eMLR - model fitting
Jens Daniel Müller and Donghe Zhu
21 July, 2021
Last updated: 2021-07-21
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, aou, nitrate, silicate, 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_si)
# 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:
- 112
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 ~ temp + aou + nitrate + silicate + phosphate_star | 477 | 4.8915958 | 2882.160 | 362.521538 | 18.043546 | 1982-1999 –> 2000-2009 | 9.072544 | 4.1809487 | 7050.697 | 590.049243 | 1 | 2 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 477 | 5.0145913 | 2905.851 | 373.422189 | 16.947335 | 1982-1999 –> 2000-2009 | 9.209513 | 4.1949219 | 7079.253 | 608.695850 | 4 | 6 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 477 | 4.9681587 | 2896.976 | 197.799729 | 19.905021 | 1982-1999 –> 2000-2009 | 9.423518 | 4.4553597 | 7158.198 | 328.047326 | 2 | 6 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 477 | 4.9750212 | 2896.293 | 197.322977 | 19.926476 | 1982-1999 –> 2000-2009 | 9.513181 | 4.5381597 | 7182.362 | 324.819457 | 3 | 10 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 477 | 5.0494179 | 2912.454 | 233.050053 | 19.441929 | 1982-1999 –> 2000-2009 | 9.565555 | 4.5161373 | 7193.430 | 363.480981 | 5 | 10 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 477 | 5.1037370 | 2920.662 | 201.817646 | 18.960116 | 1982-1999 –> 2000-2009 | 9.637290 | 4.5335532 | 7205.250 | 331.630034 | 6 | 12 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 477 | 5.3468041 | 2967.047 | 373.465302 | 17.499937 | 1982-1999 –> 2000-2009 | 9.754350 | 4.4075455 | 7212.537 | 609.944671 | 8 | 11 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 477 | 5.1851515 | 2937.760 | 209.318189 | 19.433364 | 1982-1999 –> 2000-2009 | 9.868973 | 4.6838219 | 7271.891 | 339.569338 | 7 | 15 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 477 | 5.4360151 | 2980.834 | 201.767119 | 18.342691 | 1982-1999 –> 2000-2009 | 10.156740 | 4.7207249 | 7324.407 | 331.950823 | 10 | 20 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 477 | 5.3801280 | 2972.975 | 278.086313 | 19.696278 | 1982-1999 –> 2000-2009 | 10.239233 | 4.8591052 | 7360.673 | 465.422211 | 9 | 21 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 589 | 4.9797151 | 3576.639 | 230.841698 | 25.776713 | 2000-2009 –> 2010-2019 | 9.871311 | 4.8915958 | 6458.799 | 593.363236 | 1 | 2 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 589 | 5.0249301 | 3587.286 | 235.825161 | 25.049117 | 2000-2009 –> 2010-2019 | 10.039521 | 5.0145913 | 6493.137 | 609.247349 | 2 | 6 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 589 | 5.4281484 | 3678.212 | 221.012670 | 38.803071 | 2000-2009 –> 2010-2019 | 10.396307 | 4.9681587 | 6575.189 | 418.812398 | 6 | 8 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 589 | 5.4314267 | 3676.923 | 192.227594 | 37.953122 | 2000-2009 –> 2010-2019 | 10.406448 | 4.9750212 | 6573.217 | 389.550571 | 7 | 10 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 589 | 5.4470619 | 3682.310 | 211.382529 | 38.396342 | 2000-2009 –> 2010-2019 | 10.496480 | 5.0494179 | 6594.763 | 444.432582 | 8 | 13 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 589 | 5.4601459 | 3683.136 | 194.424362 | 36.898190 | 2000-2009 –> 2010-2019 | 10.563883 | 5.1037370 | 6603.797 | 396.242008 | 9 | 15 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 589 | 5.3021513 | 3650.546 | 235.664454 | 18.938210 | 2000-2009 –> 2010-2019 | 10.648955 | 5.3468041 | 6617.594 | 609.129756 | 5 | 13 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 589 | 5.5452089 | 3703.346 | 201.552401 | 36.599801 | 2000-2009 –> 2010-2019 | 10.730360 | 5.1851515 | 6641.106 | 410.870590 | 10 | 17 |
| Atlantic | (-Inf,26] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 589 | 5.1792566 | 3622.921 | 214.164312 | 30.217499 | 2000-2009 –> 2010-2019 | 10.941110 | 5.7618537 | 6661.290 | 410.540197 | 3 | 15 |
| Atlantic | (-Inf,26] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate_star | 589 | 5.1848436 | 3622.191 | 148.000924 | 29.239812 | 2000-2009 –> 2010-2019 | 10.999975 | 5.8151311 | 6667.340 | 284.605591 | 4 | 17 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 493 | 5.9611025 | 3173.335 | 177.971408 | 16.457804 | 1982-1999 –> 2000-2009 | 13.011143 | 7.0500407 | 8285.757 | 250.703685 | 1 | 3 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 493 | 6.1748606 | 3208.073 | 202.558146 | 20.668794 | 1982-1999 –> 2000-2009 | 13.220017 | 7.0451563 | 8319.447 | 298.484265 | 6 | 7 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 493 | 6.2162926 | 3214.667 | 379.352750 | 16.179258 | 1982-1999 –> 2000-2009 | 13.289925 | 7.0736321 | 8332.139 | 499.901563 | 7 | 10 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 493 | 6.0807202 | 3192.925 | 183.050526 | 16.356802 | 1982-1999 –> 2000-2009 | 13.295388 | 7.2146678 | 8340.247 | 253.628069 | 3 | 9 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 493 | 6.1055608 | 3196.945 | 358.811574 | 16.564606 | 1982-1999 –> 2000-2009 | 13.334741 | 7.2291808 | 8347.306 | 478.655916 | 4 | 11 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 493 | 6.1219999 | 3199.596 | 199.338513 | 16.956925 | 1982-1999 –> 2000-2009 | 13.352847 | 7.2308469 | 8350.305 | 301.272658 | 5 | 13 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 493 | 6.3363056 | 3233.521 | 200.832735 | 18.458894 | 1982-1999 –> 2000-2009 | 13.412188 | 7.0758821 | 8351.475 | 293.543332 | 13 | 17 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ sal + nitrate + silicate + phosphate | 493 | 6.3661410 | 3236.153 | 197.947897 | 19.968155 | 1982-1999 –> 2000-2009 | 13.442076 | 7.0759351 | 8352.118 | 289.008451 | 15 | 20 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + nitrate + silicate + phosphate | 493 | 6.3003813 | 3225.915 | 199.336122 | 20.795778 | 1982-1999 –> 2000-2009 | 13.542336 | 7.2419544 | 8376.945 | 293.873458 | 11 | 20 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 493 | 6.0069270 | 3180.886 | 89.843885 | 15.244842 | 1982-1999 –> 2000-2009 | 13.645707 | 7.6387804 | 8414.577 | 120.616783 | 2 | 21 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 668 | 5.3807279 | 4157.954 | 36.279648 | 15.539019 | 2000-2009 –> 2010-2019 | 11.461448 | 6.0807202 | 7350.879 | 219.330174 | 3 | 6 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 668 | 5.3699794 | 4155.283 | 90.762698 | 15.440119 | 2000-2009 –> 2010-2019 | 11.475540 | 6.1055608 | 7352.227 | 449.574271 | 2 | 6 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 668 | 5.3610669 | 4153.064 | 62.844858 | 15.377278 | 2000-2009 –> 2010-2019 | 11.483067 | 6.1219999 | 7352.659 | 262.183371 | 1 | 6 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 668 | 5.5866404 | 4208.127 | 23.313049 | 17.410989 | 2000-2009 –> 2010-2019 | 11.593567 | 6.0069270 | 7389.013 | 113.156933 | 4 | 6 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 668 | 5.6708730 | 4228.120 | 38.678500 | 17.577791 | 2000-2009 –> 2010-2019 | 11.631976 | 5.9611025 | 7401.456 | 216.649907 | 6 | 7 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 668 | 5.7154399 | 4238.579 | 62.339520 | 16.809590 | 2000-2009 –> 2010-2019 | 11.890301 | 6.1748606 | 7446.652 | 264.897665 | 7 | 13 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 668 | 5.6052343 | 4210.566 | 22.461324 | 17.434326 | 2000-2009 –> 2010-2019 | 11.947970 | 6.3427354 | 7443.087 | 112.133387 | 5 | 19 |
| Atlantic | (26,26.5] | 4 | cstar_tref ~ temp + nitrate + silicate + phosphate | 668 | 5.7154510 | 4236.581 | 59.594046 | 16.779179 | 2000-2009 –> 2010-2019 | 12.015832 | 6.3003813 | 7462.496 | 258.930168 | 8 | 19 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 668 | 5.8716834 | 4274.611 | 94.517685 | 18.690140 | 2000-2009 –> 2010-2019 | 12.087976 | 6.2162926 | 7489.277 | 473.870435 | 9 | 16 |
| Atlantic | (26,26.5] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 668 | 5.9685188 | 4296.464 | 56.527304 | 18.870530 | 2000-2009 –> 2010-2019 | 12.304824 | 6.3363056 | 7529.985 | 257.360039 | 10 | 23 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 462 | 5.2313291 | 2854.010 | 73.655286 | 19.108746 | 1982-1999 –> 2000-2009 | 9.838097 | 4.6067682 | 7423.245 | 98.278417 | 1 | 15 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 462 | 5.3739935 | 2878.871 | 75.907292 | 19.781445 | 1982-1999 –> 2000-2009 | 9.960936 | 4.5869421 | 7441.438 | 113.222002 | 6 | 10 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 462 | 5.3916225 | 2881.897 | 429.652018 | 19.578081 | 1982-1999 –> 2000-2009 | 9.987315 | 4.5956925 | 7447.411 | 790.168926 | 7 | 16 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 462 | 5.4370882 | 2889.656 | 439.687129 | 19.581057 | 1982-1999 –> 2000-2009 | 10.023388 | 4.5862993 | 7452.007 | 815.276172 | 9 | 12 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 462 | 5.4384051 | 2889.880 | 56.035746 | 19.647444 | 1982-1999 –> 2000-2009 | 10.023924 | 4.5855191 | 7451.968 | 105.933472 | 11 | 13 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + aou + nitrate + silicate | 462 | 5.3916565 | 2879.903 | 73.551930 | 19.591683 | 1982-1999 –> 2000-2009 | 10.025031 | 4.6333743 | 7456.041 | 96.859358 | 8 | 24 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 462 | 5.4375993 | 2889.743 | 58.610485 | 19.619879 | 1982-1999 –> 2000-2009 | 10.025547 | 4.5879480 | 7452.649 | 106.537588 | 10 | 15 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 462 | 5.3540573 | 2875.437 | 73.899672 | 17.357671 | 1982-1999 –> 2000-2009 | 10.025938 | 4.6718804 | 7466.370 | 120.392445 | 3 | 21 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 462 | 5.3535300 | 2875.346 | 444.702694 | 17.331191 | 1982-1999 –> 2000-2009 | 10.027092 | 4.6735622 | 7466.836 | 811.819650 | 2 | 22 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 462 | 5.3596150 | 2876.396 | 89.304112 | 17.372561 | 1982-1999 –> 2000-2009 | 10.032888 | 4.6732729 | 7467.790 | 143.295445 | 5 | 24 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 460 | 5.3188138 | 2856.974 | 26.170679 | 15.239308 | 2000-2009 –> 2010-2019 | 10.550143 | 5.2313291 | 5710.984 | 99.825964 | 1 | 2 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 460 | 5.3335775 | 2859.524 | 29.545056 | 15.853775 | 2000-2009 –> 2010-2019 | 10.693193 | 5.3596150 | 5735.919 | 118.849168 | 2 | 7 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 460 | 5.3407109 | 2860.754 | 91.831049 | 15.819227 | 2000-2009 –> 2010-2019 | 10.694241 | 5.3535300 | 5736.099 | 536.533743 | 3 | 5 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 460 | 5.3412446 | 2860.845 | 19.549661 | 15.817484 | 2000-2009 –> 2010-2019 | 10.695302 | 5.3540573 | 5736.282 | 93.449333 | 4 | 7 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 460 | 5.3415609 | 2858.900 | 19.077989 | 15.823370 | 2000-2009 –> 2010-2019 | 10.697025 | 5.3554644 | 5732.580 | 85.613131 | 5 | 9 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 460 | 5.4242836 | 2875.038 | 18.760896 | 15.747977 | 2000-2009 –> 2010-2019 | 10.798277 | 5.3739935 | 5753.909 | 94.668188 | 7 | 13 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 460 | 5.4296204 | 2875.943 | 96.902874 | 15.882045 | 2000-2009 –> 2010-2019 | 10.821243 | 5.3916225 | 5757.840 | 526.554892 | 9 | 16 |
| Atlantic | (26.5,26.75] | 4 | cstar_tref ~ sal + aou + nitrate + silicate | 460 | 5.4296627 | 2873.950 | 17.978763 | 15.884815 | 2000-2009 –> 2010-2019 | 10.821319 | 5.3916565 | 5753.853 | 91.530693 | 10 | 18 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 460 | 5.4446655 | 2878.489 | 28.113104 | 16.320505 | 2000-2009 –> 2010-2019 | 10.883071 | 5.4384051 | 5768.369 | 84.148850 | 11 | 22 |
| Atlantic | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 460 | 5.4480086 | 2879.054 | 27.578793 | 16.304241 | 2000-2009 –> 2010-2019 | 10.885608 | 5.4375993 | 5768.797 | 86.189278 | 12 | 22 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 1125 | 4.5139077 | 6597.729 | 139.353787 | 16.074277 | 1982-1999 –> 2000-2009 | 9.315725 | 4.8018176 | 14517.800 | 256.830256 | 1 | 2 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 1125 | 4.5284166 | 6604.949 | 152.057767 | 16.266843 | 1982-1999 –> 2000-2009 | 9.338223 | 4.8098060 | 14529.419 | 308.452636 | 2 | 4 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 1125 | 4.6327660 | 6656.208 | 85.174363 | 16.645493 | 1982-1999 –> 2000-2009 | 9.488254 | 4.8554875 | 14605.690 | 112.384817 | 4 | 7 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 1125 | 4.6624123 | 6668.561 | 76.315146 | 17.406395 | 1982-1999 –> 2000-2009 | 9.518099 | 4.8556864 | 14616.150 | 100.101381 | 8 | 12 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1125 | 4.6546240 | 6666.799 | 146.163326 | 17.128676 | 1982-1999 –> 2000-2009 | 9.557272 | 4.9026483 | 14641.857 | 224.838174 | 6 | 11 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1125 | 4.6611079 | 6669.931 | 150.813701 | 17.207932 | 1982-1999 –> 2000-2009 | 9.568709 | 4.9076011 | 14647.660 | 234.274454 | 7 | 15 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ temp + aou + silicate + phosphate_star | 1125 | 4.6694077 | 6671.934 | 139.208069 | 17.588698 | 1982-1999 –> 2000-2009 | 9.574172 | 4.9047640 | 14646.133 | 216.497089 | 9 | 15 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 1125 | 4.6765250 | 6675.361 | 142.683373 | 17.679847 | 1982-1999 –> 2000-2009 | 9.585993 | 4.9094684 | 14652.097 | 224.358170 | 10 | 20 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 1125 | 4.6513459 | 6665.214 | 773.854603 | 15.456718 | 1982-1999 –> 2000-2009 | 9.638991 | 4.9876448 | 14685.752 | 1427.182954 | 5 | 22 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1125 | 4.6307265 | 6655.218 | 603.648648 | 21.278759 | 1982-1999 –> 2000-2009 | 9.664340 | 5.0336132 | 14700.030 | 1169.792697 | 3 | 32 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 823 | 4.9155658 | 4970.675 | 58.740405 | 15.819279 | 2000-2009 –> 2010-2019 | 9.429474 | 4.5139077 | 11568.403 | 198.094193 | 1 | 2 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 823 | 4.9221179 | 4972.867 | 77.717408 | 15.916930 | 2000-2009 –> 2010-2019 | 9.450534 | 4.5284166 | 11577.817 | 229.775174 | 2 | 4 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 823 | 5.0396848 | 5011.720 | 273.816673 | 17.118581 | 2000-2009 –> 2010-2019 | 9.670411 | 4.6307265 | 11666.938 | 877.465321 | 3 | 6 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 823 | 5.0468229 | 5014.050 | 297.162632 | 17.992332 | 2000-2009 –> 2010-2019 | 9.698169 | 4.6513459 | 11679.264 | 1071.017235 | 4 | 9 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 823 | 5.0617418 | 5016.909 | 254.751924 | 16.791836 | 2000-2009 –> 2010-2019 | 9.739819 | 4.6780767 | 11693.016 | 793.556937 | 5 | 16 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 823 | 5.0755203 | 5023.383 | 42.484388 | 16.865205 | 2000-2009 –> 2010-2019 | 9.756925 | 4.6814049 | 11703.091 | 127.505152 | 6 | 18 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 823 | 5.1291395 | 5040.681 | 21.331087 | 17.531456 | 2000-2009 –> 2010-2019 | 9.761905 | 4.6327660 | 11696.889 | 106.505451 | 15 | 19 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 823 | 5.1081903 | 5033.944 | 51.318377 | 17.012796 | 2000-2009 –> 2010-2019 | 9.762814 | 4.6546240 | 11700.743 | 197.481703 | 9 | 15 |
| Atlantic | (26.75,27] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 823 | 5.1101956 | 5034.590 | 54.855010 | 17.040694 | 2000-2009 –> 2010-2019 | 9.771303 | 4.6611079 | 11704.521 | 205.668711 | 11 | 18 |
| Atlantic | (26.75,27] | 4 | cstar_tref ~ temp + aou + silicate + phosphate_star | 823 | 5.1105033 | 5032.689 | 50.456960 | 17.004617 | 2000-2009 –> 2010-2019 | 9.779911 | 4.6694077 | 11704.623 | 189.665030 | 12 | 21 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1782 | 4.2969696 | 10267.088 | 923.789106 | 18.443795 | 1982-1999 –> 2000-2009 | 7.978907 | 3.6819375 | 24039.985 | 1732.133921 | 1 | 2 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 1782 | 4.3125830 | 10280.015 | 646.436787 | 15.812142 | 1982-1999 –> 2000-2009 | 8.059952 | 3.7473693 | 24141.938 | 1418.438023 | 2 | 4 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 1782 | 4.4286212 | 10372.644 | 439.193261 | 15.835442 | 1982-1999 –> 2000-2009 | 8.185669 | 3.7570479 | 24245.603 | 902.408352 | 3 | 6 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 1782 | 4.4299103 | 10375.681 | 125.533823 | 15.023687 | 1982-1999 –> 2000-2009 | 8.287179 | 3.8572686 | 24383.691 | 256.957065 | 4 | 9 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1782 | 4.5282594 | 10453.940 | 191.760581 | 17.037174 | 1982-1999 –> 2000-2009 | 8.350238 | 3.8219788 | 24415.498 | 337.031125 | 6 | 10 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 1782 | 4.4774136 | 10413.695 | 166.192995 | 15.218995 | 1982-1999 –> 2000-2009 | 8.369369 | 3.8919552 | 24466.950 | 334.155342 | 5 | 13 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 1782 | 4.5877708 | 10500.474 | 279.194784 | 16.686201 | 1982-1999 –> 2000-2009 | 8.448808 | 3.8610372 | 24513.419 | 495.454746 | 7 | 13 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 1782 | 4.6067445 | 10513.183 | 93.596286 | 16.497387 | 1982-1999 –> 2000-2009 | 8.488952 | 3.8822071 | 24551.764 | 174.802542 | 8 | 15 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 1782 | 4.6572360 | 10552.033 | 139.914990 | 16.693596 | 1982-1999 –> 2000-2009 | 8.575235 | 3.9179988 | 24636.995 | 264.114920 | 9 | 18 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 1782 | 4.7737768 | 10642.120 | 706.628644 | 18.406019 | 1982-1999 –> 2000-2009 | 9.095008 | 4.3212311 | 25224.168 | 1523.444852 | 10 | 20 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 1660 | 4.3350139 | 9594.402 | 617.849643 | 14.781956 | 2000-2009 –> 2010-2019 | 8.647597 | 4.3125830 | 19874.417 | 1264.286430 | 1 | 3 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 1660 | 4.3800344 | 9628.704 | 781.347382 | 14.842282 | 2000-2009 –> 2010-2019 | 8.677004 | 4.2969696 | 19895.792 | 1705.136488 | 2 | 3 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 1660 | 4.3903655 | 9636.525 | 112.322314 | 15.116678 | 2000-2009 –> 2010-2019 | 8.820276 | 4.4299103 | 20012.206 | 237.856137 | 3 | 7 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 1660 | 4.4484787 | 9678.182 | 450.113549 | 15.129353 | 2000-2009 –> 2010-2019 | 8.877100 | 4.4286212 | 20050.826 | 889.306809 | 6 | 9 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 1660 | 4.4052471 | 9647.760 | 150.290001 | 15.214438 | 2000-2009 –> 2010-2019 | 8.882661 | 4.4774136 | 20061.455 | 316.482996 | 4 | 9 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1660 | 4.5022920 | 9720.103 | 147.300807 | 15.545861 | 2000-2009 –> 2010-2019 | 9.030551 | 4.5282594 | 20174.044 | 339.061388 | 7 | 13 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 1660 | 4.5253583 | 9737.069 | 214.616043 | 15.678508 | 2000-2009 –> 2010-2019 | 9.113129 | 4.5877708 | 20237.543 | 493.810827 | 8 | 15 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 1660 | 4.5433245 | 9748.224 | 90.117936 | 15.665621 | 2000-2009 –> 2010-2019 | 9.150069 | 4.6067445 | 20261.407 | 183.714222 | 11 | 19 |
| Atlantic | (27,27.25] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 1660 | 4.4415117 | 9674.979 | 456.900614 | 15.547755 | 2000-2009 –> 2010-2019 | 9.215288 | 4.7737768 | 20317.099 | 1163.529258 | 5 | 15 |
| Atlantic | (27,27.25] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 1660 | 4.5611680 | 9761.237 | 126.328986 | 15.770188 | 2000-2009 –> 2010-2019 | 9.218404 | 4.6572360 | 20313.271 | 266.243976 | 12 | 21 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 3394 | 4.1302688 | 19273.464 | 173.825538 | 22.234252 | 1982-1999 –> 2000-2009 | 7.203900 | 3.0736310 | 46418.617 | 475.220447 | 1 | 2 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 3394 | 4.1332706 | 19278.395 | 139.920102 | 23.681118 | 1982-1999 –> 2000-2009 | 7.242085 | 3.1088146 | 46545.039 | 421.056263 | 2 | 4 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 3394 | 4.1563100 | 19316.127 | 76.846921 | 24.080835 | 1982-1999 –> 2000-2009 | 7.291471 | 3.1351607 | 46672.848 | 166.401671 | 3 | 6 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 3394 | 4.1849885 | 19362.804 | 93.229944 | 23.860453 | 1982-1999 –> 2000-2009 | 7.343270 | 3.1582813 | 46797.952 | 208.629168 | 4 | 9 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 3394 | 4.2277670 | 19431.838 | 51.991455 | 29.205869 | 1982-1999 –> 2000-2009 | 7.380548 | 3.1527810 | 46848.381 | 102.859250 | 5 | 9 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 3394 | 4.2475738 | 19463.565 | 36.503053 | 32.898929 | 1982-1999 –> 2000-2009 | 7.483572 | 3.2359985 | 47158.193 | 72.855540 | 6 | 15 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 3394 | 4.2497746 | 19465.081 | 20.700980 | 33.171508 | 1982-1999 –> 2000-2009 | 7.486052 | 3.2362769 | 47158.628 | 37.819377 | 7 | 17 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + silicate | 3394 | 4.2618712 | 19484.375 | 19.005044 | 33.520121 | 1982-1999 –> 2000-2009 | 7.499970 | 3.2380983 | 47183.928 | 31.875992 | 8 | 19 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate | 3394 | 4.3111159 | 19562.359 | 54.000188 | 36.920108 | 1982-1999 –> 2000-2009 | 7.505469 | 3.1943530 | 47116.727 | 109.970759 | 10 | 16 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate_star | 3394 | 4.3029892 | 19549.551 | 18.214695 | 36.924200 | 1982-1999 –> 2000-2009 | 7.517292 | 3.2143026 | 47170.374 | 34.832814 | 9 | 17 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 3827 | 4.1412128 | 21750.803 | 317.670705 | 39.249647 | 2000-2009 –> 2010-2019 | 8.271482 | 4.1302688 | 41024.266 | 491.496243 | 3 | 4 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 3827 | 4.1457714 | 21759.224 | 228.145685 | 44.765854 | 2000-2009 –> 2010-2019 | 8.279042 | 4.1332706 | 41037.619 | 368.065787 | 6 | 8 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 3827 | 4.1334062 | 21736.361 | 85.514714 | 47.876411 | 2000-2009 –> 2010-2019 | 8.289716 | 4.1563100 | 41052.488 | 162.361635 | 1 | 4 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 3827 | 4.1543854 | 21775.111 | 99.510373 | 48.069084 | 2000-2009 –> 2010-2019 | 8.339374 | 4.1849885 | 41137.914 | 192.740317 | 12 | 16 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 3827 | 4.1440408 | 21756.028 | 40.532856 | 41.560836 | 2000-2009 –> 2010-2019 | 8.371808 | 4.2277670 | 41187.866 | 92.524310 | 4 | 9 |
| Atlantic | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 3827 | 4.1403454 | 21749.200 | 23.292154 | 42.151195 | 2000-2009 –> 2010-2019 | 8.387919 | 4.2475738 | 41212.764 | 59.795207 | 2 | 8 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 3827 | 4.1491516 | 21763.462 | 10.415484 | 42.396664 | 2000-2009 –> 2010-2019 | 8.398926 | 4.2497746 | 41228.543 | 31.116464 | 9 | 16 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + silicate | 3827 | 4.1442441 | 21754.404 | 9.671429 | 42.004265 | 2000-2009 –> 2010-2019 | 8.406115 | 4.2618712 | 41238.778 | 28.676472 | 5 | 13 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate_star | 3827 | 4.1457882 | 21757.255 | 7.973865 | 42.915293 | 2000-2009 –> 2010-2019 | 8.448777 | 4.3029892 | 41306.805 | 26.188560 | 7 | 16 |
| Atlantic | (27.25,27.5] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate | 3827 | 4.1472695 | 21759.989 | 29.332714 | 43.172202 | 2000-2009 –> 2010-2019 | 8.458385 | 4.3111159 | 41322.348 | 83.332902 | 8 | 18 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 6000 | 5.7003390 | 37927.570 | 53.938491 | 45.348788 | 1982-1999 –> 2000-2009 | 9.149465 | 3.4491261 | 79699.916 | 296.598465 | 4 | 8 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 6000 | 5.8549880 | 38248.790 | 23.705230 | 53.825561 | 1982-1999 –> 2000-2009 | 9.165798 | 3.3108103 | 79377.912 | 62.900400 | 7 | 8 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 6000 | 5.7833567 | 38101.074 | 22.878398 | 64.312417 | 1982-1999 –> 2000-2009 | 9.246303 | 3.4629458 | 79936.264 | 43.180491 | 5 | 10 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 6000 | 5.5999837 | 37714.427 | 25.204815 | 43.284097 | 1982-1999 –> 2000-2009 | 9.256071 | 3.6560870 | 80402.584 | 59.482658 | 2 | 16 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 6000 | 5.6092113 | 37734.184 | 45.206447 | 44.368018 | 1982-1999 –> 2000-2009 | 9.263204 | 3.6539924 | 80413.335 | 177.759567 | 3 | 16 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 6000 | 5.5984041 | 37711.041 | 22.929464 | 42.342604 | 1982-1999 –> 2000-2009 | 9.274010 | 3.6756062 | 80482.880 | 66.502650 | 1 | 20 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 6000 | 5.7917623 | 38116.502 | 11.068708 | 62.658013 | 1982-1999 –> 2000-2009 | 9.448965 | 3.6572030 | 80807.456 | 26.324660 | 6 | 21 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 6000 | 6.1401709 | 38819.493 | 19.318834 | 45.531140 | 1982-1999 –> 2000-2009 | 9.491224 | 3.3510528 | 80138.491 | 60.585858 | 14 | 17 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + nitrate + silicate | 6000 | 5.9352891 | 38410.251 | 12.411289 | 64.368370 | 1982-1999 –> 2000-2009 | 9.581002 | 3.6457125 | 81051.750 | 25.033033 | 8 | 20 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 6000 | 6.0460092 | 38634.043 | 26.656007 | 42.657703 | 1982-1999 –> 2000-2009 | 9.815855 | 3.7698453 | 81803.747 | 109.007137 | 9 | 32 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 5322 | 5.3369459 | 32942.194 | 209.306373 | 66.389407 | 2000-2009 –> 2010-2019 | 11.037285 | 5.7003390 | 70869.764 | 263.244863 | 5 | 9 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 5322 | 5.2038221 | 32673.325 | 37.102360 | 65.190926 | 2000-2009 –> 2010-2019 | 11.058810 | 5.8549880 | 70922.115 | 60.807591 | 1 | 9 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 5322 | 5.4989625 | 33260.512 | 36.097311 | 45.481535 | 2000-2009 –> 2010-2019 | 11.098946 | 5.5999837 | 70974.939 | 61.302126 | 14 | 16 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 5322 | 5.5168136 | 33295.010 | 102.912424 | 43.039500 | 2000-2009 –> 2010-2019 | 11.126025 | 5.6092113 | 71029.194 | 148.118871 | 17 | 20 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 5322 | 5.5317754 | 33323.838 | 46.654171 | 45.564480 | 2000-2009 –> 2010-2019 | 11.130180 | 5.5984041 | 71034.879 | 69.583635 | 20 | 21 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 5322 | 5.4934652 | 33249.866 | 660.470407 | 40.261835 | 2000-2009 –> 2010-2019 | 11.195599 | 5.7021334 | 71181.213 | 933.461321 | 13 | 18 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 5322 | 5.4583554 | 33181.620 | 18.195803 | 41.482358 | 2000-2009 –> 2010-2019 | 11.241712 | 5.7833567 | 71282.694 | 41.074201 | 11 | 17 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 5322 | 5.5265372 | 33311.754 | 7.626114 | 39.863146 | 2000-2009 –> 2010-2019 | 11.318300 | 5.7917623 | 71428.255 | 18.694822 | 19 | 26 |
| Atlantic | (27.5,27.75] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 5322 | 5.2132031 | 32692.496 | 39.963740 | 67.790250 | 2000-2009 –> 2010-2019 | 11.353374 | 6.1401709 | 71511.989 | 59.282574 | 2 | 18 |
| Atlantic | (27.5,27.75] | 4 | cstar_tref ~ sal + aou + nitrate + silicate | 5322 | 5.5767059 | 33407.942 | 6.629482 | 40.786797 | 2000-2009 –> 2010-2019 | 11.511995 | 5.9352891 | 71818.193 | 19.040772 | 26 | 35 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 2856 | 4.0333410 | 16084.904 | 190.753219 | 27.999367 | 1982-1999 –> 2000-2009 | 7.386893 | 3.3535517 | 31593.985 | 805.905958 | 1 | 4 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 2856 | 4.0936295 | 16169.652 | 26.996126 | 27.314667 | 1982-1999 –> 2000-2009 | 7.439855 | 3.3462253 | 31665.844 | 57.973945 | 4 | 6 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 2856 | 4.0830709 | 16154.901 | 22.205177 | 28.283436 | 1982-1999 –> 2000-2009 | 7.478867 | 3.3957965 | 31737.765 | 55.393422 | 2 | 6 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2856 | 4.0905516 | 16165.356 | 39.716933 | 28.042590 | 1982-1999 –> 2000-2009 | 7.486848 | 3.3962963 | 31749.088 | 165.809187 | 3 | 8 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 2856 | 4.1031938 | 16180.982 | 12.760011 | 27.082013 | 1982-1999 –> 2000-2009 | 7.499642 | 3.3964478 | 31762.977 | 26.485151 | 5 | 11 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 2856 | 4.1351272 | 16227.264 | 22.441125 | 28.339342 | 1982-1999 –> 2000-2009 | 7.569257 | 3.4341296 | 31876.290 | 63.685093 | 6 | 14 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 2856 | 4.2335987 | 16361.692 | 23.869129 | 29.489650 | 1982-1999 –> 2000-2009 | 7.651423 | 3.4178248 | 31982.667 | 67.479621 | 7 | 14 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 2856 | 4.4473882 | 16643.092 | 28.177491 | 32.521705 | 1982-1999 –> 2000-2009 | 7.775347 | 3.3279583 | 32107.019 | 58.937469 | 22 | 23 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate_star | 2856 | 4.3848513 | 16560.202 | 16.285641 | 31.194049 | 1982-1999 –> 2000-2009 | 7.839572 | 3.4547206 | 32242.463 | 30.894169 | 19 | 28 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2856 | 4.2931794 | 16441.518 | 50.671152 | 27.710017 | 1982-1999 –> 2000-2009 | 7.860578 | 3.5673986 | 32314.947 | 274.886229 | 8 | 18 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 2326 | 5.1801430 | 14266.664 | 383.422645 | 25.855203 | 2000-2009 –> 2010-2019 | 9.213484 | 4.0333410 | 30351.568 | 574.175864 | 1 | 2 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 2326 | 5.2386364 | 14318.899 | 33.990269 | 25.841704 | 2000-2009 –> 2010-2019 | 9.321707 | 4.0830709 | 30473.800 | 56.195446 | 3 | 5 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 2326 | 5.2399609 | 14320.075 | 33.321206 | 24.654408 | 2000-2009 –> 2010-2019 | 9.333590 | 4.0936295 | 30489.727 | 60.317332 | 4 | 8 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2326 | 5.2464608 | 14325.842 | 88.305561 | 25.581109 | 2000-2009 –> 2010-2019 | 9.337012 | 4.0905516 | 30491.198 | 128.022495 | 5 | 8 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 2326 | 5.2504495 | 14327.377 | 13.132659 | 25.244246 | 2000-2009 –> 2010-2019 | 9.353643 | 4.1031938 | 30508.360 | 25.892671 | 6 | 11 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 2326 | 5.2724240 | 14348.807 | 41.130599 | 25.517141 | 2000-2009 –> 2010-2019 | 9.407551 | 4.1351272 | 30576.071 | 63.571724 | 7 | 13 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 2326 | 5.3281130 | 14397.685 | 40.999603 | 37.372516 | 2000-2009 –> 2010-2019 | 9.561712 | 4.2335987 | 30759.377 | 64.868732 | 9 | 16 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 2326 | 5.2224450 | 14304.498 | 32.710498 | 33.186671 | 2000-2009 –> 2010-2019 | 9.669833 | 4.4473882 | 30947.590 | 60.887988 | 2 | 24 |
| Atlantic | (27.75,27.85] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate_star | 2326 | 5.3310577 | 14398.255 | 15.177044 | 35.074290 | 2000-2009 –> 2010-2019 | 9.715909 | 4.3848513 | 30958.458 | 31.462685 | 10 | 29 |
| Atlantic | (27.75,27.85] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2326 | 5.4840323 | 14531.865 | 141.902241 | 25.580101 | 2000-2009 –> 2010-2019 | 9.777212 | 4.2931794 | 30973.383 | 192.573393 | 13 | 21 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 6304 | 3.7790126 | 34665.844 | 149.213983 | 16.693008 | 1982-1999 –> 2000-2009 | 7.606872 | 3.8278594 | 74126.979 | 549.435678 | 3 | 7 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 6304 | 3.8588028 | 34929.278 | 138.759689 | 17.639675 | 1982-1999 –> 2000-2009 | 7.634902 | 3.7760996 | 74195.922 | 198.307327 | 7 | 8 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 6304 | 3.8672245 | 34956.764 | 99.182743 | 18.537407 | 1982-1999 –> 2000-2009 | 7.649669 | 3.7824442 | 74247.392 | 258.978577 | 8 | 11 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 6304 | 3.9315972 | 35164.906 | 102.740373 | 18.615272 | 1982-1999 –> 2000-2009 | 7.711263 | 3.7796656 | 74445.035 | 160.257797 | 11 | 13 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 6304 | 3.7772260 | 34659.882 | 58.041764 | 27.442047 | 1982-1999 –> 2000-2009 | 7.864256 | 4.0870298 | 75056.932 | 94.382550 | 2 | 15 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 6304 | 3.8686105 | 34959.282 | 53.056898 | 18.917078 | 1982-1999 –> 2000-2009 | 7.966379 | 4.0977683 | 75391.820 | 89.165221 | 9 | 23 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 6304 | 3.7346469 | 34516.949 | 159.635319 | 36.933017 | 1982-1999 –> 2000-2009 | 8.084965 | 4.3503187 | 75805.884 | 579.374618 | 1 | 24 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 6304 | 3.8434260 | 34878.936 | 152.655973 | 34.198403 | 1982-1999 –> 2000-2009 | 8.100570 | 4.2571438 | 75858.570 | 203.639853 | 5 | 23 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 6304 | 3.8389814 | 34864.348 | 109.835405 | 37.447566 | 1982-1999 –> 2000-2009 | 8.128816 | 4.2898347 | 75953.265 | 255.442398 | 4 | 25 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 6304 | 3.9496248 | 35222.585 | 86.157177 | 33.502956 | 1982-1999 –> 2000-2009 | 8.202653 | 4.2530283 | 76188.402 | 130.759365 | 12 | 29 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 4923 | 6.0397248 | 31691.506 | 270.037280 | 32.672021 | 2000-2009 –> 2010-2019 | 9.818737 | 3.7790126 | 66357.350 | 419.251263 | 4 | 7 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 4923 | 6.0054319 | 31635.442 | 51.966168 | 34.880066 | 2000-2009 –> 2010-2019 | 9.864235 | 3.8588028 | 66564.720 | 190.725857 | 2 | 9 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 4923 | 6.0024191 | 31630.501 | 115.882049 | 34.719345 | 2000-2009 –> 2010-2019 | 9.869644 | 3.8672245 | 66587.266 | 215.064793 | 1 | 9 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 4923 | 6.0159639 | 31652.695 | 44.738073 | 34.871861 | 2000-2009 –> 2010-2019 | 9.947561 | 3.9315972 | 66817.600 | 147.478446 | 3 | 14 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 4923 | 6.2054787 | 31958.078 | 35.718026 | 34.066889 | 2000-2009 –> 2010-2019 | 9.982705 | 3.7772260 | 66617.959 | 93.759790 | 10 | 12 |
| Atlantic | (27.85,27.95] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 4923 | 6.2769292 | 32068.798 | 35.652668 | 33.795089 | 2000-2009 –> 2010-2019 | 10.145540 | 3.8686105 | 67028.080 | 88.709565 | 11 | 20 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 4923 | 6.4273394 | 32303.949 | 303.747302 | 71.245704 | 2000-2009 –> 2010-2019 | 10.161986 | 3.7346469 | 66820.899 | 463.382621 | 15 | 16 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4923 | 6.4560230 | 32347.792 | 109.336821 | 70.653917 | 2000-2009 –> 2010-2019 | 10.295004 | 3.8389814 | 67212.139 | 219.172226 | 18 | 22 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 4923 | 6.1997865 | 31949.042 | 121.387547 | 52.930414 | 2000-2009 –> 2010-2019 | 10.318039 | 4.1182522 | 67698.746 | 227.461623 | 9 | 28 |
| Atlantic | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4923 | 6.5046198 | 32421.628 | 48.307034 | 68.690875 | 2000-2009 –> 2010-2019 | 10.348046 | 3.8434260 | 67300.565 | 200.963007 | 21 | 26 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2720 | 3.4234353 | 14427.732 | 339.821065 | 20.536665 | 1982-1999 –> 2000-2009 | 6.588568 | 3.1651331 | 39155.468 | 718.354001 | 7 | 8 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2720 | 3.4214767 | 14424.619 | 217.370125 | 20.841858 | 1982-1999 –> 2000-2009 | 6.635259 | 3.2137819 | 39298.970 | 567.319293 | 5 | 7 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2720 | 3.4222918 | 14425.914 | 91.535894 | 20.753001 | 1982-1999 –> 2000-2009 | 6.646978 | 3.2246862 | 39332.824 | 188.741534 | 6 | 9 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 2720 | 3.4125863 | 14410.465 | 78.909986 | 20.997094 | 1982-1999 –> 2000-2009 | 6.655910 | 3.2433239 | 39372.769 | 150.757590 | 1 | 5 |
| Atlantic | (27.95,27.97] | 4 | cstar_tref ~ sal + aou + silicate + phosphate | 2720 | 3.4244939 | 14427.414 | 40.351685 | 20.308886 | 1982-1999 –> 2000-2009 | 6.677360 | 3.2528665 | 39415.957 | 121.148318 | 8 | 13 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2720 | 3.4127931 | 14410.794 | 84.652063 | 21.035881 | 1982-1999 –> 2000-2009 | 6.679599 | 3.2668056 | 39442.439 | 159.458560 | 3 | 9 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2720 | 3.4127848 | 14410.781 | 87.329553 | 21.033960 | 1982-1999 –> 2000-2009 | 6.685342 | 3.2725574 | 39459.334 | 163.491469 | 2 | 9 |
| Atlantic | (27.95,27.97] | 4 | cstar_tref ~ sal + temp + silicate + phosphate_star | 2720 | 3.4128735 | 14408.923 | 74.286987 | 21.089141 | 1982-1999 –> 2000-2009 | 6.910313 | 3.4974394 | 40094.283 | 138.554682 | 4 | 22 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 2720 | 3.6758333 | 14814.708 | 612.567312 | 18.753250 | 1982-1999 –> 2000-2009 | 7.002329 | 3.3264958 | 40020.395 | 1095.850849 | 15 | 24 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 2720 | 3.6066947 | 14711.413 | 380.769150 | 23.256873 | 1982-1999 –> 2000-2009 | 7.049115 | 3.4424199 | 40246.361 | 751.014030 | 10 | 27 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2236 | 3.1552432 | 11498.114 | 63.953100 | 42.275091 | 2000-2009 –> 2010-2019 | 6.577535 | 3.4222918 | 25924.029 | 155.488994 | 1 | 7 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2236 | 3.1625740 | 11508.492 | 375.842826 | 42.312258 | 2000-2009 –> 2010-2019 | 6.584051 | 3.4214767 | 25933.111 | 593.212951 | 2 | 7 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2236 | 3.1637753 | 11510.191 | 435.383866 | 40.576022 | 2000-2009 –> 2010-2019 | 6.587211 | 3.4234353 | 25937.923 | 775.204932 | 3 | 10 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2236 | 3.1913285 | 11548.969 | 42.322710 | 42.764089 | 2000-2009 –> 2010-2019 | 6.604121 | 3.4127931 | 25959.763 | 126.974773 | 4 | 7 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2236 | 3.1929236 | 11551.203 | 42.545656 | 42.797641 | 2000-2009 –> 2010-2019 | 6.605708 | 3.4127848 | 25961.984 | 129.875209 | 5 | 7 |
| Atlantic | (27.95,27.97] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 2236 | 3.1984885 | 11558.991 | 41.756948 | 42.957255 | 2000-2009 –> 2010-2019 | 6.611075 | 3.4125863 | 25969.455 | 120.666934 | 6 | 7 |
| Atlantic | (27.95,27.97] | 4 | cstar_tref ~ sal + aou + silicate + phosphate | 2236 | 3.2536998 | 11633.526 | 55.628779 | 39.365541 | 2000-2009 –> 2010-2019 | 6.678194 | 3.4244939 | 26060.940 | 95.980464 | 7 | 15 |
| Atlantic | (27.95,27.97] | 4 | cstar_tref ~ sal + temp + silicate + phosphate_star | 2236 | 3.2853838 | 11676.863 | 41.329204 | 44.534662 | 2000-2009 –> 2010-2019 | 6.698257 | 3.4128735 | 26085.786 | 115.616191 | 8 | 12 |
| Atlantic | (27.95,27.97] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 2236 | 3.3334559 | 11741.824 | 42.740660 | 45.702054 | 2000-2009 –> 2010-2019 | 6.989730 | 3.6562742 | 26525.508 | 118.657761 | 9 | 21 |
| Atlantic | (27.95,27.97] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 2236 | 3.3525859 | 11767.414 | 362.211071 | 45.750315 | 2000-2009 –> 2010-2019 | 7.008139 | 3.6555534 | 26550.026 | 552.251217 | 10 | 21 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 2973 | 3.3763725 | 15686.113 | 203.775121 | 28.997474 | 1982-1999 –> 2000-2009 | 6.744553 | 3.3681802 | 43423.612 | 375.081973 | 2 | 3 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2973 | 3.4021543 | 15731.344 | 285.077583 | 28.098160 | 1982-1999 –> 2000-2009 | 6.778646 | 3.3764921 | 43494.792 | 473.935969 | 4 | 6 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2973 | 3.3968842 | 15722.126 | 250.626047 | 28.422909 | 1982-1999 –> 2000-2009 | 6.778862 | 3.3819777 | 43502.664 | 433.534710 | 3 | 6 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2973 | 3.4304160 | 15780.533 | 432.838687 | 28.065241 | 1982-1999 –> 2000-2009 | 6.863672 | 3.4332564 | 43719.503 | 790.459049 | 8 | 12 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2973 | 3.4247900 | 15770.773 | 289.386587 | 27.564143 | 1982-1999 –> 2000-2009 | 6.876216 | 3.4514258 | 43765.312 | 495.976437 | 6 | 12 |
| Atlantic | (27.97,28] | 4 | cstar_tref ~ sal + temp + silicate + phosphate_star | 2973 | 3.4487655 | 15810.254 | 115.522250 | 23.895331 | 1982-1999 –> 2000-2009 | 6.897772 | 3.4490067 | 43795.411 | 246.082628 | 14 | 19 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2973 | 3.4400536 | 15797.214 | 846.274753 | 31.038542 | 1982-1999 –> 2000-2009 | 6.908405 | 3.4683520 | 43843.258 | 1493.629737 | 12 | 19 |
| Atlantic | (27.97,28] | 4 | cstar_tref ~ sal + aou + silicate + phosphate | 2973 | 3.4408165 | 15796.533 | 53.520862 | 30.473440 | 1982-1999 –> 2000-2009 | 6.910159 | 3.4693421 | 43843.581 | 110.506528 | 13 | 21 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 2973 | 3.3441183 | 15629.038 | 196.931067 | 28.127005 | 1982-1999 –> 2000-2009 | 6.947649 | 3.6035306 | 44077.615 | 331.983835 | 1 | 13 |
| Atlantic | (27.97,28] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 2973 | 3.4027504 | 15730.385 | 51.450674 | 22.195211 | 1982-1999 –> 2000-2009 | 7.053564 | 3.6508135 | 44314.204 | 107.981039 | 5 | 18 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 2149 | 3.3246063 | 11276.006 | 83.511518 | 16.844364 | 2000-2009 –> 2010-2019 | 6.700979 | 3.3763725 | 26962.118 | 287.286639 | 3 | 5 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2149 | 3.3218634 | 11272.458 | 92.820895 | 16.795943 | 2000-2009 –> 2010-2019 | 6.718748 | 3.3968842 | 26994.584 | 343.446942 | 2 | 5 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2149 | 3.3210480 | 11271.403 | 96.030320 | 16.799173 | 2000-2009 –> 2010-2019 | 6.723202 | 3.4021543 | 27002.747 | 381.107903 | 1 | 5 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2149 | 3.3580392 | 11319.011 | 103.271224 | 16.464262 | 2000-2009 –> 2010-2019 | 6.782829 | 3.4247900 | 27089.785 | 392.657811 | 5 | 11 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 2149 | 3.4497959 | 11434.876 | 78.745140 | 18.072061 | 2000-2009 –> 2010-2019 | 6.793914 | 3.3441183 | 27063.914 | 275.676207 | 9 | 10 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2149 | 3.3637493 | 11326.313 | 204.341066 | 16.657917 | 2000-2009 –> 2010-2019 | 6.794165 | 3.4304160 | 27106.846 | 637.179753 | 6 | 14 |
| Atlantic | (27.97,28] | 4 | cstar_tref ~ sal + temp + silicate + phosphate_star | 2149 | 3.3508907 | 11307.852 | 69.805112 | 17.255262 | 2000-2009 –> 2010-2019 | 6.799656 | 3.4487655 | 27118.106 | 185.327361 | 4 | 18 |
| Atlantic | (27.97,28] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2149 | 3.3756392 | 11341.479 | 327.164738 | 17.405735 | 2000-2009 –> 2010-2019 | 6.815693 | 3.4400536 | 27138.693 | 1173.439490 | 7 | 19 |
| Atlantic | (27.97,28] | 4 | cstar_tref ~ sal + aou + silicate + phosphate | 2149 | 3.3852926 | 11351.752 | 56.717735 | 18.442905 | 2000-2009 –> 2010-2019 | 6.826109 | 3.4408165 | 27148.285 | 110.238596 | 8 | 21 |
| Atlantic | (27.97,28] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 2149 | 3.4610108 | 11446.826 | 54.262949 | 18.557916 | 2000-2009 –> 2010-2019 | 6.863761 | 3.4027504 | 27177.211 | 105.713623 | 10 | 15 |
| Atlantic | (28,28.05] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2239 | 3.7000745 | 12226.811 | 277.046740 | 21.949140 | 1982-1999 –> 2000-2009 | 7.078416 | 3.3783417 | 30257.446 | 525.599695 | 2 | 3 |
| Atlantic | (28,28.05] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2239 | 3.6994198 | 12226.019 | 309.235920 | 22.049864 | 1982-1999 –> 2000-2009 | 7.080801 | 3.3813817 | 30262.800 | 570.181697 | 1 | 3 |
| Atlantic | (28,28.05] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 2239 | 3.7049844 | 12232.749 | 233.465866 | 21.509637 | 1982-1999 –> 2000-2009 | 7.089902 | 3.3849175 | 30276.674 | 458.730978 | 6 | 9 |
| Atlantic | (28,28.05] | 4 | cstar_tref ~ sal + temp + silicate + phosphate_star | 2239 | 3.7186560 | 12247.243 | 147.518911 | 20.988764 | 1982-1999 –> 2000-2009 | 7.111378 | 3.3927217 | 30304.905 | 311.690184 | 9 | 13 |
| Atlantic | (28,28.05] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2239 | 3.7034823 | 12230.934 | 329.841507 | 22.528358 | 1982-1999 –> 2000-2009 | 7.180941 | 3.4774582 | 30459.185 | 611.830514 | 5 | 18 |
| Atlantic | (28,28.05] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2239 | 3.7134245 | 12242.939 | 434.434431 | 23.093435 | 1982-1999 –> 2000-2009 | 7.185873 | 3.4724489 | 30461.339 | 863.091727 | 8 | 19 |
| Atlantic | (28,28.05] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2239 | 3.7204224 | 12251.370 | 739.907553 | 25.485748 | 1982-1999 –> 2000-2009 | 7.196421 | 3.4759985 | 30476.752 | 1500.581188 | 10 | 22 |
| Atlantic | (28,28.05] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 2239 | 3.8005500 | 12344.790 | 141.690243 | 29.085347 | 1982-1999 –> 2000-2009 | 7.199458 | 3.3989080 | 30414.902 | 299.584240 | 18 | 25 |
| Atlantic | (28,28.05] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 2239 | 3.8082049 | 12353.800 | 130.459683 | 28.091376 | 1982-1999 –> 2000-2009 | 7.206833 | 3.3986277 | 30423.348 | 283.192686 | 19 | 24 |
| Atlantic | (28,28.05] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 2239 | 3.8149831 | 12361.763 | 137.852063 | 29.374267 | 1982-1999 –> 2000-2009 | 7.213878 | 3.3988947 | 30431.848 | 294.825609 | 20 | 26 |
| Atlantic | (28,28.05] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 1976 | 3.2221924 | 10245.730 | 529.600572 | 13.888763 | 2000-2009 –> 2010-2019 | 6.942615 | 3.7204224 | 22497.100 | 1269.508125 | 1 | 11 |
| Atlantic | (28,28.05] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1976 | 3.2419332 | 10269.868 | 317.334949 | 13.912056 | 2000-2009 –> 2010-2019 | 6.955358 | 3.7134245 | 22512.807 | 751.769380 | 2 | 10 |
| Atlantic | (28,28.05] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1976 | 3.2522214 | 10282.390 | 213.107638 | 14.143062 | 2000-2009 –> 2010-2019 | 6.955704 | 3.7034823 | 22513.324 | 542.949145 | 3 | 8 |
| Atlantic | (28,28.05] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1976 | 3.3187846 | 10362.459 | 198.531526 | 14.421955 | 2000-2009 –> 2010-2019 | 7.018204 | 3.6994198 | 22588.478 | 507.767447 | 7 | 8 |
| Atlantic | (28,28.05] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1976 | 3.3190551 | 10362.781 | 182.730890 | 14.394600 | 2000-2009 –> 2010-2019 | 7.019130 | 3.7000745 | 22589.592 | 459.777630 | 8 | 10 |
| Atlantic | (28,28.05] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 1976 | 3.3185082 | 10362.130 | 156.570700 | 14.340831 | 2000-2009 –> 2010-2019 | 7.023492 | 3.7049844 | 22594.879 | 390.036566 | 6 | 12 |
| Atlantic | (28,28.05] | 4 | cstar_tref ~ sal + temp + silicate + phosphate_star | 1976 | 3.3190590 | 10360.786 | 96.415360 | 14.390660 | 2000-2009 –> 2010-2019 | 7.037715 | 3.7186560 | 22608.029 | 243.934272 | 9 | 18 |
| Atlantic | (28,28.05] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1976 | 3.2570430 | 10286.245 | 302.508810 | 12.873145 | 2000-2009 –> 2010-2019 | 7.039796 | 3.7827532 | 22610.016 | 740.876725 | 4 | 20 |
| Atlantic | (28,28.05] | 4 | cstar_tref ~ temp + aou + silicate + phosphate_star | 1976 | 3.3796689 | 10432.303 | 34.107506 | 12.356561 | 2000-2009 –> 2010-2019 | 7.082363 | 3.7026944 | 22660.284 | 96.142522 | 17 | 20 |
| Atlantic | (28,28.05] | 4 | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 1976 | 3.3796634 | 10432.296 | 64.272799 | 12.453119 | 2000-2009 –> 2010-2019 | 7.082747 | 3.7030841 | 22660.748 | 191.232276 | 16 | 20 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1830 | 4.0269371 | 10305.717 | 461.158851 | 12.210720 | 1982-1999 –> 2000-2009 | 6.995050 | 2.9681127 | 24413.311 | 867.408489 | 2 | 8 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1830 | 4.0554851 | 10331.572 | 313.254443 | 12.550395 | 1982-1999 –> 2000-2009 | 7.018636 | 2.9631509 | 24429.760 | 561.038002 | 7 | 12 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1830 | 4.0910846 | 10363.560 | 310.698370 | 12.212040 | 1982-1999 –> 2000-2009 | 7.049284 | 2.9581999 | 24452.347 | 552.584526 | 13 | 16 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1830 | 4.0971767 | 10369.006 | 282.393170 | 12.420230 | 1982-1999 –> 2000-2009 | 7.055309 | 2.9581318 | 24457.663 | 509.608097 | 15 | 17 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 1830 | 4.0988206 | 10370.474 | 237.382574 | 12.529778 | 1982-1999 –> 2000-2009 | 7.056107 | 2.9572868 | 24457.525 | 435.969286 | 17 | 18 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + silicate + phosphate_star | 1830 | 4.1103133 | 10378.722 | 142.679619 | 13.659853 | 1982-1999 –> 2000-2009 | 7.068640 | 2.9583265 | 24465.749 | 303.072566 | 20 | 24 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ temp + aou + silicate + phosphate | 1830 | 4.0605701 | 10334.159 | 43.203563 | 13.760016 | 1982-1999 –> 2000-2009 | 7.093497 | 3.0329274 | 24561.199 | 86.776692 | 10 | 22 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 1830 | 4.1066920 | 10375.496 | 190.498987 | 14.211627 | 1982-1999 –> 2000-2009 | 7.099229 | 2.9925368 | 24527.164 | 387.934118 | 19 | 26 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 1830 | 4.0285882 | 10305.218 | 167.031885 | 12.922889 | 1982-1999 –> 2000-2009 | 7.101400 | 3.0728121 | 24605.709 | 327.683159 | 3 | 18 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ temp + aou + silicate + phosphate_star | 1830 | 4.1218749 | 10389.003 | 62.367923 | 14.644964 | 1982-1999 –> 2000-2009 | 7.116235 | 2.9943603 | 24544.095 | 115.775532 | 21 | 29 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1794 | 3.9481510 | 10030.363 | 521.382157 | 14.719768 | 2000-2009 –> 2010-2019 | 8.004516 | 4.0563645 | 20360.729 | 1190.296790 | 1 | 9 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 1794 | 3.9885447 | 10066.886 | 519.770322 | 15.134590 | 2000-2009 –> 2010-2019 | 8.010948 | 4.0224030 | 20366.479 | 1297.091569 | 3 | 4 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate | 1794 | 3.9811575 | 10060.234 | 518.359850 | 15.617472 | 2000-2009 –> 2010-2019 | 8.021473 | 4.0403158 | 20376.091 | 1277.854133 | 2 | 7 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1794 | 4.0054553 | 10084.066 | 441.156630 | 14.271204 | 2000-2009 –> 2010-2019 | 8.032392 | 4.0269371 | 20389.783 | 902.315481 | 5 | 7 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 1794 | 4.0063491 | 10082.866 | 126.718196 | 14.494583 | 2000-2009 –> 2010-2019 | 8.034937 | 4.0285882 | 20388.084 | 293.750081 | 6 | 9 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 1794 | 3.9981255 | 10075.494 | 531.276347 | 16.369072 | 2000-2009 –> 2010-2019 | 8.068750 | 4.0706248 | 20418.704 | 1303.610562 | 4 | 15 |
| Atlantic | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1794 | 4.0315423 | 10107.358 | 271.376126 | 15.096767 | 2000-2009 –> 2010-2019 | 8.087027 | 4.0554851 | 20438.930 | 584.630569 | 7 | 14 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ temp + aou + silicate + phosphate | 1794 | 4.0316399 | 10105.445 | 33.614963 | 15.000474 | 2000-2009 –> 2010-2019 | 8.092210 | 4.0605701 | 20439.604 | 76.818527 | 8 | 18 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1794 | 4.1002547 | 10165.996 | 316.710107 | 16.025646 | 2000-2009 –> 2010-2019 | 8.130301 | 4.0300461 | 20472.537 | 679.302355 | 14 | 18 |
| Atlantic | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1794 | 4.1013665 | 10166.968 | 114.359105 | 17.066523 | 2000-2009 –> 2010-2019 | 8.157928 | 4.0565614 | 20497.512 | 256.666447 | 16 | 25 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1773 | 4.9213933 | 10696.432 | 729.955325 | 18.158226 | 1982-1999 –> 2000-2009 | 8.209231 | 3.2878380 | 23667.564 | 1413.288067 | 1 | 2 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1773 | 5.0268185 | 10771.592 | 410.736471 | 18.357229 | 1982-1999 –> 2000-2009 | 8.345572 | 3.3187532 | 23789.200 | 719.298858 | 3 | 6 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1773 | 5.0112269 | 10758.576 | 664.237835 | 16.653418 | 1982-1999 –> 2000-2009 | 8.359019 | 3.3477922 | 23817.448 | 1333.171875 | 2 | 8 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 1773 | 5.0459038 | 10785.029 | 320.863288 | 18.937285 | 1982-1999 –> 2000-2009 | 8.376536 | 3.3306323 | 23820.381 | 572.483588 | 4 | 8 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1773 | 5.0635204 | 10797.388 | 367.077693 | 19.094369 | 1982-1999 –> 2000-2009 | 8.444779 | 3.3812591 | 23907.657 | 657.609656 | 5 | 14 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 1773 | 5.1357195 | 10845.592 | 235.627297 | 12.675416 | 1982-1999 –> 2000-2009 | 8.449486 | 3.3137665 | 23853.733 | 384.145658 | 10 | 12 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1773 | 5.1185360 | 10833.708 | 252.758824 | 16.070150 | 1982-1999 –> 2000-2009 | 8.490940 | 3.3724043 | 23928.955 | 509.146740 | 8 | 15 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 1773 | 5.0841387 | 10811.798 | 331.324071 | 18.547891 | 1982-1999 –> 2000-2009 | 8.516224 | 3.4320852 | 23996.159 | 798.713965 | 6 | 21 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ temp + aou + silicate + phosphate | 1773 | 5.1840619 | 10878.814 | 54.032103 | 12.903987 | 1982-1999 –> 2000-2009 | 8.517741 | 3.3336788 | 23916.707 | 107.548905 | 12 | 17 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1773 | 5.0973256 | 10820.983 | 400.242507 | 18.531445 | 1982-1999 –> 2000-2009 | 8.529462 | 3.4321363 | 24005.418 | 835.263586 | 7 | 23 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1715 | 4.8874830 | 10323.263 | 611.621822 | 17.963793 | 2000-2009 –> 2010-2019 | 9.808876 | 4.9213933 | 21019.695 | 1341.577147 | 1 | 2 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + aou + phosphate + phosphate_star | 1715 | 4.8887227 | 10322.133 | 544.400192 | 18.018457 | 2000-2009 –> 2010-2019 | 9.899950 | 5.0112269 | 21080.709 | 1208.638028 | 2 | 4 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1715 | 5.0545688 | 10438.563 | 272.752187 | 19.266608 | 2000-2009 –> 2010-2019 | 10.081387 | 5.0268185 | 21210.154 | 683.488659 | 3 | 6 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 1715 | 5.0560131 | 10437.543 | 181.468039 | 19.335768 | 2000-2009 –> 2010-2019 | 10.174549 | 5.1185360 | 21271.250 | 434.226863 | 4 | 12 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 1715 | 5.0576485 | 10438.652 | 127.625901 | 18.966526 | 2000-2009 –> 2010-2019 | 10.193368 | 5.1357195 | 21284.244 | 363.253198 | 5 | 15 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1715 | 5.1882319 | 10528.087 | 257.879557 | 19.546755 | 2000-2009 –> 2010-2019 | 10.251752 | 5.0635204 | 21325.475 | 624.957250 | 9 | 14 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 1715 | 5.2104364 | 10542.735 | 234.170825 | 19.397875 | 2000-2009 –> 2010-2019 | 10.256340 | 5.0459038 | 21327.765 | 555.034113 | 12 | 16 |
| Atlantic | (28.1,28.15] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 1715 | 5.1849004 | 10525.884 | 274.544496 | 19.573046 | 2000-2009 –> 2010-2019 | 10.269039 | 5.0841387 | 21337.681 | 605.868568 | 8 | 14 |
| Atlantic | (28.1,28.15] | 3 | cstar_tref ~ aou + phosphate + phosphate_star | 1715 | 5.1494138 | 10498.327 | 67.416946 | 20.017893 | 2000-2009 –> 2010-2019 | 10.285767 | 5.1363533 | 21342.357 | 131.816576 | 7 | 18 |
| Atlantic | (28.1,28.15] | 4 | cstar_tref ~ temp + aou + silicate + phosphate | 1715 | 5.1472502 | 10498.886 | 36.296209 | 19.634643 | 2000-2009 –> 2010-2019 | 10.331312 | 5.1840619 | 21377.700 | 90.328312 | 6 | 18 |
| Atlantic | (28.15,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 1349 | 4.8480168 | 8101.277 | 382.034951 | 18.568924 | 1982-1999 –> 2000-2009 | 8.922389 | 4.0743726 | 18557.155 | 806.153793 | 1 | 2 |
| Atlantic | (28.15,28.2] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1349 | 4.8794500 | 8118.714 | 428.428790 | 18.811204 | 1982-1999 –> 2000-2009 | 9.010700 | 4.1312500 | 18625.858 | 873.338178 | 2 | 4 |
| Atlantic | (28.15,28.2] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1349 | 4.8805302 | 8119.311 | 426.936433 | 18.792636 | 1982-1999 –> 2000-2009 | 9.047386 | 4.1668559 | 18658.190 | 873.676891 | 3 | 6 |
| Atlantic | (28.15,28.2] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1349 | 4.8864734 | 8122.595 | 429.248580 | 18.709737 | 1982-1999 –> 2000-2009 | 9.088130 | 4.2016565 | 18692.230 | 872.866738 | 4 | 8 |
| Atlantic | (28.15,28.2] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 1349 | 4.8875188 | 8123.172 | 397.818423 | 18.874829 | 1982-1999 –> 2000-2009 | 9.161000 | 4.2734808 | 18755.488 | 831.057080 | 5 | 10 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 1349 | 4.9906078 | 8177.487 | 57.035505 | 18.280426 | 1982-1999 –> 2000-2009 | 9.290414 | 4.2998065 | 18830.514 | 111.024204 | 11 | 18 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate_star | 1349 | 5.0113970 | 8188.702 | 375.456807 | 18.501452 | 1982-1999 –> 2000-2009 | 9.297604 | 4.2862072 | 18830.015 | 617.011619 | 15 | 21 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 1349 | 4.9889921 | 8176.613 | 173.266946 | 18.242537 | 1982-1999 –> 2000-2009 | 9.324888 | 4.3358963 | 18860.549 | 526.141606 | 9 | 17 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ temp + aou + silicate + phosphate_star | 1349 | 4.9888259 | 8176.523 | 55.138915 | 18.254838 | 1982-1999 –> 2000-2009 | 9.356757 | 4.3679307 | 18887.680 | 99.124984 | 8 | 18 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ temp + aou + silicate + phosphate | 1349 | 4.9949870 | 8179.853 | 55.047284 | 18.354841 | 1982-1999 –> 2000-2009 | 9.412437 | 4.4174501 | 18932.699 | 107.453042 | 12 | 24 |
| Atlantic | (28.15,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 1271 | 4.1376096 | 7230.882 | 407.488483 | 22.107805 | 2000-2009 –> 2010-2019 | 8.985626 | 4.8480168 | 15332.160 | 789.523434 | 5 | 6 |
| Atlantic | (28.15,28.2] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1271 | 4.1307620 | 7226.672 | 453.716525 | 21.727654 | 2000-2009 –> 2010-2019 | 9.010212 | 4.8794500 | 15345.386 | 882.145315 | 2 | 4 |
| Atlantic | (28.15,28.2] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1271 | 4.1307907 | 7226.690 | 454.046495 | 21.680088 | 2000-2009 –> 2010-2019 | 9.011321 | 4.8805302 | 15346.001 | 880.982928 | 3 | 6 |
| Atlantic | (28.15,28.2] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 1271 | 4.1297421 | 7226.044 | 428.691445 | 21.597207 | 2000-2009 –> 2010-2019 | 9.017261 | 4.8875188 | 15349.216 | 826.509869 | 1 | 6 |
| Atlantic | (28.15,28.2] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1271 | 4.1320626 | 7227.472 | 453.264680 | 21.567955 | 2000-2009 –> 2010-2019 | 9.018536 | 4.8864734 | 15350.067 | 882.513261 | 4 | 8 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ sal + temp + silicate + phosphate_star | 1271 | 4.2284493 | 7284.087 | 370.993117 | 23.669928 | 2000-2009 –> 2010-2019 | 9.132131 | 4.9036813 | 15414.166 | 660.999680 | 12 | 18 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 1271 | 4.1736307 | 7250.917 | 236.852694 | 20.455579 | 2000-2009 –> 2010-2019 | 9.162175 | 4.9885441 | 15427.288 | 421.278150 | 6 | 13 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ temp + aou + silicate + phosphate_star | 1271 | 4.1814964 | 7255.703 | 41.444108 | 20.573871 | 2000-2009 –> 2010-2019 | 9.170322 | 4.9888259 | 15432.226 | 96.583024 | 8 | 16 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 1271 | 4.1813941 | 7255.641 | 224.107499 | 20.602543 | 2000-2009 –> 2010-2019 | 9.170386 | 4.9889921 | 15432.254 | 397.374445 | 7 | 16 |
| Atlantic | (28.15,28.2] | 4 | cstar_tref ~ temp + aou + silicate + phosphate | 1271 | 4.1835163 | 7256.930 | 47.512249 | 20.757673 | 2000-2009 –> 2010-2019 | 9.178503 | 4.9949870 | 15436.784 | 102.559533 | 9 | 21 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 3424 | 2.4951301 | 15992.297 | 103.549396 | 19.352897 | 1982-1999 –> 2000-2009 | 4.508159 | 2.0130286 | 31738.864 | 187.551432 | 1 | 2 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 3424 | 2.5060386 | 16020.171 | 98.564527 | 19.596065 | 1982-1999 –> 2000-2009 | 4.545027 | 2.0389881 | 31859.889 | 181.923392 | 2 | 4 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 3424 | 2.5620811 | 16173.625 | 81.528839 | 19.371893 | 1982-1999 –> 2000-2009 | 4.606444 | 2.0443624 | 32034.891 | 117.820998 | 3 | 6 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 3424 | 2.5726062 | 16201.700 | 41.722537 | 19.446246 | 1982-1999 –> 2000-2009 | 4.627809 | 2.0552030 | 32102.239 | 56.212595 | 5 | 13 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 3424 | 2.5669118 | 16184.525 | 55.383066 | 19.554709 | 1982-1999 –> 2000-2009 | 4.629472 | 2.0625599 | 32109.599 | 82.019346 | 4 | 14 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 3424 | 2.5791475 | 16219.090 | 89.195059 | 19.559617 | 1982-1999 –> 2000-2009 | 4.631280 | 2.0521325 | 32108.526 | 161.466614 | 7 | 11 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 3424 | 2.5805484 | 16222.808 | 79.672405 | 19.576556 | 1982-1999 –> 2000-2009 | 4.635063 | 2.0545141 | 32120.858 | 113.783782 | 8 | 13 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3424 | 2.5808037 | 16223.486 | 40.852681 | 19.580584 | 1982-1999 –> 2000-2009 | 4.635893 | 2.0550889 | 32123.613 | 55.291848 | 9 | 16 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 3424 | 2.5809870 | 16223.972 | 34.735333 | 19.585550 | 1982-1999 –> 2000-2009 | 4.636050 | 2.0550630 | 32124.006 | 46.064696 | 10 | 16 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + aou + silicate | 3424 | 2.5894759 | 16244.458 | 3.304303 | 19.839510 | 1982-1999 –> 2000-2009 | 4.644711 | 2.0552354 | 32143.115 | 6.658913 | 17 | 26 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 2130 | 2.0734820 | 9165.195 | 158.169024 | 26.823785 | 2000-2009 –> 2010-2019 | 4.568612 | 2.4951301 | 25157.492 | 261.718420 | 8 | 9 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 2130 | 2.0646319 | 9146.973 | 54.466664 | 26.354414 | 2000-2009 –> 2010-2019 | 4.626713 | 2.5620811 | 25320.599 | 135.995503 | 4 | 7 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate_star | 2130 | 2.1232118 | 9264.160 | 156.570989 | 27.556803 | 2000-2009 –> 2010-2019 | 4.629250 | 2.5060386 | 25284.331 | 255.135517 | 24 | 26 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 2130 | 2.0609833 | 9139.439 | 20.226664 | 26.310876 | 2000-2009 –> 2010-2019 | 4.633590 | 2.5726062 | 25341.138 | 61.949201 | 1 | 6 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2130 | 2.0613343 | 9140.164 | 127.114662 | 26.260282 | 2000-2009 –> 2010-2019 | 4.640482 | 2.5791475 | 25359.254 | 216.309721 | 2 | 9 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2130 | 2.0645562 | 9146.817 | 19.689120 | 26.310625 | 2000-2009 –> 2010-2019 | 4.645360 | 2.5808037 | 25370.303 | 60.541800 | 3 | 12 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2130 | 2.0649483 | 9147.626 | 51.935994 | 26.322930 | 2000-2009 –> 2010-2019 | 4.645497 | 2.5805484 | 25370.435 | 131.608399 | 5 | 13 |
| Atlantic | (28.2, Inf] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2130 | 2.0649661 | 9147.663 | 16.687241 | 26.320259 | 2000-2009 –> 2010-2019 | 4.645953 | 2.5809870 | 25371.635 | 51.422574 | 6 | 16 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + nitrate + silicate | 2130 | 2.0742690 | 9164.812 | 12.003329 | 26.801424 | 2000-2009 –> 2010-2019 | 4.651248 | 2.5769787 | 25376.141 | 32.514885 | 9 | 15 |
| Atlantic | (28.2, Inf] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 2130 | 2.0897629 | 9196.514 | 38.793902 | 26.850955 | 2000-2009 –> 2010-2019 | 4.656675 | 2.5669118 | 25381.039 | 94.176968 | 13 | 17 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 4992 | 8.5387800 | 35592.550 | 22.950117 | 28.865416 | 1982-1999 –> 2000-2009 | 17.434221 | 8.8954413 | 62582.459 | 43.854065 | 1 | 2 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4992 | 8.7302089 | 35813.907 | 63.816897 | 29.943179 | 1982-1999 –> 2000-2009 | 17.935926 | 9.2057166 | 63060.410 | 98.602158 | 2 | 4 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4992 | 8.7318105 | 35815.738 | 66.988348 | 29.992982 | 1982-1999 –> 2000-2009 | 17.943519 | 9.2117083 | 63067.111 | 99.351728 | 3 | 6 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 4992 | 8.7417355 | 35827.080 | 63.564685 | 30.268449 | 1982-1999 –> 2000-2009 | 17.981189 | 9.2394536 | 63100.961 | 98.140569 | 5 | 9 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 4992 | 8.7396886 | 35822.742 | 13.862064 | 29.969182 | 1982-1999 –> 2000-2009 | 18.008771 | 9.2690821 | 63118.584 | 29.588632 | 4 | 10 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 4992 | 8.7870144 | 35878.660 | 127.843431 | 30.016066 | 1982-1999 –> 2000-2009 | 18.037268 | 9.2502540 | 63161.284 | 363.045030 | 9 | 14 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4992 | 8.7668933 | 35855.772 | 25.617643 | 32.338398 | 1982-1999 –> 2000-2009 | 18.347225 | 9.5803313 | 63400.794 | 51.927092 | 6 | 15 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 4992 | 8.7732243 | 35862.979 | 14.297543 | 31.837618 | 1982-1999 –> 2000-2009 | 18.350693 | 9.5774689 | 63405.764 | 24.891711 | 7 | 15 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 4992 | 8.7762790 | 35866.455 | 15.435407 | 31.668446 | 1982-1999 –> 2000-2009 | 18.353503 | 9.5772242 | 63409.049 | 29.970853 | 8 | 15 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 4992 | 8.7956591 | 35888.477 | 133.449134 | 37.075744 | 1982-1999 –> 2000-2009 | 18.563935 | 9.7682758 | 63578.897 | 366.894326 | 10 | 20 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 5523 | 8.8502715 | 39772.825 | 30.980868 | 34.774404 | 2000-2009 –> 2010-2019 | 17.389052 | 8.5387800 | 75365.375 | 53.930985 | 1 | 2 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5523 | 9.1457424 | 40135.579 | 56.945385 | 33.237741 | 2000-2009 –> 2010-2019 | 17.875951 | 8.7302089 | 75949.486 | 120.762282 | 4 | 6 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 5523 | 9.1458847 | 40135.751 | 58.007493 | 33.263383 | 2000-2009 –> 2010-2019 | 17.877695 | 8.7318105 | 75951.489 | 124.995841 | 5 | 8 |
| Indo-Pacific | (-Inf,26] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 5523 | 9.1460177 | 40133.912 | 25.467610 | 33.252728 | 2000-2009 –> 2010-2019 | 17.885706 | 8.7396886 | 75956.654 | 39.329673 | 6 | 10 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 5523 | 9.1114375 | 40094.069 | 143.095449 | 46.174220 | 2000-2009 –> 2010-2019 | 17.898452 | 8.7870144 | 75972.729 | 270.938880 | 3 | 12 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 5523 | 9.1819162 | 40179.183 | 62.380293 | 33.263326 | 2000-2009 –> 2010-2019 | 17.923652 | 8.7417355 | 76006.263 | 125.944978 | 7 | 12 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 5523 | 9.2333853 | 40240.928 | 148.636614 | 42.447930 | 2000-2009 –> 2010-2019 | 18.029044 | 8.7956591 | 76129.406 | 282.085747 | 8 | 18 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 5523 | 9.0424948 | 40010.170 | 55.565334 | 36.187936 | 2000-2009 –> 2010-2019 | 18.030050 | 8.9875550 | 76114.128 | 118.784779 | 2 | 21 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5523 | 9.3082557 | 40330.135 | 38.760029 | 37.535428 | 2000-2009 –> 2010-2019 | 18.075149 | 8.7668933 | 76185.907 | 64.377672 | 9 | 15 |
| Indo-Pacific | (-Inf,26] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5523 | 9.3239170 | 40348.705 | 14.308191 | 36.912493 | 2000-2009 –> 2010-2019 | 18.097141 | 8.7732243 | 76211.684 | 28.605735 | 11 | 18 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 3323 | 5.8930847 | 21232.805 | 20.232789 | 31.181917 | 1982-1999 –> 2000-2009 | 11.148701 | 5.2556161 | 42825.237 | 37.205766 | 1 | 2 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 3323 | 6.4146408 | 21796.408 | 82.193353 | 28.865800 | 1982-1999 –> 2000-2009 | 12.197507 | 5.7828658 | 44059.012 | 138.336830 | 2 | 4 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 3323 | 6.4147441 | 21796.515 | 27.613336 | 28.892468 | 1982-1999 –> 2000-2009 | 12.202527 | 5.7877831 | 44065.077 | 43.495756 | 3 | 6 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 3323 | 6.4391680 | 21821.772 | 46.919564 | 28.355895 | 1982-1999 –> 2000-2009 | 12.255538 | 5.8163700 | 44124.872 | 76.617456 | 5 | 9 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 3323 | 6.4147465 | 21794.518 | 10.488326 | 28.897850 | 1982-1999 –> 2000-2009 | 12.270394 | 5.8556478 | 44142.797 | 16.217762 | 4 | 9 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 3323 | 6.6811529 | 22066.951 | 18.316265 | 24.429689 | 1982-1999 –> 2000-2009 | 12.622094 | 5.9409413 | 44518.602 | 29.073121 | 6 | 12 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate_star | 3323 | 6.6968657 | 22080.562 | 18.132979 | 24.860709 | 1982-1999 –> 2000-2009 | 12.664118 | 5.9672524 | 44561.190 | 23.987339 | 7 | 14 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 3323 | 6.8143218 | 22198.116 | 65.069657 | 22.415363 | 1982-1999 –> 2000-2009 | 12.812565 | 5.9982433 | 44717.056 | 110.081556 | 8 | 16 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate | 3323 | 6.8144292 | 22196.221 | 57.248868 | 22.353268 | 1982-1999 –> 2000-2009 | 12.813318 | 5.9988892 | 44713.916 | 75.936005 | 9 | 18 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ sal + aou + nitrate + silicate | 3323 | 6.9505278 | 22327.647 | 9.196793 | 19.445792 | 1982-1999 –> 2000-2009 | 12.969139 | 6.0186116 | 44868.351 | 14.561752 | 14 | 24 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 2796 | 7.0242305 | 18849.557 | 14.506216 | 24.465958 | 2000-2009 –> 2010-2019 | 12.917315 | 5.8930847 | 40082.362 | 34.739005 | 1 | 2 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 2796 | 7.4958524 | 19212.949 | 22.191447 | 21.835959 | 2000-2009 –> 2010-2019 | 13.910597 | 6.4147441 | 41009.464 | 49.804782 | 2 | 5 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2796 | 7.4994108 | 19215.603 | 72.624017 | 21.727146 | 2000-2009 –> 2010-2019 | 13.914052 | 6.4146408 | 41012.011 | 154.817370 | 3 | 5 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 2796 | 7.5027732 | 19216.109 | 9.202048 | 21.492959 | 2000-2009 –> 2010-2019 | 13.917520 | 6.4147465 | 41010.627 | 19.690374 | 4 | 8 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 2796 | 7.5495298 | 19252.850 | 45.647549 | 21.538167 | 2000-2009 –> 2010-2019 | 13.988698 | 6.4391680 | 41074.622 | 92.567113 | 6 | 11 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 2796 | 7.5560268 | 19257.660 | 13.366948 | 21.122298 | 2000-2009 –> 2010-2019 | 14.237180 | 6.6811529 | 41324.611 | 31.683212 | 7 | 13 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate_star | 2796 | 7.6199164 | 19302.744 | 11.125333 | 20.830666 | 2000-2009 –> 2010-2019 | 14.316782 | 6.6968657 | 41383.307 | 29.258312 | 8 | 15 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 2796 | 7.5070236 | 19221.276 | 13.034782 | 26.209126 | 2000-2009 –> 2010-2019 | 14.341310 | 6.8342861 | 41438.835 | 29.977920 | 5 | 15 |
| Indo-Pacific | (26,26.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2796 | 7.7202454 | 19377.892 | 54.139196 | 19.336584 | 2000-2009 –> 2010-2019 | 14.534567 | 6.8143218 | 41576.008 | 119.208853 | 9 | 17 |
| Indo-Pacific | (26,26.5] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate | 2796 | 7.7270863 | 19380.845 | 34.235425 | 19.408897 | 2000-2009 –> 2010-2019 | 14.541515 | 6.8144292 | 41577.065 | 91.484292 | 10 | 19 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 2979 | 5.1555399 | 18239.584 | 38.730978 | 20.046542 | 1982-1999 –> 2000-2009 | 9.720946 | 4.5654057 | 36318.876 | 69.481570 | 1 | 3 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 2979 | 5.1907912 | 18280.183 | 46.649530 | 20.224456 | 1982-1999 –> 2000-2009 | 9.729385 | 4.5385934 | 36323.251 | 91.666288 | 8 | 9 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2979 | 5.1668664 | 18252.659 | 47.830261 | 19.668578 | 1982-1999 –> 2000-2009 | 9.735399 | 4.5685331 | 36336.163 | 92.705668 | 2 | 6 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 2979 | 5.1698784 | 18256.131 | 13.839948 | 19.605025 | 1982-1999 –> 2000-2009 | 9.738009 | 4.5681303 | 36339.093 | 25.009525 | 3 | 6 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 2979 | 5.1700466 | 18256.325 | 21.539669 | 20.208435 | 1982-1999 –> 2000-2009 | 9.760815 | 4.5907686 | 36369.689 | 37.381313 | 4 | 13 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2979 | 5.1739993 | 18260.878 | 64.073606 | 20.256709 | 1982-1999 –> 2000-2009 | 9.764407 | 4.5904079 | 36373.759 | 120.341364 | 6 | 14 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + aou + nitrate + silicate | 2979 | 5.1937740 | 18281.606 | 8.642673 | 20.007960 | 1982-1999 –> 2000-2009 | 9.765220 | 4.5714461 | 36367.030 | 12.966373 | 9 | 14 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate_star | 2979 | 5.1729524 | 18257.673 | 12.549906 | 19.889018 | 1982-1999 –> 2000-2009 | 9.771942 | 4.5989900 | 36380.040 | 19.035168 | 5 | 16 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate | 2979 | 5.1740300 | 18258.914 | 32.922379 | 20.216288 | 1982-1999 –> 2000-2009 | 9.779679 | 4.6056492 | 36390.180 | 53.688305 | 7 | 19 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 2979 | 5.1965873 | 18286.832 | 19.690406 | 19.047738 | 1982-1999 –> 2000-2009 | 9.785059 | 4.5884716 | 36397.118 | 38.074967 | 10 | 16 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 2811 | 5.7651488 | 17840.066 | 34.328546 | 19.376427 | 2000-2009 –> 2010-2019 | 10.955940 | 5.1907912 | 36120.249 | 80.978076 | 1 | 9 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 2811 | 5.8214036 | 17894.658 | 27.460807 | 18.451504 | 2000-2009 –> 2010-2019 | 10.976944 | 5.1555399 | 36134.242 | 66.191785 | 2 | 3 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 2811 | 5.8263396 | 17899.423 | 8.814811 | 18.357372 | 2000-2009 –> 2010-2019 | 10.996218 | 5.1698784 | 36155.554 | 22.654759 | 3 | 6 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 2811 | 5.8305428 | 17903.477 | 35.752863 | 18.410376 | 2000-2009 –> 2010-2019 | 10.997409 | 5.1668664 | 36156.136 | 83.583125 | 4 | 6 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 2811 | 5.8367801 | 17909.488 | 13.312044 | 18.464869 | 2000-2009 –> 2010-2019 | 11.006827 | 5.1700466 | 36165.813 | 34.851713 | 7 | 11 |
| Indo-Pacific | (26.5,26.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2811 | 5.8354673 | 17908.224 | 47.191777 | 18.468791 | 2000-2009 –> 2010-2019 | 11.009467 | 5.1739993 | 36169.102 | 111.265383 | 5 | 11 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate_star | 2811 | 5.8370945 | 17907.791 | 8.233970 | 18.474498 | 2000-2009 –> 2010-2019 | 11.010047 | 5.1729524 | 36165.464 | 20.783875 | 8 | 13 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate | 2811 | 5.8364126 | 17907.134 | 23.274991 | 18.484355 | 2000-2009 –> 2010-2019 | 11.010443 | 5.1740300 | 36166.048 | 56.197369 | 6 | 13 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ sal + aou + nitrate + silicate | 2811 | 5.8536916 | 17923.754 | 6.086332 | 18.473674 | 2000-2009 –> 2010-2019 | 11.047466 | 5.1937740 | 36205.360 | 14.729005 | 10 | 19 |
| Indo-Pacific | (26.5,26.75] | 4 | cstar_tref ~ temp + aou + nitrate + silicate | 2811 | 5.8405385 | 17911.107 | 6.936662 | 18.433529 | 2000-2009 –> 2010-2019 | 11.049198 | 5.2086594 | 36209.765 | 16.514959 | 9 | 21 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 3976 | 4.5145899 | 23283.563 | 72.010704 | 18.056864 | 1982-1999 –> 2000-2009 | 9.186231 | 4.6716409 | 45749.608 | 122.061790 | 1 | 2 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 3976 | 4.5604741 | 23363.975 | 30.074222 | 17.029159 | 1982-1999 –> 2000-2009 | 9.232345 | 4.6718708 | 45830.393 | 55.263312 | 8 | 10 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ nitrate + silicate + phosphate + phosphate_star | 3976 | 4.5636019 | 23367.427 | 9.360014 | 17.321869 | 1982-1999 –> 2000-2009 | 9.235479 | 4.6718767 | 45831.855 | 16.091269 | 9 | 12 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 3976 | 4.5242607 | 23300.579 | 42.142366 | 18.271765 | 1982-1999 –> 2000-2009 | 9.237343 | 4.7130821 | 45833.603 | 64.952713 | 2 | 7 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 3976 | 4.5300223 | 23310.699 | 95.843804 | 18.318800 | 1982-1999 –> 2000-2009 | 9.237700 | 4.7076779 | 45835.022 | 167.146619 | 3 | 7 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 3976 | 4.5322810 | 23314.663 | 59.843030 | 17.299195 | 1982-1999 –> 2000-2009 | 9.248146 | 4.7158646 | 45852.163 | 112.372334 | 4 | 10 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 3976 | 4.5377540 | 23324.260 | 19.412015 | 16.991858 | 1982-1999 –> 2000-2009 | 9.257166 | 4.7194116 | 45867.462 | 33.799819 | 6 | 14 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate_star | 3976 | 4.5378066 | 23322.352 | 9.570088 | 17.055684 | 1982-1999 –> 2000-2009 | 9.278751 | 4.7409441 | 45898.078 | 16.340903 | 7 | 18 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate | 3976 | 4.5335937 | 23314.966 | 26.112132 | 17.652745 | 1982-1999 –> 2000-2009 | 9.285324 | 4.7517300 | 45907.926 | 44.278042 | 5 | 17 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 3976 | 4.6196924 | 23466.568 | 45.614315 | 19.090962 | 1982-1999 –> 2000-2009 | 9.338892 | 4.7191993 | 46009.430 | 85.377253 | 10 | 17 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 4030 | 4.7405098 | 23993.171 | 57.914170 | 20.042351 | 2000-2009 –> 2010-2019 | 9.255100 | 4.5145899 | 47276.734 | 129.924873 | 1 | 2 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 4030 | 4.7509855 | 24010.962 | 26.893244 | 20.285355 | 2000-2009 –> 2010-2019 | 9.275246 | 4.5242607 | 47311.541 | 69.035610 | 6 | 8 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 4030 | 4.7505294 | 24010.188 | 82.844412 | 20.186682 | 2000-2009 –> 2010-2019 | 9.280552 | 4.5300223 | 47320.888 | 178.688215 | 4 | 7 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 4030 | 4.7511740 | 24011.282 | 49.168521 | 20.371315 | 2000-2009 –> 2010-2019 | 9.283455 | 4.5322810 | 47325.945 | 109.011552 | 8 | 12 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate | 4030 | 4.7539621 | 24014.010 | 23.376950 | 20.261652 | 2000-2009 –> 2010-2019 | 9.287556 | 4.5335937 | 47328.976 | 49.489081 | 12 | 17 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 4030 | 4.7511997 | 24011.326 | 11.630747 | 20.445088 | 2000-2009 –> 2010-2019 | 9.288954 | 4.5377540 | 47335.586 | 31.042762 | 9 | 15 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ aou + nitrate + silicate + phosphate_star | 4030 | 4.7528155 | 24012.066 | 7.384794 | 20.376765 | 2000-2009 –> 2010-2019 | 9.290622 | 4.5378066 | 47334.418 | 16.954882 | 11 | 18 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 4030 | 4.7422002 | 23996.044 | 23.128400 | 19.881276 | 2000-2009 –> 2010-2019 | 9.302674 | 4.5604741 | 47360.020 | 53.202622 | 2 | 10 |
| Indo-Pacific | (26.75,27] | 4 | cstar_tref ~ nitrate + silicate + phosphate + phosphate_star | 4030 | 4.7431858 | 23995.719 | 7.199981 | 19.948644 | 2000-2009 –> 2010-2019 | 9.306788 | 4.5636019 | 47363.147 | 16.559995 | 3 | 12 |
| Indo-Pacific | (26.75,27] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 4030 | 4.7509768 | 24010.948 | 31.881982 | 20.431290 | 2000-2009 –> 2010-2019 | 9.370669 | 4.6196924 | 47477.516 | 77.496297 | 5 | 15 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 6516 | 3.3618131 | 34306.652 | 32.522177 | 12.179746 | 1982-1999 –> 2000-2009 | 7.157397 | 3.7955839 | 65757.363 | 63.746586 | 1 | 2 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 6516 | 3.3628288 | 34310.589 | 29.061913 | 12.349062 | 1982-1999 –> 2000-2009 | 7.167277 | 3.8044483 | 65787.940 | 59.611727 | 2 | 4 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 6516 | 3.3638644 | 34314.601 | 24.863529 | 12.728995 | 1982-1999 –> 2000-2009 | 7.182924 | 3.8190593 | 65835.727 | 51.996216 | 3 | 6 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + nitrate + silicate + phosphate | 6516 | 3.3645727 | 34315.345 | 11.553008 | 12.835912 | 1982-1999 –> 2000-2009 | 7.183648 | 3.8190752 | 65834.518 | 19.454097 | 4 | 8 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 6516 | 3.3762505 | 34362.498 | 13.126361 | 12.633240 | 1982-1999 –> 2000-2009 | 7.225801 | 3.8495504 | 65974.438 | 25.053291 | 5 | 10 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 6516 | 3.5043493 | 34847.798 | 47.927231 | 14.278097 | 1982-1999 –> 2000-2009 | 7.419697 | 3.9153478 | 66653.282 | 82.457832 | 6 | 12 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 6516 | 3.5048571 | 34849.687 | 54.426893 | 14.512624 | 1982-1999 –> 2000-2009 | 7.429197 | 3.9243403 | 66681.369 | 100.400917 | 7 | 14 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ temp + nitrate + silicate + phosphate | 6516 | 3.5048739 | 34847.749 | 12.148772 | 14.562270 | 1982-1999 –> 2000-2009 | 7.456332 | 3.9514578 | 66756.073 | 20.114410 | 8 | 17 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 6516 | 3.5170811 | 34895.060 | 22.118537 | 14.474725 | 1982-1999 –> 2000-2009 | 7.463079 | 3.9459981 | 66789.594 | 36.202397 | 9 | 17 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ nitrate + silicate + phosphate + phosphate_star | 6516 | 3.5900407 | 35160.634 | 9.421894 | 20.042093 | 1982-1999 –> 2000-2009 | 7.914241 | 4.3241999 | 68098.386 | 20.104886 | 10 | 22 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 6632 | 3.4065349 | 35092.427 | 21.742543 | 13.672942 | 2000-2009 –> 2010-2019 | 6.768348 | 3.3618131 | 69399.079 | 54.264719 | 3 | 4 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 6632 | 3.4048485 | 35085.859 | 20.209335 | 14.233336 | 2000-2009 –> 2010-2019 | 6.768713 | 3.3638644 | 69400.461 | 45.072865 | 1 | 4 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 6632 | 3.4059167 | 35090.020 | 21.113912 | 13.683084 | 2000-2009 –> 2010-2019 | 6.768745 | 3.3628288 | 69400.609 | 50.175825 | 2 | 4 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ sal + nitrate + silicate + phosphate | 6632 | 3.4118004 | 35110.914 | 7.070282 | 14.527660 | 2000-2009 –> 2010-2019 | 6.776373 | 3.3645727 | 69426.259 | 18.623290 | 5 | 9 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 6632 | 3.4076211 | 35096.656 | 9.022000 | 14.024899 | 2000-2009 –> 2010-2019 | 6.783872 | 3.3762505 | 69459.154 | 22.148362 | 4 | 9 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 6632 | 3.5465513 | 35626.702 | 26.902147 | 15.790984 | 2000-2009 –> 2010-2019 | 7.050901 | 3.5043493 | 70474.500 | 74.829378 | 6 | 12 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 6632 | 3.5467783 | 35627.551 | 38.896379 | 15.881376 | 2000-2009 –> 2010-2019 | 7.051635 | 3.5048571 | 70477.238 | 93.323272 | 7 | 14 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ temp + nitrate + silicate + phosphate | 6632 | 3.5469098 | 35626.043 | 7.621287 | 16.015967 | 2000-2009 –> 2010-2019 | 7.051784 | 3.5048739 | 70473.792 | 19.770059 | 8 | 16 |
| Indo-Pacific | (27,27.25] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 6632 | 3.5519885 | 35647.021 | 16.249068 | 15.883665 | 2000-2009 –> 2010-2019 | 7.069070 | 3.5170811 | 70542.081 | 38.367605 | 9 | 18 |
| Indo-Pacific | (27,27.25] | 4 | cstar_tref ~ nitrate + silicate + phosphate + phosphate_star | 6632 | 3.6153880 | 35879.683 | 8.232974 | 18.940045 | 2000-2009 –> 2010-2019 | 7.205429 | 3.5900407 | 71040.317 | 17.654868 | 10 | 20 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 8624 | 3.2281143 | 44700.751 | 25.908225 | 19.368894 | 1982-1999 –> 2000-2009 | 6.438294 | 3.2101793 | 86606.391 | 58.482320 | 1 | 4 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 8624 | 3.2339414 | 44731.858 | 37.994278 | 19.319503 | 1982-1999 –> 2000-2009 | 6.439037 | 3.2050956 | 86611.816 | 87.040448 | 2 | 3 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 8624 | 3.2528973 | 44832.662 | 12.945462 | 19.134101 | 1982-1999 –> 2000-2009 | 6.459073 | 3.2061752 | 86718.078 | 28.414872 | 3 | 5 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 8624 | 3.2702889 | 44924.633 | 11.784093 | 19.735927 | 1982-1999 –> 2000-2009 | 6.501694 | 3.2314055 | 86937.063 | 28.912321 | 4 | 8 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + nitrate + silicate + phosphate | 8624 | 3.2702890 | 44922.634 | 10.678417 | 19.736374 | 1982-1999 –> 2000-2009 | 6.519588 | 3.2492992 | 87022.545 | 26.446498 | 5 | 10 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 8624 | 3.2731918 | 44939.937 | 57.821043 | 21.398414 | 1982-1999 –> 2000-2009 | 6.705750 | 3.4325584 | 87930.905 | 118.600636 | 8 | 15 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 8624 | 3.2741364 | 44944.914 | 25.519646 | 21.372131 | 1982-1999 –> 2000-2009 | 6.706099 | 3.4319620 | 87933.067 | 54.548410 | 10 | 16 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 8624 | 3.2717342 | 44932.254 | 15.384731 | 21.424430 | 1982-1999 –> 2000-2009 | 6.708914 | 3.4371800 | 87945.025 | 29.094153 | 6 | 14 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8624 | 3.2761191 | 44955.355 | 25.229299 | 20.045484 | 1982-1999 –> 2000-2009 | 6.740434 | 3.4643146 | 88095.545 | 51.674743 | 11 | 21 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 8624 | 3.2733955 | 44941.010 | 32.708433 | 20.051747 | 1982-1999 –> 2000-2009 | 6.742543 | 3.4691471 | 88103.788 | 80.799116 | 9 | 20 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 8100 | 3.3520444 | 42595.845 | 9.053691 | 17.861640 | 2000-2009 –> 2010-2019 | 6.604942 | 3.2528973 | 87428.508 | 21.999153 | 1 | 4 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 8100 | 3.3855923 | 42757.172 | 33.765346 | 18.243167 | 2000-2009 –> 2010-2019 | 6.619534 | 3.2339414 | 87489.030 | 71.759624 | 3 | 5 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 8100 | 3.4040978 | 42845.479 | 19.063882 | 18.485498 | 2000-2009 –> 2010-2019 | 6.632212 | 3.2281143 | 87546.231 | 44.972107 | 4 | 5 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 8100 | 3.3655394 | 42660.934 | 12.019646 | 17.461150 | 2000-2009 –> 2010-2019 | 6.635828 | 3.2702889 | 87585.567 | 23.803739 | 2 | 6 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + nitrate + silicate + phosphate | 8100 | 3.4256337 | 42945.645 | 10.377667 | 18.572246 | 2000-2009 –> 2010-2019 | 6.695923 | 3.2702890 | 87868.279 | 21.056084 | 5 | 10 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 8100 | 3.4668428 | 43141.362 | 9.723479 | 18.421559 | 2000-2009 –> 2010-2019 | 6.739156 | 3.2723133 | 88076.669 | 20.230560 | 6 | 13 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 8100 | 3.4732837 | 43171.432 | 29.112552 | 18.440060 | 2000-2009 –> 2010-2019 | 6.746679 | 3.2733955 | 88112.442 | 61.820985 | 8 | 17 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8100 | 3.4808089 | 43206.492 | 16.511152 | 18.444491 | 2000-2009 –> 2010-2019 | 6.756928 | 3.2761191 | 88161.848 | 41.740450 | 10 | 21 |
| Indo-Pacific | (27.25,27.5] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 8100 | 3.4855614 | 43226.596 | 16.424803 | 18.796458 | 2000-2009 –> 2010-2019 | 6.801449 | 3.3158872 | 88388.060 | 40.640664 | 11 | 24 |
| Indo-Pacific | (27.25,27.5] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 8100 | 3.5359416 | 43461.074 | 10.424969 | 21.143545 | 2000-2009 –> 2010-2019 | 6.807676 | 3.2717342 | 88393.329 | 25.809700 | 12 | 18 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 8212 | 3.1699218 | 42267.129 | 16.650587 | 18.125676 | 1982-1999 –> 2000-2009 | 5.906752 | 2.7368301 | 75935.830 | 31.272178 | 1 | 2 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 8212 | 3.3889574 | 43364.505 | 15.437211 | 23.184710 | 1982-1999 –> 2000-2009 | 6.241982 | 2.8530243 | 77610.077 | 30.581793 | 11 | 13 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 8212 | 3.3222927 | 43038.206 | 14.607685 | 18.466756 | 1982-1999 –> 2000-2009 | 6.277745 | 2.9554521 | 77773.142 | 29.045428 | 3 | 6 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8212 | 3.3301804 | 43077.154 | 51.618420 | 18.541834 | 1982-1999 –> 2000-2009 | 6.293629 | 2.9634485 | 77849.577 | 99.972684 | 5 | 9 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 8212 | 3.3381909 | 43116.613 | 43.572695 | 18.805689 | 1982-1999 –> 2000-2009 | 6.306108 | 2.9679172 | 77909.942 | 86.109585 | 7 | 12 |
| Indo-Pacific | (27.5,27.75] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 8212 | 3.3766957 | 43302.973 | 4.675230 | 19.901161 | 1982-1999 –> 2000-2009 | 6.373274 | 2.9965783 | 78227.640 | 10.266988 | 10 | 16 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 8212 | 3.2850420 | 42853.015 | 13.721740 | 21.743881 | 1982-1999 –> 2000-2009 | 6.383484 | 3.0984424 | 78243.468 | 25.899894 | 2 | 13 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 8212 | 3.3244172 | 43048.706 | 717.654006 | 16.931115 | 1982-1999 –> 2000-2009 | 6.479404 | 3.1549862 | 78690.065 | 1406.953469 | 4 | 18 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 8212 | 3.3370568 | 43111.032 | 16.539157 | 16.957434 | 1982-1999 –> 2000-2009 | 6.491942 | 3.1548856 | 78751.948 | 31.558836 | 6 | 19 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 8212 | 3.3392507 | 43121.826 | 40.619624 | 16.950647 | 1982-1999 –> 2000-2009 | 6.495889 | 3.1566388 | 78770.450 | 79.749196 | 8 | 24 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 8664 | 3.1842410 | 44670.898 | 15.041932 | 14.998492 | 2000-2009 –> 2010-2019 | 6.354163 | 3.1699218 | 86938.027 | 31.692519 | 2 | 3 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 8664 | 3.0930026 | 44167.145 | 11.420915 | 20.585999 | 2000-2009 –> 2010-2019 | 6.378045 | 3.2850420 | 87020.160 | 25.142655 | 1 | 4 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 8664 | 3.2960549 | 45268.927 | 819.530705 | 15.945879 | 2000-2009 –> 2010-2019 | 6.576810 | 3.2807553 | 88100.496 | 1786.243580 | 3 | 5 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 8664 | 3.3684463 | 45645.384 | 555.764275 | 16.720185 | 2000-2009 –> 2010-2019 | 6.692864 | 3.3244172 | 88694.090 | 1273.418281 | 4 | 9 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 8664 | 3.3865006 | 45738.011 | 12.148618 | 16.514594 | 2000-2009 –> 2010-2019 | 6.708793 | 3.3222927 | 88776.218 | 26.756303 | 5 | 9 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8664 | 3.3913978 | 45763.051 | 39.500127 | 16.509316 | 2000-2009 –> 2010-2019 | 6.721578 | 3.3301804 | 88840.205 | 91.118547 | 6 | 12 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 8664 | 3.3921945 | 45767.121 | 13.136938 | 17.398254 | 2000-2009 –> 2010-2019 | 6.729251 | 3.3370568 | 88878.153 | 29.676095 | 7 | 14 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 8664 | 3.3928142 | 45770.286 | 33.077679 | 17.383638 | 2000-2009 –> 2010-2019 | 6.732065 | 3.3392507 | 88892.112 | 73.697302 | 8 | 17 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 8664 | 3.4120953 | 45868.482 | 39.361612 | 16.686240 | 2000-2009 –> 2010-2019 | 6.750286 | 3.3381909 | 88985.094 | 82.934308 | 11 | 19 |
| Indo-Pacific | (27.5,27.75] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 8664 | 3.4106397 | 45861.088 | 49.183856 | 17.766218 | 2000-2009 –> 2010-2019 | 6.760527 | 3.3498869 | 89035.144 | 108.811650 | 10 | 20 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 3473 | 1.8343457 | 14084.001 | 14.307871 | 9.712693 | 1982-1999 –> 2000-2009 | 3.485132 | 1.6507858 | 26010.859 | 26.790291 | 1 | 2 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3473 | 2.0207748 | 14756.326 | 26.328208 | 10.183580 | 1982-1999 –> 2000-2009 | 3.749613 | 1.7288380 | 26969.797 | 53.711849 | 3 | 5 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3473 | 2.0225656 | 14762.479 | 154.061183 | 10.135633 | 1982-1999 –> 2000-2009 | 3.754540 | 1.7319740 | 26987.194 | 311.318602 | 4 | 7 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 3473 | 1.9975136 | 14675.907 | 16.212732 | 11.893532 | 1982-1999 –> 2000-2009 | 3.755677 | 1.7581632 | 26993.730 | 30.552930 | 2 | 8 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 3473 | 2.0256521 | 14771.071 | 10.495585 | 9.881100 | 1982-1999 –> 2000-2009 | 3.777470 | 1.7518181 | 27064.464 | 20.437662 | 5 | 10 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 3473 | 2.0396372 | 14820.861 | 63.023031 | 10.379526 | 1982-1999 –> 2000-2009 | 3.784062 | 1.7444251 | 27090.016 | 126.407136 | 6 | 10 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 3473 | 2.1722625 | 15256.440 | 11.171707 | 11.897751 | 1982-1999 –> 2000-2009 | 4.044646 | 1.8723835 | 27962.760 | 21.438617 | 7 | 14 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 3473 | 2.1817648 | 15288.758 | 21.806814 | 12.616114 | 1982-1999 –> 2000-2009 | 4.141744 | 1.9599793 | 28280.735 | 41.146087 | 9 | 17 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 3473 | 2.1777368 | 15275.923 | 684.510868 | 10.635193 | 1982-1999 –> 2000-2009 | 4.144298 | 1.9665610 | 28288.698 | 1330.529634 | 8 | 17 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 3473 | 2.2031460 | 15356.497 | 56.919081 | 12.818033 | 1982-1999 –> 2000-2009 | 4.179740 | 1.9765943 | 28400.844 | 105.199115 | 10 | 20 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 4002 | 1.7423350 | 15815.214 | 13.826350 | 12.326154 | 2000-2009 –> 2010-2019 | 3.576681 | 1.8343457 | 29899.215 | 28.134221 | 1 | 2 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4002 | 1.9926576 | 16889.696 | 122.860077 | 12.068072 | 2000-2009 –> 2010-2019 | 4.015223 | 2.0225656 | 31652.175 | 276.921260 | 2 | 6 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4002 | 1.9966321 | 16905.644 | 21.212460 | 12.109336 | 2000-2009 –> 2010-2019 | 4.017407 | 2.0207748 | 31661.970 | 47.540667 | 3 | 6 |
| Indo-Pacific | (27.75,27.85] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 4002 | 2.0180474 | 16989.036 | 8.697356 | 12.258233 | 2000-2009 –> 2010-2019 | 4.043699 | 2.0256521 | 31760.106 | 19.192941 | 5 | 10 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 4002 | 2.0170632 | 16987.131 | 53.215841 | 12.254630 | 2000-2009 –> 2010-2019 | 4.056700 | 2.0396372 | 31807.992 | 116.238872 | 4 | 10 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 4002 | 2.0942533 | 17287.717 | 16.756329 | 13.082474 | 2000-2009 –> 2010-2019 | 4.091767 | 1.9975136 | 31963.624 | 32.969061 | 6 | 8 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 4002 | 2.1245931 | 17402.841 | 627.964473 | 12.807873 | 2000-2009 –> 2010-2019 | 4.302330 | 2.1777368 | 32678.764 | 1312.475341 | 7 | 15 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 4002 | 2.1822093 | 17617.008 | 85.245817 | 13.367972 | 2000-2009 –> 2010-2019 | 4.407038 | 2.2248286 | 33041.531 | 194.768243 | 8 | 21 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 4002 | 2.1927437 | 17655.554 | 18.920302 | 13.475942 | 2000-2009 –> 2010-2019 | 4.423060 | 2.2303158 | 33097.187 | 41.031966 | 9 | 23 |
| Indo-Pacific | (27.75,27.85] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 4002 | 2.2432766 | 17837.916 | 19.356382 | 13.401620 | 2000-2009 –> 2010-2019 | 4.425041 | 2.1817648 | 33126.675 | 41.163196 | 11 | 20 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 4668 | 1.5059443 | 17083.557 | 13.360662 | 8.028301 | 1982-1999 –> 2000-2009 | 2.863680 | 1.3577358 | 32023.604 | 24.576196 | 1 | 5 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4668 | 1.5776305 | 17517.717 | 26.193893 | 7.817219 | 1982-1999 –> 2000-2009 | 2.919070 | 1.3414396 | 32353.266 | 57.060001 | 3 | 4 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4668 | 1.5764445 | 17510.696 | 235.006925 | 7.801341 | 1982-1999 –> 2000-2009 | 2.920344 | 1.3438991 | 32362.097 | 486.297105 | 2 | 4 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 4668 | 1.5922664 | 17603.929 | 51.996232 | 7.938956 | 1982-1999 –> 2000-2009 | 2.943511 | 1.3512446 | 32502.503 | 112.720602 | 5 | 8 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 4668 | 1.5796141 | 17527.448 | 11.436567 | 7.835452 | 1982-1999 –> 2000-2009 | 2.949733 | 1.3701188 | 32544.065 | 21.690734 | 4 | 9 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 4668 | 1.6759321 | 18082.036 | 15.258331 | 9.319279 | 1982-1999 –> 2000-2009 | 3.068243 | 1.3923105 | 33239.698 | 29.106572 | 6 | 12 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 4668 | 1.7507215 | 18489.631 | 19.853865 | 9.945753 | 1982-1999 –> 2000-2009 | 3.198449 | 1.4477273 | 33985.062 | 39.012429 | 8 | 15 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4668 | 1.7672452 | 18577.334 | 102.953174 | 10.038652 | 1982-1999 –> 2000-2009 | 3.228866 | 1.4616211 | 34155.420 | 201.245604 | 12 | 22 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 4668 | 1.7680582 | 18581.628 | 40.557127 | 10.042233 | 1982-1999 –> 2000-2009 | 3.229102 | 1.4610440 | 34156.297 | 81.035805 | 13 | 22 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + silicate + phosphate | 4668 | 1.7684235 | 18581.556 | 9.515336 | 10.039558 | 1982-1999 –> 2000-2009 | 3.230523 | 1.4621000 | 34160.477 | 18.334843 | 14 | 25 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 4844 | 1.6659697 | 18705.503 | 11.777567 | 9.082457 | 2000-2009 –> 2010-2019 | 3.171914 | 1.5059443 | 35789.060 | 25.138228 | 1 | 2 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4844 | 1.7030544 | 18918.794 | 202.357054 | 8.720199 | 2000-2009 –> 2010-2019 | 3.279499 | 1.5764445 | 36429.490 | 437.363979 | 2 | 4 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4844 | 1.7085147 | 18949.806 | 21.919555 | 8.743789 | 2000-2009 –> 2010-2019 | 3.286145 | 1.5776305 | 36467.523 | 48.113447 | 3 | 6 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 4844 | 1.7389801 | 19119.035 | 9.108892 | 8.936438 | 2000-2009 –> 2010-2019 | 3.318594 | 1.5796141 | 36646.483 | 20.545458 | 5 | 9 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 4844 | 1.7270230 | 19054.191 | 45.209451 | 8.772529 | 2000-2009 –> 2010-2019 | 3.319289 | 1.5922664 | 36658.120 | 97.205683 | 4 | 9 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 4844 | 1.8210833 | 19567.969 | 572.387049 | 8.501178 | 2000-2009 –> 2010-2019 | 3.558959 | 1.7378758 | 37988.847 | 1239.124900 | 6 | 13 |
| Indo-Pacific | (27.85,27.95] | 4 | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 4844 | 1.8241665 | 19582.358 | 522.231460 | 8.480165 | 2000-2009 –> 2010-2019 | 3.578251 | 1.7540841 | 38087.904 | 1114.544727 | 7 | 16 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 4844 | 1.9040970 | 19999.825 | 13.532985 | 9.586583 | 2000-2009 –> 2010-2019 | 3.580029 | 1.6759321 | 38081.860 | 28.791316 | 14 | 20 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 4844 | 1.8634002 | 19790.516 | 124.766056 | 8.570269 | 2000-2009 –> 2010-2019 | 3.621511 | 1.7581113 | 38319.472 | 269.551841 | 8 | 18 |
| Indo-Pacific | (27.85,27.95] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 4844 | 1.8737951 | 19844.410 | 18.382632 | 8.435407 | 2000-2009 –> 2010-2019 | 3.636178 | 1.7623832 | 38396.023 | 37.143241 | 10 | 21 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 6705 | 1.5202249 | 24658.855 | 23.896630 | 10.108731 | 1982-1999 –> 2000-2009 | 2.840079 | 1.3198546 | 49217.240 | 52.374633 | 1 | 6 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 6705 | 1.5207155 | 24663.182 | 304.697779 | 10.071761 | 1982-1999 –> 2000-2009 | 2.852094 | 1.3313787 | 49347.344 | 617.404743 | 2 | 10 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 6705 | 1.5294194 | 24739.717 | 36.305177 | 10.274869 | 1982-1999 –> 2000-2009 | 2.860543 | 1.3311238 | 49421.108 | 75.257252 | 5 | 12 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 6705 | 1.6152285 | 25471.745 | 17.413995 | 11.792712 | 1982-1999 –> 2000-2009 | 2.929320 | 1.3140915 | 49966.817 | 39.442685 | 6 | 8 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate | 6705 | 1.6294551 | 25587.340 | 15.938090 | 11.596387 | 1982-1999 –> 2000-2009 | 2.960843 | 1.3313875 | 50269.597 | 35.639284 | 7 | 16 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 6705 | 1.6606961 | 25844.012 | 24.949001 | 12.099130 | 1982-1999 –> 2000-2009 | 2.963982 | 1.3032859 | 50219.625 | 50.272127 | 8 | 9 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 6705 | 1.5210396 | 24666.040 | 16.511103 | 9.995424 | 1982-1999 –> 2000-2009 | 2.983526 | 1.4624864 | 50709.079 | 37.409897 | 3 | 17 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 6705 | 1.5210431 | 24664.071 | 15.814675 | 9.997642 | 1982-1999 –> 2000-2009 | 2.983535 | 1.4624915 | 50705.161 | 35.165441 | 4 | 19 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 6705 | 1.6656903 | 25884.279 | 324.036969 | 12.125059 | 1982-1999 –> 2000-2009 | 2.983558 | 1.3178677 | 50420.868 | 640.482534 | 9 | 13 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 6705 | 1.6714391 | 25930.482 | 36.138272 | 12.277007 | 1982-1999 –> 2000-2009 | 2.986490 | 1.3150506 | 50436.110 | 73.746297 | 10 | 13 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 7539 | 2.0765775 | 32426.568 | 14.511903 | 10.251199 | 2000-2009 –> 2010-2019 | 3.597617 | 1.5210396 | 57092.608 | 31.023006 | 4 | 7 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 7539 | 2.0938599 | 32551.536 | 261.919896 | 10.548197 | 2000-2009 –> 2010-2019 | 3.614575 | 1.5207155 | 57214.719 | 566.617675 | 6 | 8 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 7539 | 2.0965677 | 32571.022 | 19.600398 | 10.584718 | 2000-2009 –> 2010-2019 | 3.616793 | 1.5202249 | 57229.878 | 43.497027 | 8 | 9 |
| Indo-Pacific | (27.95,28.05] | 4 | cstar_tref ~ sal + temp + aou + nitrate | 7539 | 2.1004996 | 32597.274 | 13.396814 | 10.612843 | 2000-2009 –> 2010-2019 | 3.621543 | 1.5210431 | 57261.345 | 29.211489 | 9 | 13 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 7539 | 2.1112237 | 32676.058 | 28.873816 | 10.722186 | 2000-2009 –> 2010-2019 | 3.640643 | 1.5294194 | 57415.775 | 65.178993 | 10 | 15 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 7539 | 2.0260616 | 32055.237 | 626.697164 | 9.287682 | 2000-2009 –> 2010-2019 | 3.759445 | 1.7333837 | 58473.714 | 1400.978334 | 1 | 14 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 7539 | 2.0588260 | 32297.120 | 186.788571 | 9.776627 | 2000-2009 –> 2010-2019 | 3.797676 | 1.7388500 | 58757.819 | 404.425853 | 2 | 16 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 7539 | 2.0652552 | 32344.132 | 12.832071 | 9.851629 | 2000-2009 –> 2010-2019 | 3.806318 | 1.7410623 | 58821.882 | 29.378090 | 3 | 18 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 7539 | 2.0775013 | 32433.274 | 19.886323 | 9.991108 | 2000-2009 –> 2010-2019 | 3.822147 | 1.7446460 | 58938.598 | 44.275132 | 5 | 21 |
| Indo-Pacific | (27.95,28.05] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 7539 | 2.2244726 | 33463.915 | 15.558711 | 10.920029 | 2000-2009 –> 2010-2019 | 3.839701 | 1.6152285 | 58935.660 | 32.972706 | 16 | 22 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 3580 | 1.2397274 | 11712.223 | 59.181537 | 10.798764 | 1982-1999 –> 2000-2009 | 2.433629 | 1.1939020 | 24757.318 | 112.381380 | 1 | 2 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3580 | 1.2408311 | 11718.594 | 270.589136 | 10.802768 | 1982-1999 –> 2000-2009 | 2.439481 | 1.1986503 | 24796.094 | 531.764818 | 2 | 5 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 3580 | 1.2434478 | 11733.678 | 59.181243 | 10.854555 | 1982-1999 –> 2000-2009 | 2.441061 | 1.1976130 | 24804.110 | 112.375817 | 5 | 7 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3580 | 1.2410695 | 11719.970 | 57.165728 | 10.648251 | 1982-1999 –> 2000-2009 | 2.462831 | 1.2217611 | 24953.379 | 108.285109 | 3 | 9 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3580 | 1.2420569 | 11725.665 | 251.908578 | 10.654149 | 1982-1999 –> 2000-2009 | 2.467967 | 1.2259104 | 24986.753 | 510.111144 | 4 | 13 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 3580 | 1.2457024 | 11744.648 | 56.361514 | 10.719236 | 1982-1999 –> 2000-2009 | 2.469949 | 1.2242461 | 24992.646 | 107.396940 | 7 | 14 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 3580 | 1.2447669 | 11741.269 | 57.158052 | 10.706391 | 1982-1999 –> 2000-2009 | 2.470030 | 1.2252636 | 24998.049 | 108.246920 | 6 | 14 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 3580 | 1.2465106 | 11749.293 | 230.576541 | 10.720868 | 1982-1999 –> 2000-2009 | 2.474740 | 1.2282299 | 25023.813 | 460.872034 | 8 | 19 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 3580 | 1.2492545 | 11765.036 | 56.356400 | 10.773809 | 1982-1999 –> 2000-2009 | 2.476857 | 1.2276022 | 25035.383 | 107.368977 | 9 | 19 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 3580 | 1.3006807 | 12055.876 | 38.574349 | 11.439911 | 1982-1999 –> 2000-2009 | 2.501631 | 1.2009501 | 25149.025 | 82.121194 | 14 | 18 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 5001 | 1.6437829 | 19177.220 | 43.237373 | 17.434395 | 2000-2009 –> 2010-2019 | 2.884852 | 1.2410695 | 30897.190 | 100.403101 | 2 | 5 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 5001 | 1.6452675 | 19186.249 | 235.054939 | 17.434588 | 2000-2009 –> 2010-2019 | 2.887324 | 1.2420569 | 30911.913 | 486.963517 | 5 | 9 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 5001 | 1.6474228 | 19199.343 | 43.290999 | 17.553004 | 2000-2009 –> 2010-2019 | 2.892190 | 1.2447669 | 30940.612 | 100.449052 | 9 | 15 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5001 | 1.6543076 | 19241.055 | 46.280704 | 17.640504 | 2000-2009 –> 2010-2019 | 2.894035 | 1.2397274 | 30953.279 | 105.462240 | 10 | 11 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5001 | 1.6552446 | 19246.719 | 223.963692 | 17.604411 | 2000-2009 –> 2010-2019 | 2.896076 | 1.2408311 | 30965.313 | 494.552828 | 12 | 14 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 5001 | 1.6460456 | 19190.978 | 28.527449 | 15.648174 | 2000-2009 –> 2010-2019 | 2.898402 | 1.2523569 | 30975.773 | 67.810586 | 6 | 16 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 5001 | 1.6543905 | 19239.556 | 43.066822 | 17.691607 | 2000-2009 –> 2010-2019 | 2.900093 | 1.2457024 | 30984.205 | 99.428336 | 11 | 18 |
| Indo-Pacific | (28.05,28.1] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5001 | 1.6576466 | 19261.223 | 46.302192 | 17.737035 | 2000-2009 –> 2010-2019 | 2.901094 | 1.2434478 | 30994.901 | 105.483435 | 17 | 22 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 5001 | 1.6553755 | 19245.510 | 198.602512 | 17.669767 | 2000-2009 –> 2010-2019 | 2.901886 | 1.2465106 | 30994.802 | 429.179052 | 13 | 21 |
| Indo-Pacific | (28.05,28.1] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 5001 | 1.6577632 | 19259.927 | 43.110790 | 17.798327 | 2000-2009 –> 2010-2019 | 2.907018 | 1.2492545 | 31024.963 | 99.467190 | 18 | 27 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 6734 | 1.2715261 | 22359.518 | 177.697436 | 11.090040 | 1982-1999 –> 2000-2009 | 2.614797 | 1.3432708 | 46654.695 | 307.914805 | 4 | 5 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 6734 | 1.2725838 | 22370.717 | 177.769538 | 11.087005 | 1982-1999 –> 2000-2009 | 2.616751 | 1.3441670 | 46675.342 | 307.975656 | 6 | 8 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 6734 | 1.2738975 | 22384.612 | 352.654454 | 11.080679 | 1982-1999 –> 2000-2009 | 2.619316 | 1.3454182 | 46702.418 | 622.660684 | 8 | 11 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 6734 | 1.2684433 | 22326.825 | 47.309809 | 10.606351 | 1982-1999 –> 2000-2009 | 2.646886 | 1.3784430 | 46988.151 | 79.293334 | 1 | 5 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 6734 | 1.2693383 | 22336.325 | 47.252321 | 10.608237 | 1982-1999 –> 2000-2009 | 2.648225 | 1.3788868 | 47002.211 | 79.227211 | 2 | 7 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 6734 | 1.2705036 | 22348.683 | 88.797572 | 10.597923 | 1982-1999 –> 2000-2009 | 2.650467 | 1.3799632 | 47025.624 | 163.855697 | 3 | 9 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 6734 | 1.2718175 | 22360.604 | 26.052281 | 11.026517 | 1982-1999 –> 2000-2009 | 2.657952 | 1.3861351 | 47098.760 | 47.217900 | 5 | 12 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 6734 | 1.2727864 | 22370.860 | 26.053583 | 11.033489 | 1982-1999 –> 2000-2009 | 2.659319 | 1.3865323 | 47113.075 | 47.221549 | 7 | 15 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 6734 | 1.2740705 | 22384.441 | 50.573724 | 11.031024 | 1982-1999 –> 2000-2009 | 2.661576 | 1.3875060 | 47136.601 | 102.967643 | 9 | 18 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 6734 | 1.2882534 | 22535.538 | 252.889831 | 9.023438 | 1982-1999 –> 2000-2009 | 2.756490 | 1.4682363 | 48090.842 | 443.848020 | 10 | 20 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 8313 | 1.4590989 | 29886.892 | 25.117909 | 11.710565 | 2000-2009 –> 2010-2019 | 2.727542 | 1.2684433 | 52213.717 | 72.427718 | 9 | 10 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 8313 | 1.4592380 | 29888.476 | 25.098233 | 11.715769 | 2000-2009 –> 2010-2019 | 2.728576 | 1.2693383 | 52224.801 | 72.350554 | 10 | 12 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 8313 | 1.4596115 | 29892.731 | 84.697689 | 11.725493 | 2000-2009 –> 2010-2019 | 2.730115 | 1.2705036 | 52241.414 | 173.495261 | 11 | 14 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 8313 | 1.4521935 | 29808.019 | 242.264150 | 12.368123 | 2000-2009 –> 2010-2019 | 2.740447 | 1.2882534 | 52343.558 | 495.153981 | 3 | 13 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 8313 | 1.4697053 | 30007.312 | 169.945256 | 12.756075 | 2000-2009 –> 2010-2019 | 2.741232 | 1.2715261 | 52366.830 | 347.642692 | 20 | 24 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate_star | 8313 | 1.4703171 | 30012.231 | 13.867830 | 12.637693 | 2000-2009 –> 2010-2019 | 2.742135 | 1.2718175 | 52372.835 | 39.920111 | 22 | 27 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 8313 | 1.4699413 | 30009.980 | 170.158807 | 12.762949 | 2000-2009 –> 2010-2019 | 2.742525 | 1.2725838 | 52380.697 | 347.928345 | 21 | 27 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + phosphate + phosphate_star | 8313 | 1.4705141 | 30014.459 | 13.872273 | 12.646528 | 2000-2009 –> 2010-2019 | 2.743301 | 1.2727864 | 52385.319 | 39.925857 | 24 | 31 |
| Indo-Pacific | (28.1,28.2] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 8313 | 1.4704602 | 30015.849 | 360.439172 | 12.779573 | 2000-2009 –> 2010-2019 | 2.744358 | 1.2738975 | 52400.461 | 713.093626 | 23 | 31 |
| Indo-Pacific | (28.1,28.2] | 4 | cstar_tref ~ sal + temp + aou + phosphate | 8313 | 1.4710222 | 30020.202 | 48.190202 | 12.663359 | 2000-2009 –> 2010-2019 | 2.745093 | 1.2740705 | 52404.643 | 98.763926 | 27 | 36 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 3695 | 0.9296751 | 9961.076 | 213.948234 | 6.067592 | 1982-1999 –> 2000-2009 | 2.628479 | 1.6988043 | 24486.312 | 404.277760 | 1 | 5 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3695 | 0.9370134 | 10019.179 | 147.785395 | 6.042743 | 1982-1999 –> 2000-2009 | 2.630052 | 1.6930390 | 24519.101 | 296.937845 | 4 | 6 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 3695 | 0.9323932 | 9982.651 | 152.889171 | 6.058275 | 1982-1999 –> 2000-2009 | 2.630511 | 1.6981175 | 24504.875 | 302.442730 | 3 | 6 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3695 | 0.9303801 | 9966.678 | 150.364845 | 6.072711 | 1982-1999 –> 2000-2009 | 2.632177 | 1.7017965 | 24505.017 | 310.371414 | 2 | 7 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 3695 | 0.9643633 | 10231.794 | 158.114370 | 6.870382 | 1982-1999 –> 2000-2009 | 2.856365 | 1.8920018 | 25559.043 | 320.212839 | 13 | 34 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 3695 | 0.9657647 | 10240.525 | 149.113562 | 6.980509 | 1982-1999 –> 2000-2009 | 2.880950 | 1.9151853 | 25656.459 | 309.112302 | 15 | 42 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 3695 | 1.3989727 | 12981.061 | 157.690710 | 7.874036 | 1982-1999 –> 2000-2009 | 3.080129 | 1.6811564 | 27428.540 | 305.530523 | 21 | 22 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 3695 | 1.2946730 | 12408.484 | 10.480006 | 7.672808 | 1982-1999 –> 2000-2009 | 3.113621 | 1.8189476 | 27442.530 | 24.221446 | 17 | 25 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 3695 | 0.9507492 | 10126.724 | 156.305257 | 6.362687 | 1982-1999 –> 2000-2009 | 3.128881 | 2.1781317 | 26502.609 | 318.422611 | 8 | 42 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 3695 | 1.4184909 | 13081.452 | 150.576485 | 8.258734 | 1982-1999 –> 2000-2009 | 3.130265 | 1.7117744 | 27661.320 | 292.645429 | 22 | 28 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 4446 | 1.0769059 | 13290.028 | 354.789944 | 17.620345 | 2000-2009 –> 2010-2019 | 2.006581 | 0.9296751 | 23251.104 | 568.738178 | 1 | 2 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4446 | 1.0775390 | 13295.254 | 263.794508 | 17.623972 | 2000-2009 –> 2010-2019 | 2.007919 | 0.9303801 | 23261.932 | 414.159353 | 2 | 4 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 4446 | 1.0792132 | 13309.059 | 259.860013 | 17.621193 | 2000-2009 –> 2010-2019 | 2.011606 | 0.9323932 | 23291.709 | 412.749184 | 3 | 6 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4446 | 1.0833197 | 13342.830 | 259.521326 | 17.641466 | 2000-2009 –> 2010-2019 | 2.020333 | 0.9370134 | 23362.009 | 407.306721 | 4 | 8 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 4446 | 1.1137655 | 13589.285 | 252.906021 | 18.278279 | 2000-2009 –> 2010-2019 | 2.063170 | 0.9494048 | 23705.551 | 396.066086 | 5 | 10 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ temp + aou + nitrate + phosphate_star | 4446 | 1.1138550 | 13587.999 | 252.788570 | 18.313045 | 2000-2009 –> 2010-2019 | 2.063634 | 0.9497791 | 23705.179 | 395.852384 | 6 | 12 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 4446 | 1.1171839 | 13616.535 | 249.950585 | 18.366882 | 2000-2009 –> 2010-2019 | 2.067251 | 0.9500673 | 23737.957 | 403.088664 | 7 | 14 |
| Indo-Pacific | (28.2,28.3] | 4 | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 4446 | 1.1173276 | 13615.678 | 249.774810 | 18.411080 | 2000-2009 –> 2010-2019 | 2.068119 | 0.9507911 | 23740.728 | 392.322730 | 8 | 17 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 4446 | 1.1191235 | 13631.959 | 266.197659 | 18.400004 | 2000-2009 –> 2010-2019 | 2.069873 | 0.9507492 | 23758.683 | 422.502916 | 9 | 17 |
| Indo-Pacific | (28.2,28.3] | 5 | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 4446 | 1.1195000 | 13634.949 | 316.801683 | 18.406768 | 2000-2009 –> 2010-2019 | 2.070370 | 0.9508696 | 23762.609 | 485.590514 | 11 | 21 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 825 | 0.6984550 | 1763.089 | 48.508295 | 4.835070 | 1982-1999 –> 2000-2009 | 1.389550 | 0.6910951 | 3987.253 | 78.132397 | 10 | 11 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 825 | 0.6982586 | 1762.625 | 6.534572 | 4.826691 | 1982-1999 –> 2000-2009 | 1.389948 | 0.6916895 | 3988.600 | 10.398889 | 9 | 11 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 825 | 0.6982364 | 1762.573 | 7.014495 | 4.825779 | 1982-1999 –> 2000-2009 | 1.389995 | 0.6917590 | 3988.759 | 11.832741 | 8 | 11 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 825 | 0.6981484 | 1762.365 | 183.452143 | 4.821538 | 1982-1999 –> 2000-2009 | 1.390100 | 0.6919516 | 3989.137 | 289.032762 | 7 | 11 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 825 | 0.6334889 | 1602.002 | 41.015734 | 1.850976 | 1982-1999 –> 2000-2009 | 1.393156 | 0.7596673 | 4025.401 | 65.302032 | 1 | 10 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + silicate | 825 | 0.7237418 | 1821.770 | 7.094619 | 5.084487 | 1982-1999 –> 2000-2009 | 1.429736 | 0.7059944 | 4090.855 | 12.034278 | 11 | 16 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 825 | 0.6621272 | 1674.957 | 376.545208 | 1.716542 | 1982-1999 –> 2000-2009 | 1.480651 | 0.8185233 | 4255.508 | 769.591304 | 5 | 17 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 825 | 0.6620631 | 1674.798 | 329.982804 | 1.716276 | 1982-1999 –> 2000-2009 | 1.481299 | 0.8192363 | 4257.182 | 652.771525 | 4 | 17 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 825 | 0.6615900 | 1673.618 | 339.422088 | 1.714346 | 1982-1999 –> 2000-2009 | 1.481373 | 0.8197834 | 4257.409 | 661.028902 | 3 | 17 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 825 | 0.6612570 | 1672.788 | 719.962620 | 1.712568 | 1982-1999 –> 2000-2009 | 1.481483 | 0.8202261 | 4257.715 | 1178.790440 | 2 | 17 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 1167 | 0.5346129 | 1864.223 | 7.428995 | 3.809052 | 2000-2009 –> 2010-2019 | 1.168102 | 0.6334889 | 3466.225 | 48.444729 | 4 | 5 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 1167 | 0.5279260 | 1834.846 | 876.884725 | 4.870073 | 2000-2009 –> 2010-2019 | 1.189183 | 0.6612570 | 3507.633 | 1596.847346 | 2 | 4 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 1167 | 0.5287540 | 1838.503 | 869.662327 | 4.873553 | 2000-2009 –> 2010-2019 | 1.190817 | 0.6620631 | 3513.301 | 1199.645131 | 3 | 6 |
| Indo-Pacific | (28.3, Inf] | 4 | cstar_tref ~ sal + temp + nitrate + phosphate_star | 1167 | 0.5835981 | 2066.844 | 7.428459 | 3.279310 | 2000-2009 –> 2010-2019 | 1.247903 | 0.6643045 | 3745.219 | 43.858380 | 6 | 10 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 1167 | 0.5039694 | 1726.453 | 962.068283 | 5.962483 | 2000-2009 –> 2010-2019 | 1.248039 | 0.7440697 | 3593.928 | 1272.062044 | 1 | 11 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 1167 | 0.6168343 | 2198.119 | 97.405483 | 4.035150 | 2000-2009 –> 2010-2019 | 1.314983 | 0.6981484 | 3960.484 | 280.857626 | 10 | 15 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate | 1167 | 0.6168199 | 2198.065 | 8.325456 | 4.037321 | 2000-2009 –> 2010-2019 | 1.315056 | 0.6982364 | 3960.637 | 15.339950 | 9 | 15 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 1167 | 0.6168129 | 2198.038 | 4.502943 | 4.038439 | 2000-2009 –> 2010-2019 | 1.315071 | 0.6982586 | 3960.663 | 11.037515 | 8 | 15 |
| Indo-Pacific | (28.3, Inf] | 5 | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 1167 | 0.6167773 | 2197.903 | 8.696117 | 4.044362 | 2000-2009 –> 2010-2019 | 1.315232 | 0.6984550 | 3960.992 | 57.204412 | 7 | 15 |
| Indo-Pacific | (28.3, Inf] | 4 | cstar_tref ~ sal + aou + nitrate + phosphate | 1167 | 0.5461407 | 1912.016 | 874.387883 | 6.047029 | 2000-2009 –> 2010-2019 | 1.323502 | 0.7773610 | 3849.711 | 1161.004515 | 5 | 22 |
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 | 9.644090 | 7203.870 |
| Atlantic | (-Inf,26] | 2000-2009 –> 2010-2019 | 10.509435 | 6588.623 |
| Atlantic | (26,26.5] | 1982-1999 –> 2000-2009 | 13.354637 | 8347.032 |
| Atlantic | (26,26.5] | 2000-2009 –> 2010-2019 | 11.789250 | 7421.773 |
| Atlantic | (26.5,26.75] | 1982-1999 –> 2000-2009 | 9.997015 | 7452.575 |
| Atlantic | (26.5,26.75] | 2000-2009 –> 2010-2019 | 10.753942 | 5745.463 |
| Atlantic | (26.75,27] | 1982-1999 –> 2000-2009 | 9.524978 | 14624.259 |
| Atlantic | (26.75,27] | 2000-2009 –> 2010-2019 | 9.682127 | 11669.531 |
| Atlantic | (27,27.25] | 1982-1999 –> 2000-2009 | 8.383932 | 24462.001 |
| Atlantic | (27,27.25] | 2000-2009 –> 2010-2019 | 8.963208 | 20119.806 |
| Atlantic | (27.25,27.5] | 1982-1999 –> 2000-2009 | 7.395363 | 46907.069 |
| Atlantic | (27.25,27.5] | 2000-2009 –> 2010-2019 | 8.365154 | 41174.939 |
| Atlantic | (27.5,27.75] | 1982-1999 –> 2000-2009 | 9.369190 | 80411.433 |
| Atlantic | (27.5,27.75] | 2000-2009 –> 2010-2019 | 11.207223 | 71205.324 |
| Atlantic | (27.75,27.85] | 1982-1999 –> 2000-2009 | 7.598828 | 31903.305 |
| Atlantic | (27.75,27.85] | 2000-2009 –> 2010-2019 | 9.469165 | 30652.953 |
| Atlantic | (27.85,27.95] | 1982-1999 –> 2000-2009 | 7.895035 | 75127.020 |
| Atlantic | (27.85,27.95] | 2000-2009 –> 2010-2019 | 10.075150 | 66900.532 |
| Atlantic | (27.95,27.97] | 1982-1999 –> 2000-2009 | 6.753077 | 39583.880 |
| Atlantic | (27.95,27.97] | 2000-2009 –> 2010-2019 | 6.694402 | 26090.853 |
| Atlantic | (27.97,28] | 1982-1999 –> 2000-2009 | 6.875950 | 43777.995 |
| Atlantic | (27.97,28] | 2000-2009 –> 2010-2019 | 6.781906 | 27080.229 |
| Atlantic | (28,28.05] | 1982-1999 –> 2000-2009 | 7.154390 | 30376.920 |
| Atlantic | (28,28.05] | 2000-2009 –> 2010-2019 | 7.015713 | 22583.526 |
| Atlantic | (28.05,28.1] | 1982-1999 –> 2000-2009 | 7.065339 | 24491.452 |
| Atlantic | (28.05,28.1] | 2000-2009 –> 2010-2019 | 8.064048 | 20414.845 |
| Atlantic | (28.1,28.15] | 1982-1999 –> 2000-2009 | 8.423899 | 23870.322 |
| Atlantic | (28.1,28.15] | 2000-2009 –> 2010-2019 | 10.155234 | 21257.703 |
| Atlantic | (28.15,28.2] | 1982-1999 –> 2000-2009 | 9.191171 | 18763.038 |
| Atlantic | (28.15,28.2] | 2000-2009 –> 2010-2019 | 9.085647 | 15386.555 |
| Atlantic | (28.2, Inf] | 1982-1999 –> 2000-2009 | 4.609991 | 32046.560 |
| Atlantic | (28.2, Inf] | 2000-2009 –> 2010-2019 | 4.634338 | 25333.237 |
| Indo-Pacific | (-Inf,26] | 1982-1999 –> 2000-2009 | 18.095625 | 63188.531 |
| Indo-Pacific | (-Inf,26] | 2000-2009 –> 2010-2019 | 17.908189 | 75984.312 |
| Indo-Pacific | (26,26.5] | 1982-1999 –> 2000-2009 | 12.395590 | 44259.611 |
| Indo-Pacific | (26,26.5] | 2000-2009 –> 2010-2019 | 14.061953 | 41148.891 |
| Indo-Pacific | (26.5,26.75] | 1982-1999 –> 2000-2009 | 9.755086 | 36359.520 |
| Indo-Pacific | (26.5,26.75] | 2000-2009 –> 2010-2019 | 11.005996 | 36164.773 |
| Indo-Pacific | (26.75,27] | 1982-1999 –> 2000-2009 | 9.253737 | 45861.554 |
| Indo-Pacific | (26.75,27] | 2000-2009 –> 2010-2019 | 9.294161 | 47343.477 |
| Indo-Pacific | (27,27.25] | 1982-1999 –> 2000-2009 | 7.359959 | 66416.869 |
| Indo-Pacific | (27,27.25] | 2000-2009 –> 2010-2019 | 6.929487 | 70009.349 |
| Indo-Pacific | (27.25,27.5] | 1982-1999 –> 2000-2009 | 6.596143 | 87390.422 |
| Indo-Pacific | (27.25,27.5] | 2000-2009 –> 2010-2019 | 6.704033 | 87904.996 |
| Indo-Pacific | (27.5,27.75] | 1982-1999 –> 2000-2009 | 6.325021 | 77976.214 |
| Indo-Pacific | (27.5,27.75] | 2000-2009 –> 2010-2019 | 6.640438 | 88415.970 |
| Indo-Pacific | (27.75,27.85] | 1982-1999 –> 2000-2009 | 3.881692 | 27404.910 |
| Indo-Pacific | (27.75,27.85] | 2000-2009 –> 2010-2019 | 4.135895 | 32068.924 |
| Indo-Pacific | (27.85,27.95] | 1982-1999 –> 2000-2009 | 3.055152 | 33148.249 |
| Indo-Pacific | (27.85,27.95] | 2000-2009 –> 2010-2019 | 3.435037 | 37286.478 |
| Indo-Pacific | (27.95,28.05] | 1982-1999 –> 2000-2009 | 2.934397 | 50071.295 |
| Indo-Pacific | (27.95,28.05] | 2000-2009 –> 2010-2019 | 3.711646 | 58014.200 |
| Indo-Pacific | (28.05,28.1] | 1982-1999 –> 2000-2009 | 2.463818 | 24949.657 |
| Indo-Pacific | (28.05,28.1] | 2000-2009 –> 2010-2019 | 2.896297 | 30964.295 |
| Indo-Pacific | (28.1,28.2] | 1982-1999 –> 2000-2009 | 2.653178 | 47048.772 |
| Indo-Pacific | (28.1,28.2] | 2000-2009 –> 2010-2019 | 2.738532 | 52333.428 |
| Indo-Pacific | (28.2,28.3] | 1982-1999 –> 2000-2009 | 2.871143 | 25826.581 |
| Indo-Pacific | (28.2,28.3] | 2000-2009 –> 2010-2019 | 2.044886 | 23557.746 |
| Indo-Pacific | (28.3, Inf] | 1982-1999 –> 2000-2009 | 1.430729 | 4109.782 |
| Indo-Pacific | (28.3, Inf] | 2000-2009 –> 2010-2019 | 1.262789 | 3751.879 |
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 |
|---|---|---|
| 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 |
|---|---|---|
| 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 | phosphate | phosphate_star | sal | silicate | temp | |
|---|---|---|---|---|---|---|---|
| Atlantic - 1982-1999 --> 2000-2009 | |||||||
| (-Inf,26] | 9 | 10 | 7 | 7 | 4 | 3 | 7 |
| (26,26.5] | 5 | 10 | 7 | 4 | 6 | 10 | 6 |
| (26.5,26.75] | 8 | 7 | 5 | 5 | 7 | 10 | 7 |
| (26.75,27] | 7 | 6 | 5 | 6 | 5 | 9 | 9 |
| (27,27.25] | 7 | 10 | 7 | 6 | 4 | 4 | 9 |
| (27.25,27.5] | 9 | 10 | 4 | 4 | 4 | 10 | 5 |
| (27.5,27.75] | 7 | 10 | 5 | 5 | 6 | 9 | 6 |
| (27.75,27.85] | 8 | 10 | 5 | 5 | 4 | 10 | 6 |
| (27.85,27.95] | 8 | 10 | 6 | 6 | 5 | 6 | 8 |
| (27.95,27.97] | 5 | 4 | 7 | 7 | 9 | 10 | 6 |
| (27.97,28] | 7 | 4 | 5 | 5 | 9 | 10 | 7 |
| (28,28.05] | 5 | 3 | 5 | 8 | 10 | 7 | 8 |
| (28.05,28.1] | 6 | 1 | 6 | 8 | 6 | 10 | 8 |
| (28.1,28.15] | 8 | 2 | 7 | 6 | 8 | 8 | 7 |
| (28.15,28.2] | 7 | 4 | 4 | 6 | 5 | 10 | 9 |
| (28.2, Inf] | 7 | 5 | 3 | 7 | 10 | 8 | 7 |
| total | 113.00 | 106.00 | 88.00 | 95.00 | 102.00 | 134.00 | 115.00 |
| Atlantic - 2000-2009 --> 2010-2019 | |||||||
| (-Inf,26] | 10 | 10 | 5 | 8 | 4 | 5 | 5 |
| (26,26.5] | 6 | 10 | 6 | 4 | 5 | 10 | 7 |
| (26.5,26.75] | 8 | 8 | 4 | 5 | 6 | 10 | 7 |
| (26.75,27] | 8 | 7 | 5 | 6 | 6 | 7 | 9 |
| (27,27.25] | 7 | 10 | 7 | 6 | 4 | 4 | 9 |
| (27.25,27.5] | 9 | 10 | 4 | 4 | 4 | 10 | 5 |
| (27.5,27.75] | 8 | 10 | 5 | 5 | 5 | 10 | 5 |
| (27.75,27.85] | 8 | 10 | 5 | 5 | 4 | 10 | 6 |
| (27.85,27.95] | 9 | 10 | 6 | 5 | 5 | 7 | 7 |
| (27.95,27.97] | 7 | 2 | 7 | 6 | 10 | 8 | 6 |
| (27.97,28] | 7 | 4 | 5 | 5 | 9 | 10 | 7 |
| (28,28.05] | 6 | 3 | 6 | 7 | 8 | 9 | 7 |
| (28.05,28.1] | 9 | 4 | 10 | 5 | 5 | 4 | 5 |
| (28.1,28.15] | 9 | 2 | 7 | 6 | 7 | 7 | 6 |
| (28.15,28.2] | 5 | 3 | 4 | 7 | 6 | 10 | 10 |
| (28.2, Inf] | 6 | 6 | 3 | 7 | 10 | 8 | 7 |
| total | 122.00 | 109.00 | 89.00 | 91.00 | 98.00 | 129.00 | 108.00 |
| Indo-Pacific - 1982-1999 --> 2000-2009 | |||||||
| (-Inf,26] | 8 | 6 | 6 | 6 | 10 | 5 | 8 |
| (26,26.5] | 9 | 10 | 4 | 4 | 4 | 10 | 5 |
| (26.5,26.75] | 8 | 10 | 5 | 5 | 5 | 10 | 4 |
| (26.75,27] | 7 | 10 | 6 | 6 | 4 | 10 | 4 |
| (27,27.25] | 4 | 10 | 8 | 5 | 5 | 10 | 5 |
| (27.25,27.5] | 5 | 10 | 8 | 5 | 7 | 8 | 6 |
| (27.5,27.75] | 7 | 10 | 6 | 5 | 7 | 6 | 8 |
| (27.75,27.85] | 6 | 8 | 6 | 5 | 9 | 5 | 9 |
| (27.85,27.95] | 6 | 6 | 6 | 4 | 10 | 6 | 10 |
| (27.95,28.05] | 6 | 7 | 6 | 4 | 10 | 5 | 10 |
| (28.05,28.1] | 6 | 4 | 7 | 6 | 10 | 4 | 10 |
| (28.1,28.2] | 7 | 4 | 6 | 7 | 10 | 4 | 9 |
| (28.2,28.3] | 6 | 10 | 8 | 6 | 9 | 4 | 5 |
| (28.3, Inf] | 7 | 6 | 6 | 7 | 10 | 6 | 8 |
| total | 92.00 | 111.00 | 88.00 | 75.00 | 110.00 | 93.00 | 101.00 |
| Indo-Pacific - 2000-2009 --> 2010-2019 | |||||||
| (-Inf,26] | 8 | 7 | 6 | 5 | 10 | 5 | 8 |
| (26,26.5] | 8 | 10 | 5 | 4 | 4 | 10 | 6 |
| (26.5,26.75] | 9 | 10 | 4 | 4 | 4 | 10 | 5 |
| (26.75,27] | 7 | 10 | 6 | 6 | 4 | 10 | 4 |
| (27,27.25] | 4 | 10 | 8 | 5 | 5 | 10 | 5 |
| (27.25,27.5] | 6 | 10 | 7 | 5 | 9 | 6 | 5 |
| (27.5,27.75] | 7 | 10 | 7 | 6 | 6 | 6 | 8 |
| (27.75,27.85] | 8 | 9 | 5 | 5 | 7 | 6 | 9 |
| (27.85,27.95] | 8 | 10 | 6 | 5 | 6 | 5 | 8 |
| (27.95,28.05] | 7 | 10 | 6 | 5 | 6 | 6 | 9 |
| (28.05,28.1] | 7 | 4 | 6 | 6 | 10 | 4 | 10 |
| (28.1,28.2] | 7 | 4 | 6 | 7 | 10 | 4 | 9 |
| (28.2,28.3] | 7 | 10 | 7 | 8 | 4 | 4 | 8 |
| (28.3, Inf] | 7 | 6 | 6 | 7 | 10 | 6 | 6 |
| total | 100.00 | 120.00 | 85.00 | 78.00 | 95.00 | 92.00 | 100.00 |
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 |
|---|---|---|
| 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 |
|---|---|---|
| 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 |
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