | 63.689832 | 9 | 19 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 9857 | 0.5738586 | 17036.34423 | 80.612633 | 6.6233461 | 2000-2009 –> 2010-2019 | 1.2717411 | 0.6978825 | 33826.61189 | 197.062996 | 10 | 18 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 1127 | 0.4855448 | 1583.80933 | 433.689085 | 1.5130851 | 1982-1999 –> 2000-2009 | 0.7601082 | 0.2745634 | 1896.78981 | 1402.161055 | 1 | 3 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 1127 | 0.4861273 | 1586.51151 | 438.260884 | 1.5237512 | 1982-1999 –> 2000-2009 | 0.7601872 | 0.2740599 | 1895.14977 | 1410.284352 | 4 | 5 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1127 | 0.4859750 | 1585.80520 | 438.405292 | 1.5180327 | 1982-1999 –> 2000-2009 | 0.7608250 | 0.2748501 | 1901.25479 | 1414.325155 | 3 | 6 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + oxygen + nitrate + phosphate | 1127 | 0.4889956 | 1597.77205 | 423.609242 | 1.5668594 | 1982-1999 –> 2000-2009 | 0.7720486 | 0.2830530 | 1980.80183 | 1355.951561 | 9 | 14 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 1127 | 0.4958485 | 1629.14075 | 359.413198 | 1.5335098 | 1982-1999 –> 2000-2009 | 0.7778049 | 0.2819563 | 2002.98609 | 770.203335 | 11 | 15 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ oxygen + aou + nitrate + phosphate | 1127 | 0.4864885 | 1586.18566 | 390.301938 | 1.5074854 | 1982-1999 –> 2000-2009 | 0.7897780 | 0.3032895 | 2132.59680 | 1354.017423 | 7 | 13 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ temp + oxygen + nitrate + phosphate | 1127 | 0.4859614 | 1583.74230 | 388.524079 | 1.4962313 | 1982-1999 –> 2000-2009 | 0.7905355 | 0.3045741 | 2140.15369 | 1349.908329 | 2 | 9 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 1127 | 0.4864229 | 1585.88185 | 393.971457 | 1.5008060 | 1982-1999 –> 2000-2009 | 0.7914692 | 0.3050463 | 2145.95813 | 1359.633660 | 6 | 14 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ nitrate + phosphate + phosphate_star | 1127 | 0.4890027 | 1595.80451 | 387.109119 | 1.5637756 | 1982-1999 –> 2000-2009 | 0.7979661 | 0.3089634 | 2184.06926 | 1307.311760 | 10 | 20 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1127 | 0.4864041 | 1585.79487 | 438.248710 | 1.5397933 | 1982-1999 –> 2000-2009 | 0.7994831 | 0.3130790 | 2207.36825 | 1302.415240 | 5 | 16 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ aou + nitrate + phosphate | 1619 | 0.3228429 | 943.67391 | 770.914363 | 1.3114655 | 2000-2009 –> 2010-2019 | 0.8093897 | 0.4865468 | 2528.12978 | 1142.994951 | 12 | 13 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ temp + nitrate + phosphate | 1619 | 0.3172157 | 886.73742 | 257.942704 | 1.4202336 | 2000-2009 –> 2010-2019 | 0.8155135 | 0.4982978 | 2524.98467 | 528.591859 | 1 | 3 |
| Indo-Pacific | (28.2,28.3] | 2 | cstar_tref ~ nitrate + phosphate | 1619 | 0.3231806 | 945.06002 | 56.384963 | 1.3366991 | 2000-2009 –> 2010-2019 | 0.8259869 | 0.5028062 | 2601.60883 | 126.802686 | 13 | 16 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1619 | 0.3178522 | 895.22855 | 92.959534 | 1.5909499 | 2000-2009 –> 2010-2019 | 1.0843409 | 0.7664887 | 3506.09784 | 128.889895 | 2 | 6 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + oxygen + aou + phosphate_star | 1619 | 0.3179144 | 895.86154 | 199.643237 | 1.5955621 | 2000-2009 –> 2010-2019 | 1.0849407 | 0.7670263 | 3508.31117 | 645.120079 | 4 | 9 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + oxygen + phosphate_star | 1619 | 0.3179043 | 895.75894 | 65.306945 | 1.5951202 | 2000-2009 –> 2010-2019 | 1.0862957 | 0.7683915 | 3512.21665 | 92.797701 | 3 | 10 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ sal + phosphate + phosphate_star | 1619 | 0.3186124 | 900.96366 | 60.878766 | 1.5465714 | 2000-2009 –> 2010-2019 | 1.0877203 | 0.7691079 | 3517.52206 | 79.117937 | 6 | 14 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 1619 | 0.3179923 | 896.65518 | 64.884124 | 1.6019846 | 2000-2009 –> 2010-2019 | 1.0942737 | 0.7762814 | 3536.13917 | 92.223355 | 5 | 14 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ sal + aou + phosphate | 1619 | 0.3332836 | 1046.73356 | 52.509656 | 1.7867717 | 2000-2009 –> 2010-2019 | 1.1004249 | 0.7671413 | 3657.52109 | 83.035572 | 20 | 26 |
| Indo-Pacific | (28.2,28.3] | 3 | cstar_tref ~ temp + aou + phosphate | 1619 | 0.3200020 | 915.05493 | 12.528353 | 1.6134117 | 2000-2009 –> 2010-2019 | 1.1066719 | 0.7866699 | 3582.50287 | 40.433238 | 10 | 21 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ temp + oxygen + nitrate | 56 | 0.0013633 | -570.03849 | 3.293035 | 0.0033946 | 1982-1999 –> 2000-2009 | 0.6486101 | 0.6472468 | -270.76867 | 789.922408 | 12 | 13 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ temp + aou + nitrate | 56 | 0.0013694 | -569.53494 | 36.351364 | 0.0033795 | 1982-1999 –> 2000-2009 | 0.6501038 | 0.6487343 | -269.59022 | 559.681207 | 13 | 15 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + aou + nitrate | 56 | 0.0008007 | -629.64002 | 7.937995 | 0.0022086 | 1982-1999 –> 2000-2009 | 0.6783650 | 0.6775643 | -316.91183 | 325.127700 | 1 | 4 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + temp + phosphate_star | 56 | 0.0015096 | -558.61891 | 12.336862 | 0.0035473 | 1982-1999 –> 2000-2009 | 0.6945544 | 0.6930448 | -239.24922 | 282.484979 | 17 | 21 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ aou + nitrate | 56 | 0.0105251 | -343.12604 | 1.389320 | 0.0306199 | 1982-1999 –> 2000-2009 | 0.7281434 | 0.7176183 | -15.51243 | 197.396492 | 24 | 29 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ oxygen + nitrate | 56 | 0.0014445 | -565.56011 | 2.974255 | 0.0030674 | 1982-1999 –> 2000-2009 | 0.7579145 | 0.7564700 | -222.44535 | 199.432188 | 15 | 21 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + temp + nitrate | 56 | 0.0008008 | -629.62571 | 5.582700 | 0.0022026 | 1982-1999 –> 2000-2009 | 0.7663105 | 0.7655097 | -281.01853 | 213.863885 | 2 | 9 |
| Indo-Pacific | (28.3, Inf] | 2 | cstar_tref ~ sal + nitrate | 56 | 0.0008009 | -631.61787 | 4.436591 | 0.0021942 | 1982-1999 –> 2000-2009 | 0.7665042 | 0.7657034 | -284.93631 | 7.594849 | 3 | 11 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ temp + nitrate + phosphate_star | 56 | 0.0008934 | -617.37129 | 41.515703 | 0.0019575 | 1982-1999 –> 2000-2009 | 0.7829323 | 0.7820389 | -262.48349 | 727.882269 | 7 | 18 |
| Indo-Pacific | (28.3, Inf] | 3 | cstar_tref ~ sal + temp + aou | 56 | 0.0035132 | -464.01711 | 16.627819 | 0.0078569 | 1982-1999 –> 2000-2009 | 0.7831498 | 0.7796366 | -110.03382 | 391.574302 | 20 | 29 |
5.4.2 per fitting unit
lm_best %>%
select(-n_predictors) %>%
group_by(basin, gamma_slab, eras) %>%
summarise(rmse_sum_mean = mean(rmse_sum),
ais_sum_mean = mean(aic_sum)) %>%
ungroup() %>%
kable() %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| basin | gamma_slab | eras | rmse_sum_mean | ais_sum_mean |
|---|---|---|---|---|
| Atlantic | (-Inf,26] | 1982-1999 –> 2000-2009 | 9.5545702 | 2487.803 |
| Atlantic | (-Inf,26] | 2000-2009 –> 2010-2019 | 8.8066403 | 2593.609 |
| Atlantic | (26,26.5] | 1982-1999 –> 2000-2009 | 8.0119483 | 7155.988 |
| Atlantic | (26,26.5] | 2000-2009 –> 2010-2019 | 9.0695925 | 8130.486 |
| Atlantic | (26.5,26.75] | 1982-1999 –> 2000-2009 | 6.3846940 | 6846.152 |
| Atlantic | (26.5,26.75] | 2000-2009 –> 2010-2019 | 6.7518936 | 6728.296 |
| Atlantic | (26.75,27] | 1982-1999 –> 2000-2009 | 6.2599444 | 10122.865 |
| Atlantic | (26.75,27] | 2000-2009 –> 2010-2019 | 6.4284001 | 9770.283 |
| Atlantic | (27,27.25] | 1982-1999 –> 2000-2009 | 4.8293893 | 13077.667 |
| Atlantic | (27,27.25] | 2000-2009 –> 2010-2019 | 5.7756043 | 11546.374 |
| Atlantic | (27.25,27.5] | 1982-1999 –> 2000-2009 | 5.0727290 | 16601.433 |
| Atlantic | (27.25,27.5] | 2000-2009 –> 2010-2019 | 6.7805679 | 17228.609 |
| Atlantic | (27.5,27.75] | 1982-1999 –> 2000-2009 | 5.5667840 | 22346.283 |
| Atlantic | (27.5,27.75] | 2000-2009 –> 2010-2019 | 7.4059034 | 25248.208 |
| Atlantic | (27.75,27.85] | 1982-1999 –> 2000-2009 | 5.8983891 | 13111.765 |
| Atlantic | (27.75,27.85] | 2000-2009 –> 2010-2019 | 6.8498238 | 15634.562 |
| Atlantic | (27.85,28.05] | 1982-1999 –> 2000-2009 | 7.5922361 | 76522.948 |
| Atlantic | (27.85,28.05] | 2000-2009 –> 2010-2019 | 8.7858832 | 87287.656 |
| Atlantic | (28.05,28.1] | 1982-1999 –> 2000-2009 | 3.6883180 | 12752.025 |
| Atlantic | (28.05,28.1] | 2000-2009 –> 2010-2019 | 4.0798532 | 14640.177 |
| Atlantic | (28.1,28.15] | 1982-1999 –> 2000-2009 | 2.5521933 | 8910.397 |
| Atlantic | (28.1,28.15] | 2000-2009 –> 2010-2019 | 2.7753004 | 12571.145 |
| Atlantic | (28.15,28.2] | 1982-1999 –> 2000-2009 | 0.9122978 | 1756.039 |
| Atlantic | (28.15,28.2] | 2000-2009 –> 2010-2019 | 1.0651031 | 2837.626 |
| Atlantic | (28.2, Inf] | 1982-1999 –> 2000-2009 | 0.8200346 | 1803.912 |
| Atlantic | (28.2, Inf] | 2000-2009 –> 2010-2019 | 0.7393202 | 1339.003 |
| Indo-Pacific | (-Inf,26] | 1982-1999 –> 2000-2009 | 19.0719440 | 42480.310 |
| Indo-Pacific | (-Inf,26] | 2000-2009 –> 2010-2019 | 19.0424197 | 64285.229 |
| Indo-Pacific | (26,26.5] | 1982-1999 –> 2000-2009 | 17.8943561 | 38564.984 |
| Indo-Pacific | (26,26.5] | 2000-2009 –> 2010-2019 | 20.4259769 | 44643.555 |
| Indo-Pacific | (26.5,26.75] | 1982-1999 –> 2000-2009 | 16.9476608 | 34451.487 |
| Indo-Pacific | (26.5,26.75] | 2000-2009 –> 2010-2019 | 19.6765712 | 38356.207 |
| Indo-Pacific | (26.75,27] | 1982-1999 –> 2000-2009 | 11.8912326 | 38993.961 |
| Indo-Pacific | (26.75,27] | 2000-2009 –> 2010-2019 | 13.5467658 | 46407.177 |
| Indo-Pacific | (27,27.25] | 1982-1999 –> 2000-2009 | 8.1509968 | 45644.987 |
| Indo-Pacific | (27,27.25] | 2000-2009 –> 2010-2019 | 9.6026977 | 53742.510 |
| Indo-Pacific | (27.25,27.5] | 1982-1999 –> 2000-2009 | 6.6832658 | 54055.954 |
| Indo-Pacific | (27.25,27.5] | 2000-2009 –> 2010-2019 | 7.0051499 | 62509.050 |
| Indo-Pacific | (27.5,27.75] | 1982-1999 –> 2000-2009 | 4.2140487 | 48911.843 |
| Indo-Pacific | (27.5,27.75] | 2000-2009 –> 2010-2019 | 4.2624618 | 58957.727 |
| Indo-Pacific | (27.75,27.85] | 1982-1999 –> 2000-2009 | 2.3978501 | 17259.230 |
| Indo-Pacific | (27.75,27.85] | 2000-2009 –> 2010-2019 | 2.2588528 | 21207.201 |
| Indo-Pacific | (27.85,27.95] | 1982-1999 –> 2000-2009 | 2.2162399 | 21476.217 |
| Indo-Pacific | (27.85,27.95] | 2000-2009 –> 2010-2019 | 1.8737156 | 25143.883 |
| Indo-Pacific | (27.95,28.05] | 1982-1999 –> 2000-2009 | 2.2768395 | 41784.627 |
| Indo-Pacific | (27.95,28.05] | 2000-2009 –> 2010-2019 | 1.8077602 | 43574.610 |
| Indo-Pacific | (28.05,28.1] | 1982-1999 –> 2000-2009 | 1.5191044 | 20314.528 |
| Indo-Pacific | (28.05,28.1] | 2000-2009 –> 2010-2019 | 1.1544988 | 20918.944 |
| Indo-Pacific | (28.1,28.2] | 1982-1999 –> 2000-2009 | 1.2796558 | 29270.150 |
| Indo-Pacific | (28.1,28.2] | 2000-2009 –> 2010-2019 | 1.1625411 | 29789.819 |
| Indo-Pacific | (28.2,28.3] | 1982-1999 –> 2000-2009 | 0.7800206 | 2048.713 |
| Indo-Pacific | (28.2,28.3] | 2000-2009 –> 2010-2019 | 1.0095558 | 3247.503 |
| Indo-Pacific | (28.3, Inf] | 1982-1999 –> 2000-2009 | 0.7256588 | -227.295 |
5.5 Target variable coefficients
A data frame to map the target variable is prepared.
# create table with two era belonging to one eras
eras_forward <- lm_all_fitted_wide %>%
arrange(era) %>%
group_by(basin, gamma_slab, model) %>%
mutate(eras = paste(era, lead(era), sep = " --> ")) %>%
ungroup() %>%
select(era, eras) %>%
unique()
eras_backward <- lm_all_fitted_wide %>%
arrange(era) %>%
group_by(basin, gamma_slab, model) %>%
mutate(eras = paste(lag(era), era, sep = " --> ")) %>%
ungroup() %>%
select(era, eras) %>%
unique()
eras_era <- full_join(eras_backward, eras_forward) %>%
filter(str_detect(eras, "NA") == FALSE)
# extend best model selection from eras to era
lm_best_target <- full_join(
lm_best %>% select(basin, gamma_slab, model, eras),
eras_era)
lm_best_target <- left_join(lm_best_target, lm_all_fitted_wide)
rm(eras_era, eras_forward, eras_backward,
lm_all_fitted)5.6 Plot selected model residuals
# plot model diagnostics, if activated
if (params_local$plot_all_figures == "y") {
# mutate predictors column
lm_best_plot <- lm_best_target %>%
select(basin, gamma_slab, model, eras, era) %>%
mutate(
predictors = str_remove(model, paste(params_local$MLR_target, "~ ")),
predictors = str_replace_all(predictors, "\\+ ", "")
)
# loop across all basins, era, gamma slabs, and MLRs
# fit all MLR models
for (i_basin in unique(GLODAP$basin)) {
for (i_era in unique(GLODAP$era)) {
#i_basin <- unique(GLODAP$basin)[1]
#i_era <- unique(GLODAP$era)[2]
print(i_basin)
print(i_era)
GLODAP_basin_era <- GLODAP %>%
filter(basin == i_basin, era == i_era)
for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
#i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[1]
print(i_gamma_slab)
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
lm_best_basin_era_slab <- lm_best_plot %>%
filter(basin == i_basin, era == i_era, gamma_slab == i_gamma_slab)
for (i_eras in unique(lm_best_basin_era_slab$eras)) {
#i_eras <- unique(lm_best_basin_era_slab$eras)[1]
print(i_eras)
lm_best_basin_era_slab_eras <- lm_best_basin_era_slab %>%
filter(eras == i_eras)
for (i_predictors in unique(lm_best_basin_era_slab_eras$predictors)) {
#i_predictors <- unique(lm_best_basin_era_slab$predictors)[1]
print(i_predictors)
# extract one model definition
i_lm <- lm_all %>%
filter(predictors == i_predictors) %>%
select(lm_coeff) %>%
pull()
# fit model
if (params_local$MLR_type == "rlm") {
i_lm_fit <- MASS::rlm(as.formula(i_lm),
data = GLODAP_basin_era_slab)
}
if (params_local$MLR_type == "lm") {
i_lm_fit <- lm(as.formula(i_lm),
data = GLODAP_basin_era_slab)
}
# plot model diagnostics vs predictors
p_model_predictors <- ggnostic(
i_lm_fit,
columnsY = c(params_local$MLR_target, ".fitted", ".resid"),
title = paste(
"era:",
i_era,
"| eras:",
i_eras,
"| basin:",
i_basin,
"| gamma slab:",
i_gamma_slab,
"| predictors:",
i_predictors
)
)
ggsave(
plot = p_model_predictors,
path = paste(path_version_figures, "eMLR_diagnostics/", sep = ""),
filename = paste(
"MLR_residuals",
i_era,
i_eras,
i_basin,
i_gamma_slab,
i_predictors,
"predictors.png",
sep = "_"
),
width = 14,
height = 8
)
rm(p_model_predictors)
# plot model diagnostics vs location
GLODAP_basin_era_slab <- GLODAP_basin_era_slab %>%
mutate(fitted = i_lm_fit$fitted.values,
residuals = i_lm_fit$residuals)
GLODAP_basin_era_slab_long <- GLODAP_basin_era_slab %>%
pivot_longer(cols = c(params_local$MLR_target , fitted, residuals),
names_to = "estimate",
values_to = "value"
) %>%
pivot_longer(cols = c(lat, lon, depth),
names_to = "coordinate_type",
values_to = "coordinate_value"
)
p_model_coordinate <- GLODAP_basin_era_slab_long %>%
ggplot(aes(coordinate_value, value)) +
geom_bin2d() +
scale_fill_viridis_c() +
labs(
title = paste(
"era:",
i_era,
"| eras:",
i_eras,
"| basin:",
i_basin,
"| gamma slab:",
i_gamma_slab,
"| predictors:",
i_predictors
)
) +
facet_grid(estimate~coordinate_type,
scales = "free")
ggsave(
plot = p_model_coordinate,
path = paste(path_version_figures, "eMLR_diagnostics", sep = ""),
filename = paste(
"Location_MLR_residuals",
i_era,
i_eras,
i_basin,
i_gamma_slab,
i_predictors,
"predictors.png",
sep = "_"
),
width = 14,
height = 8
)
rm(p_model_coordinate)
}
}
}
}
}
rm(
lm_best_plot,
lm_best_basin_era_slab,
i_rmse,
GLODAP_basin_era,
GLODAP_basin_era_slab,
i_lm,
lm_all_fitted,
i_basin,
i_era,
i_gamma_slab,
i_predictors,
lm_all,
i_aic,
i_n_predictors,
i_resid_max
)
}Individual residual plots of the MLR models for each basin, era, eras and neutral density (gamma) slab are available at:
/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/eMLR_diagnostics/
5.7 Cant coeffcients
A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.
# pivot long format
lm_best_long <- lm_best_target %>%
pivot_longer(cols = starts_with("coeff_"),
names_to = "term",
values_to = "estimate",
names_prefix = "coeff_")
# subtract coefficients of adjacent era
lm_best_long <- lm_best_long %>%
arrange(era) %>%
group_by(basin, gamma_slab, eras, model, term) %>%
mutate(delta_coeff = estimate - lag(estimate)) %>%
ungroup() %>%
arrange(basin, gamma_slab, model, term, eras) %>%
drop_na() %>%
select(-c(era,estimate))
# pivot back to wide format
lm_best_cant <- lm_best_long %>%
pivot_wider(values_from = delta_coeff,
names_from = term,
names_prefix = "delta_coeff_",
values_fill = 0)5.8 Write files
lm_best_target %>%
select(
basin,
gamma_slab,
model,
eras,
era,
starts_with("coeff_")
) %>%
write_csv(paste(path_version_data,
"lm_best_target.csv",
sep = ""))
lm_best_cant %>%
select(
basin,
gamma_slab,
model,
eras,
starts_with("delta_coeff_")
) %>%
write_csv(paste(path_version_data,
"lm_best_cant.csv",
sep = ""))
lm_best %>%
write_csv(paste(path_version_data,
"lm_best.csv",
sep = ""))6 Model diagnotics
6.1 Selection criterion vs predictors
The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).
6.1.1 All models
if (params_local$MLR_criterion != "rank") {
lm_all_fitted_wide %>%
ggplot(aes(as.factor(n_predictors),
!!sym(params_local$MLR_criterion),
col = basin)) +
geom_hline(yintercept = 10) +
geom_boxplot() +
facet_grid(gamma_slab~era) +
scale_color_brewer(palette = "Set1") +
labs(x="Number of predictors")
}6.1.2 Best models
if (params_local$MLR_criterion != "rank") {
lm_best_target %>%
ggplot(aes("",
!!sym(params_local$MLR_criterion),
col = basin)) +
geom_hline(yintercept = 10) +
geom_boxplot() +
facet_grid(gamma_slab~era) +
scale_color_brewer(palette = "Set1") +
labs(x="Number of predictors pooled")
}6.2 RMSE correlation between eras
RMSE was plotted to compare the agreement for one model applied to two adjacent eras (ie check whether the same predictor combination performs equal in both eras).
6.2.1 All models
# find max rmse to scale axis
max_rmse <-
max(c(lm_all_fitted_wide_eras$rmse,
lm_all_fitted_wide_eras$rmse_sum - lm_all_fitted_wide_eras$rmse))
lm_all_fitted_wide_eras %>%
ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
coord_equal(xlim = c(0,max_rmse),
ylim = c(0,max_rmse)) +
facet_grid(eras ~ basin)
| Version | Author | Date |
|---|---|---|
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 6c53dbf | Donghe-Zhu | 2021-03-25 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| b865899 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| dba33c8 | Donghe-Zhu | 2021-03-09 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| c024d1a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 9ef3222 | Donghe-Zhu | 2021-03-05 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| ee69bc1 | Donghe-Zhu | 2021-03-05 |
| a79291f | Donghe-Zhu | 2021-03-05 |
| e8c6f30 | Donghe-Zhu | 2021-03-04 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| c6e60fe | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| 287123c | Donghe-Zhu | 2021-02-27 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| adbc9bc | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 02b976d | Donghe-Zhu | 2021-02-24 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| e3bba84 | Donghe-Zhu | 2021-02-15 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| c011832 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 2f095d7 | Donghe-Zhu | 2021-02-07 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 61666de | Donghe-Zhu | 2021-01-31 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 442010d | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
rm(max_rmse)6.2.2 Best models
# find max rmse to scale axis
max_rmse <-
max(c(lm_best$rmse,
lm_best$rmse_sum - lm_best$rmse))
lm_best %>%
ggplot(aes(rmse, rmse_sum - rmse, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
coord_equal(xlim = c(0,max_rmse),
ylim = c(0,max_rmse)) +
facet_grid(eras ~ basin)
| Version | Author | Date |
|---|---|---|
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 6c53dbf | Donghe-Zhu | 2021-03-25 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 4168b43 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| fd528ed | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| b865899 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 60689fb | Donghe-Zhu | 2021-03-10 |
| dba33c8 | Donghe-Zhu | 2021-03-09 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| c024d1a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 6f50bc6 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 9ef3222 | Donghe-Zhu | 2021-03-05 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| ee69bc1 | Donghe-Zhu | 2021-03-05 |
| a79291f | Donghe-Zhu | 2021-03-05 |
| e8c6f30 | Donghe-Zhu | 2021-03-04 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c407a50 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| b71c719 | Donghe-Zhu | 2021-03-01 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| c6e60fe | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| e152917 | Donghe-Zhu | 2021-02-28 |
| 287123c | Donghe-Zhu | 2021-02-27 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| adbc9bc | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| 401eab3 | Donghe-Zhu | 2021-02-15 |
| e3bba84 | Donghe-Zhu | 2021-02-15 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| c011832 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 2f095d7 | Donghe-Zhu | 2021-02-07 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| e2ffc14 | Donghe-Zhu | 2021-02-05 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| a518739 | Donghe-Zhu | 2021-02-01 |
| 61666de | Donghe-Zhu | 2021-01-31 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 442010d | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
rm(max_rmse)6.3 Predictor counts
The number of models where a particular predictor was included were counted for each basin, density slab and compared eras
# calculate cases of predictor used
lm_all_stats <- lm_best_long %>%
filter(term != "(Intercept)",
delta_coeff != 0) %>%
group_by(basin, eras, gamma_slab) %>%
count(term) %>%
ungroup() %>%
pivot_wider(values_from = n,
names_from = term,
values_fill = 0)
# print table
lm_all_stats %>%
gt(rowname_col = "gamma_slab",
groupname_col = c("basin", "eras")) %>%
summary_rows(
groups = TRUE,
fns = list(total = "sum")
)| aou | nitrate | oxygen | phosphate | phosphate_star | sal | temp | |
|---|---|---|---|---|---|---|---|
| Atlantic - 1982-1999 --> 2000-2009 | |||||||
| (-Inf,26] | 8 | 10 | 4 | 5 | 4 | 8 | 5 |
| (26,26.5] | 8 | 10 | 2 | 3 | 7 | 5 | 7 |
| (26.5,26.75] | 7 | 10 | 2 | 2 | 6 | 6 | 6 |
| (26.75,27] | 7 | 7 | 3 | 2 | 4 | 8 | 5 |
| (27,27.25] | 7 | 10 | 4 | 4 | 3 | 10 | 5 |
| (27.25,27.5] | 6 | 9 | 3 | 3 | 7 | 10 | 6 |
| (27.5,27.75] | 7 | 10 | 5 | 3 | 4 | 10 | 5 |
| (27.75,27.85] | 5 | 10 | 2 | 7 | 5 | 8 | 6 |
| (27.85,28.05] | 6 | 10 | 2 | 5 | 5 | 10 | 5 |
| (28.05,28.1] | 7 | 10 | 3 | 5 | 4 | 10 | 5 |
| (28.1,28.15] | 6 | 10 | 4 | 3 | 5 | 10 | 5 |
| (28.15,28.2] | 5 | 10 | 4 | 0 | 4 | 8 | 4 |
| (28.2, Inf] | 6 | 10 | 3 | 7 | 4 | 6 | 8 |
| total | 85.00 | 126.00 | 41.00 | 49.00 | 62.00 | 109.00 | 72.00 |
| Atlantic - 2000-2009 --> 2010-2019 | |||||||
| (-Inf,26] | 8 | 10 | 4 | 5 | 4 | 8 | 5 |
| (26,26.5] | 7 | 10 | 4 | 4 | 4 | 6 | 8 |
| (26.5,26.75] | 7 | 10 | 3 | 1 | 6 | 7 | 5 |
| (26.75,27] | 7 | 8 | 2 | 4 | 2 | 8 | 4 |
| (27,27.25] | 7 | 10 | 3 | 5 | 4 | 10 | 5 |
| (27.25,27.5] | 6 | 10 | 3 | 5 | 5 | 10 | 4 |
| (27.5,27.75] | 5 | 10 | 4 | 5 | 4 | 10 | 5 |
| (27.75,27.85] | 6 | 10 | 3 | 8 | 5 | 6 | 5 |
| (27.85,28.05] | 5 | 10 | 4 | 8 | 2 | 9 | 5 |
| (28.05,28.1] | 7 | 10 | 4 | 7 | 3 | 7 | 6 |
| (28.1,28.15] | 6 | 10 | 2 | 4 | 6 | 10 | 5 |
| (28.15,28.2] | 5 | 8 | 4 | 1 | 4 | 10 | 5 |
| (28.2, Inf] | 6 | 10 | 3 | 6 | 5 | 6 | 8 |
| total | 82.00 | 126.00 | 43.00 | 63.00 | 54.00 | 107.00 | 70.00 |
| Indo-Pacific - 1982-1999 --> 2000-2009 | |||||||
| (-Inf,26] | 8 | 10 | 4 | 3 | 5 | 7 | 7 |
| (26,26.5] | 8 | 8 | 5 | 4 | 6 | 6 | 7 |
| (26.5,26.75] | 5 | 9 | 4 | 4 | 6 | 9 | 6 |
| (26.75,27] | 6 | 10 | 2 | 5 | 4 | 10 | 6 |
| (27,27.25] | 7 | 9 | 3 | 6 | 4 | 8 | 6 |
| (27.25,27.5] | 7 | 6 | 0 | 7 | 5 | 9 | 8 |
| (27.5,27.75] | 8 | 5 | 4 | 6 | 6 | 8 | 6 |
| (27.75,27.85] | 6 | 10 | 6 | 6 | 2 | 5 | 8 |
| (27.85,27.95] | 6 | 10 | 4 | 4 | 6 | 5 | 8 |
| (27.95,28.05] | 6 | 7 | 2 | 5 | 6 | 7 | 10 |
| (28.05,28.1] | 6 | 7 | 2 | 5 | 6 | 10 | 7 |
| (28.1,28.2] | 6 | 10 | 5 | 4 | 3 | 10 | 5 |
| (28.2,28.3] | 5 | 10 | 3 | 10 | 3 | 6 | 5 |
| (28.3, Inf] | 4 | 8 | 2 | 0 | 2 | 5 | 6 |
| total | 88.00 | 119.00 | 46.00 | 69.00 | 64.00 | 105.00 | 95.00 |
| Indo-Pacific - 2000-2009 --> 2010-2019 | |||||||
| (-Inf,26] | 8 | 10 | 4 | 4 | 2 | 7 | 8 |
| (26,26.5] | 9 | 7 | 3 | 5 | 6 | 7 | 7 |
| (26.5,26.75] | 4 | 10 | 3 | 3 | 4 | 10 | 8 |
| (26.75,27] | 5 | 7 | 5 | 4 | 6 | 8 | 7 |
| (27,27.25] | 6 | 10 | 4 | 5 | 5 | 7 | 6 |
| (27.25,27.5] | 6 | 6 | 3 | 7 | 3 | 10 | 7 |
| (27.5,27.75] | 7 | 5 | 4 | 5 | 5 | 8 | 8 |
| (27.75,27.85] | 7 | 10 | 6 | 3 | 2 | 4 | 7 |
| (27.85,27.95] | 8 | 4 | 4 | 6 | 6 | 7 | 6 |
| (27.95,28.05] | 7 | 6 | 2 | 6 | 4 | 7 | 10 |
| (28.05,28.1] | 7 | 6 | 2 | 5 | 5 | 10 | 7 |
| (28.1,28.2] | 6 | 10 | 5 | 3 | 4 | 10 | 5 |
| (28.2,28.3] | 6 | 3 | 2 | 7 | 4 | 6 | 5 |
| total | 86.00 | 94.00 | 47.00 | 63.00 | 56.00 | 101.00 | 91.00 |
6.4 RMSE alternatives
AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
lm_all_fitted_wide_eras %>%
ggplot(aes(rmse, aic, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(eras~basin)
| Version | Author | Date |
|---|---|---|
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 6c53dbf | Donghe-Zhu | 2021-03-25 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| b865899 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| dba33c8 | Donghe-Zhu | 2021-03-09 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| c024d1a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
| 112dea0 | Donghe-Zhu | 2021-03-08 |
| 1843412 | Donghe-Zhu | 2021-03-08 |
| 3fbbfa4 | Donghe-Zhu | 2021-03-07 |
| 627c8fb | Donghe-Zhu | 2021-03-07 |
| 9ef3222 | Donghe-Zhu | 2021-03-05 |
| 8c1e978 | Donghe-Zhu | 2021-03-05 |
| 865f68c | Donghe-Zhu | 2021-03-05 |
| ee69bc1 | Donghe-Zhu | 2021-03-05 |
| a79291f | Donghe-Zhu | 2021-03-05 |
| e8c6f30 | Donghe-Zhu | 2021-03-04 |
| 59288fe | Donghe-Zhu | 2021-03-04 |
| 731abc8 | Donghe-Zhu | 2021-03-04 |
| e2a5a33 | Donghe-Zhu | 2021-03-04 |
| c7892c1 | Donghe-Zhu | 2021-03-04 |
| 924430b | Donghe-Zhu | 2021-03-03 |
| 0d0bca1 | Donghe-Zhu | 2021-03-03 |
| cb63c16 | Donghe-Zhu | 2021-03-03 |
| ffda45a | Donghe-Zhu | 2021-03-03 |
| 691ba81 | Donghe-Zhu | 2021-03-03 |
| c5e45a2 | Donghe-Zhu | 2021-03-03 |
| 89c3e58 | Donghe-Zhu | 2021-03-03 |
| c911669 | Donghe-Zhu | 2021-03-03 |
| 13666ca | Donghe-Zhu | 2021-03-01 |
| c6e60fe | Donghe-Zhu | 2021-03-01 |
| 7a388f7 | Donghe-Zhu | 2021-03-01 |
| 799e913 | Donghe-Zhu | 2021-03-01 |
| 66ff99f | Donghe-Zhu | 2021-03-01 |
| ac9bb7a | Donghe-Zhu | 2021-02-28 |
| efdc047 | Donghe-Zhu | 2021-02-28 |
| e9a7418 | Donghe-Zhu | 2021-02-28 |
| 287123c | Donghe-Zhu | 2021-02-27 |
| 54d5b5b | Donghe-Zhu | 2021-02-27 |
| 330f064 | Donghe-Zhu | 2021-02-27 |
| adbc9bc | Donghe-Zhu | 2021-02-27 |
| 5937141 | Donghe-Zhu | 2021-02-27 |
| 4414bbf | Donghe-Zhu | 2021-02-27 |
| a265efb | Donghe-Zhu | 2021-02-27 |
| 19edd1e | Donghe-Zhu | 2021-02-27 |
| f20483f | Donghe-Zhu | 2021-02-26 |
| 6a2c7b3 | Donghe-Zhu | 2021-02-25 |
| 02b976d | Donghe-Zhu | 2021-02-24 |
| 354c224 | Donghe-Zhu | 2021-02-24 |
| 1a0a88a | Donghe-Zhu | 2021-02-24 |
| 57f701e | Donghe-Zhu | 2021-02-24 |
| 06f3149 | Donghe-Zhu | 2021-02-16 |
| e3bba84 | Donghe-Zhu | 2021-02-15 |
| 5dce4b1 | Donghe-Zhu | 2021-02-15 |
| 4469a0c | Donghe-Zhu | 2021-02-13 |
| 5ae6a69 | Donghe-Zhu | 2021-02-10 |
| 05385dc | Donghe-Zhu | 2021-02-10 |
| f791ae4 | Donghe-Zhu | 2021-02-09 |
| f71ae34 | Donghe-Zhu | 2021-02-09 |
| c011832 | Donghe-Zhu | 2021-02-09 |
| a145fa7 | Donghe-Zhu | 2021-02-09 |
| c344e42 | Donghe-Zhu | 2021-02-08 |
| 2f095d7 | Donghe-Zhu | 2021-02-07 |
| 1fad5f1 | Donghe-Zhu | 2021-02-07 |
| ca03c39 | Donghe-Zhu | 2021-02-07 |
| cd7c52c | Donghe-Zhu | 2021-02-04 |
| bcf84f4 | Donghe-Zhu | 2021-02-02 |
| 61666de | Donghe-Zhu | 2021-01-31 |
| 865b582 | Donghe-Zhu | 2021-01-31 |
| 3e68089 | Donghe-Zhu | 2021-01-31 |
| ecf335c | Donghe-Zhu | 2021-01-31 |
| a618965 | Donghe-Zhu | 2021-01-31 |
| 59e006e | Donghe-Zhu | 2021-01-31 |
| a1c8f87 | Donghe-Zhu | 2021-01-31 |
| ae5c18f | Donghe-Zhu | 2021-01-31 |
| b50fe52 | Donghe-Zhu | 2021-01-31 |
| ac99ae5 | jens-daniel-mueller | 2021-01-29 |
| b5bdcaf | Donghe-Zhu | 2021-01-29 |
| 442010d | Donghe-Zhu | 2021-01-29 |
| 372adf5 | Donghe-Zhu | 2021-01-29 |
| af8788e | Donghe-Zhu | 2021-01-29 |
| 21c91c9 | Donghe-Zhu | 2021-01-29 |
| eded038 | Donghe-Zhu | 2021-01-29 |
| 541d4dd | Donghe-Zhu | 2021-01-29 |
| 6a75576 | Donghe-Zhu | 2021-01-28 |
| 16fba40 | Donghe-Zhu | 2021-01-28 |
| 12bc567 | Donghe-Zhu | 2021-01-27 |
| ceed31b | Donghe-Zhu | 2021-01-27 |
| 342402d | Donghe-Zhu | 2021-01-27 |
| 5bad5c2 | Donghe-Zhu | 2021-01-27 |
| 61efb56 | Donghe-Zhu | 2021-01-25 |
| 48f638e | Donghe-Zhu | 2021-01-25 |
| c1cec47 | Donghe-Zhu | 2021-01-25 |
| 05ffb0c | Donghe-Zhu | 2021-01-25 |
| 8b97165 | Donghe-Zhu | 2021-01-25 |
| c569946 | Donghe-Zhu | 2021-01-24 |
| a2f0d56 | Donghe-Zhu | 2021-01-23 |
| 28509fc | Donghe-Zhu | 2021-01-23 |
| 4c28e4a | Donghe-Zhu | 2021-01-22 |
| 24cc264 | jens-daniel-mueller | 2021-01-22 |
| 7891955 | Donghe-Zhu | 2021-01-21 |
| d4cf1cb | Donghe-Zhu | 2021-01-21 |
| 1f3e5b6 | jens-daniel-mueller | 2021-01-20 |
| 0e7bdf1 | jens-daniel-mueller | 2021-01-15 |
| 4571843 | jens-daniel-mueller | 2021-01-14 |
| b3564aa | jens-daniel-mueller | 2021-01-14 |
| 8d032c3 | jens-daniel-mueller | 2021-01-14 |
| 17dee1d | jens-daniel-mueller | 2021-01-13 |
| 7cdea0c | jens-daniel-mueller | 2021-01-06 |
| fa85b93 | jens-daniel-mueller | 2021-01-06 |
| e5cb81a | Donghe-Zhu | 2021-01-05 |
| a499f10 | Donghe-Zhu | 2021-01-05 |
| fb8a752 | Donghe-Zhu | 2020-12-23 |
| 8fae0b2 | Donghe-Zhu | 2020-12-21 |
| c8b76b3 | jens-daniel-mueller | 2020-12-19 |
lm_best %>%
ggplot(aes(rmse, aic, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(eras~basin)
| Version | Author | Date |
|---|---|---|
| 639c9a0 | Donghe-Zhu | 2021-07-22 |
| 25bb96f | Donghe-Zhu | 2021-07-22 |
| cdc98a3 | Donghe-Zhu | 2021-07-22 |
| e4805a1 | Donghe-Zhu | 2021-07-22 |
| 7957fd1 | Donghe-Zhu | 2021-07-21 |
| b94be4e | Donghe-Zhu | 2021-07-21 |
| 9950e70 | Donghe-Zhu | 2021-07-21 |
| 698b6f0 | Donghe-Zhu | 2021-07-20 |
| d84a1cb | Donghe-Zhu | 2021-07-20 |
| 4dce223 | Donghe-Zhu | 2021-07-20 |
| 6f28c0c | Donghe-Zhu | 2021-07-20 |
| db1e7b7 | Donghe-Zhu | 2021-07-19 |
| ff0575d | Donghe-Zhu | 2021-07-19 |
| 5d60eac | Donghe-Zhu | 2021-07-19 |
| 57d0420 | Donghe-Zhu | 2021-07-16 |
| c1be8f6 | Donghe-Zhu | 2021-07-16 |
| 26a7c15 | Donghe-Zhu | 2021-07-16 |
| 046902b | Donghe-Zhu | 2021-07-16 |
| 3d4ac14 | Donghe-Zhu | 2021-07-15 |
| be6fff9 | Donghe-Zhu | 2021-07-15 |
| b473472 | Donghe-Zhu | 2021-07-15 |
| 363270a | Donghe-Zhu | 2021-07-15 |
| 8b75a03 | Donghe-Zhu | 2021-07-15 |
| a01e135 | Donghe-Zhu | 2021-07-07 |
| bc83ef2 | Donghe-Zhu | 2021-07-07 |
| 75e7b07 | Donghe-Zhu | 2021-07-06 |
| 697aa6d | Donghe-Zhu | 2021-07-06 |
| d52e2de | Donghe-Zhu | 2021-07-06 |
| f2bde6b | Donghe-Zhu | 2021-07-06 |
| 1133f28 | Donghe-Zhu | 2021-07-06 |
| fe3a1cd | Donghe-Zhu | 2021-07-06 |
| d9cdf15 | Donghe-Zhu | 2021-07-06 |
| ee4cd2d | Donghe-Zhu | 2021-07-06 |
| 93821c1 | Donghe-Zhu | 2021-07-05 |
| d44db8e | Donghe-Zhu | 2021-07-05 |
| 20b3436 | Donghe-Zhu | 2021-07-05 |
| d982ea5 | Donghe-Zhu | 2021-07-05 |
| 7397e53 | Donghe-Zhu | 2021-07-05 |
| f2e4805 | Donghe-Zhu | 2021-07-05 |
| e2d011a | Donghe-Zhu | 2021-07-05 |
| 85e0349 | Donghe-Zhu | 2021-07-05 |
| 6ee0146 | Donghe-Zhu | 2021-07-05 |
| a482a6b | Donghe-Zhu | 2021-07-05 |
| f59f1b3 | Donghe-Zhu | 2021-07-05 |
| 116bcab | Donghe-Zhu | 2021-07-04 |
| cb1c8dc | Donghe-Zhu | 2021-07-04 |
| c9bdd83 | Donghe-Zhu | 2021-07-04 |
| 1920ad9 | Donghe-Zhu | 2021-07-04 |
| 0b02791 | Donghe-Zhu | 2021-06-25 |
| caf62d8 | Donghe-Zhu | 2021-06-25 |
| 90a9da5 | Donghe-Zhu | 2021-06-25 |
| bb413c8 | Donghe-Zhu | 2021-06-25 |
| e7a5266 | Donghe-Zhu | 2021-06-24 |
| 7c57720 | Donghe-Zhu | 2021-06-24 |
| b5b95a9 | Donghe-Zhu | 2021-06-24 |
| 472aad4 | Donghe-Zhu | 2021-06-24 |
| d517836 | Donghe-Zhu | 2021-06-24 |
| 9221bfe | Donghe-Zhu | 2021-06-24 |
| bff5fbf | Donghe-Zhu | 2021-06-23 |
| 256a616 | Donghe-Zhu | 2021-06-23 |
| 00072e2 | Donghe-Zhu | 2021-06-23 |
| 7431530 | Donghe-Zhu | 2021-06-20 |
| d20c383 | Donghe-Zhu | 2021-06-18 |
| b0874a2 | Donghe-Zhu | 2021-06-17 |
| 72c2f2e | Donghe-Zhu | 2021-06-15 |
| d97dcb6 | Donghe-Zhu | 2021-06-08 |
| 25dda1d | Donghe-Zhu | 2021-06-08 |
| bd2bcc3 | Donghe-Zhu | 2021-06-08 |
| e9b27d7 | Donghe-Zhu | 2021-06-07 |
| 7ae0d4b | Donghe-Zhu | 2021-06-07 |
| 325391f | Donghe-Zhu | 2021-06-07 |
| ed89970 | Donghe-Zhu | 2021-06-07 |
| df37958 | Donghe-Zhu | 2021-06-07 |
| 812bf63 | Donghe-Zhu | 2021-06-06 |
| 65c89c8 | Donghe-Zhu | 2021-06-06 |
| 9baa3b2 | Donghe-Zhu | 2021-06-06 |
| b7d99cf | Donghe-Zhu | 2021-06-06 |
| 5d8fa90 | Donghe-Zhu | 2021-06-06 |
| dbe2a95 | Donghe-Zhu | 2021-05-28 |
| d50b039 | Donghe-Zhu | 2021-05-28 |
| 441ebe5 | Donghe-Zhu | 2021-05-28 |
| 6262ad3 | Donghe-Zhu | 2021-05-28 |
| a61aa77 | Donghe-Zhu | 2021-05-28 |
| b8dbce4 | Donghe-Zhu | 2021-05-28 |
| 94a833e | Donghe-Zhu | 2021-05-27 |
| 5e0bd64 | Donghe-Zhu | 2021-05-27 |
| af1eadd | Donghe-Zhu | 2021-05-27 |
| 9179bfe | Donghe-Zhu | 2021-05-27 |
| 28cbe5e | Donghe-Zhu | 2021-05-27 |
| a618f02 | Donghe-Zhu | 2021-05-27 |
| 4623e38 | Donghe-Zhu | 2021-05-27 |
| b81bb49 | Donghe-Zhu | 2021-05-27 |
| 951e188 | Donghe-Zhu | 2021-05-27 |
| e377833 | Donghe-Zhu | 2021-05-26 |
| 2705a04 | Donghe-Zhu | 2021-03-28 |
| cd5f759 | Donghe-Zhu | 2021-03-28 |
| 75dda4d | Donghe-Zhu | 2021-03-27 |
| 0b19f6e | Donghe-Zhu | 2021-03-27 |
| e2704ca | Donghe-Zhu | 2021-03-27 |
| 3061a0b | Donghe-Zhu | 2021-03-27 |
| b883157 | Donghe-Zhu | 2021-03-27 |
| d19654d | Donghe-Zhu | 2021-03-26 |
| 6c53dbf | Donghe-Zhu | 2021-03-25 |
| 1914a11 | Donghe-Zhu | 2021-03-24 |
| 8be810e | Donghe-Zhu | 2021-03-23 |
| bf19764 | Donghe-Zhu | 2021-03-22 |
| 3ec9d3d | Donghe-Zhu | 2021-03-22 |
| 134ace1 | Donghe-Zhu | 2021-03-22 |
| f6d70a4 | Donghe-Zhu | 2021-03-22 |
| 183443b | Donghe-Zhu | 2021-03-21 |
| 2e6976b | Donghe-Zhu | 2021-03-21 |
| 51a42bd | Donghe-Zhu | 2021-03-16 |
| f745381 | Donghe-Zhu | 2021-03-16 |
| aecbf75 | Donghe-Zhu | 2021-03-14 |
| 1b2a0c2 | Donghe-Zhu | 2021-03-14 |
| 6733e48 | Donghe-Zhu | 2021-03-12 |
| ba71e6a | Donghe-Zhu | 2021-03-12 |
| 9dbf5bd | Donghe-Zhu | 2021-03-11 |
| a49df30 | Donghe-Zhu | 2021-03-11 |
| b3348a5 | Donghe-Zhu | 2021-03-11 |
| 1c24ff7 | Donghe-Zhu | 2021-03-10 |
| 94ce5a8 | Donghe-Zhu | 2021-03-10 |
| db33928 | Donghe-Zhu | 2021-03-10 |
| 3d1f470 | Donghe-Zhu | 2021-03-10 |
| 9b7bc66 | Donghe-Zhu | 2021-03-10 |
| 4168b43 | Donghe-Zhu | 2021-03-10 |
| 5365f80 | Donghe-Zhu | 2021-03-10 |
| 2b6c392 | Donghe-Zhu | 2021-03-10 |
| 9f58753 | Donghe-Zhu | 2021-03-10 |
| fd528ed | Donghe-Zhu | 2021-03-10 |
| 9d5a62c | Donghe-Zhu | 2021-03-10 |
| 5d1e70b | Donghe-Zhu | 2021-03-10 |
| 2093979 | Donghe-Zhu | 2021-03-10 |
| b865899 | Donghe-Zhu | 2021-03-10 |
| cc2a956 | Donghe-Zhu | 2021-03-10 |
| 60689fb | Donghe-Zhu | 2021-03-10 |
| dba33c8 | Donghe-Zhu | 2021-03-09 |
| 17f1c4a | Donghe-Zhu | 2021-03-09 |
| c024d1a | Donghe-Zhu | 2021-03-09 |
| 02f7242 | Donghe-Zhu | 2021-03-09 |
| 6f50bc6 | Donghe-Zhu | 2021-03-09 |
| 1691156 | Donghe-Zhu | 2021-03-08 |
| c0ceaf8 | Donghe-Zhu | 2021-03-08 |
| 058e0a1 | Donghe-Zhu | 2021-03-08 |
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| fb8a752 | Donghe-Zhu | 2020-12-23 |
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sessionInfo()R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2
Matrix products: default
BLAS: /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] car_3.0-10 carData_3.0-4 gt_0.2.2 corrr_0.4.3
[5] broom_0.7.5 kableExtra_1.3.1 knitr_1.30 olsrr_0.5.3
[9] GGally_2.0.0 lubridate_1.7.9 ggforce_0.3.3 metR_0.9.0
[13] scico_1.2.0 patchwork_1.1.1 collapse_1.5.0 forcats_0.5.0
[17] stringr_1.4.0 dplyr_1.0.5 purrr_0.3.4 readr_1.4.0
[21] tidyr_1.1.2 tibble_3.0.4 ggplot2_3.3.3 tidyverse_1.3.0
[25] workflowr_1.6.2
loaded via a namespace (and not attached):
[1] fs_1.5.0 webshot_0.5.2 RColorBrewer_1.1-2
[4] httr_1.4.2 rprojroot_2.0.2 tools_4.0.3
[7] backports_1.1.10 R6_2.5.0 nortest_1.0-4
[10] DBI_1.1.0 colorspace_2.0-0 withr_2.3.0
[13] gridExtra_2.3 tidyselect_1.1.0 curl_4.3
[16] compiler_4.0.3 git2r_0.27.1 cli_2.2.0
[19] rvest_0.3.6 xml2_1.3.2 sass_0.2.0
[22] labeling_0.4.2 scales_1.1.1 checkmate_2.0.0
[25] goftest_1.2-2 digest_0.6.27 foreign_0.8-80
[28] rmarkdown_2.5 rio_0.5.16 pkgconfig_2.0.3
[31] htmltools_0.5.0 highr_0.8 dbplyr_1.4.4
[34] rlang_0.4.10 readxl_1.3.1 rstudioapi_0.13
[37] farver_2.0.3 generics_0.1.0 jsonlite_1.7.2
[40] zip_2.1.1 magrittr_2.0.1 Matrix_1.2-18
[43] Rcpp_1.0.5 munsell_0.5.0 fansi_0.4.1
[46] abind_1.4-5 lifecycle_1.0.0 stringi_1.5.3
[49] whisker_0.4 yaml_2.2.1 MASS_7.3-53
[52] plyr_1.8.6 grid_4.0.3 blob_1.2.1
[55] parallel_4.0.3 promises_1.1.1 crayon_1.3.4
[58] lattice_0.20-41 haven_2.3.1 hms_0.5.3
[61] pillar_1.4.7 reprex_0.3.0 glue_1.4.2
[64] evaluate_0.14 RcppArmadillo_0.10.1.2.2 data.table_1.13.6
[67] modelr_0.1.8 vctrs_0.3.6 tweenr_1.0.2
[70] httpuv_1.5.4 cellranger_1.1.0 gtable_0.3.0
[73] polyclip_1.10-0 reshape_0.8.8 assertthat_0.2.1
[76] openxlsx_4.2.3 xfun_0.20 RcppEigen_0.3.3.9.1
[79] later_1.1.0.1 viridisLite_0.3.0 ellipsis_0.3.1
[82] here_1.0.1