Last updated: 2021-06-04
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Rmd | ee13efb | jens-daniel-mueller | 2021-05-27 | optional source of local params fully implemented |
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Rmd | bc61ce3 | Jens Müller | 2020-11-30 | Initial commit |
The results displayed on this site correspond to the Version_ID: v_XXX
Required are:
GLODAP <-
read_csv(paste(path_version_data,
"GLODAPv2.2020_MLR_fitting_ready.csv",
sep = ""))
Find all possible combinations of following considered predictor variables:
# 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,
data_source == "obs")
i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[3]
print(i_gamma_slab)
# subset one gamma slab
GLODAP_basin_era_slab <- GLODAP_basin_era %>%
filter(gamma_slab == i_gamma_slab)
# fit the full linear model, i.e. all predictor combinations
lm_full <- lm(paste(
params_local$MLR_target,
paste(params_local$MLR_predictors, collapse = " + "),
sep = " ~ "
),
data = GLODAP_basin_era_slab)
# fit linear models for all possible predictor combinations
# unfortunately, this functions does not provide model coefficients (yet)
lm_all <- ols_step_all_possible(lm_full)
# convert to tibble
lm_all <- as_tibble(lm_all)
# format model formula
lm_all <- lm_all %>%
select(n, predictors) %>%
mutate(model = str_replace_all(predictors, " ", " + "),
model = paste(params_local$MLR_target, "~", model))
# remove helper objects
rm(i_gamma_slab,
i_era,
i_basin,
GLODAP_basin_era,
GLODAP_basin_era_slab,
lm_full)
Select combinations with a total number of predictors in the range:
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:
Individual linear regression models were fitted for the chosen target variable:
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.
library(furrr)
library(purrr)
map(c("hello", "world"), ~.x)
future_map(c("hello", "world"), ~.x)
library(tictoc)
plan(sequential)
tic()
nothingness <- future_map(c(2, 2, 2), ~Sys.sleep(.x))
toc()
plan(multisession, workers = 3)
tic()
nothingness <- future_map(c(2, 2, 2), ~Sys.sleep(.x))
toc()
future_map_dbl(1:4, function(x){
Sys.sleep(1)
x^2
}, .progress = TRUE)
# prepare nested data frame
GLODAP %>%
filter_all(any_vars(is.na(.)))
GLODAP_nested <- GLODAP %>%
# filter(gamma_slab %in% unique(GLODAP$gamma_slab)[c(5,6)]) %>%
nest(data = !c(gamma_slab, era, basin, data_source))
# expand with model definitions
GLODAP_nested_lm <- expand_grid(
GLODAP_nested,
lm_all#[1:3,]
)
# fit models and extract tidy model output
GLODAP_nested_lm_fit <- GLODAP_nested_lm %>%
mutate(
fit = map2(.x = data, .y = model,
~ lm(as.formula(.y), data = .x)),
tidied = map(fit, tidy),
glanced = map(fit, glance),
augmented = map(fit, augment),
vif = map(fit, ols_vif_tol)
)
# test parallel processing
# expand with model definitions
# test multidplyr
# library(parallel)
# library(multidplyr)
#
# n_cores <- detectCores()
# system.time(
# cluster <- new_cluster(n_cores - 2)
# )
#
# cluster
#
# system.time(
# GLODAP_nested_lm_part <-
# GLODAP_nested_lm %>%
# #group_by(gamma_slab, era, basin, data_source, model, predictors, n) %>%
# partition(cluster)
# )
#
#
# GLODAP_nested_lm
# GLODAP_nested_lm_part
#
# system.time(cluster %>%
# cluster_library(c("tidyverse",
# "broom",
# "olsrr",
# "purrr")))
#
# cluster_call(cluster, search())
#
# system.time(
# GLODAP_nested_lm_fit <- GLODAP_nested_lm_part %>%
# mutate(
# fit = map2(.x = data, .y = model,
# ~ lm(as.formula(.y), data = .x)),
# tidied = map(fit, tidy),
# glanced = map(fit, glance),
# augmented = map(fit, augment),
# vif = map(fit, ols_vif_tol)
# )
# )
#
# system.time(
# # extract glanced model output (model diagnostics, such as AIC)
# GLODAP_glanced <- GLODAP_nested_lm_fit %>%
# select(-c(data, fit, tidied, augmented, vif))
# # unnest(glanced) %>%
# # rename(n_predictors = n)
# )
#
#
# system.time(
# GLODAP_nested_lm_fit <- GLODAP_nested_lm_fit %>%
# collect()
# )
### test furrr
# library(furrr)
#
# plan(multisession, workers = 10)
#
# tic()
# GLODAP_nested_lm_fit_furrr <- GLODAP_nested_lm %>%
# mutate(
# fit = future_map2(.x = data, .y = model,
# ~ lm(as.formula(.y), data = .x)),
# tidied = future_map(fit, tidy),
# glanced = future_map(fit, glance),
# augmented = future_map(fit, augment),
# vif = future_map(fit, ols_vif_tol)
# )
# toc()
#
# plan(sequential)
# print(object.size(GLODAP_nested), units = "MB")
# print(object.size(GLODAP_nested_lm), units = "MB")
# print(object.size(GLODAP_nested_lm_fit), units = "MB")
# extract glanced model output (model diagnostics, such as AIC)
GLODAP_glanced <- GLODAP_nested_lm_fit %>%
select(-c(data, fit, tidied, augmented, vif)) %>%
unnest(glanced) %>%
rename(n_predictors = n)
# extract tidy model output (model coefficients)
GLODAP_tidy <- GLODAP_nested_lm_fit %>%
select(-c(data, fit, glanced, augmented, vif)) %>%
unnest(tidied)
# extract augmented model output (fitted values and residuals)
GLODAP_augmented <- GLODAP_nested_lm_fit %>%
select(-c(data, fit, tidied, glanced, vif)) %>%
unnest(augmented)
# print(object.size(GLODAP_augmented), units = "MB")
# extract VIC from output
GLODAP_glanced_vif <- GLODAP_nested_lm_fit %>%
select(-c(data, fit, tidied, augmented, glanced)) %>%
unnest(vif)
# calculte max vif per model
GLODAP_glanced_vif_max <- GLODAP_glanced_vif %>%
group_by(data_source, era, basin, gamma_slab, model, n) %>%
summarise(vif_max = max(VIF)) %>%
ungroup()
# calculate RMSE from augmented output
GLODAP_glanced_rmse <- GLODAP_augmented %>%
group_by(data_source, era, basin, gamma_slab, model) %>%
summarise(rmse = sqrt(c(crossprod(.resid)) / length(.resid))) %>%
ungroup()
# add RMSE and vif_max to glanced output
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_rmse)
GLODAP_glanced <- full_join(GLODAP_glanced, GLODAP_glanced_vif_max)
rm(GLODAP_glanced_rmse)
rm(GLODAP_glanced_vif_max)
# extract input data
GLODAP_data <- GLODAP_nested_lm_fit %>%
select(-c(fit, tidied, glanced, augmented, vif)) %>%
unnest(data)
# append input data with augmented data
GLODAP_augmented <- bind_cols(
GLODAP_data,
GLODAP_augmented %>% select(.fitted, .resid)
)
rm(GLODAP, GLODAP_nested, GLODAP_nested_lm, GLODAP_nested_lm_fit, lm_all,
GLODAP_data)
Coefficients are prepared for the mapping of Cant and the chosen target variable.
To avoid multicollinearity among predictors, models were excluded with a VIF above:
After removing models affected by multicollinearity, the targeted number of MLRs (10) was undercut in following fitting units:
GLODAP_glanced_clean <- GLODAP_glanced %>%
filter(vif_max <= params_local$vif_max)
GLODAP_glanced_clean %>%
group_by(data_source, era, basin, gamma_slab) %>%
count() %>%
filter(n < params_local$MLR_number)
# A tibble: 0 x 5
# Groups: data_source, era, basin, gamma_slab [0]
# … with 5 variables: data_source <chr>, era <chr>, basin <chr>,
# gamma_slab <chr>, n <int>
Within each basin and slab, the following number of best linear regression models was selected:
The criterion used to select the best models was:
The criterion was summed up for two adjacent eras, and the models with lowest summed values were selected.
# calculate RMSE sum for adjacent eras
lm_all_eras <- GLODAP_glanced_clean %>%
select(data_source, basin, gamma_slab, model, era, AIC, BIC, rmse) %>%
arrange(era) %>%
group_by(data_source, basin, gamma_slab, model) %>%
mutate(eras = paste(lag(era), era, sep = " --> "),
rmse_sum = rmse + lag(rmse),
aic_sum = AIC + lag(AIC),
bic_sum = BIC + lag(BIC)
) %>%
ungroup() %>%
select(-c(era)) %>%
drop_na()
# subset models with lowest summed criterion
# chose which criterion is applied
if (params_local$MLR_criterion == "aic") {
lm_best_eras <- lm_all_eras %>%
group_by(data_source, basin, gamma_slab, eras) %>%
slice_min(order_by = aic_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, model)
}
if (params_local$MLR_criterion == "bic") {
lm_best_eras <- lm_all_eras %>%
group_by(data_source, basin, gamma_slab, eras) %>%
slice_min(order_by = bic_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, model)
}
if (params_local$MLR_criterion == "rmse") {
lm_best_eras <- lm_all_eras %>%
group_by(data_source, basin, gamma_slab, eras) %>%
slice_min(order_by = rmse_sum,
with_ties = FALSE,
n = params_local$MLR_number) %>%
ungroup() %>%
arrange(basin, gamma_slab, eras, model)
}
# print table
lm_best_eras %>%
kable() %>%
add_header_above() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")
data_source | basin | gamma_slab | model | AIC | BIC | rmse | eras | rmse_sum | aic_sum | bic_sum |
---|---|---|---|---|---|---|---|---|---|---|
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 112.29226 | 125.81504 | 0.6342647 | 2000-2009 –> 2010-2019 | 5.153268 | 793.7007 | 826.3769 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 850.02112 | 869.87509 | 6.6765781 | 2000-2009 –> 2010-2019 | 14.634309 | 1276.2049 | 1310.6016 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 84.13195 | 97.65473 | 0.4812490 | 2000-2009 –> 2010-2019 | 4.931078 | 762.0233 | 794.6995 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 842.59746 | 862.45143 | 6.4827617 | 2000-2009 –> 2010-2019 | 15.394691 | 1282.1443 | 1316.5410 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + nitrate + phosphate + phosphate_star | 118.30580 | 129.89675 | 0.6861049 | 2000-2009 –> 2010-2019 | 5.209118 | 797.9165 | 825.9246 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 59.45820 | 72.98098 | 0.3778455 | 2000-2009 –> 2010-2019 | 4.789329 | 735.3763 | 768.0525 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate | 852.24214 | 869.25983 | 6.7893532 | 2000-2009 –> 2010-2019 | 14.842674 | 1277.8349 | 1307.3178 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 111.84622 | 125.36900 | 0.6314971 | 2000-2009 –> 2010-2019 | 5.361170 | 803.6434 | 836.3196 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 850.62668 | 870.48065 | 6.6926412 | 2000-2009 –> 2010-2019 | 14.682012 | 1277.2786 | 1311.6754 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 850.67393 | 870.52790 | 6.6938962 | 2000-2009 –> 2010-2019 | 14.680089 | 1277.2789 | 1311.6757 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 56.06135 | 69.58413 | 0.3654695 | 2000-2009 –> 2010-2019 | 5.165715 | 751.2354 | 783.9116 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 844.97735 | 864.83132 | 6.5442751 | 2000-2009 –> 2010-2019 | 14.530314 | 1271.5801 | 1305.9768 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 82.47591 | 95.99869 | 0.4734987 | 2000-2009 –> 2010-2019 | 4.725077 | 749.9761 | 782.6522 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 111.74389 | 125.26667 | 0.6308639 | 2000-2009 –> 2010-2019 | 5.119055 | 791.5924 | 824.2686 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 850.88683 | 870.74080 | 6.6995538 | 2000-2009 –> 2010-2019 | 14.709327 | 1277.8397 | 1312.2365 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 55.96190 | 69.48468 | 0.3651134 | 2000-2009 –> 2010-2019 | 5.337238 | 759.1571 | 791.8332 |
mod | Atlantic | (-Inf,26] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 82.29310 | 95.81588 | 0.4726508 | 2000-2009 –> 2010-2019 | 5.359487 | 781.5434 | 814.2195 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 857.62009 | 877.47406 | 6.8809742 | 2000-2009 –> 2010-2019 | 15.372329 | 1291.4626 | 1325.8593 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 856.70107 | 876.55504 | 6.8559255 | 2000-2009 –> 2010-2019 | 15.339116 | 1290.4300 | 1324.8268 |
obs | Atlantic | (-Inf,26] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 853.88419 | 873.73817 | 6.7797162 | 2000-2009 –> 2010-2019 | 15.226797 | 1287.1098 | 1321.5065 |
obs | Atlantic | (26,26.5] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 3998.03734 | 4024.58655 | 6.1180143 | 2000-2009 –> 2010-2019 | 11.587377 | 7252.8619 | 7304.9341 |
mod | Atlantic | (26,26.5] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 2119.48172 | 2146.97021 | 4.0083129 | 2000-2009 –> 2010-2019 | 8.425221 | 3475.3046 | 3526.8900 |
obs | Atlantic | (26,26.5] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 4000.03103 | 4031.00511 | 6.1179831 | 2000-2009 –> 2010-2019 | 11.564615 | 7252.5244 | 7313.2753 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 2109.81869 | 2137.30717 | 3.9570009 | 2000-2009 –> 2010-2019 | 7.937653 | 3417.5962 | 3469.1816 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 3866.60012 | 3897.57420 | 5.4909633 | 2000-2009 –> 2010-2019 | 10.948724 | 7121.2163 | 7181.9672 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 2075.36390 | 2102.85238 | 3.7793297 | 2000-2009 –> 2010-2019 | 8.063200 | 3417.0574 | 3468.6428 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2112.95021 | 2140.43869 | 3.9735573 | 2000-2009 –> 2010-2019 | 8.178543 | 3446.0569 | 3497.6423 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 3883.83709 | 3914.81117 | 5.5682013 | 2000-2009 –> 2010-2019 | 11.094882 | 7151.5040 | 7212.2549 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2113.23972 | 2140.72820 | 3.9750915 | 2000-2009 –> 2010-2019 | 8.236472 | 3452.5014 | 3504.0868 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 3884.78886 | 3915.76294 | 5.5724976 | 2000-2009 –> 2010-2019 | 11.173023 | 7166.2597 | 7227.0106 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2079.14826 | 2106.63675 | 3.7984477 | 2000-2009 –> 2010-2019 | 8.387477 | 3452.6327 | 3504.2181 |
mod | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 2114.10194 | 2141.59042 | 3.9796640 | 2000-2009 –> 2010-2019 | 8.304232 | 3460.1638 | 3511.7492 |
obs | Atlantic | (26,26.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 3895.03534 | 3926.00942 | 5.6189613 | 2000-2009 –> 2010-2019 | 11.280473 | 7187.7700 | 7248.5209 |
obs | Atlantic | (26,26.5] | cstar_tref ~ temp + aou + nitrate + phosphate | 3996.58675 | 4023.13596 | 6.1108267 | 2000-2009 –> 2010-2019 | 11.671992 | 7268.7227 | 7320.7949 |
mod | Atlantic | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2117.53298 | 2145.02146 | 3.9979115 | 2000-2009 –> 2010-2019 | 8.435856 | 3475.5509 | 3527.1364 |
obs | Atlantic | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 3998.58589 | 4029.55997 | 6.1108225 | 2000-2009 –> 2010-2019 | 11.593396 | 7257.9195 | 7318.6704 |
mod | Atlantic | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 2113.75516 | 2141.24364 | 3.9778243 | 2000-2009 –> 2010-2019 | 8.440997 | 3474.3920 | 3525.9774 |
obs | Atlantic | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 3998.51880 | 4029.49289 | 6.1104903 | 2000-2009 –> 2010-2019 | 11.635898 | 7265.9463 | 7326.6972 |
mod | Atlantic | (26,26.5] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 2115.93499 | 2143.42347 | 3.9894024 | 2000-2009 –> 2010-2019 | 8.479962 | 3479.3982 | 3530.9836 |
obs | Atlantic | (26,26.5] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 3999.05791 | 4030.03199 | 6.1131604 | 2000-2009 –> 2010-2019 | 11.693586 | 7276.7896 | 7337.5405 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 2751.64574 | 2780.90585 | 4.1167469 | 2000-2009 –> 2010-2019 | 7.521296 | 4706.3791 | 4762.9768 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 4796.38740 | 4828.98448 | 5.2308575 | 2000-2009 –> 2010-2019 | 10.902204 | 8065.6922 | 8128.0120 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 2754.71307 | 2783.97318 | 4.1298395 | 2000-2009 –> 2010-2019 | 7.413858 | 4682.9897 | 4739.5874 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 4795.49514 | 4828.09222 | 5.2278588 | 2000-2009 –> 2010-2019 | 10.928384 | 8070.0960 | 8132.4158 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 2802.06719 | 2831.32730 | 4.3373319 | 2000-2009 –> 2010-2019 | 7.372535 | 4672.5123 | 4729.1099 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4889.77404 | 4922.37112 | 5.5544107 | 2000-2009 –> 2010-2019 | 11.252280 | 8163.8938 | 8226.2137 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 2808.25973 | 2837.51985 | 4.3652257 | 2000-2009 –> 2010-2019 | 7.308854 | 4656.2186 | 4712.8163 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 2761.34070 | 2790.60081 | 4.1582714 | 2000-2009 –> 2010-2019 | 7.283549 | 4653.2514 | 4709.8491 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 4792.60438 | 4825.20146 | 5.2181554 | 2000-2009 –> 2010-2019 | 10.917326 | 8066.9599 | 8129.2798 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 2830.50668 | 2859.76679 | 4.4669232 | 2000-2009 –> 2010-2019 | 7.503786 | 4701.3530 | 4757.9507 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 2809.24186 | 2838.50197 | 4.3696660 | 2000-2009 –> 2010-2019 | 7.298476 | 4653.4964 | 4710.0941 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + phosphate | 4857.34142 | 4885.28178 | 5.4468317 | 2000-2009 –> 2010-2019 | 11.122333 | 8125.4020 | 8178.8190 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + phosphate_star | 4854.39016 | 4882.33051 | 5.4365105 | 2000-2009 –> 2010-2019 | 11.137417 | 8127.0600 | 8180.4770 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 2773.80767 | 2803.06778 | 4.2122849 | 2000-2009 –> 2010-2019 | 7.484564 | 4699.4558 | 4756.0534 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 4857.50477 | 4890.10186 | 5.4404063 | 2000-2009 –> 2010-2019 | 11.115186 | 8127.4340 | 8189.7538 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 2777.66870 | 2806.92882 | 4.2291548 | 2000-2009 –> 2010-2019 | 7.379878 | 4675.5315 | 4732.1292 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 4854.70576 | 4887.30284 | 5.4306286 | 2000-2009 –> 2010-2019 | 11.123718 | 8127.9595 | 8190.2794 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 4851.96416 | 4879.90452 | 5.4280409 | 2000-2009 –> 2010-2019 | 11.128265 | 8124.5103 | 8177.9273 |
mod | Atlantic | (26.5,26.75] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 2781.45978 | 2810.71990 | 4.2457847 | 2000-2009 –> 2010-2019 | 7.341943 | 4666.4996 | 4723.0972 |
obs | Atlantic | (26.5,26.75] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 4852.25205 | 4884.84914 | 5.4220716 | 2000-2009 –> 2010-2019 | 11.115074 | 8125.4899 | 8187.8098 |
mod | Atlantic | (26.75,27] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 4277.07275 | 4310.79756 | 2.4921808 | 2000-2009 –> 2010-2019 | 5.000943 | 7219.1601 | 7283.9603 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 4408.85742 | 4442.58223 | 2.6784826 | 2000-2009 –> 2010-2019 | 5.214940 | 7364.6905 | 7429.4908 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + aou + silicate + phosphate | 4561.11696 | 4590.02394 | 2.9143228 | 2000-2009 –> 2010-2019 | 5.450786 | 7514.9530 | 7570.4961 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4546.12606 | 4579.85087 | 2.8873603 | 2000-2009 –> 2010-2019 | 5.208852 | 7391.0841 | 7455.8844 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5687.58692 | 5721.76399 | 4.4397285 | 2000-2009 –> 2010-2019 | 10.818177 | 9712.8916 | 9777.9972 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 4565.38721 | 4599.11203 | 2.9179445 | 2000-2009 –> 2010-2019 | 5.266662 | 7424.9431 | 7489.7433 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5692.37611 | 5726.55317 | 4.4506458 | 2000-2009 –> 2010-2019 | 10.772964 | 9706.8442 | 9771.9498 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 5702.39453 | 5736.57159 | 4.4735705 | 2000-2009 –> 2010-2019 | 10.782180 | 9714.2012 | 9779.3069 |
mod | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 4572.47149 | 4606.19630 | 2.9292747 | 2000-2009 –> 2010-2019 | 5.295379 | 7441.2611 | 7506.0614 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5693.41408 | 5727.59114 | 4.4530155 | 2000-2009 –> 2010-2019 | 10.772208 | 9707.2757 | 9772.3813 |
obs | Atlantic | (26.75,27] | cstar_tref ~ sal + temp + silicate + phosphate_star | 5711.91022 | 5741.20485 | 4.5000673 | 2000-2009 –> 2010-2019 | 10.905839 | 9740.4554 | 9796.2602 |
mod | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 4294.21475 | 4327.93956 | 2.5156611 | 2000-2009 –> 2010-2019 | 4.894133 | 7169.5315 | 7234.3317 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 5693.10635 | 5727.28341 | 4.4523128 | 2000-2009 –> 2010-2019 | 10.921289 | 9735.6889 | 9800.7945 |
mod | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 4303.46710 | 4337.19192 | 2.5284263 | 2000-2009 –> 2010-2019 | 4.897186 | 7173.6610 | 7238.4613 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 5698.83918 | 5733.01624 | 4.4654215 | 2000-2009 –> 2010-2019 | 10.846921 | 9724.7301 | 9789.8357 |
mod | Atlantic | (26.75,27] | cstar_tref ~ temp + aou + silicate + phosphate | 4691.53961 | 4720.44660 | 3.1298487 | 2000-2009 –> 2010-2019 | 5.569642 | 7596.7259 | 7652.2690 |
mod | Atlantic | (26.75,27] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 4324.96342 | 4358.68823 | 2.5583347 | 2000-2009 –> 2010-2019 | 4.930600 | 7197.0089 | 7261.8091 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 5700.96956 | 5735.14663 | 4.4703027 | 2000-2009 –> 2010-2019 | 10.863355 | 9729.0780 | 9794.1836 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 5705.73104 | 5735.02566 | 4.4858300 | 2000-2009 –> 2010-2019 | 10.909744 | 9737.7435 | 9793.5483 |
obs | Atlantic | (26.75,27] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 5701.13118 | 5730.42581 | 4.4752608 | 2000-2009 –> 2010-2019 | 10.926679 | 9738.3817 | 9794.1865 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 5596.17651 | 5632.15968 | 2.2093544 | 2000-2009 –> 2010-2019 | 4.784496 | 9767.5704 | 9837.0051 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 5677.14374 | 5713.12691 | 2.2813771 | 2000-2009 –> 2010-2019 | 5.008754 | 9949.5097 | 10018.9444 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate | 5794.50538 | 5825.34810 | 2.3918567 | 2000-2009 –> 2010-2019 | 5.020402 | 9999.9841 | 10059.4996 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 5787.50158 | 5823.48475 | 2.3833395 | 2000-2009 –> 2010-2019 | 4.921896 | 9933.7408 | 10003.1754 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 11084.91399 | 11123.02373 | 6.1605793 | 2000-2009 –> 2010-2019 | 12.057977 | 19056.9907 | 19130.9943 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 11059.06345 | 11097.17319 | 6.1141893 | 2000-2009 –> 2010-2019 | 11.897560 | 18982.4852 | 19056.4888 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 5781.28854 | 5817.27171 | 2.3774799 | 2000-2009 –> 2010-2019 | 4.989611 | 9977.7551 | 10047.1898 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5786.95409 | 5822.93726 | 2.3828226 | 2000-2009 –> 2010-2019 | 4.933042 | 9941.2517 | 10010.6863 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5807.80221 | 5843.78538 | 2.4025861 | 2000-2009 –> 2010-2019 | 4.974434 | 9976.9460 | 10046.3807 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 11104.39075 | 11142.50049 | 6.1957637 | 2000-2009 –> 2010-2019 | 11.934850 | 19008.6570 | 19082.6606 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 11065.97065 | 11104.08039 | 6.1265503 | 2000-2009 –> 2010-2019 | 11.942998 | 19003.6043 | 19077.6079 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 11123.05373 | 11161.16347 | 6.2296665 | 2000-2009 –> 2010-2019 | 12.064337 | 19068.4826 | 19142.4862 |
mod | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5816.09449 | 5852.07766 | 2.4104925 | 2000-2009 –> 2010-2019 | 4.990838 | 9991.0378 | 10060.4725 |
obs | Atlantic | (27,27.25] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 11106.05636 | 11144.16610 | 6.1987819 | 2000-2009 –> 2010-2019 | 11.951157 | 19016.0863 | 19090.0899 |
obs | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + phosphate_star | 11079.90152 | 11112.56701 | 6.1551552 | 2000-2009 –> 2010-2019 | 12.066285 | 19055.7741 | 19119.2057 |
obs | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 11045.99071 | 11084.10045 | 6.0908628 | 2000-2009 –> 2010-2019 | 12.065784 | 19050.6121 | 19124.6157 |
mod | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 5917.70267 | 5953.68584 | 2.5095109 | 2000-2009 –> 2010-2019 | 5.090338 | 10092.9736 | 10162.4083 |
obs | Atlantic | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 11005.11332 | 11043.22306 | 6.0184954 | 2000-2009 –> 2010-2019 | 11.861171 | 18953.9587 | 19027.9623 |
mod | Atlantic | (27,27.25] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 5781.28455 | 5817.26772 | 2.3774762 | 2000-2009 –> 2010-2019 | 4.951916 | 9952.1993 | 10021.6339 |
obs | Atlantic | (27,27.25] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 11016.32500 | 11054.43474 | 6.0382580 | 2000-2009 –> 2010-2019 | 11.915142 | 18979.7182 | 19053.7218 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 13193.32810 | 13232.77523 | 5.8385008 | 2000-2009 –> 2010-2019 | 10.519306 | 21887.1858 | 21963.6602 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate | 11281.53610 | 11315.28674 | 3.7850923 | 2000-2009 –> 2010-2019 | 7.121819 | 20960.0895 | 21026.9518 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 11109.87218 | 11149.24793 | 3.6280400 | 2000-2009 –> 2010-2019 | 6.863480 | 20676.8655 | 20754.8715 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 11130.98424 | 11170.35999 | 3.6467791 | 2000-2009 –> 2010-2019 | 6.968727 | 20795.1853 | 20873.1913 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 13178.22233 | 13217.66946 | 5.8172365 | 2000-2009 –> 2010-2019 | 10.419445 | 21822.4638 | 21898.9382 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 11352.00621 | 11391.38196 | 3.8488656 | 2000-2009 –> 2010-2019 | 6.976101 | 20793.6858 | 20871.6918 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 13176.76737 | 13216.21450 | 5.8151924 | 2000-2009 –> 2010-2019 | 10.392393 | 21805.0440 | 21881.5184 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 11260.84060 | 11300.21635 | 3.7641877 | 2000-2009 –> 2010-2019 | 6.952605 | 20773.8990 | 20851.9050 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + phosphate | 13244.44225 | 13278.25407 | 5.9138884 | 2000-2009 –> 2010-2019 | 10.530748 | 21895.9965 | 21961.5460 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + phosphate_star | 13247.83591 | 13281.64774 | 5.9187382 | 2000-2009 –> 2010-2019 | 10.512960 | 21884.9878 | 21950.5373 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 13241.38475 | 13280.83187 | 5.9066683 | 2000-2009 –> 2010-2019 | 10.521577 | 21893.7003 | 21970.1747 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 11077.17048 | 11116.54623 | 3.5992037 | 2000-2009 –> 2010-2019 | 7.114699 | 20949.9931 | 21027.9991 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 13244.57132 | 13284.01845 | 5.9112165 | 2000-2009 –> 2010-2019 | 10.505329 | 21883.6540 | 21960.1284 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 11352.05360 | 11391.42935 | 3.8489101 | 2000-2009 –> 2010-2019 | 6.903681 | 20707.3634 | 20785.3694 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 13173.73628 | 13213.18341 | 5.8109364 | 2000-2009 –> 2010-2019 | 10.393270 | 21805.2966 | 21881.7710 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 11062.12180 | 11101.49755 | 3.5860110 | 2000-2009 –> 2010-2019 | 6.980510 | 20805.9147 | 20883.9207 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 13244.60065 | 13278.41247 | 5.9141147 | 2000-2009 –> 2010-2019 | 10.512152 | 21884.1850 | 21949.7345 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 11077.96081 | 11117.33656 | 3.5998979 | 2000-2009 –> 2010-2019 | 7.111980 | 20947.2044 | 21025.2104 |
obs | Atlantic | (27.25,27.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 13241.52728 | 13280.97441 | 5.9068717 | 2000-2009 –> 2010-2019 | 10.504432 | 21882.8076 | 21959.2820 |
mod | Atlantic | (27.25,27.5] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 11431.88681 | 11471.26256 | 3.9246259 | 2000-2009 –> 2010-2019 | 7.000374 | 20812.4073 | 20890.4133 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 14151.73814 | 14191.98340 | 5.0936150 | 2000-2009 –> 2010-2019 | 10.364399 | 25276.2482 | 25354.9739 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 14161.71092 | 14196.20685 | 5.1067752 | 2000-2009 –> 2010-2019 | 10.378703 | 25285.0034 | 25352.4826 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + phosphate | 18450.52123 | 18488.50641 | 2.2312680 | 2000-2009 –> 2010-2019 | 4.664316 | 34069.7820 | 34144.5228 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 17999.09591 | 18043.41196 | 2.1126445 | 2000-2009 –> 2010-2019 | 4.538851 | 33601.3140 | 33688.5116 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate | 18658.51556 | 18696.50075 | 2.2878891 | 2000-2009 –> 2010-2019 | 4.732929 | 34311.0206 | 34385.7613 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 18629.29507 | 18673.61112 | 2.2792994 | 2000-2009 –> 2010-2019 | 4.718648 | 34268.0441 | 34355.2416 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 14163.38695 | 14203.63220 | 5.1064187 | 2000-2009 –> 2010-2019 | 10.302555 | 25236.4619 | 25315.1876 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 18347.58096 | 18391.89701 | 2.2032348 | 2000-2009 –> 2010-2019 | 4.623351 | 33932.8049 | 34020.0024 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 18656.60205 | 18700.91809 | 2.2868106 | 2000-2009 –> 2010-2019 | 4.714101 | 34261.8405 | 34349.0380 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 14169.03180 | 14209.27705 | 5.1126347 | 2000-2009 –> 2010-2019 | 10.316131 | 25247.2108 | 25325.9365 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 18498.44218 | 18542.75822 | 2.2436471 | 2000-2009 –> 2010-2019 | 4.624860 | 33974.0835 | 34061.2810 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 14197.82632 | 14238.07158 | 5.1444609 | 2000-2009 –> 2010-2019 | 10.375576 | 25295.0947 | 25373.8204 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 18662.37815 | 18706.69420 | 2.2884026 | 2000-2009 –> 2010-2019 | 4.677892 | 34161.4802 | 34248.6777 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 18597.88826 | 18642.20430 | 2.2706909 | 2000-2009 –> 2010-2019 | 4.662151 | 34102.5666 | 34189.7641 |
mod | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 18501.61749 | 18545.93353 | 2.2445056 | 2000-2009 –> 2010-2019 | 4.627907 | 33983.4709 | 34070.6685 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 14177.97164 | 14218.21690 | 5.1224947 | 2000-2009 –> 2010-2019 | 10.338578 | 25264.8630 | 25343.5887 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 14158.40362 | 14198.64888 | 5.1009373 | 2000-2009 –> 2010-2019 | 10.388706 | 25294.5154 | 25373.2411 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ temp + aou + silicate + phosphate | 14167.28203 | 14201.77797 | 5.1129104 | 2000-2009 –> 2010-2019 | 10.401285 | 25301.8068 | 25369.2859 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 14168.21060 | 14208.45586 | 5.1117300 | 2000-2009 –> 2010-2019 | 10.423493 | 25320.6481 | 25399.3738 |
obs | Atlantic | (27.5,27.75] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 14176.62572 | 14211.12166 | 5.1232168 | 2000-2009 –> 2010-2019 | 10.435149 | 25327.1782 | 25394.6574 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 9246.19236 | 9283.33338 | 5.3719621 | 2000-2009 –> 2010-2019 | 10.549107 | 16973.3105 | 17046.4181 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 9244.19323 | 9276.02839 | 5.3719637 | 2000-2009 –> 2010-2019 | 10.573929 | 16981.3544 | 17044.0180 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + nitrate + silicate | 5223.07992 | 5255.05055 | 1.3389101 | 2000-2009 –> 2010-2019 | 2.573897 | 9489.3765 | 9552.3908 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 9232.90194 | 9270.04296 | 5.3480411 | 2000-2009 –> 2010-2019 | 10.541283 | 16967.8369 | 17040.9444 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + silicate + phosphate | 5009.86162 | 5041.83224 | 1.2483922 | 2000-2009 –> 2010-2019 | 2.426688 | 9153.5126 | 9216.5270 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + aou + silicate + phosphate | 9230.96086 | 9262.79602 | 5.3481470 | 2000-2009 –> 2010-2019 | 10.569216 | 16977.3522 | 17040.0158 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 9234.29568 | 9271.43670 | 5.3505447 | 2000-2009 –> 2010-2019 | 10.575167 | 16984.3999 | 17057.5075 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + nitrate + silicate + phosphate_star | 5615.64947 | 5647.62009 | 1.5230826 | 2000-2009 –> 2010-2019 | 2.885221 | 10137.7144 | 10200.7288 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 5607.34615 | 5639.31677 | 1.5189363 | 2000-2009 –> 2010-2019 | 2.886270 | 10139.3462 | 10202.3606 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 5181.77196 | 5219.07103 | 1.3200082 | 2000-2009 –> 2010-2019 | 2.552107 | 9443.9573 | 9517.4741 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4895.94927 | 4933.24833 | 1.2017785 | 2000-2009 –> 2010-2019 | 2.374573 | 9029.3862 | 9102.9029 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 9231.86087 | 9269.00189 | 5.3461719 | 2000-2009 –> 2010-2019 | 10.556392 | 16975.0144 | 17048.1219 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5023.97147 | 5061.27053 | 1.2533653 | 2000-2009 –> 2010-2019 | 2.465168 | 9242.8062 | 9316.3230 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 5028.84807 | 5066.14713 | 1.2553735 | 2000-2009 –> 2010-2019 | 2.466459 | 9246.1377 | 9319.6545 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5017.98177 | 5055.28083 | 1.2509030 | 2000-2009 –> 2010-2019 | 2.458787 | 9228.3615 | 9301.8782 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 9233.51531 | 9270.65633 | 5.3491428 | 2000-2009 –> 2010-2019 | 10.568878 | 16981.2634 | 17054.3709 |
mod | Atlantic | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate_star | 5104.02180 | 5135.99242 | 1.2875861 | 2000-2009 –> 2010-2019 | 2.581531 | 9492.0365 | 9555.0509 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 9246.24246 | 9283.38348 | 5.3720525 | 2000-2009 –> 2010-2019 | 10.556134 | 16976.7323 | 17049.8398 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ temp + aou + silicate + phosphate | 9244.24385 | 9276.07901 | 5.3720550 | 2000-2009 –> 2010-2019 | 10.582290 | 16985.4047 | 17048.0683 |
obs | Atlantic | (27.75,27.85] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 9246.59213 | 9283.73315 | 5.3726833 | 2000-2009 –> 2010-2019 | 10.564608 | 16980.8884 | 17053.9960 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + nitrate + silicate | 6335.30776 | 6367.18708 | 1.9913857 | 2000-2009 –> 2010-2019 | 4.910848 | 12842.1089 | 12905.0274 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 19491.48588 | 19533.87642 | 5.3162288 | 2000-2009 –> 2010-2019 | 10.587009 | 36162.0044 | 36245.7097 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 6337.25137 | 6374.44391 | 1.9913483 | 2000-2009 –> 2010-2019 | 4.833981 | 12776.5001 | 12849.9050 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 18889.37946 | 18931.77001 | 4.8319609 | 2000-2009 –> 2010-2019 | 9.869156 | 35314.8495 | 35398.5548 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate | 6067.00470 | 6098.88402 | 1.8210192 | 2000-2009 –> 2010-2019 | 4.556299 | 12403.8543 | 12466.7727 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate_star | 18893.80456 | 18930.13932 | 4.8368882 | 2000-2009 –> 2010-2019 | 9.874358 | 35317.5692 | 35389.3167 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 19289.80928 | 19332.19983 | 5.1488445 | 2000-2009 –> 2010-2019 | 10.342602 | 35880.7453 | 35964.4506 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 19331.52239 | 19367.85714 | 5.1846717 | 2000-2009 –> 2010-2019 | 10.381953 | 35924.1255 | 35995.8730 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 6176.78798 | 6213.98052 | 1.8876339 | 2000-2009 –> 2010-2019 | 4.794736 | 12674.5241 | 12747.9290 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + phosphate | 6526.38326 | 6558.26259 | 2.1223470 | 2000-2009 –> 2010-2019 | 4.875153 | 12879.8902 | 12942.8087 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5757.25381 | 5794.44635 | 1.6412849 | 2000-2009 –> 2010-2019 | 4.376268 | 12095.8200 | 12169.2249 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 18727.70586 | 18770.09641 | 4.7096151 | 2000-2009 –> 2010-2019 | 9.716044 | 35120.0555 | 35203.7609 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5861.65180 | 5898.84434 | 1.6994059 | 2000-2009 –> 2010-2019 | 4.459201 | 12223.7717 | 12297.1765 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 18708.87253 | 18751.26307 | 4.6955660 | 2000-2009 –> 2010-2019 | 9.697233 | 35096.0782 | 35179.7835 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 18708.42002 | 18750.81057 | 4.6952290 | 2000-2009 –> 2010-2019 | 9.740572 | 35142.6272 | 35226.3326 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 5875.42951 | 5912.62205 | 1.7072285 | 2000-2009 –> 2010-2019 | 4.511439 | 12279.1878 | 12352.5927 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate | 18732.46864 | 18768.80339 | 4.7146701 | 2000-2009 –> 2010-2019 | 9.761388 | 35166.1483 | 35237.8958 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5851.27596 | 5888.46850 | 1.6935385 | 2000-2009 –> 2010-2019 | 4.444789 | 12205.3082 | 12278.7131 |
obs | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 18726.43013 | 18768.82068 | 4.7086621 | 2000-2009 –> 2010-2019 | 9.713936 | 35117.5319 | 35201.2373 |
mod | Atlantic | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate_star | 5954.64421 | 5986.52353 | 1.7540771 | 2000-2009 –> 2010-2019 | 4.788139 | 12561.8612 | 12624.7797 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 19947.07164 | 19989.58982 | 5.3973133 | 2000-2009 –> 2010-2019 | 12.104578 | 37714.5328 | 37798.2850 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 19532.13881 | 19574.65699 | 5.0595118 | 2000-2009 –> 2010-2019 | 11.621630 | 37182.6856 | 37266.4379 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + aou + silicate + phosphate_star | 19618.25855 | 19654.70271 | 5.1294366 | 2000-2009 –> 2010-2019 | 11.705880 | 37278.4589 | 37350.2466 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 19668.25049 | 19710.76867 | 5.1679247 | 2000-2009 –> 2010-2019 | 11.774928 | 37355.2259 | 37438.9782 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 19796.95276 | 19833.39692 | 5.2742148 | 2000-2009 –> 2010-2019 | 11.895101 | 37493.1453 | 37564.9329 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate | 9622.43132 | 9655.35100 | 3.5771558 | 2000-2009 –> 2010-2019 | 7.370873 | 17461.9294 | 17526.4080 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate_star | 9652.26384 | 9685.18352 | 3.6071902 | 2000-2009 –> 2010-2019 | 7.399792 | 17490.9259 | 17555.4045 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 9485.98573 | 9524.39202 | 3.4410133 | 2000-2009 –> 2010-2019 | 7.233640 | 17326.6665 | 17401.8916 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 19650.50167 | 19693.01985 | 5.1536571 | 2000-2009 –> 2010-2019 | 11.752819 | 37331.1307 | 37414.8829 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 9497.74698 | 9536.15327 | 3.4523747 | 2000-2009 –> 2010-2019 | 7.242187 | 17336.3164 | 17411.5415 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 19595.91703 | 19638.43521 | 5.1100250 | 2000-2009 –> 2010-2019 | 11.685927 | 37257.6771 | 37341.4294 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 9716.85928 | 9749.77896 | 3.6730899 | 2000-2009 –> 2010-2019 | 7.451946 | 17545.1947 | 17609.6733 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 19680.08439 | 19722.60258 | 5.1774595 | 2000-2009 –> 2010-2019 | 11.892778 | 37453.9589 | 37537.7112 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 9471.95391 | 9510.36020 | 3.4275074 | 2000-2009 –> 2010-2019 | 7.169174 | 17274.1617 | 17349.3867 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 9647.46254 | 9680.38222 | 3.6023394 | 2000-2009 –> 2010-2019 | 7.394938 | 17486.1219 | 17550.6005 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + phosphate_star | 9730.01669 | 9757.44975 | 3.6887269 | 2000-2009 –> 2010-2019 | 7.484020 | 17568.6963 | 17622.4285 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate | 19783.08936 | 19819.53352 | 5.2628379 | 2000-2009 –> 2010-2019 | 11.982648 | 37558.5367 | 37630.3244 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 9497.99478 | 9536.40108 | 3.4526144 | 2000-2009 –> 2010-2019 | 7.242426 | 17336.5633 | 17411.7883 |
obs | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 19634.73754 | 19677.25573 | 5.1410180 | 2000-2009 –> 2010-2019 | 11.731502 | 37308.3344 | 37392.0866 |
mod | Atlantic | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate_star | 9496.60669 | 9529.52637 | 3.4532066 | 2000-2009 –> 2010-2019 | 7.243019 | 17333.1762 | 17397.6548 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 14407.92395 | 14448.21732 | 5.2695909 | 2000-2009 –> 2010-2019 | 11.606991 | 26001.0578 | 26079.7141 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 14352.25288 | 14392.54625 | 5.2071716 | 2000-2009 –> 2010-2019 | 11.544369 | 25945.2733 | 26023.9297 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 14355.39070 | 14395.68407 | 5.2106700 | 2000-2009 –> 2010-2019 | 11.535122 | 25941.2721 | 26019.9285 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 14441.24722 | 14475.78439 | 5.3095833 | 2000-2009 –> 2010-2019 | 11.657543 | 26038.2845 | 26105.7043 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 14474.53023 | 14514.82360 | 5.3452547 | 2000-2009 –> 2010-2019 | 11.650452 | 26049.5996 | 26128.2560 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + phosphate | 3562.36572 | 3592.04181 | 1.3359076 | 2000-2009 –> 2010-2019 | 2.327088 | 5726.1471 | 5783.6467 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + phosphate_star | 3601.10429 | 3630.78038 | 1.3610455 | 2000-2009 –> 2010-2019 | 2.370657 | 5793.0016 | 5850.5012 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 3563.87765 | 3598.49975 | 1.3355939 | 2000-2009 –> 2010-2019 | 2.308748 | 5701.6505 | 5768.7334 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 3600.92724 | 3635.54934 | 1.3596203 | 2000-2009 –> 2010-2019 | 2.355833 | 5774.4372 | 5841.5201 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 14388.75587 | 14429.04924 | 5.2480153 | 2000-2009 –> 2010-2019 | 11.519437 | 25944.7787 | 26023.4351 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 14467.47291 | 14507.76628 | 5.3371865 | 2000-2009 –> 2010-2019 | 11.645665 | 26044.3871 | 26123.0435 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 3647.49651 | 3677.17260 | 1.3917731 | 2000-2009 –> 2010-2019 | 2.412706 | 5856.4112 | 5913.9108 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 14476.05487 | 14510.59204 | 5.3492888 | 2000-2009 –> 2010-2019 | 11.658195 | 26051.2094 | 26118.6292 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 3625.08955 | 3659.71165 | 1.3755218 | 2000-2009 –> 2010-2019 | 2.395743 | 5834.9398 | 5902.0227 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 14355.99668 | 14396.29005 | 5.2113459 | 2000-2009 –> 2010-2019 | 11.502427 | 25923.1178 | 26001.7742 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 3590.21036 | 3619.88645 | 1.3539289 | 2000-2009 –> 2010-2019 | 2.359139 | 5775.4401 | 5832.9397 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 3591.22882 | 3625.85092 | 1.3532895 | 2000-2009 –> 2010-2019 | 2.343063 | 5754.8428 | 5821.9257 |
obs | Atlantic | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 14430.09414 | 14470.38751 | 5.2946562 | 2000-2009 –> 2010-2019 | 11.592076 | 26000.7868 | 26079.4432 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ temp + aou + phosphate | 3577.36094 | 3602.09101 | 1.3468783 | 2000-2009 –> 2010-2019 | 2.421644 | 5862.6894 | 5910.6058 |
mod | Atlantic | (28.05,28.1] | cstar_tref ~ temp + aou + silicate + phosphate | 3579.09797 | 3608.77406 | 1.3467079 | 2000-2009 –> 2010-2019 | 2.397622 | 5832.1805 | 5889.6801 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 16565.60044 | 16606.60551 | 5.9375321 | 2000-2009 –> 2010-2019 | 15.026642 | 27624.4437 | 27702.7478 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + phosphate | 4580.32385 | 4612.32591 | 1.0757334 | 2000-2009 –> 2010-2019 | 2.401785 | 8950.6549 | 9013.5893 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + phosphate_star | 4628.03720 | 4660.03926 | 1.0926272 | 2000-2009 –> 2010-2019 | 2.426969 | 9014.3358 | 9077.2703 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4547.07786 | 4584.41359 | 1.0634218 | 2000-2009 –> 2010-2019 | 2.270791 | 8679.1921 | 8752.6156 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 4604.27546 | 4641.61120 | 1.0834731 | 2000-2009 –> 2010-2019 | 2.304791 | 8765.8184 | 8839.2419 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 16600.03889 | 16641.04397 | 5.9771998 | 2000-2009 –> 2010-2019 | 15.082561 | 27664.3234 | 27742.6275 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 16548.78789 | 16589.79296 | 5.9182623 | 2000-2009 –> 2010-2019 | 15.001223 | 27605.5698 | 27683.8739 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 4648.96382 | 4680.96587 | 1.1001201 | 2000-2009 –> 2010-2019 | 2.409019 | 8985.9389 | 9048.8733 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 4650.47799 | 4687.81372 | 1.0999456 | 2000-2009 –> 2010-2019 | 2.378600 | 8929.5597 | 9002.9832 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 16574.15941 | 16615.16448 | 5.9473660 | 2000-2009 –> 2010-2019 | 15.056474 | 27639.6973 | 27718.0015 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 4613.47686 | 4645.47891 | 1.0874439 | 2000-2009 –> 2010-2019 | 2.416132 | 8988.8980 | 9051.8324 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 16601.26615 | 16636.41335 | 5.9809307 | 2000-2009 –> 2010-2019 | 15.084728 | 27663.0275 | 27730.1454 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 4583.89126 | 4621.22699 | 1.0762842 | 2000-2009 –> 2010-2019 | 2.286871 | 8722.8240 | 8796.2475 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 16599.99154 | 16640.99661 | 5.9771451 | 2000-2009 –> 2010-2019 | 15.079161 | 27663.1568 | 27741.4609 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ temp + aou + nitrate + phosphate_star | 16592.64465 | 16627.79185 | 5.9709690 | 2000-2009 –> 2010-2019 | 15.074437 | 27654.2958 | 27721.4136 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 16568.23698 | 16609.24206 | 5.9405596 | 2000-2009 –> 2010-2019 | 15.043281 | 27631.6385 | 27709.9426 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ temp + aou + silicate + phosphate | 4661.65665 | 4693.65871 | 1.1046899 | 2000-2009 –> 2010-2019 | 2.390335 | 8952.7067 | 9015.6411 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 16579.57996 | 16614.72717 | 5.9559052 | 2000-2009 –> 2010-2019 | 15.054134 | 27639.4777 | 27706.5955 |
obs | Atlantic | (28.1,28.15] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 16556.86242 | 16597.86750 | 5.9275092 | 2000-2009 –> 2010-2019 | 15.025141 | 27618.5602 | 27696.8644 |
mod | Atlantic | (28.1,28.15] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 4709.25714 | 4741.25920 | 1.1219970 | 2000-2009 –> 2010-2019 | 2.413151 | 9011.2609 | 9074.1954 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 7255.79282 | 7297.58317 | 0.8459183 | 2000-2009 –> 2010-2019 | 1.897094 | 13650.4664 | 13732.0406 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + nitrate | 7314.86494 | 7350.68524 | 0.8548944 | 2000-2009 –> 2010-2019 | 1.897297 | 13671.1340 | 13741.0547 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 7217.16492 | 7258.95526 | 0.8402897 | 2000-2009 –> 2010-2019 | 1.878862 | 13559.4416 | 13641.0157 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 5567.39033 | 5601.09213 | 5.0989030 | 2000-2009 –> 2010-2019 | 12.844751 | 10191.2973 | 10256.4976 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 5527.37771 | 5561.07951 | 4.9881475 | 2000-2009 –> 2010-2019 | 12.651902 | 10137.1136 | 10202.3140 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 7630.14454 | 7665.96483 | 0.9027702 | 2000-2009 –> 2010-2019 | 1.963345 | 14061.4890 | 14131.4097 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 7592.82172 | 7634.61207 | 0.8966556 | 2000-2009 –> 2010-2019 | 1.950818 | 13999.8196 | 14081.3938 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 5512.98660 | 5546.68840 | 4.9489037 | 2000-2009 –> 2010-2019 | 12.661785 | 10131.2211 | 10196.4214 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 5543.77540 | 5577.47720 | 5.0332426 | 2000-2009 –> 2010-2019 | 12.708683 | 10155.5377 | 10220.7380 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + phosphate | 7320.76901 | 7356.58930 | 0.8557672 | 2000-2009 –> 2010-2019 | 1.897285 | 13673.3466 | 13743.2673 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + phosphate_star | 7354.22975 | 7390.05004 | 0.8607305 | 2000-2009 –> 2010-2019 | 1.907796 | 13729.8868 | 13799.8075 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + silicate | 7245.04408 | 7280.86438 | 0.8446402 | 2000-2009 –> 2010-2019 | 1.895449 | 13636.2015 | 13706.1222 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 5528.14467 | 5561.84647 | 4.9902477 | 2000-2009 –> 2010-2019 | 12.994919 | 10195.7665 | 10260.9668 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 5499.75341 | 5533.45521 | 4.9130900 | 2000-2009 –> 2010-2019 | 12.819071 | 10150.8757 | 10216.0760 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + aou + silicate + phosphate_star | 5527.90676 | 5556.79402 | 4.9950762 | 2000-2009 –> 2010-2019 | 12.922162 | 10180.5748 | 10236.4607 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 7405.37130 | 7441.19160 | 0.8683721 | 2000-2009 –> 2010-2019 | 1.919415 | 13797.4951 | 13867.4158 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 5506.20818 | 5539.90998 | 4.9305264 | 2000-2009 –> 2010-2019 | 12.865910 | 10162.2675 | 10227.4678 |
mod | Atlantic | (28.15,28.2] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 7610.10760 | 7645.92790 | 0.8996493 | 2000-2009 –> 2010-2019 | 1.953957 | 14015.7075 | 14085.6282 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 5513.93926 | 5542.82652 | 4.9569302 | 2000-2009 –> 2010-2019 | 12.983107 | 10183.1296 | 10239.0156 |
obs | Atlantic | (28.15,28.2] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 5543.66553 | 5572.55279 | 5.0384668 | 2000-2009 –> 2010-2019 | 12.986793 | 10199.8924 | 10255.7784 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate | 9976.68015 | 10009.07241 | 0.6818803 | 2000-2009 –> 2010-2019 | 1.432832 | 15819.1804 | 15880.8407 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + phosphate | 9911.28660 | 9950.15732 | 0.6771201 | 2000-2009 –> 2010-2019 | 1.425834 | 15740.4170 | 15814.4094 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 10756.61904 | 10796.11335 | 3.1850413 | 2000-2009 –> 2010-2019 | 6.499563 | 18334.4772 | 18410.9025 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + phosphate_star | 9830.13305 | 9869.00376 | 0.6714320 | 2000-2009 –> 2010-2019 | 1.420186 | 15659.5420 | 15733.5344 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + silicate | 9868.17724 | 9907.04796 | 0.6740925 | 2000-2009 –> 2010-2019 | 1.408261 | 15596.2718 | 15670.2641 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 10755.19494 | 10794.68925 | 3.1839533 | 2000-2009 –> 2010-2019 | 6.500744 | 18335.0308 | 18411.4561 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 9231.00629 | 9276.35546 | 0.6307600 | 2000-2009 –> 2010-2019 | 1.352751 | 14874.9648 | 14961.2892 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 10757.95854 | 10791.81081 | 3.1875943 | 2000-2009 –> 2010-2019 | 6.503531 | 18335.0497 | 18400.5572 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + silicate + phosphate | 10753.79212 | 10787.64438 | 3.1844095 | 2000-2009 –> 2010-2019 | 6.501512 | 18331.8990 | 18397.4064 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 10735.74732 | 10775.24163 | 3.1691318 | 2000-2009 –> 2010-2019 | 6.482937 | 18312.9800 | 18389.4054 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + nitrate | 9900.84642 | 9939.71714 | 0.6763856 | 2000-2009 –> 2010-2019 | 1.425810 | 15734.8605 | 15808.8528 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 9833.76949 | 9879.11866 | 0.6715462 | 2000-2009 –> 2010-2019 | 1.420042 | 15663.4033 | 15749.7277 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 10754.86238 | 10794.35669 | 3.1836992 | 2000-2009 –> 2010-2019 | 6.502173 | 18336.1645 | 18412.5898 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 9828.37701 | 9873.72618 | 0.6711699 | 2000-2009 –> 2010-2019 | 1.419890 | 15659.5494 | 15745.8738 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 9794.11265 | 9839.46182 | 0.6687836 | 2000-2009 –> 2010-2019 | 1.400542 | 15507.2772 | 15593.6016 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 10726.20824 | 10765.70255 | 3.1618870 | 2000-2009 –> 2010-2019 | 6.478974 | 18306.3018 | 18382.7272 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 10769.42383 | 10808.91814 | 3.1948414 | 2000-2009 –> 2010-2019 | 6.469304 | 18312.1402 | 18388.5656 |
mod | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 9875.03474 | 9920.38390 | 0.6744330 | 2000-2009 –> 2010-2019 | 1.426039 | 15726.0216 | 15812.3460 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 10796.97655 | 10836.47086 | 3.2160309 | 2000-2009 –> 2010-2019 | 6.497808 | 18346.1417 | 18422.5671 |
obs | Atlantic | (28.2, Inf] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 10742.23745 | 10781.73177 | 3.1740704 | 2000-2009 –> 2010-2019 | 6.455869 | 18291.4212 | 18367.8466 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 22625.96829 | 22669.33563 | 5.4784065 | 2000-2009 –> 2010-2019 | 10.986523 | 38109.5164 | 38193.5817 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 29326.05469 | 29371.20907 | 5.5512888 | 2000-2009 –> 2010-2019 | 11.849614 | 50316.4090 | 50404.0990 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 22936.47629 | 22973.64829 | 5.7197821 | 2000-2009 –> 2010-2019 | 11.567971 | 38714.5755 | 38786.6315 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 22719.14138 | 22762.50872 | 5.5492860 | 2000-2009 –> 2010-2019 | 11.168521 | 38301.5552 | 38385.6205 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 29645.24600 | 29690.40039 | 5.7439454 | 2000-2009 –> 2010-2019 | 12.266054 | 50860.3071 | 50947.9971 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate | 30106.88923 | 30145.59299 | 6.0357616 | 2000-2009 –> 2010-2019 | 12.519106 | 51281.5838 | 51356.7467 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 22692.23293 | 22735.60026 | 5.5287223 | 2000-2009 –> 2010-2019 | 11.269609 | 38380.6665 | 38464.7318 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 29785.22061 | 29830.37499 | 5.8305263 | 2000-2009 –> 2010-2019 | 12.151187 | 50798.3585 | 50886.0485 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 22787.09332 | 22830.46066 | 5.6015567 | 2000-2009 –> 2010-2019 | 11.440968 | 38559.7578 | 38643.8231 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 29838.50708 | 29883.66146 | 5.8638285 | 2000-2009 –> 2010-2019 | 12.195149 | 50862.4907 | 50950.1807 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 23273.78330 | 23317.15063 | 5.9906068 | 2000-2009 –> 2010-2019 | 12.145553 | 39306.9460 | 39391.0113 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 30026.27169 | 30071.42607 | 5.9826978 | 2000-2009 –> 2010-2019 | 12.462799 | 51199.7460 | 51287.4360 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 23121.34980 | 23164.71713 | 5.8659333 | 2000-2009 –> 2010-2019 | 11.882858 | 39042.2481 | 39126.3135 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 30107.97736 | 30153.13174 | 6.0351734 | 2000-2009 –> 2010-2019 | 12.651778 | 51415.6181 | 51503.3081 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 23310.96282 | 23354.33016 | 6.0214154 | 2000-2009 –> 2010-2019 | 12.208728 | 39370.0877 | 39454.1530 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 30219.64587 | 30264.80025 | 6.1076377 | 2000-2009 –> 2010-2019 | 12.760727 | 51562.6775 | 51650.3675 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 22880.26790 | 22923.63523 | 5.6740307 | 2000-2009 –> 2010-2019 | 11.600313 | 38726.0290 | 38810.0943 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 29967.06653 | 30012.22092 | 5.9449586 | 2000-2009 –> 2010-2019 | 12.320558 | 51035.9043 | 51123.5943 |
mod | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 23378.11648 | 23421.48382 | 6.0774638 | 2000-2009 –> 2010-2019 | 12.300020 | 39465.3571 | 39549.4224 |
obs | Indo-Pacific | (-Inf,26] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 30268.66172 | 30313.81610 | 6.1397195 | 2000-2009 –> 2010-2019 | 12.808161 | 51626.5274 | 51714.2174 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 15946.49359 | 15988.24025 | 3.8648772 | 2000-2009 –> 2010-2019 | 8.051398 | 29878.1407 | 29960.4885 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 16291.48026 | 16333.22692 | 4.1038584 | 2000-2009 –> 2010-2019 | 8.396213 | 30345.0093 | 30427.3571 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 17499.40257 | 17541.34609 | 4.6537499 | 2000-2009 –> 2010-2019 | 9.227451 | 32186.1946 | 32268.8953 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 16423.25924 | 16465.00590 | 4.1989970 | 2000-2009 –> 2010-2019 | 8.609157 | 30608.9707 | 30691.3185 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 17518.90551 | 17560.84903 | 4.6691222 | 2000-2009 –> 2010-2019 | 9.259992 | 32224.4014 | 32307.1020 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + phosphate | 17783.56068 | 17819.51227 | 4.8844656 | 2000-2009 –> 2010-2019 | 9.748307 | 32775.3902 | 32846.2764 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 15498.84850 | 15540.59515 | 3.5754055 | 2000-2009 –> 2010-2019 | 7.667946 | 29319.6549 | 29402.0027 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 17362.22915 | 17404.17266 | 4.5470498 | 2000-2009 –> 2010-2019 | 9.224271 | 32160.7495 | 32243.4502 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 15607.68616 | 15649.43282 | 3.6437264 | 2000-2009 –> 2010-2019 | 7.858836 | 29572.5581 | 29654.9059 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 17433.49844 | 17475.44196 | 4.6021776 | 2000-2009 –> 2010-2019 | 9.315693 | 32270.6065 | 32353.3071 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 16466.61649 | 16508.36314 | 4.2307787 | 2000-2009 –> 2010-2019 | 8.673007 | 30687.6986 | 30770.0464 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 17522.16439 | 17564.10790 | 4.6716958 | 2000-2009 –> 2010-2019 | 9.268001 | 32233.5677 | 32316.2684 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 17576.37760 | 17612.32918 | 4.7163125 | 2000-2009 –> 2010-2019 | 9.484305 | 32468.8505 | 32539.7367 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 17344.09741 | 17386.04093 | 4.5331304 | 2000-2009 –> 2010-2019 | 9.247151 | 32181.7405 | 32264.4412 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 15643.60284 | 15685.34950 | 3.6665577 | 2000-2009 –> 2010-2019 | 7.907049 | 29637.7840 | 29720.1318 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 17432.90919 | 17474.85270 | 4.6017191 | 2000-2009 –> 2010-2019 | 9.316997 | 32271.8832 | 32354.5838 |
obs | Indo-Pacific | (26,26.5] | cstar_tref ~ sal + temp + silicate + phosphate_star | 17431.99837 | 17467.94996 | 4.6025667 | 2000-2009 –> 2010-2019 | 9.337438 | 32289.6728 | 32360.5591 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 16041.05343 | 16082.80008 | 3.9289614 | 2000-2009 –> 2010-2019 | 8.279125 | 30159.8930 | 30242.2408 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 16076.24857 | 16117.99523 | 3.9530839 | 2000-2009 –> 2010-2019 | 8.273950 | 30162.0983 | 30244.4461 |
mod | Indo-Pacific | (26,26.5] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 16113.53334 | 16155.28000 | 3.9788002 | 2000-2009 –> 2010-2019 | 8.305664 | 30206.1545 | 30288.5023 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 15825.13259 | 15860.09125 | 5.6752570 | 2000-2009 –> 2010-2019 | 11.056896 | 32413.8548 | 32484.1570 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 14268.92941 | 14310.08445 | 3.5923801 | 2000-2009 –> 2010-2019 | 7.927286 | 27095.1644 | 27176.2563 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 14308.04136 | 14343.31711 | 3.6204394 | 2000-2009 –> 2010-2019 | 8.234995 | 27409.8451 | 27479.3525 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 15670.84882 | 15711.63392 | 5.5010222 | 2000-2009 –> 2010-2019 | 10.528842 | 31898.1442 | 31980.1633 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 15695.42502 | 15736.21012 | 5.5280626 | 2000-2009 –> 2010-2019 | 10.614006 | 31984.1449 | 32066.1641 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + phosphate | 15876.44722 | 15911.40588 | 5.7336608 | 2000-2009 –> 2010-2019 | 11.109614 | 32459.5202 | 32529.8224 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 14073.95644 | 14115.11148 | 3.4622415 | 2000-2009 –> 2010-2019 | 7.828106 | 26931.7872 | 27012.8790 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 15823.43389 | 15864.21899 | 5.6710704 | 2000-2009 –> 2010-2019 | 11.037977 | 32399.5063 | 32481.5255 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 14211.84045 | 14252.99549 | 3.5537765 | 2000-2009 –> 2010-2019 | 8.033125 | 27183.6078 | 27264.6996 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 15697.92274 | 15738.70784 | 5.5308182 | 2000-2009 –> 2010-2019 | 10.626036 | 31996.3788 | 32078.3980 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 15718.55107 | 15753.50973 | 5.5558453 | 2000-2009 –> 2010-2019 | 10.763565 | 32131.7180 | 32202.0202 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 14729.67672 | 14770.83176 | 3.9196864 | 2000-2009 –> 2010-2019 | 8.532219 | 27831.5336 | 27912.6255 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 15704.22881 | 15745.01391 | 5.5377814 | 2000-2009 –> 2010-2019 | 10.677281 | 32048.9277 | 32130.9469 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 14233.52705 | 14274.68209 | 3.5683919 | 2000-2009 –> 2010-2019 | 8.056294 | 27213.7649 | 27294.8567 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 15859.56068 | 15900.34578 | 5.7120955 | 2000-2009 –> 2010-2019 | 11.109139 | 32465.5571 | 32547.5763 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 14372.53221 | 14413.68725 | 3.6635105 | 2000-2009 –> 2010-2019 | 8.092736 | 27294.3375 | 27375.4294 |
obs | Indo-Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 15806.92494 | 15847.71004 | 5.6524213 | 2000-2009 –> 2010-2019 | 11.071854 | 32435.0455 | 32517.0647 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 14561.61592 | 14602.77096 | 3.7969801 | 2000-2009 –> 2010-2019 | 8.322725 | 27579.1355 | 27660.2274 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ temp + aou + silicate + phosphate | 14418.86889 | 14454.14464 | 3.6971771 | 2000-2009 –> 2010-2019 | 8.446481 | 27648.4675 | 27717.9748 |
mod | Indo-Pacific | (26.5,26.75] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 14599.63768 | 14640.79272 | 3.8244003 | 2000-2009 –> 2010-2019 | 8.366932 | 27633.5961 | 27714.6880 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 18487.14886 | 18523.85274 | 3.8072270 | 2000-2009 –> 2010-2019 | 7.747617 | 36869.9453 | 36943.2447 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 24821.34008 | 24859.13131 | 5.3033370 | 2000-2009 –> 2010-2019 | 10.344637 | 49411.6003 | 49487.2260 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 17497.76106 | 17540.58225 | 3.2838649 | 2000-2009 –> 2010-2019 | 7.216756 | 35870.0161 | 35955.5321 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ aou + phosphate + phosphate_star | 25130.50149 | 25161.99419 | 5.5127146 | 2000-2009 –> 2010-2019 | 10.732049 | 49999.6718 | 50062.6932 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 17821.88216 | 17864.70335 | 3.4465319 | 2000-2009 –> 2010-2019 | 7.156352 | 35809.6879 | 35895.2039 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 24998.28867 | 25042.37845 | 5.4200598 | 2000-2009 –> 2010-2019 | 10.558597 | 49745.1804 | 49833.4103 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 17996.67489 | 18039.49608 | 3.5375747 | 2000-2009 –> 2010-2019 | 7.322058 | 36115.6733 | 36201.1893 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 25245.62063 | 25289.71040 | 5.5894721 | 2000-2009 –> 2010-2019 | 10.754266 | 50033.7663 | 50121.9962 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 18018.71558 | 18061.53677 | 3.5492243 | 2000-2009 –> 2010-2019 | 7.337237 | 36143.8520 | 36229.3679 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + nitrate + phosphate_star | 18506.78895 | 18543.49283 | 3.8183970 | 2000-2009 –> 2010-2019 | 7.628462 | 36668.1423 | 36741.4417 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 17935.70648 | 17978.52767 | 3.5055486 | 2000-2009 –> 2010-2019 | 7.311061 | 36091.1894 | 36176.7054 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 25130.36650 | 25174.45628 | 5.5098787 | 2000-2009 –> 2010-2019 | 10.597209 | 49796.1946 | 49884.4245 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + phosphate | 25064.87356 | 25102.66480 | 5.4665164 | 2000-2009 –> 2010-2019 | 10.667178 | 49907.0349 | 49982.6605 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 17480.37921 | 17523.20040 | 3.2753617 | 2000-2009 –> 2010-2019 | 7.211383 | 35857.8719 | 35943.3878 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 25036.00113 | 25080.09090 | 5.4455556 | 2000-2009 –> 2010-2019 | 10.531237 | 49699.2064 | 49787.4363 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 17663.83128 | 17706.65247 | 3.3662281 | 2000-2009 –> 2010-2019 | 7.396583 | 36197.2599 | 36282.7758 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 25178.32135 | 25222.41112 | 5.5428572 | 2000-2009 –> 2010-2019 | 10.707541 | 49966.2939 | 50054.5238 |
mod | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 17691.92378 | 17734.74497 | 3.3803636 | 2000-2009 –> 2010-2019 | 7.415674 | 36233.4437 | 36318.9597 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 25178.83915 | 25222.92892 | 5.5432144 | 2000-2009 –> 2010-2019 | 10.706544 | 49964.6902 | 50052.9201 |
obs | Indo-Pacific | (26.75,27] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 25177.17491 | 25214.96615 | 5.5434460 | 2000-2009 –> 2010-2019 | 10.708221 | 49963.2903 | 50038.9159 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 21219.69659 | 21258.07352 | 2.6503897 | 2000-2009 –> 2010-2019 | 5.831415 | 43164.9695 | 43241.4844 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 21172.30987 | 21217.08295 | 2.6356572 | 2000-2009 –> 2010-2019 | 5.647711 | 42654.8785 | 42744.1459 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 31766.09969 | 31812.08952 | 4.9185960 | 2000-2009 –> 2010-2019 | 9.671853 | 62927.5598 | 63019.4847 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 31971.87322 | 32017.86304 | 5.0155471 | 2000-2009 –> 2010-2019 | 9.876905 | 63368.5545 | 63460.4795 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate | 31767.15437 | 31806.57422 | 4.9200214 | 2000-2009 –> 2010-2019 | 9.674341 | 62928.9513 | 63007.7442 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + aou + silicate + phosphate_star | 31976.39133 | 32015.81119 | 5.0186492 | 2000-2009 –> 2010-2019 | 9.899200 | 63412.2871 | 63491.0799 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 31900.34561 | 31946.33544 | 4.9816318 | 2000-2009 –> 2010-2019 | 9.801640 | 63207.6753 | 63299.6002 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 31906.37759 | 31945.79744 | 4.9854287 | 2000-2009 –> 2010-2019 | 9.827297 | 63259.0394 | 63337.8322 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 21162.86065 | 21207.63373 | 2.6328477 | 2000-2009 –> 2010-2019 | 5.798122 | 43067.8729 | 43157.1403 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 21561.73631 | 21606.50939 | 2.7540867 | 2000-2009 –> 2010-2019 | 6.016211 | 43723.3502 | 43812.6175 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 31766.31737 | 31812.30720 | 4.9186975 | 2000-2009 –> 2010-2019 | 9.670665 | 62924.9388 | 63016.8638 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 31943.04602 | 31989.03585 | 5.0018508 | 2000-2009 –> 2010-2019 | 9.812803 | 63230.7044 | 63322.6294 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 21589.48250 | 21634.25558 | 2.7627250 | 2000-2009 –> 2010-2019 | 6.032678 | 43771.5052 | 43860.7725 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 22057.99586 | 22102.76895 | 2.9127484 | 2000-2009 –> 2010-2019 | 6.155442 | 44168.7446 | 44258.0119 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 32033.84159 | 32079.83142 | 5.0451165 | 2000-2009 –> 2010-2019 | 9.897883 | 63412.0207 | 63503.9457 |
obs | Indo-Pacific | (27,27.25] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 31898.37976 | 31944.36958 | 4.9807029 | 2000-2009 –> 2010-2019 | 9.780458 | 63161.6656 | 63253.5906 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ temp + aou + nitrate + phosphate | 21549.66452 | 21588.04145 | 2.7509577 | 2000-2009 –> 2010-2019 | 5.978853 | 43619.4714 | 43695.9863 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 21550.40902 | 21595.18211 | 2.7505679 | 2000-2009 –> 2010-2019 | 5.871431 | 43335.1176 | 43424.3849 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 21909.89015 | 21954.66323 | 2.8644630 | 2000-2009 –> 2010-2019 | 6.104141 | 44012.7177 | 44101.9850 |
mod | Indo-Pacific | (27,27.25] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 21930.63474 | 21975.40782 | 2.8711776 | 2000-2009 –> 2010-2019 | 6.114601 | 44043.2998 | 44132.5671 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 33847.30684 | 33887.39189 | 4.2794151 | 2000-2009 –> 2010-2019 | 8.643938 | 66596.0271 | 66675.9582 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 33844.50071 | 33891.26660 | 4.2776692 | 2000-2009 –> 2010-2019 | 8.585319 | 66446.7694 | 66540.0223 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 29328.93038 | 29375.43963 | 3.1994048 | 2000-2009 –> 2010-2019 | 6.266425 | 57025.0612 | 57117.7940 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 33537.94755 | 33584.71344 | 4.1677681 | 2000-2009 –> 2010-2019 | 8.406846 | 65958.6003 | 66051.8532 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + aou + silicate + phosphate | 33542.90307 | 33582.98812 | 4.1702301 | 2000-2009 –> 2010-2019 | 8.420331 | 65990.9464 | 66070.8774 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 33785.14035 | 33831.90624 | 4.2561642 | 2000-2009 –> 2010-2019 | 8.590191 | 66456.5006 | 66549.7536 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 33785.70797 | 33825.79302 | 4.2570922 | 2000-2009 –> 2010-2019 | 8.634333 | 66567.3594 | 66647.2904 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 28902.83770 | 28949.34694 | 3.0815626 | 2000-2009 –> 2010-2019 | 6.267116 | 57012.2903 | 57105.0232 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 29163.75621 | 29210.26546 | 3.1531979 | 2000-2009 –> 2010-2019 | 6.407790 | 57506.9172 | 57599.6500 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 33519.69736 | 33566.46325 | 4.1613151 | 2000-2009 –> 2010-2019 | 8.356190 | 65821.7103 | 65914.9632 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 33733.35020 | 33780.11609 | 4.2374901 | 2000-2009 –> 2010-2019 | 8.484537 | 66175.2589 | 66268.5118 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 29183.13894 | 29229.64819 | 3.1585854 | 2000-2009 –> 2010-2019 | 6.419221 | 57546.5201 | 57639.2529 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 28789.92395 | 28836.43320 | 3.0510688 | 2000-2009 –> 2010-2019 | 6.102420 | 56430.2265 | 56522.9593 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 33676.03377 | 33722.79966 | 4.2169189 | 2000-2009 –> 2010-2019 | 8.468698 | 66130.5468 | 66223.7997 |
obs | Indo-Pacific | (27.25,27.5] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 33680.10283 | 33726.86872 | 4.2183760 | 2000-2009 –> 2010-2019 | 8.456078 | 66097.0793 | 66190.3323 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + phosphate | 28904.36489 | 28944.22996 | 3.0825201 | 2000-2009 –> 2010-2019 | 6.332736 | 57230.8573 | 57310.3426 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 28579.59344 | 28626.10269 | 2.9950687 | 2000-2009 –> 2010-2019 | 6.127676 | 56506.3590 | 56599.0918 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 28860.99571 | 28907.50495 | 3.0702273 | 2000-2009 –> 2010-2019 | 6.290925 | 57090.0448 | 57182.7777 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 28862.43550 | 28908.94475 | 3.0706166 | 2000-2009 –> 2010-2019 | 6.292429 | 57095.2549 | 57187.9877 |
mod | Indo-Pacific | (27.25,27.5] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 28860.85164 | 28900.71671 | 3.0707292 | 2000-2009 –> 2010-2019 | 6.293493 | 57094.8898 | 57174.3751 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 38447.08563 | 38488.07766 | 4.0009914 | 2000-2009 –> 2010-2019 | 7.670773 | 72670.4331 | 72751.9064 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 38975.66467 | 39023.48870 | 4.1577688 | 2000-2009 –> 2010-2019 | 7.798623 | 73101.4415 | 73196.4937 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 32813.83492 | 32861.13941 | 3.1888643 | 2000-2009 –> 2010-2019 | 6.097364 | 64954.3933 | 65049.1115 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 38213.27537 | 38261.09940 | 3.9327139 | 2000-2009 –> 2010-2019 | 7.771208 | 73004.1570 | 73099.2092 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 32989.40947 | 33036.71396 | 3.2331855 | 2000-2009 –> 2010-2019 | 6.139879 | 65121.9431 | 65216.6612 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + aou + silicate + phosphate_star | 33256.91360 | 33297.46031 | 3.3024192 | 2000-2009 –> 2010-2019 | 6.335964 | 65939.3358 | 66020.5228 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 32942.04772 | 32989.35221 | 3.2211694 | 2000-2009 –> 2010-2019 | 6.123887 | 65056.8956 | 65151.6137 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 33184.62742 | 33231.93190 | 3.2831890 | 2000-2009 –> 2010-2019 | 6.278978 | 65707.2364 | 65801.9546 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 38001.36301 | 38049.18704 | 3.8723505 | 2000-2009 –> 2010-2019 | 7.456395 | 71929.2696 | 72024.3217 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 33244.30524 | 33291.60972 | 3.2986287 | 2000-2009 –> 2010-2019 | 6.308168 | 65826.0774 | 65920.7956 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 38099.13268 | 38146.95671 | 3.9000843 | 2000-2009 –> 2010-2019 | 7.517004 | 72141.9233 | 72236.9754 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 33247.34581 | 33294.65030 | 3.2994173 | 2000-2009 –> 2010-2019 | 6.294928 | 65768.7545 | 65863.4727 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 32927.07057 | 32974.37505 | 3.2173789 | 2000-2009 –> 2010-2019 | 6.176488 | 65290.5105 | 65385.2287 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 38064.48036 | 38112.30439 | 3.8902320 | 2000-2009 –> 2010-2019 | 7.501569 | 72087.8349 | 72182.8870 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate | 33284.94412 | 33325.49082 | 3.3097047 | 2000-2009 –> 2010-2019 | 6.336182 | 65937.2298 | 66018.4168 |
mod | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 33215.32944 | 33262.63392 | 3.2911231 | 2000-2009 –> 2010-2019 | 6.293077 | 65764.4984 | 65859.2166 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 38084.91693 | 38132.74096 | 3.8960395 | 2000-2009 –> 2010-2019 | 7.511551 | 72122.8066 | 72217.8588 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ sal + temp + silicate + phosphate_star | 38376.32106 | 38417.31309 | 3.9803783 | 2000-2009 –> 2010-2019 | 7.605533 | 72445.7246 | 72527.1979 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 38520.84036 | 38568.66439 | 4.0220018 | 2000-2009 –> 2010-2019 | 7.737743 | 72902.7840 | 72997.8362 |
obs | Indo-Pacific | (27.5,27.75] | cstar_tref ~ temp + aou + silicate + phosphate | 38521.68691 | 38562.67893 | 4.0228376 | 2000-2009 –> 2010-2019 | 7.745863 | 72926.2729 | 73007.7461 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 11556.77237 | 11597.49856 | 2.4683524 | 2000-2009 –> 2010-2019 | 4.709137 | 22699.5958 | 22781.0903 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 11596.89368 | 11637.61988 | 2.4883593 | 2000-2009 –> 2010-2019 | 4.737141 | 22757.5299 | 22839.0244 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + phosphate | 11872.40929 | 11907.31746 | 2.6312571 | 2000-2009 –> 2010-2019 | 4.919449 | 23117.9125 | 23187.7650 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 11632.21374 | 11672.93993 | 2.5061062 | 2000-2009 –> 2010-2019 | 4.793865 | 22878.7691 | 22960.2636 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 21252.40742 | 21296.13796 | 3.9084568 | 2000-2009 –> 2010-2019 | 6.998918 | 37650.3773 | 37736.6391 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 11672.59525 | 11713.32145 | 2.5265514 | 2000-2009 –> 2010-2019 | 4.821805 | 22935.5053 | 23016.9999 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 21231.23696 | 21274.96750 | 3.8976329 | 2000-2009 –> 2010-2019 | 6.989598 | 37632.3344 | 37718.5962 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 11622.45629 | 11663.18248 | 2.5011908 | 2000-2009 –> 2010-2019 | 4.755754 | 22795.9303 | 22877.4248 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 21229.03813 | 21272.76867 | 3.8965104 | 2000-2009 –> 2010-2019 | 6.997239 | 37648.3411 | 37734.6029 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 11689.97553 | 11730.70173 | 2.5354023 | 2000-2009 –> 2010-2019 | 4.832979 | 22957.9420 | 23039.4366 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 21230.67566 | 21274.40620 | 3.8973464 | 2000-2009 –> 2010-2019 | 6.989715 | 37632.6139 | 37718.8757 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 11541.34925 | 11582.07545 | 2.4607044 | 2000-2009 –> 2010-2019 | 4.861932 | 23029.9417 | 23111.4362 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 21257.07364 | 21300.80418 | 3.9108465 | 2000-2009 –> 2010-2019 | 7.001116 | 37654.6431 | 37740.9049 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 11591.69907 | 11632.42526 | 2.4857598 | 2000-2009 –> 2010-2019 | 4.895679 | 23098.3581 | 23179.8527 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 21238.55439 | 21282.28493 | 3.9013707 | 2000-2009 –> 2010-2019 | 6.993327 | 37639.6351 | 37725.8969 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + aou + silicate + phosphate_star | 21243.91471 | 21281.39803 | 3.9051340 | 2000-2009 –> 2010-2019 | 6.997117 | 37643.0498 | 37716.9884 |
mod | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 11626.44982 | 11667.17602 | 2.5032014 | 2000-2009 –> 2010-2019 | 4.919206 | 23145.7188 | 23227.2133 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 21238.77263 | 21282.50317 | 3.9014823 | 2000-2009 –> 2010-2019 | 6.993828 | 37640.6616 | 37726.9234 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 21236.97473 | 21274.45805 | 3.9015855 | 2000-2009 –> 2010-2019 | 7.002318 | 37654.2842 | 37728.2229 |
obs | Indo-Pacific | (27.75,27.85] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 21242.94236 | 21280.42568 | 3.9046367 | 2000-2009 –> 2010-2019 | 6.997020 | 37642.9102 | 37716.8488 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 27295.31392 | 27341.23166 | 3.3059267 | 2000-2009 –> 2010-2019 | 6.049874 | 48698.0982 | 48788.7478 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 13742.82261 | 13785.25964 | 2.1052696 | 2000-2009 –> 2010-2019 | 4.137604 | 26478.7446 | 26563.2005 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 27321.79626 | 27367.71401 | 3.3143280 | 2000-2009 –> 2010-2019 | 6.059396 | 48728.1773 | 48818.8270 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate | 13413.83464 | 13450.20924 | 1.9995395 | 2000-2009 –> 2010-2019 | 3.980118 | 25993.5498 | 26065.9406 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 13399.86548 | 13442.30250 | 1.9945142 | 2000-2009 –> 2010-2019 | 3.973377 | 25976.3989 | 26060.8548 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 13393.25634 | 13435.69337 | 1.9924380 | 2000-2009 –> 2010-2019 | 3.972090 | 25972.1728 | 26056.6287 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 13410.05493 | 13452.49196 | 1.9977192 | 2000-2009 –> 2010-2019 | 3.946574 | 25895.2422 | 25979.6981 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 13848.88385 | 13891.32088 | 2.1407508 | 2000-2009 –> 2010-2019 | 4.215953 | 26709.5874 | 26794.0433 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 27275.83131 | 27321.74905 | 3.2997595 | 2000-2009 –> 2010-2019 | 6.048237 | 48693.1448 | 48783.7944 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 13858.48979 | 13900.92682 | 2.1439937 | 2000-2009 –> 2010-2019 | 4.224132 | 26733.3968 | 26817.8527 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 27266.75726 | 27312.67501 | 3.2968911 | 2000-2009 –> 2010-2019 | 6.056470 | 48719.5760 | 48810.2256 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 13431.19269 | 13473.62972 | 2.0043845 | 2000-2009 –> 2010-2019 | 3.993259 | 26037.8952 | 26122.3511 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 13781.48968 | 13823.92671 | 2.1181365 | 2000-2009 –> 2010-2019 | 4.201160 | 26664.6830 | 26749.1389 |
mod | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 13871.91844 | 13914.35547 | 2.1485354 | 2000-2009 –> 2010-2019 | 4.230835 | 26753.0344 | 26837.4903 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 27266.64375 | 27312.56150 | 3.2968552 | 2000-2009 –> 2010-2019 | 6.058108 | 48724.8017 | 48815.4513 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 27258.44169 | 27304.35944 | 3.2942646 | 2000-2009 –> 2010-2019 | 6.042419 | 48674.7199 | 48765.3695 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 27255.23767 | 27301.15542 | 3.2932532 | 2000-2009 –> 2010-2019 | 6.052959 | 48708.4603 | 48799.1099 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + silicate + phosphate | 27280.89110 | 27320.24916 | 3.3019929 | 2000-2009 –> 2010-2019 | 6.051139 | 48698.3480 | 48776.0476 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + aou + silicate + phosphate_star | 27273.88017 | 27313.23824 | 3.2997750 | 2000-2009 –> 2010-2019 | 6.059931 | 48726.5399 | 48804.2396 |
obs | Indo-Pacific | (27.85,27.95] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 27255.24605 | 27301.16380 | 3.2932558 | 2000-2009 –> 2010-2019 | 6.054233 | 48712.5250 | 48803.1746 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 46541.13744 | 46583.61199 | 3.4342752 | 2000-2009 –> 2010-2019 | 6.285581 | 83247.9977 | 83331.9584 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 46541.45588 | 46591.00953 | 3.4339460 | 2000-2009 –> 2010-2019 | 6.272858 | 83185.5167 | 83283.4708 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ aou + phosphate + phosphate_star | 46697.95028 | 46733.34574 | 3.4655115 | 2000-2009 –> 2010-2019 | 6.320744 | 83423.2824 | 83493.2497 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 46697.32812 | 46739.80267 | 3.4649934 | 2000-2009 –> 2010-2019 | 6.312977 | 83386.8441 | 83470.8048 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 46543.11816 | 46592.67181 | 3.4342714 | 2000-2009 –> 2010-2019 | 6.285550 | 83251.8346 | 83349.7888 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 46685.43900 | 46727.91355 | 3.4626455 | 2000-2009 –> 2010-2019 | 6.317724 | 83411.9714 | 83495.9321 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + nitrate | 17741.87900 | 17780.33932 | 1.7411685 | 2000-2009 –> 2010-2019 | 3.484695 | 30598.2932 | 30673.2757 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 17594.69204 | 17639.56241 | 1.7124937 | 2000-2009 –> 2010-2019 | 3.406533 | 30265.8306 | 30353.3102 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate | 18023.61864 | 18062.07896 | 1.7966371 | 2000-2009 –> 2010-2019 | 3.641985 | 31249.1870 | 31324.1695 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + phosphate_star | 18025.71318 | 18064.17350 | 1.7970560 | 2000-2009 –> 2010-2019 | 3.646347 | 31265.1638 | 31340.1462 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 18013.54358 | 18058.41396 | 1.7942239 | 2000-2009 –> 2010-2019 | 3.607792 | 31128.1261 | 31215.6057 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 46781.52470 | 46831.07835 | 3.4812693 | 2000-2009 –> 2010-2019 | 6.339058 | 83524.1728 | 83622.1270 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 18016.86923 | 18061.73961 | 1.7948882 | 2000-2009 –> 2010-2019 | 3.614081 | 31151.5937 | 31239.0732 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 18220.32800 | 18265.19838 | 1.8360004 | 2000-2009 –> 2010-2019 | 3.692246 | 31486.1911 | 31573.6706 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + phosphate + phosphate_star | 18031.90339 | 18070.36371 | 1.7982946 | 2000-2009 –> 2010-2019 | 3.649561 | 31278.2979 | 31353.2804 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 18022.77504 | 18067.64541 | 1.7960685 | 2000-2009 –> 2010-2019 | 3.616733 | 31162.7590 | 31250.2386 |
mod | Indo-Pacific | (27.95,28.05] | cstar_tref ~ sal + temp + silicate + phosphate_star | 18263.38496 | 18301.84528 | 1.8452315 | 2000-2009 –> 2010-2019 | 3.716280 | 31578.9110 | 31653.8935 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 46629.77355 | 46679.32719 | 3.4512803 | 2000-2009 –> 2010-2019 | 6.303361 | 83342.6750 | 83440.6292 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate_star | 46744.04255 | 46793.59620 | 3.4738379 | 2000-2009 –> 2010-2019 | 6.353970 | 83602.5414 | 83700.4955 |
obs | Indo-Pacific | (27.95,28.05] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 46728.63993 | 46778.19357 | 3.4707887 | 2000-2009 –> 2010-2019 | 6.349066 | 83577.5571 | 83675.5112 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 35852.07589 | 35893.33096 | 2.9591710 | 2000-2009 –> 2010-2019 | 5.687474 | 58714.2107 | 58794.2181 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ aou + phosphate + phosphate_star | 35926.16993 | 35960.54916 | 2.9749440 | 2000-2009 –> 2010-2019 | 5.704906 | 58792.0388 | 58858.7116 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ aou + silicate + phosphate + phosphate_star | 35902.78533 | 35944.04041 | 2.9696729 | 2000-2009 –> 2010-2019 | 5.698657 | 58767.2745 | 58847.2819 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 35868.59593 | 35916.72685 | 2.9621743 | 2000-2009 –> 2010-2019 | 5.702727 | 58774.9853 | 58868.3273 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 35867.10877 | 35915.23969 | 2.9618665 | 2000-2009 –> 2010-2019 | 5.716508 | 58821.8613 | 58915.2032 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 9265.75300 | 9306.75536 | 1.4485583 | 2000-2009 –> 2010-2019 | 3.113485 | 16697.6084 | 16777.5423 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 9446.71790 | 9487.72027 | 1.5001599 | 2000-2009 –> 2010-2019 | 3.076453 | 16668.1776 | 16748.1115 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 35866.30790 | 35914.43882 | 2.9617008 | 2000-2009 –> 2010-2019 | 5.674453 | 58676.5308 | 58769.8728 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 9452.27545 | 9493.27782 | 1.5017734 | 2000-2009 –> 2010-2019 | 3.082556 | 16684.6735 | 16764.6074 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 35986.37987 | 36034.51079 | 2.9866493 | 2000-2009 –> 2010-2019 | 5.722214 | 58875.5872 | 58968.9292 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 9405.64960 | 9446.65197 | 1.4882905 | 2000-2009 –> 2010-2019 | 3.069064 | 16638.0263 | 16717.9602 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 35955.65067 | 36003.78159 | 2.9802445 | 2000-2009 –> 2010-2019 | 5.709951 | 58824.6362 | 58917.9782 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 9451.67556 | 9492.67793 | 1.5015991 | 2000-2009 –> 2010-2019 | 3.082389 | 16684.0920 | 16764.0258 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 35987.86093 | 36035.99185 | 2.9869584 | 2000-2009 –> 2010-2019 | 5.722160 | 58875.8170 | 58969.1590 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ sal + temp + silicate + phosphate_star | 9456.12732 | 9491.27221 | 1.5034742 | 2000-2009 –> 2010-2019 | 3.084264 | 16686.5439 | 16755.0586 |
obs | Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 36048.47613 | 36096.60705 | 2.9996340 | 2000-2009 –> 2010-2019 | 5.722166 | 58892.6416 | 58985.9836 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + aou + silicate + phosphate | 9809.20560 | 9844.35049 | 1.6097393 | 2000-2009 –> 2010-2019 | 3.212356 | 17092.3618 | 17160.8765 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + aou + silicate + phosphate_star | 9817.81883 | 9852.96372 | 1.6124233 | 2000-2009 –> 2010-2019 | 3.221063 | 17115.4021 | 17183.9168 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | 9806.84309 | 9841.98798 | 1.6090038 | 2000-2009 –> 2010-2019 | 3.217185 | 17103.3295 | 17171.8442 |
mod | Indo-Pacific | (28.05,28.1] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | 9815.89842 | 9851.04330 | 1.6118245 | 2000-2009 –> 2010-2019 | 3.220450 | 17113.4475 | 17181.9622 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 18902.82673 | 18949.19398 | 1.3215178 | 2000-2009 –> 2010-2019 | 2.761150 | 36364.8930 | 36456.7278 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 37477.89906 | 37526.56186 | 2.7369697 | 2000-2009 –> 2010-2019 | 5.271115 | 67006.8551 | 67102.7372 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 37542.70513 | 37584.41610 | 2.7488346 | 2000-2009 –> 2010-2019 | 5.288110 | 67095.0735 | 67177.2581 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + aou + silicate + phosphate | 37512.40826 | 37554.11924 | 2.7434475 | 2000-2009 –> 2010-2019 | 5.279451 | 67048.5781 | 67130.7627 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + nitrate + silicate + phosphate | 18987.18106 | 19026.92442 | 1.3318147 | 2000-2009 –> 2010-2019 | 2.793148 | 36593.6304 | 36672.3459 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 18989.17916 | 19035.54641 | 1.3318144 | 2000-2009 –> 2010-2019 | 2.786718 | 36554.4819 | 36646.3166 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 37592.64991 | 37641.31271 | 2.7573815 | 2000-2009 –> 2010-2019 | 5.326205 | 67292.4016 | 67388.2837 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 37635.96887 | 37684.63167 | 2.7651265 | 2000-2009 –> 2010-2019 | 5.339595 | 67363.3005 | 67459.1826 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + nitrate + silicate | 18115.30832 | 18161.67557 | 1.2312121 | 2000-2009 –> 2010-2019 | 2.751798 | 36112.6327 | 36204.4674 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 17796.10026 | 17842.46751 | 1.1963902 | 2000-2009 –> 2010-2019 | 2.569909 | 34798.2023 | 34890.0371 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 37497.09463 | 37545.75744 | 2.7403736 | 2000-2009 –> 2010-2019 | 5.257666 | 66942.2025 | 67038.0846 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 17813.93446 | 17860.30171 | 1.1983094 | 2000-2009 –> 2010-2019 | 2.573727 | 34829.5488 | 34921.3835 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 37598.93120 | 37647.59401 | 2.7585032 | 2000-2009 –> 2010-2019 | 5.295791 | 67143.4626 | 67239.3446 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 18524.66650 | 18571.03375 | 1.2773557 | 2000-2009 –> 2010-2019 | 2.715568 | 35977.0733 | 36068.9081 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 17758.61188 | 17804.97913 | 1.1923658 | 2000-2009 –> 2010-2019 | 2.578367 | 34849.2279 | 34941.0626 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate_star | 37675.46172 | 37724.12453 | 2.7722064 | 2000-2009 –> 2010-2019 | 5.326772 | 67305.2729 | 67401.1549 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 17809.78784 | 17856.15509 | 1.1978629 | 2000-2009 –> 2010-2019 | 2.573006 | 34823.4545 | 34915.2892 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 37582.65888 | 37631.32168 | 2.7555982 | 2000-2009 –> 2010-2019 | 5.288857 | 67107.2203 | 67203.1023 |
mod | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + silicate + phosphate_star | 18059.40588 | 18099.14924 | 1.2252616 | 2000-2009 –> 2010-2019 | 2.614733 | 35172.4856 | 35251.2011 |
obs | Indo-Pacific | (28.1,28.2] | cstar_tref ~ sal + temp + silicate + phosphate_star | 37705.67625 | 37747.38722 | 2.7779950 | 2000-2009 –> 2010-2019 | 5.340554 | 67372.7430 | 67454.9276 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 11303.87755 | 11339.18275 | 2.0290995 | 2000-2009 –> 2010-2019 | 4.639162 | 19554.3533 | 19622.4007 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 11223.37906 | 11264.56846 | 1.9978181 | 2000-2009 –> 2010-2019 | 4.605899 | 19473.2229 | 19552.6115 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 11245.89137 | 11287.08077 | 2.0063061 | 2000-2009 –> 2010-2019 | 4.613869 | 19495.0472 | 19574.4358 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate | 32204.51369 | 32257.84018 | 0.7058531 | 2000-2009 –> 2010-2019 | 1.359917 | 54413.2638 | 54517.8310 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 35013.00008 | 35066.32657 | 0.7749602 | 2000-2009 –> 2010-2019 | 1.544393 | 60847.5849 | 60952.1520 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + phosphate + phosphate_star | 11377.70701 | 11413.01221 | 2.0575088 | 2000-2009 –> 2010-2019 | 4.666707 | 19627.0351 | 19695.0825 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 11367.83406 | 11409.02346 | 2.0529134 | 2000-2009 –> 2010-2019 | 4.661977 | 19618.9827 | 19698.3713 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + nitrate + silicate + phosphate | 32519.31596 | 32565.02437 | 0.7133295 | 2000-2009 –> 2010-2019 | 1.460256 | 57689.3088 | 57778.9378 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 32404.57717 | 32457.90366 | 0.7105653 | 2000-2009 –> 2010-2019 | 1.370325 | 54806.8658 | 54911.4329 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 11228.35327 | 11269.54267 | 1.9996905 | 2000-2009 –> 2010-2019 | 4.657863 | 19544.0979 | 19623.4866 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + phosphate + phosphate_star | 11360.81121 | 11402.00061 | 2.0502001 | 2000-2009 –> 2010-2019 | 4.658433 | 19610.8575 | 19690.2461 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 35268.98639 | 35322.31288 | 0.7815861 | 2000-2009 –> 2010-2019 | 1.612586 | 62821.6956 | 62926.2627 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 35279.94222 | 35333.26870 | 0.7818709 | 2000-2009 –> 2010-2019 | 1.613166 | 62840.5753 | 62945.1424 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 32363.41756 | 32416.74405 | 0.7095933 | 2000-2009 –> 2010-2019 | 1.448710 | 57300.7971 | 57405.3642 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 35277.63284 | 35330.95933 | 0.7818109 | 2000-2009 –> 2010-2019 | 1.613069 | 62837.2773 | 62941.8445 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ temp + aou + nitrate + phosphate + phosphate_star | 11260.11328 | 11301.30268 | 2.0116868 | 2000-2009 –> 2010-2019 | 4.621674 | 19512.4890 | 19591.8777 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 36557.02203 | 36610.34852 | 0.8157947 | 2000-2009 –> 2010-2019 | 1.651219 | 64228.2416 | 64332.8088 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 11231.40512 | 11272.59452 | 2.0008401 | 2000-2009 –> 2010-2019 | 4.648804 | 19533.8208 | 19613.2095 |
obs | Indo-Pacific | (28.2,28.3] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 11374.10102 | 11415.29042 | 2.0553378 | 2000-2009 –> 2010-2019 | 4.664887 | 19625.8955 | 19705.2841 |
mod | Indo-Pacific | (28.2,28.3] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 36547.44385 | 36600.77034 | 0.8155348 | 2000-2009 –> 2010-2019 | 1.652222 | 64252.3766 | 64356.9437 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ aou + nitrate + phosphate + phosphate_star | 20687.63117 | 20728.09140 | 1.2587245 | 2000-2009 –> 2010-2019 | 2.189990 | 33635.1223 | 33714.4396 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ aou + nitrate + silicate + phosphate + phosphate_star | 20689.09349 | 20736.29709 | 1.2586705 | 2000-2009 –> 2010-2019 | 2.187613 | 33614.6156 | 33707.1524 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + aou + nitrate + phosphate + phosphate_star | 20397.26210 | 20444.46570 | 1.2297123 | 2000-2009 –> 2010-2019 | 2.160542 | 33342.2550 | 33434.7917 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + aou + nitrate + silicate + phosphate_star | 4498.24789 | 4532.93704 | 2.0512579 | 2000-2009 –> 2010-2019 | 4.699501 | 7776.0747 | 7842.4391 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + aou + silicate + phosphate + phosphate_star | 4481.96413 | 4516.65327 | 2.0353986 | 2000-2009 –> 2010-2019 | 4.669903 | 7752.6964 | 7819.0608 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + aou + silicate + phosphate_star | 4502.23262 | 4531.96617 | 2.0571176 | 2000-2009 –> 2010-2019 | 4.707676 | 7779.2513 | 7836.1350 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + nitrate + silicate + phosphate + phosphate_star | 4529.77374 | 4564.46289 | 2.0823141 | 2000-2009 –> 2010-2019 | 4.715752 | 7799.9535 | 7866.3179 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + silicate + phosphate + phosphate_star | 4531.04156 | 4560.77512 | 2.0855600 | 2000-2009 –> 2010-2019 | 4.720469 | 7799.9834 | 7856.8672 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + aou + nitrate + phosphate | 20373.74749 | 20420.95110 | 1.2274082 | 2000-2009 –> 2010-2019 | 2.155517 | 33290.6427 | 33383.1795 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + aou + nitrate + phosphate_star | 20454.80557 | 20502.00917 | 1.2353691 | 2000-2009 –> 2010-2019 | 2.168423 | 33422.7076 | 33515.2443 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + aou + silicate + phosphate | 4506.89542 | 4541.58457 | 2.0597302 | 2000-2009 –> 2010-2019 | 4.693258 | 7777.1219 | 7843.4863 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + aou + silicate + phosphate_star | 4480.94608 | 4515.63523 | 2.0344111 | 2000-2009 –> 2010-2019 | 4.684123 | 7759.5294 | 7825.8937 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + nitrate + phosphate + phosphate_star | 20372.04688 | 20419.25049 | 1.2272417 | 2000-2009 –> 2010-2019 | 2.156434 | 33300.1491 | 33392.6858 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + nitrate + silicate + phosphate | 4506.23558 | 4540.92473 | 2.0590825 | 2000-2009 –> 2010-2019 | 4.709083 | 7784.9675 | 7851.3319 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ sal + temp + silicate + phosphate + phosphate_star | 4500.67160 | 4535.36075 | 2.0536290 | 2000-2009 –> 2010-2019 | 4.687992 | 7771.3305 | 7837.6949 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ temp + aou + nitrate + phosphate | 20667.94702 | 20708.40725 | 1.2567499 | 2000-2009 –> 2010-2019 | 2.185293 | 33587.3348 | 33666.6520 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ temp + aou + nitrate + silicate + phosphate | 20669.78774 | 20716.99135 | 1.2567339 | 2000-2009 –> 2010-2019 | 2.182628 | 33563.7626 | 33656.2993 |
obs | Indo-Pacific | (28.3,28.4] | cstar_tref ~ temp + aou + silicate + phosphate + phosphate_star | 4478.54998 | 4513.23913 | 2.0320890 | 2000-2009 –> 2010-2019 | 4.717484 | 7775.3795 | 7841.7439 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | 20670.81548 | 20711.27571 | 1.2570374 | 2000-2009 –> 2010-2019 | 2.186716 | 33601.9390 | 33681.2562 |
mod | Indo-Pacific | (28.3,28.4] | cstar_tref ~ temp + nitrate + silicate + phosphate + phosphate_star | 20672.62700 | 20719.83061 | 1.2570185 | 2000-2009 –> 2010-2019 | 2.184108 | 33578.9812 | 33671.5179 |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ sal + temp + aou + phosphate | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.656889 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ sal + temp + nitrate + phosphate_star | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.652663 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ sal + temp + silicate + phosphate | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.519547 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ sal + temp + silicate + phosphate_star | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.538645 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ temp + aou + silicate + phosphate | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.581647 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ temp + aou + silicate + phosphate_star | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.545706 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ temp + nitrate + phosphate + phosphate_star | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.853069 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ temp + nitrate + silicate + phosphate | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.567579 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ temp + nitrate + silicate + phosphate_star | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.674364 | -Inf | -Inf |
obs | Indo-Pacific | (28.4, Inf] | cstar_tref ~ temp + silicate + phosphate + phosphate_star | -Inf | -Inf | 0.0000000 | 2000-2009 –> 2010-2019 | 1.565887 | -Inf | -Inf |
A data frame to map the target variable is prepared.
# create table with two era belonging to one eras
eras_forward <- GLODAP_glanced %>%
arrange(era) %>%
group_by(basin, gamma_slab, model) %>%
mutate(eras = paste(era, lead(era), sep = " --> ")) %>%
ungroup() %>%
select(era, eras) %>%
unique()
eras_backward <- GLODAP_glanced %>%
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 <- full_join(
lm_best_eras %>% select(data_source, basin, gamma_slab, model, eras),
eras_era) %>%
drop_na() %>%
arrange(era, basin, gamma_slab, data_source)
lm_best <- left_join(
lm_best,
GLODAP_tidy %>% select(data_source, basin, gamma_slab, era, model, term, estimate))
rm(eras_era, eras_forward, eras_backward)
A data frame of coefficient offsets is prepared to facilitate the direct mapping of Cant.
# subtract coefficients of adjacent era
lm_best_cant <- lm_best %>%
arrange(era) %>%
group_by(data_source, 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 to wide format
lm_best_cant <- lm_best_cant %>%
pivot_wider(values_from = delta_coeff,
names_from = term,
names_prefix = "delta_coeff_",
values_fill = 0)
# create table of target varaible coefficients in wide format
lm_best_target <- lm_best %>%
pivot_wider(names_from = "term",
names_prefix = "coeff_",
values_from = "estimate",
values_fill = 0
)
lm_best_target %>%
write_csv(paste(path_version_data,
"lm_best_target.csv",
sep = ""))
lm_best_cant %>%
write_csv(paste(path_version_data,
"lm_best_cant.csv",
sep = ""))
The selection criterion (rmse) was plotted against the number of predictors (limited to 2 - 5).
GLODAP_glanced %>%
group_split(era) %>%
map(
~ ggplot(data = .x,
aes(
as.factor(n_predictors),
!!sym(params_local$MLR_criterion),
col = data_source
)) +
geom_hline(yintercept = c(0, 10)) +
geom_boxplot() +
facet_grid(gamma_slab ~ basin) +
scale_color_brewer(palette = "Set1") +
ylim(c(0, NA)) +
labs(x = "Number of predictors",
title = paste("Era:", unique(.x$era)))
)
[[1]]
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
f3a708f | jens-daniel-mueller | 2020-12-17 |
[[2]]
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
left_join(lm_best_target %>% select(basin, gamma_slab, era, model),
GLODAP_glanced) %>%
group_split(era) %>%
imap(
~ ggplot(data = .x,
aes("",
!!sym(params_local$MLR_criterion),
col = data_source)) +
geom_hline(yintercept = c(0, 10)) +
geom_boxplot() +
facet_grid(gamma_slab ~ basin) +
scale_color_brewer(palette = "Set1") +
ylim(c(0, NA)) +
labs(x = "Number of predictors pooled",
title = paste("Era:", unique(.x$era)))
)
[[1]]
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
f3a708f | jens-daniel-mueller | 2020-12-17 |
[[2]]
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
RMSE was plotted to compare the agreement for one model applied to two adjecent eras (ie check whether the same predictor combination performs equal in both eras).
# find max rmse to scale axis
max_rmse <-
max(c(lm_all_eras$rmse,
lm_all_eras$rmse_sum - lm_all_eras$rmse))
lm_all_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)) +
geom_abline(slope = 1,
col = 'red') +
facet_grid(data_source ~ basin)
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
e4ca289 | jens-daniel-mueller | 2020-12-16 |
158fe26 | jens-daniel-mueller | 2020-12-15 |
7a9a4cb | jens-daniel-mueller | 2020-12-15 |
61b263c | jens-daniel-mueller | 2020-12-15 |
984697e | jens-daniel-mueller | 2020-12-12 |
3ebff89 | jens-daniel-mueller | 2020-12-12 |
ba112d3 | jens-daniel-mueller | 2020-12-11 |
24a632f | jens-daniel-mueller | 2020-12-07 |
6a8004b | jens-daniel-mueller | 2020-12-07 |
70bf1a5 | jens-daniel-mueller | 2020-12-07 |
7555355 | jens-daniel-mueller | 2020-12-07 |
143d6fa | jens-daniel-mueller | 2020-12-07 |
090e4d5 | jens-daniel-mueller | 2020-12-02 |
7c25f7a | jens-daniel-mueller | 2020-12-02 |
b03ddb8 | jens-daniel-mueller | 2020-12-02 |
91435ae | jens-daniel-mueller | 2020-12-01 |
196be51 | jens-daniel-mueller | 2020-11-30 |
rm(max_rmse)
# find max rmse to scale axis
max_rmse <-
max(c(lm_best_eras$rmse,
lm_best_eras$rmse_sum - lm_best_eras$rmse))
lm_best_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)) +
geom_abline(slope = 1,
col = 'red') +
facet_grid(data_source ~ basin)
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
a84ff3c | jens-daniel-mueller | 2020-12-17 |
rm(max_rmse)
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_cant %>%
pivot_longer(starts_with("delta_coeff_"),
names_to = "term",
names_prefix = "delta_coeff_",
values_to = "delta_coeff") %>%
filter(term != "(Intercept)",
delta_coeff != 0) %>%
group_by(data_source, basin, gamma_slab) %>%
count(term) %>%
ungroup() %>%
pivot_wider(values_from = n, names_from = term)
# print table
lm_all_stats %>%
gt(rowname_col = "gamma_slab",
groupname_col = c("basin", "data_source")) %>%
summary_rows(
groups = TRUE,
fns = list(total = "sum")
)
aou | nitrate | phosphate | phosphate_star | sal | silicate | temp | |
---|---|---|---|---|---|---|---|
Atlantic - mod | |||||||
(-Inf,26] | 5 | 7 | 8 | 7 | 10 | 6 | 6 |
(26,26.5] | 8 | 8 | 8 | 7 | 6 | 6 | 7 |
(26.5,26.75] | 6 | 7 | 6 | 7 | 7 | 7 | 10 |
(26.75,27] | 8 | 5 | 8 | 5 | 5 | 10 | 7 |
(27,27.25] | 8 | 5 | 6 | 6 | 8 | 10 | 6 |
(27.25,27.5] | 6 | 8 | 4 | 7 | 9 | 8 | 7 |
(27.5,27.75] | 7 | 5 | 8 | 5 | 10 | 7 | 6 |
(27.75,27.85] | 5 | 4 | 4 | 6 | 10 | 10 | 6 |
(27.85,27.95] | 7 | 4 | 4 | 5 | 10 | 9 | 7 |
(27.95,28.05] | 4 | 2 | 4 | 8 | 10 | 5 | 10 |
(28.05,28.1] | 6 | 2 | 6 | 6 | 8 | 5 | 10 |
(28.1,28.15] | 5 | 2 | 6 | 7 | 8 | 6 | 10 |
(28.15,28.2] | 6 | 10 | 2 | 6 | 5 | 5 | 9 |
(28.2, Inf] | 9 | 10 | 3 | 4 | 10 | 3 | 5 |
total | 90.00 | 79.00 | 77.00 | 86.00 | 116.00 | 97.00 | 106.00 |
Indo-Pacific - mod | |||||||
(-Inf,26] | 8 | 5 | 7 | 7 | 10 | 5 | 7 |
(26,26.5] | 7 | 6 | 7 | 7 | 7 | 7 | 9 |
(26.5,26.75] | 7 | 5 | 7 | 7 | 4 | 10 | 8 |
(26.75,27] | 6 | 10 | 6 | 8 | 5 | 5 | 8 |
(27,27.25] | 7 | 10 | 7 | 7 | 4 | 5 | 8 |
(27.25,27.5] | 6 | 10 | 6 | 6 | 5 | 6 | 9 |
(27.5,27.75] | 5 | 5 | 6 | 6 | 10 | 10 | 6 |
(27.75,27.85] | 7 | 6 | 7 | 6 | 7 | 6 | 10 |
(27.85,27.95] | 7 | 7 | 5 | 5 | 10 | 6 | 9 |
(27.95,28.05] | 6 | 3 | 4 | 6 | 10 | 6 | 10 |
(28.05,28.1] | 5 | 3 | 4 | 7 | 6 | 10 | 10 |
(28.1,28.2] | 4 | 6 | 6 | 5 | 10 | 10 | 7 |
(28.2,28.3] | 5 | 7 | 8 | 5 | 8 | 10 | 6 |
(28.3,28.4] | 7 | 10 | 9 | 7 | 4 | 3 | 7 |
total | 87.00 | 93.00 | 89.00 | 89.00 | 100.00 | 99.00 | 114.00 |
Atlantic - obs | |||||||
(-Inf,26] | 8 | 9 | 6 | 6 | 7 | 5 | 8 |
(26,26.5] | 8 | 10 | 8 | 7 | 4 | 4 | 7 |
(26.5,26.75] | 7 | 9 | 7 | 6 | 4 | 4 | 10 |
(26.75,27] | 4 | 5 | 5 | 8 | 5 | 10 | 10 |
(27,27.25] | 6 | 8 | 5 | 8 | 6 | 6 | 10 |
(27.25,27.5] | 7 | 4 | 7 | 7 | 10 | 3 | 9 |
(27.5,27.75] | 7 | 3 | 9 | 7 | 4 | 10 | 7 |
(27.75,27.85] | 7 | 5 | 10 | 5 | 5 | 10 | 5 |
(27.85,27.95] | 5 | 4 | 7 | 6 | 10 | 10 | 5 |
(27.95,28.05] | 5 | 4 | 7 | 6 | 10 | 10 | 5 |
(28.05,28.1] | 4 | 7 | 5 | 9 | 10 | 7 | 6 |
(28.1,28.15] | 4 | 7 | 5 | 10 | 6 | 5 | 10 |
(28.15,28.2] | 5 | 5 | 5 | 8 | 4 | 10 | 10 |
(28.2, Inf] | 8 | 4 | 9 | 6 | 10 | 6 | 5 |
total | 85.00 | 84.00 | 95.00 | 99.00 | 95.00 | 100.00 | 107.00 |
Indo-Pacific - obs | |||||||
(-Inf,26] | 8 | 6 | 6 | 6 | 10 | 5 | 8 |
(26,26.5] | 5 | 5 | 5 | 7 | 10 | 5 | 10 |
(26.5,26.75] | 6 | 7 | 7 | 6 | 8 | 4 | 9 |
(26.75,27] | 7 | 8 | 7 | 6 | 3 | 6 | 8 |
(27,27.25] | 6 | 4 | 6 | 7 | 10 | 10 | 4 |
(27.25,27.5] | 6 | 5 | 8 | 7 | 9 | 8 | 4 |
(27.5,27.75] | 7 | 4 | 7 | 6 | 7 | 9 | 7 |
(27.75,27.85] | 5 | 5 | 5 | 8 | 4 | 10 | 10 |
(27.85,27.95] | 8 | 4 | 7 | 7 | 4 | 10 | 8 |
(27.95,28.05] | 9 | 6 | 9 | 8 | 3 | 6 | 4 |
(28.05,28.1] | 8 | 5 | 8 | 6 | 6 | 7 | 6 |
(28.1,28.2] | 6 | 4 | 7 | 6 | 10 | 8 | 6 |
(28.2,28.3] | 10 | 6 | 10 | 8 | 5 | 4 | 5 |
(28.3,28.4] | 6 | 3 | 7 | 8 | 9 | 10 | 5 |
(28.4, Inf] | 3 | 4 | 6 | 6 | 4 | 7 | 10 |
total | 100.00 | 76.00 | 105.00 | 102.00 | 102.00 | 109.00 | 104.00 |
AIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
lm_all_eras %>%
ggplot(aes(rmse, AIC, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(data_source~basin)
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
lm_best_eras %>%
ggplot(aes(rmse, AIC, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(data_source~basin)
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
ac1a836 | jens-daniel-mueller | 2021-02-24 |
b03fbd3 | jens-daniel-mueller | 2021-02-24 |
3d3b4cc | jens-daniel-mueller | 2021-02-23 |
7b672f7 | jens-daniel-mueller | 2021-01-11 |
33ba23c | jens-daniel-mueller | 2021-01-07 |
318609d | jens-daniel-mueller | 2020-12-23 |
9d0b2d0 | jens-daniel-mueller | 2020-12-23 |
0aa2b50 | jens-daniel-mueller | 2020-12-23 |
2886da0 | jens-daniel-mueller | 2020-12-19 |
02f0ee9 | jens-daniel-mueller | 2020-12-18 |
7bcb4eb | jens-daniel-mueller | 2020-12-18 |
7131186 | jens-daniel-mueller | 2020-12-17 |
5b48ef5 | jens-daniel-mueller | 2020-12-17 |
BIC is an alternative criterion to RMSE to judge model quality, but not (yet) taken into account.
lm_all_eras %>%
ggplot(aes(AIC, BIC, col = gamma_slab)) +
geom_point() +
scale_color_viridis_d() +
facet_grid(data_source~basin)
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
GLODAP_glanced %>%
ggplot(aes(rmse, log10(vif_max),col=data_source)) +
geom_hline(yintercept = 1) +
geom_point() +
scale_color_brewer(palette = "Set1") +
facet_grid(gamma_slab~basin)
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
Plotted are fitted vs actual target variable values, here: r
params_local$MLR_target`
GLODAP_augmented_best <- left_join(
lm_best_target %>% select(data_source, basin, gamma_slab, era, model),
GLODAP_augmented
)
# calculate equal axis limits and binwidth
axis_lims <- GLODAP_augmented %>%
summarise(
max_value = max(
c(max(.fitted, max(!!sym(params_local$MLR_target))))
),
min_value = min(
c(min(.fitted, min(!!sym(params_local$MLR_target))))
)
)
i_binwidth <- 1
# binwidth_value <- (axis_lims$max_value - axis_lims$min_value) / 40
axis_lims <- c(axis_lims$min_value, axis_lims$max_value)
GLODAP_augmented %>%
ggplot(aes(!!sym(params_local$MLR_target), .fitted)) +
geom_bin2d(binwidth = i_binwidth) +
scale_fill_viridis_c() +
geom_abline(slope = 1,
col = 'red') +
coord_equal(xlim = axis_lims,
ylim = axis_lims) +
labs(title = "All models") +
facet_wrap(~data_source)
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
4bc00ea | jens-daniel-mueller | 2021-02-24 |
GLODAP_augmented_best %>%
ggplot(aes(!!sym(params_local$MLR_target), .fitted)) +
geom_bin2d(binwidth = i_binwidth) +
scale_fill_viridis_c() +
geom_abline(slope = 1,
col = 'red') +
coord_equal(xlim = axis_lims,
ylim = axis_lims) +
labs(title = "Selected models") +
facet_wrap(~data_source)
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
4bc00ea | jens-daniel-mueller | 2021-02-24 |
rm(binwidth_value, axis_lims)
In the following, we present residual patterns vs latitude across all domains.
i_ylim <- c(-30,30)
GLODAP_augmented_best %>%
ggplot(aes(lat, .resid)) +
geom_bin2d(binwidth = i_binwidth) +
geom_hline(yintercept = 0, col = "white") +
scale_fill_viridis_c() +
labs(
title = paste(
"Target variable:",
params_local$MLR_target,
"| Selected models",
"| All domains"
)
) +
facet_wrap(~data_source)
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
4bc00ea | jens-daniel-mueller | 2021-02-24 |
Due to the few large residuals, we limit the y axis range for the plots below.
GLODAP_augmented_best %>%
ggplot(aes(lat, .resid)) +
geom_bin2d(binwidth = i_binwidth) +
geom_hline(yintercept = 0, col = "white") +
scale_fill_viridis_c() +
coord_cartesian(ylim = i_ylim) +
labs(
title = paste(
"Target variable:",
params_local$MLR_target,
"| Selected models",
"| All domains"
)
) +
facet_wrap(~data_source)
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
4bc00ea | jens-daniel-mueller | 2021-02-24 |
In the following, we present residual patterns vs latitude for separate model domains, ie basins, density slabs and eras.
GLODAP_augmented_best %>%
group_split(basin, era) %>%
map(~ ggplot(data = .x, aes(lat, .resid)) +
geom_bin2d(binwidth = i_binwidth) +
geom_hline(yintercept = 0, col = "black") +
scale_fill_viridis_c() +
facet_grid(gamma_slab ~ data_source) +
coord_cartesian(ylim = i_ylim) +
labs(
title = paste(
"Target:",
params_local$MLR_target,
"| best models | basin:",
unique(.x$basin),
"| era:",
unique(.x$era)
)
))
[[1]]
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
a1ba577 | jens-daniel-mueller | 2021-02-24 |
071743d | jens-daniel-mueller | 2021-02-24 |
[[2]]
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
27ae473 | jens-daniel-mueller | 2021-02-24 |
a1ba577 | jens-daniel-mueller | 2021-02-24 |
[[3]]
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
[[4]]
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
GLODAP_augmented_best <- GLODAP_augmented_best %>%
mutate(lat_grid = as.numeric(as.character(cut(
lat,
seq(-90, 90, 10),
seq(-85, 85, 10)
))))
lat_residual <- GLODAP_augmented_best %>%
group_by(data_source, basin, gamma_slab, era, lat_grid) %>%
summarise(.resid_mean = mean(.resid)) %>%
ungroup()
lat_residual %>%
group_split(basin) %>%
map(
~ggplot(data = .x,
aes(lat_grid, .resid_mean, col=era)) +
geom_line() +
geom_point() +
geom_hline(yintercept = 0, col = "black") +
facet_grid(gamma_slab ~ data_source) +
labs(title = paste("Basin:", unique(.x$basin)))
)
[[1]]
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
fec3558 | jens-daniel-mueller | 2021-02-24 |
[[2]]
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
# calculate residual offset for adjacent eras
lat_residual_offset <- lat_residual %>%
select(data_source, basin, gamma_slab, era, lat_grid, .resid_mean) %>%
arrange(era) %>%
group_by(basin, gamma_slab, lat_grid) %>%
mutate(eras = paste(lag(era), era, sep = " --> "),
.resid_mean_offset = .resid_mean - lag(.resid_mean)
) %>%
ungroup() %>%
select(-era) %>%
drop_na() %>%
filter(eras != paste(unique(lat_residual$era)[1],
unique(lat_residual$era)[3],
sep = " --> "))
lat_residual_offset %>%
ggplot(aes(lat_grid, .resid_mean_offset, col=eras)) +
geom_line() +
geom_point() +
geom_hline(yintercept = 0, col = "black") +
facet_grid(gamma_slab ~ basin)
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
2edc791 | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
be90356 | jens-daniel-mueller | 2021-06-02 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
4b7a5ee | jens-daniel-mueller | 2021-05-28 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
a00ec94 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
06bfaf7 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
f155edd | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
83a13de | jens-daniel-mueller | 2021-03-20 |
cf98c6d | jens-daniel-mueller | 2021-03-16 |
a1d52ff | jens-daniel-mueller | 2021-03-15 |
0bade3b | jens-daniel-mueller | 2021-03-15 |
27c1f4b | jens-daniel-mueller | 2021-03-14 |
af75ebf | jens-daniel-mueller | 2021-03-14 |
5017709 | jens-daniel-mueller | 2021-03-11 |
585b07f | jens-daniel-mueller | 2021-03-11 |
85a5ed2 | jens-daniel-mueller | 2021-03-10 |
6c0bec6 | jens-daniel-mueller | 2021-03-05 |
3c2ec33 | jens-daniel-mueller | 2021-03-05 |
af70b94 | jens-daniel-mueller | 2021-03-04 |
fec3558 | jens-daniel-mueller | 2021-02-24 |
GLODAP_glanced %>%
ggplot(aes(as.factor(n),
log10(vif_max),
col=data_source)) +
geom_hline(yintercept = log10(params_local$vif_max)) +
scale_color_brewer(palette = "Set1") +
geom_violin() +
facet_grid(gamma_slab~basin)
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
330dcd0 | jens-daniel-mueller | 2021-03-20 |
GLODAP_glanced_vif %>%
ggplot(aes(Variables,
log10(VIF),
col = data_source)) +
geom_hline(yintercept = log10(params_local$vif_max)) +
geom_violin() +
scale_color_brewer(palette = "Set1") +
facet_grid(gamma_slab~basin) +
coord_flip()
Version | Author | Date |
---|---|---|
db7df0e | jens-daniel-mueller | 2021-06-04 |
207339d | jens-daniel-mueller | 2021-06-03 |
315710b | jens-daniel-mueller | 2021-06-03 |
d37a85d | jens-daniel-mueller | 2021-05-31 |
25bd183 | jens-daniel-mueller | 2021-05-26 |
62bd574 | jens-daniel-mueller | 2021-05-20 |
7c56c39 | jens-daniel-mueller | 2021-05-19 |
52e7583 | jens-daniel-mueller | 2021-05-12 |
969e631 | jens-daniel-mueller | 2021-05-12 |
d2a83bc | jens-daniel-mueller | 2021-04-16 |
c0a47df | jens-daniel-mueller | 2021-04-16 |
50290e8 | jens-daniel-mueller | 2021-04-16 |
b6fe355 | jens-daniel-mueller | 2021-04-16 |
81b7c6d | jens-daniel-mueller | 2021-04-16 |
ddec5b7 | jens-daniel-mueller | 2021-04-15 |
29edae5 | jens-daniel-mueller | 2021-04-14 |
099d566 | jens-daniel-mueller | 2021-04-14 |
bb44686 | jens-daniel-mueller | 2021-04-14 |
bf40480 | jens-daniel-mueller | 2021-04-13 |
9f31fe3 | jens-daniel-mueller | 2021-04-13 |
338dd3c | jens-daniel-mueller | 2021-04-09 |
a79ca2c | jens-daniel-mueller | 2021-04-09 |
d3c3fde | jens-daniel-mueller | 2021-03-26 |
594d503 | jens-daniel-mueller | 2021-03-26 |
2eb881a | jens-daniel-mueller | 2021-03-26 |
03b6009 | jens-daniel-mueller | 2021-03-23 |
de6256b | jens-daniel-mueller | 2021-03-23 |
380d215 | jens-daniel-mueller | 2021-03-21 |
33b385b | jens-daniel-mueller | 2021-03-20 |
108d6b2 | jens-daniel-mueller | 2021-03-20 |
330dcd0 | jens-daniel-mueller | 2021-03-20 |
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] tictoc_1.0.1 gt_0.2.2 corrr_0.4.3 broom_0.7.5
[5] kableExtra_1.3.1 knitr_1.30 olsrr_0.5.3 GGally_2.0.0
[9] lubridate_1.7.9 metR_0.9.0 scico_1.2.0 patchwork_1.1.1
[13] collapse_1.5.0 forcats_0.5.0 stringr_1.4.0 dplyr_1.0.5
[17] purrr_0.3.4 readr_1.4.0 tidyr_1.1.2 tibble_3.0.4
[21] ggplot2_3.3.3 tidyverse_1.3.0 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 utf8_1.1.4 R6_2.5.0
[10] nortest_1.0-4 DBI_1.1.0 colorspace_1.4-1
[13] withr_2.3.0 gridExtra_2.3 tidyselect_1.1.0
[16] curl_4.3 compiler_4.0.3 git2r_0.27.1
[19] cli_2.1.0 rvest_0.3.6 xml2_1.3.2
[22] sass_0.2.0 labeling_0.4.2 scales_1.1.1
[25] checkmate_2.0.0 goftest_1.2-2 digest_0.6.27
[28] foreign_0.8-80 rmarkdown_2.5 rio_0.5.16
[31] pkgconfig_2.0.3 htmltools_0.5.0 highr_0.8
[34] dbplyr_1.4.4 rlang_0.4.10 readxl_1.3.1
[37] rstudioapi_0.11 farver_2.0.3 generics_0.0.2
[40] jsonlite_1.7.1 zip_2.1.1 car_3.0-10
[43] magrittr_1.5 Matrix_1.2-18 Rcpp_1.0.5
[46] munsell_0.5.0 fansi_0.4.1 abind_1.4-5
[49] lifecycle_1.0.0 stringi_1.5.3 whisker_0.4
[52] yaml_2.2.1 carData_3.0-4 plyr_1.8.6
[55] grid_4.0.3 blob_1.2.1 parallel_4.0.3
[58] promises_1.1.1 crayon_1.3.4 lattice_0.20-41
[61] haven_2.3.1 hms_0.5.3 pillar_1.4.7
[64] reprex_0.3.0 glue_1.4.2 evaluate_0.14
[67] RcppArmadillo_0.10.1.2.0 data.table_1.13.2 modelr_0.1.8
[70] vctrs_0.3.5 httpuv_1.5.4 cellranger_1.1.0
[73] gtable_0.3.0 reshape_0.8.8 assertthat_0.2.1
[76] xfun_0.18 openxlsx_4.2.3 RcppEigen_0.3.3.7.0
[79] later_1.1.0.1 viridisLite_0.3.0 ellipsis_0.3.1
[82] here_0.1